04-2.ipynb

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    {
      "cell_type": "markdown",
      "id": "4ecbe13b",
      "metadata": {
        "id": "4ecbe13b"
      },
      "source": [
        "# 04-2 분포 요약하기"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "207f69cc",
      "metadata": {
        "id": "207f69cc"
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      "source": [
        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://nbviewer.jupyter.org/github/rickiepark/hg-da/blob/main/04-2.ipynb\"><img src=\"https://jupyter.org/assets/share.png\" width=\"61\" />주피터 노트북 뷰어로 보기</a>\n",
        "  </td>\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-da/blob/main/04-2.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩(Colab)에서 실행하기</a>\n",
        "  </td>\n",
        "</table>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "35c42ea1",
      "metadata": {
        "id": "35c42ea1"
      },
      "source": [
        "## 산점도 그리기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "id": "a96e334c",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 109
        },
        "id": "a96e334c",
        "outputId": "f45762cc-5d92-499f-cef5-261171903f9e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading...\n",
            "From: https://bit.ly/3pK7iuu\n",
            "To: /content/ns_book7.csv\n",
            "100%|██████████| 53.8M/53.8M [00:00<00:00, 122MB/s]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'ns_book7.csv'"
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              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 1
        }
      ],
      "source": [
        "import gdown\n",
        "\n",
        "gdown.download('https://bit.ly/3pK7iuu', 'ns_book7.csv', quiet=False)"
      ]
    },
    {
      "cell_type": "code",
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              "   번호                    도서명                저자    출판사  발행년도           ISBN  \\\n",
              "0   1                인공지능과 흙            김동훈 지음    민음사  2021  9788937444319   \n",
              "1   2           가짜 행복 권하는 사회            김태형 지음   갈매나무  2021  9791190123969   \n",
              "2   3  나도 한 문장 잘 쓰면 바랄 게 없겠네            김선영 지음   블랙피쉬  2021  9788968332982   \n",
              "3   4                예루살렘 해변  이도 게펜 지음, 임재희 옮김  문학세계사  2021  9788970759906   \n",
              "4   5  김성곤의 중국한시기행 : 장강·황하 편            김성곤 지음    김영사  2021  9788934990833   \n",
              "\n",
              "  세트 ISBN 부가기호    권 주제분류번호  도서권수  대출건수        등록일자  \n",
              "0     NaN  NaN  NaN    NaN     1     0  2021-03-19  \n",
              "1     NaN  NaN  NaN    NaN     1     0  2021-03-19  \n",
              "2     NaN  NaN  NaN    NaN     1     0  2021-03-19  \n",
              "3     NaN  NaN  NaN    NaN     1     0  2021-03-19  \n",
              "4     NaN  NaN  NaN    NaN     1     0  2021-03-19  "
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              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>인공지능과 흙</td>\n",
              "      <td>김동훈 지음</td>\n",
              "      <td>민음사</td>\n",
              "      <td>2021</td>\n",
              "      <td>9788937444319</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>0</td>\n",
              "      <td>2021-03-19</td>\n",
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              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>가짜 행복 권하는 사회</td>\n",
              "      <td>김태형 지음</td>\n",
              "      <td>갈매나무</td>\n",
              "      <td>2021</td>\n",
              "      <td>9791190123969</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2021-03-19</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>나도 한 문장 잘 쓰면 바랄 게 없겠네</td>\n",
              "      <td>김선영 지음</td>\n",
              "      <td>블랙피쉬</td>\n",
              "      <td>2021</td>\n",
              "      <td>9788968332982</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2021-03-19</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>예루살렘 해변</td>\n",
              "      <td>이도 게펜 지음, 임재희 옮김</td>\n",
              "      <td>문학세계사</td>\n",
              "      <td>2021</td>\n",
              "      <td>9788970759906</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2021-03-19</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>김성곤의 중국한시기행 : 장강·황하 편</td>\n",
              "      <td>김성곤 지음</td>\n",
              "      <td>김영사</td>\n",
              "      <td>2021</td>\n",
              "      <td>9788934990833</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "variable_name": "ns_book7"
            }
          },
          "metadata": {},
          "execution_count": 2
        }
      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "ns_book7 = pd.read_csv('ns_book7.csv', low_memory=False)\n",
        "ns_book7.head()"
      ]
    },
    {
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      "execution_count": 3,
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        {
          "output_type": "display_data",
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            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.scatter([1,2,3,4], [1,2,3,4])\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "id": "a5807dbe",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "a5807dbe",
        "outputId": "38ee6c98-89aa-41ce-ba9c-ebf4a47a0ebb"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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pFgMZIiIi0iwGMkRERKRZDGSIiIhIsxjIEBERkWYxkCEiIiLNYiBDREREmsVAhoiIiDSLgQwRERFpFgMZIiIi0iwGMkRERKRZDGSIiIhIsxjIEBERkWYxkCEiIiLNYiBDREREmsVAhoiIiDSLgQwRERFpFgMZIiIi0iwGMkRERKRZDGSIiIhIsxjIEBERkWZ1CXQHiIiItKrFJrC3rBpna+uR2D0Sw9PiER6mC3S3QgoDGSIiIi9sKK7Ai1+UoMJSL12XbIzEvAnpyMlIDmDPQgunloiIiBTaUFyBmSv3OwQxAGC21GPmyv3YUFwRoJ6FHgYyRERECrTYBF78ogTCyTH7dS9+UYIWm7MWpDYGMkRERArsLatuNxLTmgBQYanH3rLqjutUCGMgQ0REpMDZWtdBjDftyDcMZIiIiBRI7B6pajvyDQMZIiIiBYanxSPZGAlXi6x1uLx6aXhafEd2K2QxkCEiIlIgPEyHeRPSAaBdMGP/e96EdNaT6SAMZIiIiBTKyUjG0ilDYTI6Th+ZjJFYOmUo68h0IBbEIyIi8kJORjJGp5tY2TfAGMgQERF5KTxMh6y+PQLdjZDGqSUiIiLSLMWBzPbt2zFhwgSkpKRAp9Phs88+czguhMALL7yA5ORkREVFITs7G8ePH3doU11djcmTJyMmJgaxsbGYNm0aLly44NDm0KFDGDFiBCIjI5GamopFixYpPzsiIiLq1BQHMnV1dRg8eDCWLFni9PiiRYvwl7/8BW+++Sb27NmDrl27YuzYsaiv/7Ew0OTJk3HkyBHk5+dj7dq12L59O2bMmCEdt1qtGDNmDHr16oXCwkIsXrwY8+fPx1tvveXFKRIREVGnJXwAQHz66afS3zabTZhMJrF48WLpupqaGmEwGMQHH3wghBCipKREABD79u2T2nz55ZdCp9OJH374QQghxF//+lcRFxcnGhoapDZz5swR/fr1k903i8UiAAiLxeLt6REREVEHU/r9rWqOTFlZGcxmM7Kzs6XrjEYjMjMzUVBQAAAoKChAbGwsbrjhBqlNdnY2wsLCsGfPHqnNyJEjodfrpTZjx47FsWPHcP78eaeP3dDQAKvV6nAhIiKizk3VQMZsNgMAkpKSHK5PSkqSjpnNZiQmJjoc79KlC+Lj4x3aOLuP1o/RVl5eHoxGo3RJTU31/YSIiIgoqHWaVUtz586FxWKRLqdPnw50l4iIiMjPVA1kTCYTAKCystLh+srKSumYyWTC2bNnHY43NzejurraoY2z+2j9GG0ZDAbExMQ4XIiIiKhzUzWQSUtLg8lkwqZNm6TrrFYr9uzZg6ysLABAVlYWampqUFhYKLXZvHkzbDYbMjMzpTbbt29HU1OT1CY/Px/9+vVDXFycml0mIiIiDVMcyFy4cAFFRUUoKioCcDnBt6ioCOXl5dDpdHjiiSfw+9//Hp9//jkOHz6MBx54ACkpKfj5z38OALjuuuuQk5OD6dOnY+/evdi1axdmzZqF++67DykpKQCASZMmQa/XY9q0aThy5Ag+/PBDvPbaa5g9e7ZqJ05ERESdgNJlUVu2bBEA2l2mTp0qhLi8BPv5558XSUlJwmAwiFGjRoljx4453EdVVZWYOHGi6Natm4iJiREPPfSQqK2tdWhz8OBBcfPNNwuDwSCuuOIKsXDhQkX95PJrIiIi7VH6/a0TQogAxlF+Y7VaYTQaYbFYmC9DRESkEUq/vzvNqiUiIiIKPQxkiIiISLMYyBAREZFmMZAhIiIizWIgQ0RERJrFQIaIiIg0i4EMERERaRYDGSIiItIsBjJERESkWQxkiIiISLMYyBAREZFmMZAhIiIizWIgQ0RERJrFQIaIiIg0i4EMERERaRYDGSIiItIsBjJERESkWQxkiIiISLMYyBAREZFmMZAhIiIizWIgQ0RERJrFQIaIiIg0i4EMERERaRYDGSIiItIsBjJERESkWQxkiIiISLMYyBAREZFmMZAhIiIizWIgQ0RERJrFQIaIiIg0q0ugO0CB1WIT2FtWjbO19UjsHonhafEID9MFultERESyMJAJYRuKK/DiFyWosNRL1yUbIzFvQjpyMpID2DMiIiJ5OLUUojYUV2Dmyv0OQQwAmC31mLlyPzYUV3RYX1psAgWlVVhT9AMKSqvQYhMd9thERKRtHJEJQS02gRe/KIGzcMF+3TP/OIzukRG4sU8Pv041cVSIiIh8wRGZELS3rLrdSExbNZeaMPnve3Dzy5v9NjoTTKNCRESkTQxkQtDZWvdBTGv+CirkjAq9+EUJp5mIiMgtBjIhKLF7pOy2/goqPI0KCQAVlnrsLatW7TGJiKjzUT2Q6d27N3Q6XbtLbm4uAOCWW25pd+zRRx91uI/y8nKMHz8e0dHRSExMxNNPP43m5ma1uxqyhqfFI9kYCbmZL/4IKuSOCrVux6RgIiJqS/Vk33379qGlpUX6u7i4GKNHj8b/+3//T7pu+vTpeOmll6S/o6OjpX+3tLRg/PjxMJlM+Prrr1FRUYEHHngAERER+OMf/6h2d0NSeJgO8yakY+bK/dABTqd3nFEyJeWJ3FEhezsmBRMRkTOqj8j07NkTJpNJuqxduxZ9+/bFz372M6lNdHS0Q5uYmBjp2FdffYWSkhKsXLkSQ4YMwbhx47BgwQIsWbIEjY2Nanc3ZOVkJGPplKEwGeVPMymZkvLE06iQDpcDleFp8UwKJiIil/yaI9PY2IiVK1fi4Ycfhk7341fWqlWrkJCQgIyMDMydOxcXL16UjhUUFGDgwIFISkqSrhs7diysViuOHDni8rEaGhpgtVodLuReTkYyds65DaumZSI2KsJlu9ZBhVrso0L2+2/7eACk40wKJiIiV/wayHz22WeoqanBgw8+KF03adIkrFy5Elu2bMHcuXPx3nvvYcqUKdJxs9nsEMQAkP42m80uHysvLw9Go1G6pKamqnsynVR4mA43XZOAhfcMhA7ugwq168m4GhUyGSOxdMpQ5GQkMymYiIjc8mtBvGXLlmHcuHFISUmRrpsxY4b074EDByI5ORmjRo1CaWkp+vbt6/VjzZ07F7Nnz5b+tlqtDGYUsAcVbfNQTH7OQ8nJSMbodJPL/Z68SQomIqLQ4bdA5tSpU9i4cSM++eQTt+0yMzMBACdOnEDfvn1hMpmwd+9ehzaVlZUAAJPJ5PJ+DAYDDAaDj70ObZ6CCn8JD9Mhq28Pp8eUJgUTEVFo8dvU0jvvvIPExESMHz/ebbuioiIAQHLy5V/8WVlZOHz4MM6ePSu1yc/PR0xMDNLT0/3VXfoPe1Bx55ArkNXXv9sTyKEkKZiIiEKPXwIZm82Gd955B1OnTkWXLj8O+pSWlmLBggUoLCzEyZMn8fnnn+OBBx7AyJEjMWjQIADAmDFjkJ6ejvvvvx8HDx7EP//5Tzz33HPIzc3liEsIkpsUHOiAi4iIAsMvgczGjRtRXl6Ohx9+2OF6vV6PjRs3YsyYMejfvz+eeuop3HPPPfjiiy+kNuHh4Vi7di3Cw8ORlZWFKVOm4IEHHnCoO0OhRU5SMBERhSadEKJTrlu1Wq0wGo2wWCwOdWpIu1psosPzd4iIqGMp/f7266olIjW5SwomIqLQxE0jiYiISLM4IkNe41QPEREFGgMZ8go3cSQiomDAqSVSjJs4EhFRsGAgQ4q02ITqmzi22AQKSquwpugHFJRWcQNIIiKSjVNLpIiSTRzlrDDiFBUREfmCIzKkiJqbOHKKioiIfMVAhhRRaxNHf0xRERFR6GEgQ4qotYmjkikqIiIiVxjIkCJqbeKo5hQVERGFLgYypJgamziqNUVFREShjauWyCs5GckYnW7yurKvfYrKbKl3miejw+XAyNMUFRERhTYGMuQ1XzZxtE9RzVy5HzrAIZhRMkVFREShjVNLFDBqTFEREVFo44gMBZSvU1RERBTaGMhQwPkyRUVERKGNgQx5pcUmOIpCREQBx0CGFOP+SEREFCyY7EuKcH8kIgpGLTaBgtIqrCn6AQWlVdzeJIRwRIZk87Q/kg6X90canW7iNBMRdRiOEoc2jsiQbNwfiYiCDUeJiYEMycb9kYgomHgaJQYujxJzmqlzYyBDsnF/JCIKJhwlJoA5MqSAv/ZH4lJuIvIGR4kJYCBDCvhjfyQm6RGRtzhKTACnlkghNfdHYpIeEfnCPkrsTrIXo8SkLRyRIcXU2B+JS7mJyFfhYTrcMTgZf9te5rLNHYOT+RnSyXFEhrxi3x/pziFXIKtvD8UfFEzSIyJftdgEPj/ofuT284MVXLXUyTGQoYBgkh4R+crTDyKAP4hCAQMZCggm6RGRr/iDiAAGMhQg9iQ9VxNSOjBJj4jck/tD51xtA6eXOjEGMhQQ9qXcANoFM94u5SZt46Z/pJSnH0R2C9Ydxc0vb+ZKyE5KJ4TolJ8WVqsVRqMRFosFMTExge4OucA6MgTwfUDes5dxAOB0FaSdPdhRWiaCOp7S728GMhRwrOwb2uxfRG0/iPjFQ3I5C4SdsVcf3znnNn7GBDGl39+sI0MBZ1/KTaGH9YSCm1Z+ZNhrW63YVYYF6466bNe6rAM/czoP1XNk5s+fD51O53Dp37+/dLy+vh65ubno0aMHunXrhnvuuQeVlZUO91FeXo7x48cjOjoaiYmJePrpp9Hc3Kx2V4kowFhPKHhtKK7AzS9vxsS3d+PXq4sw8e3dQZ1nEh6mQ0J3g6y2XMXUufgl2XfAgAGoqKiQLjt37pSOPfnkk/jiiy/w8ccfY9u2bThz5gzuvvtu6XhLSwvGjx+PxsZGfP3113j33XexYsUKvPDCC/7oKhEFEJfPBqdAbx/ibeI3yzqEJr9MLXXp0gUmk6nd9RaLBcuWLcP777+P2267DQDwzjvv4LrrrsPu3btx44034quvvkJJSQk2btyIpKQkDBkyBAsWLMCcOXMwf/586PV6f3SZ/EwrQ9TUsfjFE3wCPd3nS+K3fRWT2VLvtP/2HBmWdehc/DIic/z4caSkpKBPnz6YPHkyysvLAQCFhYVoampCdna21LZ///646qqrUFBQAAAoKCjAwIEDkZSUJLUZO3YsrFYrjhw54vIxGxoaYLVaHS7kX3J/NWltiJo6DusJBZ9ATve5GgmqsNTjURkjQSzrEJpUD2QyMzOxYsUKbNiwAUuXLkVZWRlGjBiB2tpamM1m6PV6xMbGOtwmKSkJZrMZAGA2mx2CGPtx+zFX8vLyYDQapUtqaqq6J0YO5AYngR6ipuDGL57gE6jpPncjQXbPfHLY4zRTTkYylk4ZClObXbFNxkivV8CxxlFwU31qady4cdK/Bw0ahMzMTPTq1QsfffQRoqKi1H44ydy5czF79mzpb6vVymDGT1wtl7UHJ/YPi0APUZM22L942k4nmFhHJiACNd0nZ9+kmotNeGPzCfw6+xq37eyrmNSYzmaNo+Dn9+XXsbGxuPbaa3HixAmMHj0ajY2NqKmpcRiVqayslHJqTCYT9u7d63Af9lVNzvJu7AwGAwwGeRnr5D0lwYmSIWouhQxtan7xkG8ClWcid4Tnna/LMOu2qz2+N9Qo6yD3RxsFlt+3KLhw4QJKS0uRnJyMYcOGISIiAps2bZKOHzt2DOXl5cjKygIAZGVl4fDhwzh79qzUJj8/HzExMUhPT/d3d8kDJcEJV6SQEvYvnjuHXIGsvj0YxARIoKb75I7w1Fxs6pDl+J5+tAGXf7RxminwVA9kfvOb32Dbtm04efIkvv76a9x1110IDw/HxIkTYTQaMW3aNMyePRtbtmxBYWEhHnroIWRlZeHGG28EAIwZMwbp6em4//77cfDgQfzzn//Ec889h9zcXI64BAElwQlXpFAwY96Da/7IM/FkeFo8YqMiZLXtiB8/rHGkHapPLX3//feYOHEiqqqq0LNnT9x8883YvXs3evbsCQB49dVXERYWhnvuuQcNDQ0YO3Ys/vrXv0q3Dw8Px9q1azFz5kxkZWWha9eumDp1Kl566SW1u0peOHmuTlY7+9QAl0JSMApk3oNWShF09HRfeJgOD93UG69uPO6xbUJXAwpKq/zaL44oawf3WiLZWmwCNy3cBLO1wW275FZ7mbja0I376FCgBHJvJyaOutdiExj2+3zUXGxyelwHwBgdgcgu4TBb/fscFpRWYeLbuz22+2D6jczxU5nS72+/58hQ57G3rNpjEAMA9/3kKunXUSCGqIlcCWTeA0sRuGaf5lt76Awe+mma07pCOlx+jWouNjkEMYB/nkPWONIObhpJsskdQu2dEO3wN1ekULAI1Eo6OQHU/M+PhGQpAmejVN0M4RACqGtska5LijGgvtnmdLTGH+Uc7EnPM1ful4IoO9Y4Ci4ckSHZfEne5YoUCgaBynuQUyPFbG3AG5tPqPq4wc7VKNWFhhYpiImNisCT2dfgf34xxOWUE+Cf5FuOKGsDR2RINk/JuwCHWim4BWolndzA6NWN/0I/U7eQ+IKUU8kXAGouNeHVjcfx0E97ybpftYNQjigHP47IkGyt60u4csfgZP4Hp6AVqLwHJYFRqNQmkTNK1dqKr0/Jamd/rtVcXs8R5eDGQIYUyclIxoyRaS6Pv7W9LKSTFim4BarYmz2AkiNUapMoHTnxFIa0DkK5UW1oYSAT4hqbbVi24zu8sKYYy3Z8h8Zmm9v2LTaBzw+6/zAIlV+UpE2ByHuQM5rZWijUJvFl+s5dEJpfYu6Uq8NYwNE15siEsLz1JXh7Rxla/3/4w/qjmD4iDXNvd/6hy/2TqDMIRN5DTkYynsy+RlbBt1Codi0n586VuK56VNc1Sn/bNxgdnW7CzS9v7nQb1bL+kHsMZEJU3voS/G17WbvrbQLS9c6CGVa7DF1aqUgrlxqbCio167Zr8MHe0+3qoNiFUrXr1sublZqb0w/W+macqr6IXvHRuD+rN/RdwlBQWuXzD61ge59z40rPGMiEoMZmG97e0T6Iae3tHWV4akx/6Ls4zj4Gcv+kYPuACbb++BN/EaojPEyH+Xeku612HUq1SezTfG3fW568tO4oauubpb//vrMM8yako8HD1Ljdl/+ZXmr7fzbY3uee6g9pdYRJbdyiIAQt2/EdFqw76rHd8+Ovw7QRfRyua7EJ3PzyZo/7J9m3KFBLsH3ABFt//CmQJf07A2cBb36J2eP7p/XtEroaAB1w7kJDpwya7ee6dOsJbD9+TvHt7c/EEzKn7uxaP+dy3ucdPR0ZqtskKP3+5ohMCDpVfdHrdoGodhlsQ6vB1h9/4i9C37gLeHfOuc3ll6Kz27XW2YLm1tN83gQy9vfiB3vLYYqJRKVVXt6N/f/skknXY8G6o24rLz/zyWHM/7zE73s8tcapfHm4aikEpcZFe24E4IrYKKdZ8h256iOQe+NooT/+piS5mxx52lspv8TstDaJq9s5uw+trsBxRcky9bYELldHnjj8KgDtVza5ug0APLem2OPUVkft8dRaIKfytYQjMiHo2sRustq9ua0U51uVBG/966OjVn0E2yqpYOuPJ77m8fAXoXe8HcmSW+22s46GtU0A9ubnQO+EaEV5NwJAdZ3rrQ883dafr4OnlV2hlBzuDgOZELTvlLxfz+fb7GvSduqkI1Z9BNsXabD1xx018ng68hdhsCdPK+mftwGvkmq3wRY0eyL3+fM2AdgusXsksvr2kH5ofVlcgf8tkFcV2Bv+fB3sgd2jLlZ2CYRWcrgrDGRCkndv+kD8Cgy2odVg648rauXxdNQvwmBPnlbaP28DXm8C4GAImj1R+vy1HfE9a63HH9Z/6/Fx4rvqpfdieJgOw9PiUXLGot6JuKGF16GzYo5MCPLlV0NH50QEam8crfTHGTXzeDqipL+nXJJA54F40z9vA15vAuBAB82eePv6tt7fyHJJ3tRPZlqcQ67RzS9v9rhCUwcgvmuErPt3x18lJ178osTlcfsPy86Sk+ctBjIh6MY+PRAb7dt/3I769REepsMdg5PdzpV35NBqoPbqUULtBF1/JncHe/K0t/2TE/CaYgywCeGQTO/pdm3Fd43AsF5xMlt3PPVeX3nPSN+e3QHIS5hufa+/vzPD6yRjf/54YbK9PAxkQlB4mA4L7x7o03101K/ADcUVeMtJBWK7GSPTOnzqIRB79SjhjzyenIxk7JxzGz6YfiNeu28IPph+I3bOuc3ncw32D2pv++cp4BUA6pttmPz3PQ6bGuaXmF3ezpnquib8bPGWgI9auaLW6yt3FDmrbw/ZCdPAj/9nbx+UgnkT0j0+5+5+vABQZS+k1nsq7Tohbyl6qE9rMUcmROVkJOPNKUPb1UUwxRhQ32yD5WKTx5yIS40t+OP6EpysuojePaLx7O3piNKHq9ZHOR9Inx+swG9zruvwEZBA7NUjl7/yePyR3B3sydO+9M9V0qoxOgI1F5tQ4yaZXkmyq9r1i9RMulbr9bWPIrd9zlqLi47AjX16yE6Yfn78dXjwpjTp3Fy9XvZcHgDtjplaHbv55c0+53h5qh/kSrBPL/obA5kQlpORjNv6J+G9gpMOe5Zs/rbSY8G7R1d+g/ySs9KxHceB93aXY3R6It5+4Ceq9E/OB1IgV20EYq8eObS0ZNOXoKsjVjn5GhS2DXgTuhrw1McHAbT/Qm6dTL9zzm0Ot4uP0uPXHxU5bJTo7Ha+JuErTcr19BqoFVTbR5Fdrd4BgLuvvwK7S6vw9XfyRjESuhvaPVeefqA4O2bfbdvXxHpXCfruBNP/5UBiIBPCnH1o2fcscfbLxP7r4x/7v3cIYlrLLzmL6f+7T5VgJth/rQerQFRf9pa3QVdHrXJSIyhsHfAWlFa53DASaL+Ut/XtnAUxrm7nDaUr3eS8BsN6xSFMd3kzWlfCdHCa59M2SBqdbnI6imy//2W7TmLZrpOyz9dV8OTuB0rbY2pVvlYyHWYXbP+XA4k5MiHK00oCAE5zIn52baLLIMYuv+QsLjW2+NxHrSx1DkbBnsdj5y6XBLj8ZXDfT1IdruvIVU5qJ3f7e1m2t0G90qRcua9B4anzboMY4HIQUnjqvMN19hVHE9/e7ZBDBAC7nrn8ufTwTb2l2yvVzRAOs7Vedi5L67yV1rdRKwdISf0gu6QYQ1D9Xw4kjsiEICW/Itr+MvnjetdLAdu2W/Bz3xKKtTRFEoyCOY+nNU8F0F7deByr953GvAnpGJ1uUvwL2NcpKFf9M3kxAuTvZdneBvVKvpCHp8XLfg28CcDkjAyNTjdh9kdFsu7bmQsNLXjyw8u39zSS527kSe5u256eB+8C0OD6fxxIDGRCkC9l9svO1cl6DLnt3NHSFEmwCtY8nrbsQdfrm47jz5va715s/xJ7IvsaRe9dtaag1AoKh6fFe0xajY2OcAjOW2wCNptAbFQEalzUU/E1qFcScCj5/JAbWJ2rbZBGOeQESd0jI7yq+uuMu1wWT0HVE9nXyHoMT8+DNwFopbXzbVLrLU4thSC5H1r5JeZ210VFyFuVJLedJ66mSOK6RmDJpOtD/j9wZ/LP4gr8ZXP7IAb4MYh9R2YOxNnaetWnoFoXaGu9yaPaWt+rfYpl8rI9boMYwLegXsmIj5KgR25dnAXrjuLmlzfjjc3HZQVJBaVVsvogR9upM/s00qf7v8eznxa7nW6z77bt7vzCdMB5N/lNwI8Bri/9DmUMZEKQ3A+t5btOtvuwHzvAJOu2ctvJkZORjOfHpyO+q166rrquCQvWHQ3a+hmkzIbiCjz2/gG3+Q4CcPll3lZCV0NQFtrbW1btdjQGuLzH2d6yatlF3dTIe1JSsVpJ0OMpB6o1s6Uer250Hsi2p+7rZg+Q3th8QsrNefKjgx4TrFvvtu2KTQC577sPnPNLzB7fF+76zYJ4FHLsKwk8cVb++oq4aFmPIbedHBuKK5D7/v52HyrBUsI+WLhKSLRrbLZh2Y7v8MKaYizb8R0aZc7v+5unMuxtxUZFePzChQ5+KbTn6Tn2RO5ohtlyyeMqltioCKz6ZaYqhQmVJDUr3abD1ahqW0qeycy0HooqIMv16sZ/KZ6y6p0QjVHX9XTbRsB14Kz0/e9MqK/cZI5MCJKzkgBwnitj/xBz959dzXLdai1v7Ow85YLkrS/B2zvKHF73P6w/iukj0jD39vQA9PhHSldsPHRTGv688V9u86bOXWiQdV9yvgDsycL5JWZ8VnTGIaBum2/TOrE4oasB0AHnLjRIOTWyc0YuNHp8TmouNSFMp1PtfS83qdmb3DV7jtGKXWUe9z6SI0z3Yx8CLT5Kj01H/+2xnau8Q29WLLWV0NXg0+21joFMCFIavbdu72lbeeByxUy1Plx9SUwOFZ4SErPTnS+Ztwngb//Z/iGQwYyS92OyMRKzbrsa/Uzd3H7hys2h8BRYeKq02jpRFGhf+bVt358ff53HHwIAsPifnnd6Bnz/JW4PvMyWS6iua0R8NwP+9N+D2wVgzgrHzRiZhrd3lEG0eeP91yATGpptKCitkm5rf5xT1Rd96q/duboG3DnkCqkPgUgRsSdYf1tZK3s0ydnrpcpoSuj+hgPAQCYkKc2QV9r+2c+KERamUyURl0Xx3JNT/8NT3Z+3d5ThqTH9oe+ibKZZrcq6St5f9l/6nlYRqbF0X06lVfuo4DOfHHa5rYed2VKP3PcP4JcjeuPtHSfdnmdji7yvxoSuBhSUVnn1GrgL0uwjTa5+HNj3QGvbSwHgi0NmfHHILN3Pfw1Kxj/2/+A230SphK4Gl33oCK1Hnr5WkHjs7L2uRh0suSOQnRUDmRAkZ3oIcP5h32ITeOaTw25vV3OxSbVlgSyK554aw9I2AbxXcBLTRvSRfRtnX4LxXSNw15ArkJ1uUvSF6inoAC6v/HhjouP7yVMFVl+W7iuptCoAWYma9qDnH/t/kHGv7ulwec+mpz4+6FDlVu7Sck9BWoWbJclKnpsKSz3e3uF601dvNbfYFFfCVZMxKgIP3dQbo9NN+OH8JVm3iYns4jRwlvP+9yRUP//smOwbguwf8nK+Ztp+2L+x+bjsD201VoUoTSwMNWqNRCkZ8ne1mqa6rgnLdp2UqrDKTcKWs7LljYnX4/ZByoLi0ekmPJF9LYxRjsta5azyUSNAdEbg8vPkC3tgVnOxqd12BxWWejy6cj/WHzrj8vZKAhFn/4f99dwo8cmBHzq8D90M4dJ7qeZSE17deBw3v7wZSd0NshZP/OGugU4DZyUru5wJ5c8/OwYynYA3KynsiX3JLlYSJDv5sG+xCdl1PAB1lgWqXSI+2Cl9LdX6JdYrXt4qM7lfgkpXlLla2ZJsjMSbU4bi9kEpsu7Hzl5/5dWN/5KWbMdGReDJ7GukDRndPc/BPFWZFGPwWHNk1gcHsP6Q8+debiDiamWX2SJvBMKfNhzpuJWK9k+WCw0tsFxqv2P546uLMOq6RLf3MTo9ERMGu34Pu3r/y/lUe3585/n88xanljRuQ3EF5q05gsraH+dIk7ob8OKdAzwOL7fOM2id7GeKcT7XvresWnYdDzslq0JczfOrWSI+mHlThVaNYWkAuD+rt6x2Sr4Ela4oU6t6rqtpE8ulJvx543FcbGzG5wcr3D7PwThUPyY9CQ/dlAabEJj89z1u29oE8Nj7+/FmWPuRJ1+S/QGomuvirYbmjptUSooxoL7Z5nQk2v4+L/7Biukj0rBsp2PisQ7AL0f0xu/GD/D4OG3f/+dqG2St8IprVV8rVDGQ0bANxRVOVw9V1jbg0ZX78aaMHBUlJey9+ZXqzaoQZ1/eWtk3yFtKdx6285QLIufjXskz6G7n5ra8WVHm65YKcpKf7Su1Wmv7PKsVIKrp2qRuyOrbA2uK5OfYOAskfU32j+8WWkt9G1wEMXb29/lt/ZPw9Nj+eK/gJE5VX0Sv+Gjcn9VbURJ96/e/3Nc5mEcPOwqnljSqxSYw+6ODbts89dFBVSuXKv0A7GZwntxmp7SEfEeViFeDkikipTsPt+Vup+usPnEe+yoAzPm/g7Kmsqq9WB3h6YPW1yJzrXmbvyH+c3nmH4ex68Q5APApb8EfsvokAFD2/7DCUo/dpVUOz29VrbzX0FX+mSkm+EarXJmS6b7qrhznZVbcNVsuofDUeSR0N2BcRjIevClN8UrA1rjQQT7VR2Ty8vLwySef4Ntvv0VUVBR++tOf4uWXX0a/fv2kNrfccgu2bdvmcLtHHnkEb775pvR3eXk5Zs6ciS1btqBbt26YOnUq8vLy0KULB5EA4OsT53CxscVtm7rGFnx94hxGXOu+6qRcw9PiERfdBecvNstqP+Ia18FGZy50p3SKSI1aOc5GrM7XNeKx9+UVDPu06Aw+LTrjcSor3othbPuGgM5eR1ern35/Z4bivBjA91+nNZeaMPnve6Tnwd2u3B1t67/O4qZrEmSvOrSb/t43Dp8VSv47Ocs/U/r43pI7ouhOZQeOVixYd9RtsUSlztd5DjiZ6HuZ6iMy27ZtQ25uLnbv3o38/Hw0NTVhzJgxqKtz3A15+vTpqKiokC6LFi2SjrW0tGD8+PFobGzE119/jXfffRcrVqzACy+8oHZ3Nesf+79XtZ0n9jyW4Wnyh/2nZPZ2eUzJl7eWeLNRoVq1clqPWA1Pi8eCdcrLnntK0jUZoxTfp31DwLb36W7102PvH0DeeuX9V+vXqf15AICdc27DB9NvxLiMJFXu21vLdpahsdnmkAAvR9sfPHIGvHp01budznx+/HWyH99bSyZdj1XTMhEbpWwzxdYuNrj/saemtrlDclaQudJiE7LyY5joe5nqgcyGDRvw4IMPYsCAARg8eDBWrFiB8vJyFBYWOrSLjo6GyWSSLjExMdKxr776CiUlJVi5ciWGDBmCcePGYcGCBViyZAkaGwOfaBYMLjbKGxWR284d+wqQiW/vxj+PVMq6TbQ+HDe6yXXw5svb1RSEmlMTvvB2isgfQ8i+TLEArqey7L/GlWobIMlZ/fS37WUuV964Ine3ZU9aPw8AYLnUiC+L5b33/cVe78cuKsJ/mQHPjusPY5Te5f8pY7T/E0zDwnQIC9MpXmDQ2sArYxTvKq02dyvIXJH7/3c995kD0AHJvhaLBQAQH+84/LVq1SqsXLkSJpMJEyZMwPPPP4/o6MtLQAsKCjBw4EAkJf34C2js2LGYOXMmjhw5guuvv77d4zQ0NKCh4cehOKvV6o/TCRo/6d0DX3mo2Gpv5ws51U2deWRkX7e/FJR+eW8orsD8z4/AbP3xNTbFGHDnkBSPK1A6irdTRGpUoW3LlykWez93l1bhpmsSHI61Ti5W8p5oO10o94P6+TXFGJshf3pRzhYacrV+Hnzd1E8tm4+dxYWGFry68V9+fZw/fPmty2mSDcUVHvPzfGV/r/w2p79P93NTn55YvU+dUWlvuVtB5srGErOsdusOV+CVZptPuTidgV/P3maz4YknnsBNN92EjIwM6fpJkyZh5cqV2LJlC+bOnYv33nsPU6ZMkY6bzWaHIAaA9LfZ7PwFzsvLg9FolC6pqal+OKPgMfWnvT3+6tT9px3g3WiGksJZbc0Y6b5KrJJCd/bVWa2DGAAwWxvwt+1lbqdxOnK0Ru6KnrZBhj9q5agxxZL7vvMpJlc1iLoZ3H+ctA7k5AZaVXWNiqcXczKS8WT2NYpu407Bd+eCIkcGAHadqPJ7EAO0nyax/5/KW1+CR1fu95if5yv7e8Wb5HK72OgIQCev6nJHkFMgtMUmsOv4OazcUy7rPkWbUbpQ5dcRmdzcXBQXF2Pnzp0O18+YMUP698CBA5GcnIxRo0ahtLQUffv29eqx5s6di9mzZ0t/W63WTh3MhIfpEKUPd/uBEqUPR3iYzmXy6R2Dk92OZvhSwfP9PafclryXW0IegMctEdpqvf/N/M9LvCrhrtSG4gosWHtEVltnQYbatXLUSMisueR6q4m2ycUnz13E8l1lAGwe73fXCc87BbdmtlxSvJ9Q74Suih7DPeYg2P9/vuVk6bo/nT7v/SaTV8VH4fEPDqjYG984G41tXUPr5LmL+GBvuaISBwBwskqdjTi1zG+BzKxZs7B27Vps374dV155pdu2mZmZAIATJ06gb9++MJlM2Lt3r0ObysrL89Mmk8npfRgMBhgMoVPfYG9ZtcdfRRcbW/DG5hP488Z/tRtVqbDUe6yn0dDs+UvJFTkl7+1f3u0K+sUYMP+OARidbsLynd959Yvqx/1v2lfiVGsfKDu502+epojUrJXj7RSQM65Wj9mTizcUVzh9j7nyxpZSRY/vzWoQNUak7K9XVt8eeGPLCZ/vrzPo6OyzlbvljUw4c+j74EsvaD0S6WlndfmCpdJR4Kg+tSSEwKxZs/Dpp59i8+bNSEtL83iboqIiAEBy8uUPpqysLBw+fBhnz/6YA5Kfn4+YmBikp8vP1u/M5A7Nv7NL2e6wrZMcE3wofHVlrLzVLQfKz+PfbYaPz9Y24B/7v8fNL2/GH9Z/63UfnLHXC1FjHyhA/vSb3CkiNWvleNqGQg5Pq8d8mX6Uy9U0x/pDZ1xOG8pZuupO69frxj49EN81sAmjoao5QIn7/nKutgFrin7AaxuPO12x540hV8b63jGNU31EJjc3F++//z7WrFmD7t27SzktRqMRUVFRKC0txfvvv4/bb78dPXr0wKFDh/Dkk09i5MiRGDRoEABgzJgxSE9Px/33349FixbBbDbjueeeQ25ubkiNurgj9xenNxn/9i8vCHg9PSHn4ydvfYnTUSGbAPJlJDL7ovUwr6ctEtyRO/0W31WPP9yVocookJL+OtuG4mTVRby3+5SixzxbW48L9c148sMDKD9/CVfFReHVe6/H4R8sHZ4/Yn9vzfrggMNSYvtIzeh0k6ylq+603t04PEyHe4Zegbd3nPTpPgMlTCdvyTX5V5gOPr8vnUmJk7dPWmemE0Ko+hbX6Zx/oL7zzjt48MEHcfr0aUyZMgXFxcWoq6tDamoq7rrrLjz33HMOS7BPnTqFmTNnYuvWrejatSumTp2KhQsXyi6IZ7VaYTQaYbFYHO63s2hstqH/81+6/YDytaDUa/cNgaFLmFcrQH52bU+8+/Bwl1+6cvrvb6/eOwRREWGK9zdqbU3RD/j16iLPj/WLwbhrqPspVsBzkOKp2J6cIKegtAoT397tsS+t9ekZje/+3X66MDU+Cqer1d9EsKshHHVe1gC5PSMJ61VaKm3PJXtru7KRzWBijOqCh29KQ1OLTfG0HgW3mMguOPDCmE5XS0bp97fqIzKe4qLU1NR2VX2d6dWrF9avX69WtzqdwlPnPQYBvn7wJna/nB8w7abeWKZg12vg8kjF+kMVWLDO8Us3OiIMGVcYEREeFvBfibuO/xv/2P+D4v2NWpM7MiankJynIMXTfkwzRqa1S96O7xqBu4Zcgex0kxTUKNlHSIfL013OghgAqgYxs27ti2uSuuPkuYs+rcxRK4gBXOeSaYn1UjP+vPE4lky6vkMq8lLHGdYrrtMFMd4I7cXnGiY3RyY2KsKrNRdhOuD8f3ITYryorHmpqQWPvd9+Dvhikw17T57HrtIqL3qlrvyjZ73e38hueFo8uurD3bYxdAnzWAPGU0Xg9YfOuC22JwCnS9Gr65qwbNdJTHx7t1Rd191y79bsI3odladw09U98V+DUrB6n/cJntSe/f3x3Jpi5GQ4XyxB2hTIAqDBhIGMRskdCXjopsvJ1kqDGZu4XEdk/aEzeH+PsnwKrbC4yR+Ss0VCi03g6+PnUOdh9VhDsw3rD7uuwCmnIvBza4p9/iVd0aq+jquNJlszGSMxMKW7T48pR+uaQb4s+Sf3quua8I7CkVUKbvXNNvx6dfAsMQ8U7sCoUXKrwc667Wr0M3VzOmXxX4NMWLbzpMspHvuvuOq64CgopSZDFx0amj3/knE18qV06eTvPj2M2wcmOx0GllMRWK3XwL5ia3S6qd1y74SuBkAHnLvQIOXX3LJ4iyqP64p91Oe+n6Ri7aEz+Je51q+PR9TZsLovAxnNkltQLjxM57I+yd6yao8rMTpjEANAVhADOB/58mbbBmt9s8vdq33dsVmp1iu27Mu9XTFGReD0efWTeaX7/88+OK9uPO63xyDqzOzVfd0VIO3sGMhoWE5GMpZMGvqfUZMfa204qwbr7AtLaQXJUOKqeJ0vdVNcBSxy6/XEd9XjfF2jKqtn5ARPLTaB8QNMKD6jbmGxcRlJyMlIxslzFxUV0iMi50K9um/ojkV1AH/v87Oh+PKqoNZBTHzXCDw//jpZS4fl7mPiz112g5G74nW+5HC4Gt156qMij7eNjY7A7+/McOifLzzlWNl3PH85X/19fR7ISpOSehnEEKkhtP8ncUTGTzwtpVXj/p1Nb5yva0Lu+wew9D9TSu7I3fPmUpP3WxXIZQjXoaElOP4zutvfyNtRrMiIMJit9SgorZKWQSuZotIBGJthcrofk73WidxlwoYuOhT/YMGwXnFO59W93fFcjmh9OGxCYPd3VUzqJVLJoCuMge5CQKleEC9YBLIgnqsvAvsvaV/3+WmxCdz88ma3XwTJxkjsnHObyxoDrqrqqimhawTOaSzHJveWvpg9pp/L523Zju98rs4Z3zUCL00YgD98+a2iL/MPpt/othLx+kNn2lW79WT6iN743fgB0t9y3ltqiI2K8KrqNBG19+y4/pjxM+82XA5GSr+/Q2vOoAPIWUqrdJ+ftlNUcn7Nuls63Nhsw9s7/F/kq+ZSs98fQ23xXfVuC0zFelFTp63quibMWl2kOFiw57W02ARKzlhQeOo8Ss5YpPfS7YNSMO1mz3ubtfb2jpP4r9d3SFOfHbX8mUEMkXqOnLEEugsBxakllclZSutsO3dXnE1Ryf0yzS8xO32M9wpcL7lWkxY3fIv3kHhb7cVO3Go5V9uAP6wrwbKdZQ6v3x/WH8X0EWkYfGWcVwFq8Q9WTHx7N0wxBiTLqEBMRMHlez+uLNQCBjIqk7uUVk47V1NUcn/Nrvj6JH43vn3C6qnqjstwjwjToUlDAU1CV73b4zUXG90e9ydXU1o2gf9ME/o2yma2NsBs9W3XaCLqePouob1NAaeWVCa34q6ndr4s87WzCWDL0fa7SKd24G6p1yX7vzKsmkoq3A/RutgTlYgoYIT/12MENQYyKrNX3HX1fde6HLs7auUq/H79kXbX9Td1THBh6BKGIamxHfJYavnmZI3b41l9EjqmI0REMp0+zzoypCJ3G/K5q0/SllrVXqsutJ8KOVfXMdMjg66IwVo3ewwFo7oG99N2N/btgdho3xN+iYjUIrNQeafFQMYLngrdudqQz2SMlL30Wu4UlSfOitnJLYTnq1HXJWluiwObjGoEfXt27YCeEBHJ0ychtD+TmOyrkNxCd672N/I0EmPnaVNIueKi27/E8R4SWtVi1eDy66q6Rpd1WjYUV2DemmJU1gYu4ZeIqK2b+4b2lDcDGQVcrSIyW+oxc+X+dqMtrjbkc/VF2Zq7TSGVOH+xfTARH90xgczp83Ud8jhq+re1AT/5w0aHbR+SuuvRJ6EbClzU5SEiCqSjZnX3Q9MaBjIyeSp0p8PlQnej001uR12UbF1gn6Jq215JYNPcItoFTl+VmGXe2jfrDnfM46ippr594FdZ24jKWgYxRBScir6vCXQXAoqBjExqFLrzNKKzZNL1iOtqcBipaT1FlV9ixvJdJxWNzjS22DBsQb5D7ZmI8I5ZQ6yh8jFERJoV1jl3GpKNgYxMvha6k7N1Qdt9clqP1AxPi8dsGbskt3Wh0QbAschAU5BszkhERL5rDvE6MgxkZPK10J2cujBtRzBaj9RUWOq5WzAREbVT26C9hRVqYiAjk6dVRDpcXl7tqtCdN3VhXI3UEBER2dU1tqDFJmSviu1sWEdGJm8K3bWuN3Ou1vvaLQxiiIjIFZu4POofqjgio4CrVURxXSPw+zszHFYdbSiuwPzPjzhswhemY1BCRETqU6savBYxkFEoJyMZNhvw3JpiqdZIdV2TtDNxXFeDtLqoLQYxRETkDwndDIHuQsAwkFFoQ3EFct9vv4S6wlKPx94/IOs+fClwR0RE1E4If6kwR0YBd0uolRAAIp3sgUREROSNc3Uds4deMOK3qQJyllDLVd8U4gv/iYhINWptNKxFDGQUCOVkKiIiCl6uSn+EAgYyCpw8p71NEImIqPML1RoyAAMZ2TYUV+DVjccD3Q0iIiJqhYGMDC02gWc+ORzobhAREVEbDGRk2F1ahZqLTZ4bEhERUYdiICNDwXfnAt0FIiIil1pCuOIqAxlZQjeJioiIgt/u0iq/3G/rPQMLSquCMmBiZV8Zsvr2wBtbTgS6G0RERE5NXrYnoI9/cuH4gD12UI/ILFmyBL1790ZkZCQyMzOxd+/egPTjxj49AvK4REREWtD7mXUBe+ygDWQ+/PBDzJ49G/PmzcP+/fsxePBgjB07FmfPnu3wvvR9dn2HPyYREZGWBCqYCdpA5pVXXsH06dPx0EMPIT09HW+++Saio6OxfPnyDu3H3XmBizKJiIi0JBDBTFAGMo2NjSgsLER2drZ0XVhYGLKzs1FQUOD0Ng0NDbBarQ4XNey3qHI3RERE5AdBGcicO3cOLS0tSEpKcrg+KSkJZrPZ6W3y8vJgNBqlS2pqakd0lYiIiAIoKAMZb8ydOxcWi0W6nD59OtBdIiIiIj8LyuXXCQkJCA8PR2VlpcP1lZWVMJlMTm9jMBhgMBhU78tQI6eXiIiIglVQjsjo9XoMGzYMmzZtkq6z2WzYtGkTsrKyOrQvn8wN3Np4IiIiLQlEPZmgDGQAYPbs2Xj77bfx7rvv4ujRo5g5cybq6urw0EMPdXhfAlnoh4iISAsC9V0ZlFNLAHDvvffi3//+N1544QWYzWYMGTIEGzZsaJcA3FFOLhyPu/PWcZqJiIiojUD+4NcJIYJv4wQVWK1WGI1GWCwWxMTEBLo7REREJIPS7++gnVoiIiIi8oSBDBEREWkWAxkiIiLSLAYyREREpFkMZIiIiEizGMgQERGRZjGQISIiIs1iIENERESaxUCGiIiINCtotyjwlb1gsdVqDXBPiIiISC7797bcjQc6bSBTW1sLAEhNTQ1wT4iIiEip2tpaGI1Gj+067V5LNpsNZ86cQffu3aHT6VS7X6vVitTUVJw+fbrT7uHU2c+R56dtPD9t4/lpW0ecnxACtbW1SElJQViY5wyYTjsiExYWhiuvvNJv9x8TE9Mp36StdfZz5PlpG89P23h+2ubv85MzEmPHZF8iIiLSLAYyREREpFkMZBQyGAyYN28eDAZDoLviN539HHl+2sbz0zaen7YF4/l12mRfIiIi6vw4IkNERESaxUCGiIiINIuBDBEREWkWAxkiIiLSLAYyCi1ZsgS9e/dGZGQkMjMzsXfv3kB3CfPnz4dOp3O49O/fXzpeX1+P3Nxc9OjRA926dcM999yDyspKh/soLy/H+PHjER0djcTERDz99NNobm52aLN161YMHToUBoMBV199NVasWNGuL2o8P9u3b8eECROQkpICnU6Hzz77zOG4EAIvvPACkpOTERUVhezsbBw/ftyhTXV1NSZPnoyYmBjExsZi2rRpuHDhgkObQ4cOYcSIEYiMjERqaioWLVrUri8ff/wx+vfvj8jISAwcOBDr169X3Bel5/fggw+2ez1zcnI0c355eXn4yU9+gu7duyMxMRE///nPcezYMYc2wfSelNMXped3yy23tHsNH330UU2c39KlSzFo0CCp4FlWVha+/PJLRfcXrOcm5/y0/No5s3DhQuh0OjzxxBOK7ldL5whBsq1evVro9XqxfPlyceTIETF9+nQRGxsrKisrA9qvefPmiQEDBoiKigrp8u9//1s6/uijj4rU1FSxadMm8c0334gbb7xR/PSnP5WONzc3i4yMDJGdnS0OHDgg1q9fLxISEsTcuXOlNt99952Ijo4Ws2fPFiUlJeL1118X4eHhYsOGDVIbtZ6f9evXi9/97nfik08+EQDEp59+6nB84cKFwmg0is8++0wcPHhQ3HHHHSItLU1cunRJapOTkyMGDx4sdu/eLXbs2CGuvvpqMXHiROm4xWIRSUlJYvLkyaK4uFh88MEHIioqSvztb3+T2uzatUuEh4eLRYsWiZKSEvHcc8+JiIgIcfjwYUV9UXp+U6dOFTk5OQ6vZ3V1tUObYD6/sWPHinfeeUcUFxeLoqIicfvtt4urrrpKXLhwQWoTTO9JT33x5vx+9rOfienTpzu8hhaLRRPn9/nnn4t169aJf/3rX+LYsWPi2WefFREREaK4uFjzr52c89Pya9fW3r17Re/evcWgQYPEr3/9a9n3q6VzFEIIBjIKDB8+XOTm5kp/t7S0iJSUFJGXlxfAXl0OZAYPHuz0WE1NjYiIiBAff/yxdN3Ro0cFAFFQUCCEuPzFGhYWJsxms9Rm6dKlIiYmRjQ0NAghhPjtb38rBgwY4HDf9957rxg7dqz0tz+en7Zf9DabTZhMJrF48WKHczQYDOKDDz4QQghRUlIiAIh9+/ZJbb788kuh0+nEDz/8IIQQ4q9//auIi4uTzk8IIebMmSP69esn/f2LX/xCjB8/3qE/mZmZ4pFHHpHdF6XnJ8TlQObOO+90eRstnZ8QQpw9e1YAENu2bZPuI1jek3L6ovT8hLj8Zdj6i6MtLZ2fEELExcWJv//9753utWt7fkJ0nteutrZWXHPNNSI/P9/hnDrja8ipJZkaGxtRWFiI7Oxs6bqwsDBkZ2ejoKAggD277Pjx40hJSUGfPn0wefJklJeXAwAKCwvR1NTk0O/+/fvjqquukvpdUFCAgQMHIikpSWozduxYWK1WHDlyRGrT+j7sbez30VHPT1lZGcxms8PjGI1GZGZmOpxPbGwsbrjhBqlNdnY2wsLCsGfPHqnNyJEjodfrHc7n2LFjOH/+vKxzltMXb23duhWJiYno168fZs6ciaqqKumY1s7PYrEAAOLj4wEE13tSTl+Unp/dqlWrkJCQgIyMDMydOxcXL16Ujmnl/FpaWrB69WrU1dUhKyur0712bc/PrjO8drm5uRg/fny7fnS21xDoxJtGqu3cuXNoaWlxeGEBICkpCd9++22AenVZZmYmVqxYgX79+qGiogIvvvgiRowYgeLiYpjNZuj1esTGxjrcJikpCWazGQBgNpudnpf9mLs2VqsVly5dwvnz5zvk+bH3x9njtO5rYmKiw/EuXbogPj7eoU1aWlq7+7Afi4uLc3nOre/DU1+8kZOTg7vvvhtpaWkoLS3Fs88+i3HjxqGgoADh4eGaOj+bzYYnnngCN910EzIyMqT7DZb3pJy+KD0/AJg0aRJ69eqFlJQUHDp0CHPmzMGxY8fwySefaOL8Dh8+jKysLNTX16Nbt2749NNPkZ6ejqKiok7x2rk6P0D7rx0ArF69Gvv378e+ffvaHetM///sGMh0AuPGjZP+PWjQIGRmZqJXr1746KOPEBUVFcCekTfuu+8+6d8DBw7EoEGD0LdvX2zduhWjRo0KYM+Uy83NRXFxMXbu3BnorviFq/ObMWOG9O+BAwciOTkZo0aNQmlpKfr27dvR3VSsX79+KCoqgsViwf/93/9h6tSp2LZtW6C7pRpX55eenq751+706dP49a9/jfz8fERGRga6Ox2CU0syJSQkIDw8vF02dWVlJUwmU4B65VxsbCyuvfZanDhxAiaTCY2NjaipqXFo07rfJpPJ6XnZj7lrExMTg6ioqA57fuz35e5xTCYTzp4963C8ubkZ1dXVqpxz6+Oe+qKGPn36ICEhASdOnJAeVwvnN2vWLKxduxZbtmzBlVdeKV0fTO9JOX1Ren7OZGZmAoDDaxjM56fX63H11Vdj2LBhyMvLw+DBg/Haa691mtfO1fk5o7XXrrCwEGfPnsXQoUPRpUsXdOnSBdu2bcNf/vIXdOnSBUlJSZ3iNWyNgYxMer0ew4YNw6ZNm6TrbDYbNm3a5DC3GgwuXLiA0tJSJCcnY9iwYYiIiHDo97Fjx1BeXi71OysrC4cPH3b4cszPz0dMTIw03JqVleVwH/Y29vvoqOcnLS0NJpPJ4XGsViv27NnjcD41NTUoLCyU2mzevBk2m036UMrKysL27dvR1NTkcD79+vVDXFycrHOW0xc1fP/996iqqkJycrImzk8IgVmzZuHTTz/F5s2b201xBdN7Uk5flJ6fM0VFRQDg8BoG6/k5Y7PZ0NDQoPnXztP5OaO1127UqFE4fPgwioqKpMsNN9yAyZMnS//udK+h7LRgEqtXrxYGg0GsWLFClJSUiBkzZojY2FiHzO5AeOqpp8TWrVtFWVmZ2LVrl8jOzhYJCQni7NmzQojLy9uuuuoqsXnzZvHNN9+IrKwskZWVJd3evtRuzJgxoqioSGzYsEH07NnT6VK7p59+Whw9elQsWbLE6VI7NZ6f2tpaceDAAXHgwAEBQLzyyiviwIED4tSpU0KIy0uCY2NjxZo1a8ShQ4fEnXfe6XT59fXXXy/27Nkjdu7cKa655hqH5ck1NTUiKSlJ3H///aK4uFisXr1aREdHt1ue3KVLF/GnP/1JHD16VMybN8/p8mRPfVFyfrW1teI3v/mNKCgoEGVlZWLjxo1i6NCh4pprrhH19fWaOL+ZM2cKo9Eotm7d6rCE9eLFi1KbYHpPeuqL0vM7ceKEeOmll8Q333wjysrKxJo1a0SfPn3EyJEjNXF+zzzzjNi2bZsoKysThw4dEs8884zQ6XTiq6++0vxr5+n8tP7audJ2JZbWX8O2GMgo9Prrr4urrrpK6PV6MXz4cLF79+5Ad0nce++9Ijk5Wej1enHFFVeIe++9V5w4cUI6funSJfHYY4+JuLg4ER0dLe666y5RUVHhcB8nT54U48aNE1FRUSIhIUE89dRToqmpyaHNli1bxJAhQ4Rerxd9+vQR77zzTru+qPH8bNmyRQBod5k6daoQ4vKy4Oeff14kJSUJg8EgRo0aJY4dO+ZwH1VVVWLixImiW7duIiYmRjz00EOitrbWoc3BgwfFzTffLAwGg7jiiivEwoUL2/Xlo48+Etdee63Q6/ViwIABYt26dQ7H5fRFyfldvHhRjBkzRvTs2VNERESIXr16ienTp7cLBoP5/JydGwCH90swvSfl9EXJ+ZWXl4uRI0eK+Ph4YTAYxNVXXy2efvpph1okwXx+Dz/8sOjVq5fQ6/WiZ8+eYtSoUVIQI/f+gvXcPJ2f1l87V9oGMlp/DdvSCSGE/PEbIiIiouDBHBkiIiLSLAYyREREpFkMZIiIiEizGMgQERGRZjGQISIiIs1iIENERESaxUCGiIiINIuBDBEREWkWAxkiIiLSLAYyREREpFkMZIiIiEizGMgQERGRZv1/3ZYmNldSAwIAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(ns_book7['번호'], ns_book7['대출건수'])\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "id": "1ad18421",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "1ad18421",
        "outputId": "8e14af97-59ab-47b0-8e6a-9eb96daf30c5"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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wgSEiIiLVYQJDREREqsMEhoiIiFSHCQwRERGpDhMYIiIiUh0mMERERKQ6TGCIiIhIdZjAEBERkeowgSEiIiLVYQJDREREqsMEhoiIiFSHCQwRERGpDhMYIiIiUh0mMERERKQ6TGCIiIhIdZjAEBERkeowgSEiIiLVYQJDREREqsMEhoiIiFSHCQwRERGpToivB0BEROpjtUk4WlWP2qY2xISHYlpSFIKDNL4eFg0jTGCIiEiRPWVGrN1VDqO5zX5fnD4Ua+alIGtSnA9HRsMJl5CIiEjYnjIjVm0tcUheAMBkbsOqrSXYU2b00chouGECQ0REQqw2CWt3lUPq5zH5vrW7ymG19RdB5FlMYIiISMjRqvo+My89SQCM5jYcraofukHRsMUEhoiIhNQ2DZy8uBNHNBhMYIiISEhMeKhH44gGgwkMEREJmZYUhTh9KAbaLK1B926kaUlRQzksGqaYwBARkZDgIA3WzEsBgD5JjPz1mnkpPA+GhgQTGCIiEpY1KQ6bF98Cg95xmcigD8XmxbfwHBgaMjzIjoiIFMmaFIe7Uww8iZd8igkMEREpFhykQXryGF8Pg4YxLiERERGR6ihOYAoLCzFv3jzEx8dDo9Hggw8+cHhckiQ888wziIuLw8iRIzF79mx8/fXXDjH19fVYtGgRIiIiEBkZiWXLlqG5udkh5uTJk5gxYwZCQ0ORkJCADRs2KL86IiIiCkiKE5iWlhakpqZi06ZN/T6+YcMGvPTSS3jllVdw5MgRjBo1CpmZmWhru3Kw0aJFi3D69GkUFBRg9+7dKCwsxIoVK+yPWywWZGRkIDExEcXFxdi4cSPy8vLw2muvuXGJREREFHCkQQAgvf/++/avbTabZDAYpI0bN9rva2xslHQ6nfTOO+9IkiRJ5eXlEgDp2LFj9pi//e1vkkajkb777jtJkiTp97//vTR69Gipvb3dHrN69WppwoQJwmMzm80SAMlsNrt7eURERDTERN+/PVoDU1VVBZPJhNmzZ9vv0+v1SEtLQ1FREQCgqKgIkZGR+P73v2+PmT17NoKCgnDkyBF7zMyZM6HVau0xmZmZqKioQENDQ78/u729HRaLxeFGREREgcmjCYzJZAIAxMbGOtwfGxtrf8xkMiEmJsbh8ZCQEERFRTnE9PccPX9Gb/n5+dDr9fZbQkLC4C+IiIiI/FLA7ELKzc2F2Wy2386fP+/rIREREZGXeDSBMRgMAICamhqH+2tqauyPGQwG1NbWOjze1dWF+vp6h5j+nqPnz+hNp9MhIiLC4UZERESByaMJTFJSEgwGA/bt22e/z2Kx4MiRI0hPTwcApKeno7GxEcXFxfaYTz75BDabDWlpafaYwsJCdHZ22mMKCgowYcIEjB492pNDJiIiIhVSnMA0NzejtLQUpaWlALoLd0tLS1FdXQ2NRoPHHnsM//mf/4mdO3fi1KlTWLJkCeLj43H//fcDAG644QZkZWVh+fLlOHr0KD7//HM88sgjePDBBxEfHw8AWLhwIbRaLZYtW4bTp09jx44dePHFF5GTk+OxCyciIiIVU7q9af/+/RKAPrelS5dKktS9lfrpp5+WYmNjJZ1OJ82aNUuqqKhweI66ujppwYIF0lVXXSVFRERIP/7xj6WmpiaHmBMnTki33367pNPppGuuuUZav369onFyGzUREZH6iL5/ayRJknyYP3mNxWKBXq+H2WxmPQwREZFKiL5/B8wuJCIiIho+mMAQERGR6jCBISIiItVhAkNERESqwwSGiIiIVIcJDBEREakOExgiIiJSHSYwREREpDpMYIiIiEh1mMAQERGR6jCBISIiItVhAkNERESqwwSGiIiIVIcJDBEREakOExgiIiJSHSYwREREpDpMYIiIiEh1mMAQERGR6jCBISIiItVhAkNERESqwwSGiIiIVIcJDBEREakOExgiIiJSHSYwREREpDpMYIiIiEh1mMAQERGR6jCBISIiItVhAkNERESqwwSGiIiIVIcJDBEREalOiK8HEMisNglHq+pR29SGmPBQTEuKQnCQxtfDIiIiUj0mMF6yp8yItbvKYTS32e+L04dizbwUZE2K8+HIiIiI1I9LSApYbRKKKuvwYel3KKqsg9Um9Ru3p8yIVVtLHJIXADCZ27Bqawn2lBmHYrhEREQBizMwgvaUGZG3sxwmy5WkxBARirx7HWdUrDYJa3eVo7/URgKgAbB2VznuTjFwOYmIiMhNnIERsKfMiJVbSxySFwAwWdqwsteMytGq+j4zLz1JAIzmNhytqvfWcImIiAIeExgXrDYJT713ymlM7nun7MtJtU0DJy89icYRERFRX0xgXDj8TR0aWzudxjS0duLwN3UAgJjwUKHnFY0jIiKivjyewIwbNw4ajabPLTs7GwBwxx139Hls5cqVDs9RXV2NuXPnIiwsDDExMXjyySfR1dXl6aEKKaqsUxQ3LSkKcfpQDFTdokH3bqRpSVGeGSAREdEw5PEi3mPHjsFqtdq/Lisrw913341/+Zd/sd+3fPlyrFu3zv51WFiY/d9WqxVz586FwWDAoUOHYDQasWTJEowYMQLPPfecp4croP+dRgPFBQdpsGZeClZtLYGm13fLSc2aeSks4CUiIhoEj8/AXH311TAYDPbb7t27kZycjB/84Af2mLCwMIeYiIgI+2Mff/wxysvLsXXrVtx0002YM2cOnn32WWzatAkdHR2eHq5L6eOjFcdlTYrD5sW3wKB3XCYy6EOxefEtPAeGiIhokLy6jbqjowNbt25FTk4ONJorMw7btm3D1q1bYTAYMG/ePDz99NP2WZiioiJMnjwZsbGx9vjMzEysWrUKp0+fxs0339zvz2pvb0d7e7v9a4vF4pFruDUpChoNIDmZiNFouuN6ypoUh7tTDDyJl4iIyAu8msB88MEHaGxsxMMPP2y/b+HChUhMTER8fDxOnjyJ1atXo6KiAu+99x4AwGQyOSQvAOxfm0ymAX9Wfn4+1q5d6/FrKD7X4DR5AbqTm+JzDUhPHuNwf3CQps99RERENHheTWD++Mc/Ys6cOYiPj7fft2LFCvu/J0+ejLi4OMyaNQuVlZVITk52+2fl5uYiJyfH/rXFYkFCQoLbzyfjtmgiIiL/47UE5ty5c9i7d699ZmUgaWlpAIAzZ84gOTkZBoMBR48edYipqakBABgMhgGfR6fTQafTDXLUfXFbNBERkf/x2jkwb7zxBmJiYjB37lyncaWlpQCAuLjuwtb09HScOnUKtbW19piCggJEREQgJSXFW8MdELdFExER+R+vJDA2mw1vvPEGli5dipCQK5M8lZWVePbZZ1FcXIyzZ89i586dWLJkCWbOnIkpU6YAADIyMpCSkoKHHnoIJ06cwN///nf8+te/RnZ2tldmWFyRt0UD6JPEcFs0ERGRb3glgdm7dy+qq6vxk5/8xOF+rVaLvXv3IiMjAxMnTsQTTzyB+fPnY9euXfaY4OBg7N69G8HBwUhPT8fixYuxZMkSh3Njhhq3RRMREfkXjSS52mOjThaLBXq9Hmaz2eGcmcGw2iRuiyYiIvIi0fdvr+5CCjTcFk1EROQf2MyRiIiIVIczMDRscUmQiEi9mMDQsLSnzIi1u8phNF85gDBOH4o181JYlE1EpAJcQqJhZ0+ZEau2ljgkLwBgMrdh1dYS7Ckz+mhkREQkigmMAlabhKLKOnxY+h2KKutgtQXkBq6AZrVJWLurHP29cvJ9a3eV87UlIvJzXEISxCWHwHC0qr7PzEtPEgCjuQ1Hq+q544yIyI9xBkYAlxwCB5tzEhEFBiYwLnDJIbCwOScRUWBgAuOCkiUH8n9szklEFBiYwLjAJYfAwuacRESBgQmMC1xyCDxszklEpH7cheSCvORgMrf1WwejQfcbH5cc1CVrUhzuTjHwJF4iIpViAuOCvOSwamsJNIBDEsMlB3Vjc04iIvXiEpIALjkQERH5F87ACOKSAxERkf9gAqMAlxyIiIj8AxMYL7LaJM7YEBEReQETGC9h7yQiIiLvYRGvF7jbO4ndromIiMRwBsbDXPVO0qC7d9LdKQaH5STO2BAREYnjDIyHudM7id2uiYiIlGEC42FKeyex2zUREZFyTGA8TGnvJHa7JiIiUo41MAqIbItW2juJ3a6JiIiUYwIjSLTIVmnvJHa7JiIiUo5LSAKUFtkq6Z0kz9g4E8du10RERA44A+OCu9uiRXsnBQdpcG9qHF4trBpwDPemxvEEXyIioh44A+PCYIps5d5J9910DdKTx/SbhFhtEnaecL5NeucJI3chERER9cAExgVvF9m6SpAA7kIiIiLqjQmMC94usuUuJCIiIuVYA+OC0m3RSvnjLiR20SYiIn/HBMYFpduie/LGuTHexp5MRESkBhpJkgKyOtRisUCv18NsNiMiImLQz6f0jV1JvLxNG+g/Qeq99dpb5HH0/oMY6nEQEdHwJfr+zQRGAdGlFXcSAV/PfFhtEm5//pMBC4rlmaDPVt/F5SQiIvIa0fdvLiEpIG+Ldsbb58a4y1XypWS7uKvfARERkbd5fBdSXl4eNBqNw23ixIn2x9va2pCdnY0xY8bgqquuwvz581FTU+PwHNXV1Zg7dy7CwsIQExODJ598El1dXZ4eqld4+9wYd+wpM+L25z/BgtcP4xfbS7Hg9cO4/flPHE4Q5m4oIiJSE69so77xxhthNBrtt88++8z+2OOPP45du3bh3XffxcGDB3HhwgU88MAD9setVivmzp2Ljo4OHDp0CG+99RbefPNNPPPMM94Yqsf5WyIg2gbBH3dD+RurTUJRZR0+LP0ORZV1PFyQiMiHvLKEFBISAoPB0Od+s9mMP/7xj/jTn/6Eu+66CwDwxhtv4IYbbsDhw4cxffp0fPzxxygvL8fevXsRGxuLm266Cc8++yxWr16NvLw8aLVabwxZiEgNjD8lAkqWs/xtN5S/8XWNEhEROfLKDMzXX3+N+Ph4jB8/HosWLUJ1dTUAoLi4GJ2dnZg9e7Y9duLEiRg7diyKiooAAEVFRZg8eTJiY2PtMZmZmbBYLDh9+vSAP7O9vR0Wi8Xh5kkiyzDAlW3RAy3+aDBwc0ZPf8JXspwlbxeXx9h7zMDA28UDndJmnkRE5H0eT2DS0tLw5ptvYs+ePdi8eTOqqqowY8YMNDU1wWQyQavVIjIy0uF7YmNjYTKZAAAmk8kheZEflx8bSH5+PvR6vf2WkJDgsWsa6A3M2M8bmJwIDJR6SOg/ERBNkJRQupylpIv2cOFqFgvonsXichIR0dDy+BLSnDlz7P+eMmUK0tLSkJiYiD//+c8YOXKkp3+cXW5uLnJycuxfWywWjyQxzt7AgO43sf52FSkx0LZr+RO+u8mDO8tZ3t4NpTbcnUVE5J+83gspMjIS119/Pc6cOQODwYCOjg40NjY6xNTU1NhrZgwGQ59dSfLX/dXVyHQ6HSIiIhxunqC02aKc8AxErjuRP7F78xO+u8tZ3toNpUb+VpRNRETdvJ7ANDc3o7KyEnFxcZg6dSpGjBiBffv22R+vqKhAdXU10tPTAQDp6ek4deoUamtr7TEFBQWIiIhASkqKt4fbh8l8SVGc0m3Ug9l27QrrWgbPn4qyiYjoCo8nML/85S9x8OBBnD17FocOHcIPf/hDBAcHY8GCBdDr9Vi2bBlycnKwf/9+FBcX48c//jHS09Mxffp0AEBGRgZSUlLw0EMP4cSJE/j73/+OX//618jOzoZOp/P0cF2qb+lQFKf0E7u7n/BFC35Z1zI4gynKJiIi7/F4Dcy3336LBQsWoK6uDldffTVuv/12HD58GFdffTUA4Le//S2CgoIwf/58tLe3IzMzE7///e/t3x8cHIzdu3dj1apVSE9Px6hRo7B06VKsW7fO00MVEnWVWNIkxyn9xO7OJ3ylW3p9fcqvmg2mmScREXkPeyG5UFRZhwWvH3YZ987y6UhPHoOOLhsmPv03OCtZCdIAXz07B9qQIHsPIlfnr8g9iPyt4eJwOR9luFwnEZGvsReSh8hLCM7qVHouIRSfa3CavACATeqOkwtkRT/hu9tnyVu8tXvKHymdxQrkWSkiIn/ABMaFngkG4HoJQWnRL3ClTiVvZzlMliuJkqHXJ3x/2tLrb8nUUBBp5glwtoaIaCh4fRdSIMiaFIcVM5Og6fU+rNEAK2YmObwpKS36deSYDvRe3fOnLb3e3D2lZjy1l4hoaDCBEbCnzIjXCqv6LA3ZJOC1wiqHNyWlRb/y86/aWgKTpd0hpsbS7rGGi55uU+BPyZS/4Km9RERDh0tILrg6iRdwXCoxRIglGXKcOw0XRetxZEqXNNTWtNJf+NMSHxFRoOMMjAtKl0rkJMOZnkmG0oaL96Y6r6G4NzXOIdlQuqQxFE0rAxVnpYiIhg4TGBeUvinJRb8a9H/6rQaORb9Knt9qk7DzhPMaip0njG63KVCS7PCU3744K0VENHSYwLjgbkNE0dNvlTy/0r5MSmZ33Knf4Cm/jjgrRUQ0dFgD48LUxNF9zmfpTXM5rifRc0PkNz1XB9lNS4rC7pMXhMbsTpsCd+s3sibF4a6JsXi76CzO1bciMSoMD6WPgzZk+OXGPLWXKPDwTCf/xQTGhSPf1DlNXoDuN6oj39RhxvVXO9wvcm6I/Ka38vI5M/09t/ymFz1KbIeTHKdkdsfd+o3+CoT/8FnVsD3zRJ6V6v076X2mDxH5P57p5N+YwLjwXsm3wnG9ExiPE036L8cpmd0RPa+ld0+m/k7iNQbgSbxKeLv3FBF533A6aVytht88v0ItHVaPxvUm1544I9eeXGxudxonk+OUFNoqrd9wtb1cwvA+80SefbvvpmvsLSOISB14ppM6MIFxITVB79G43pQU5kYLHpLXM0600FZOdpwlJD3rN5QWFBMRqQVPGlcHLiG5cPZii9txIsVfSnonidbA2KyOaYg3ljTc6flERKQGPNNJHZjAuPDp1xfdittTZkTeztMO7QEMETrk3Xuj272TKv/RLBR75GwdZkxQVlBstUl46r1TTp/3qfdO2U8cHlzPJyIi/8UzndSBS0hesKfMiJX99DYyWdqxsteBcMp6Jyms4lXgcGUdGls7ncY0tnbicGVdj/G4JhpHROQveKaTOjCBcSElLkJRnOhMhlz8paR3UprgfyyicT0VfSM20yTHKe35RESkFjxpXB2YwLhw942xiuKUzmQo6Z0UJPgfi2icI2WzO0p7PhERqQlPGvd/rIFxofyCRVGckpmM274X7fIgO+BKpl/bJLaNWjSup/TkMXh5/xmhOMDx1FmAp84SUeDhmU7+jTMwLkiC2/yvxHmvTqVe8BwY0biepo8fg8iwEU5jRoeNwPTxjm0ENi++BbER/IRCRIGJZzr5LyYwLmgE/1blOKV1KkpqZqJGaYWeu784q01CUWUdPiz9DkWVdX0OYAoO0mD9A5OdPm/+A5MH+I/X8bkk0axPZVz9DomIaOhwCcmFm66NxNuoFooD+p7BMhA5TknNjEE/Uui5e8eJ9vPImhSHVxbfgryd5TBZXPf+GOio7RpLe8Adtc2eKERE/oUzMC4YIgWThstx75V+JxQvxympmZmWFCW0zNOzcFZOMnqfKin38+i5pRvoTmIK//1OPD33BixJT8TTc2/AwSfv7PMmPZyO2lb6OyQiIu/jDIwLXV02RXFfmcSKfuU40bd3d+JcJRkadCcZ8uF0gHh3aSVHbbvqyO3P3PkdEhGR93EGxoW/fCHWjVqOG6UTywnluMiRYnUtkSO1OFpVL7TcJPfnUNrPQ8lMg7tHbautjoQ9UYiI/BNnYFz4SnAbtRx3d0oMSqobXcbfnRIDAIhysSQkiwoboThpUBKvdKbBncaSaqwjYU8UIiL/xBkYF5TuQpoUHykUL8c1XnI+oyJrvNSpuD+HkiRD8UyDwjUttdaRsCcKEZF/YgLjwvUx4YriLgo2L5Tj9CPFZmD0I7uLc8O0wU7jwrTB9iJeJTuilM40XGwRO2vmYku7qgt+2ROFiMg/MYFxobWzS1HcRcFEQI774nyDUPwX5xtgtUm41Gl1Gnep02pPBIqqBHc4VV1UPNOgJH4wdSS+rplhTxQiIv/EGhgXlB7f76rIVibHmZy8sfdkMrfh7aKzLk8GliTg7aKzWDZjPC40ij33hcY2+0yDydzW70yJBt0n7MozDXK8s8REnpnYffKC0Dh6zwJ5u2amo8uGt4vO4lx9KxKjwvBQ+jhoQ/rm9PKJw73HYvDz+h0iokDGBMaFq3TOl2x6x2kEi2bkuBrBBKbG3Iazda1CsXLcNaPFzrC5ZvRIh95GGrjubRQcpMG9qXF4tbBqwOe9NzUOwUEat+pIBjokT66ZGewhefkfleP1T6vQc0LnNx99ieUzkpB7T0qfePZEISLyL1xCcqGlTaymRY5T2kqgXfCcme44ZZWz/5QcLRQtxynpbWS1Sdh5wnnh7c4TRlhtkuI6Em/XzOR/VI5XCx2TFwCwScCrhVXI/6i83+9jTxQiIv/BBMaF/6sRm/WwxyncnSNJYgmMJNns7QpckePcadDoMDj7z+57Ua7qWoArdS1K60i8efZKR5cNr3068KwRALz2aRU6BBPLgfi6doeIKNAxgXGhQ/B9TI47crZOKF6OCwkW+xQfEqxB/OgwoVg5TmmDRnnZxmRxrPuRexsN5iA7eXbHoHc9u+PNs1feOiRWR/TWobOKn1u2p8yI25//BAteP4xfbC/FgtcP4/bnP/HbreJERGrEBMYF0UUCOc4mmPDIcU3tYt/Q1G4T6oUU2asXktyg0dBrWShOH4pXeiQOSpdt3KlryZoUh4NPuu6z5M2zV46dFZu1EY3rTa3n3RARqQ2LeF0YEQy0O9+5bI8DAHOrWM2MHNdlFXjyHnGXOlxso+7ncZECVKW9jZTuWgLE+ywp2eGklKtzdJTG9cS+SUREQ4czMC6I/oLkuNpmweWPy3GipRE2CTh05qLLot/2LhsOnel7/ourAlSlyzZK61qUzEzIO5yckXc4KfXDm67xaFxP7JtERDR0PJ7A5Ofn49Zbb0V4eDhiYmJw//33o6KiwiHmjjvugEajcbitXLnSIaa6uhpz585FWFgYYmJi8OSTT6KrS+xQOU8KEnyTlONGhoh9cpfjlCRIfyk+LxQrGteTu0tCInUtSpenrDYJO447b6K54/i3fQpjRQpnQ4LFfuP9xbl6fvZNIiIaOh5fQjp48CCys7Nx6623oqurC7/61a+QkZGB8vJyjBo1yh63fPlyrFu3zv51WNiVAlWr1Yq5c+fCYDDg0KFDMBqNWLJkCUaMGIHnnnvO00N2Kjg4CHBx+q09DkBju+BBdpfjQoKDAbj+npDgYJRfMAs9t2hcT3J9jbOD+Eb3qq8BvLM8dbiyTqjr9uHKOtz2ve4t4HvKjMjbWQ6TpcdBcxGhyLvXcXlKSQuEnkQO1WPfJCKioePxBGbPnj0OX7/55puIiYlBcXExZs6cab8/LCwMBoOh3+f4+OOPUV5ejr179yI2NhY33XQTnn32WaxevRp5eXnQarWeHvaARmmDYWlzncCMulwzceq8WPIgx4XrxGYEwnVBaBbcEnWps2+c1SYN+hC2gVa75OWpgSidmSj6RrAFwjcXcdv3orGnzIiVW0v6PG6ytGHl1hKHYmVvHqrnTl0QERG5x+s1MGZz9xt1VJTj/7S3bduG6OhoTJo0Cbm5uWhtvXLeSlFRESZPnozY2Fj7fZmZmbBYLDh9+nS/P6e9vR0Wi8Xh5gntArMvPeOUHUwHNAjOCDS0tCvqLt2TyLbeo1X1QrMe7tRvKE8axPd+WW0SnnrvlNOo3PdO2Zd7vHmoHvsmERENHa8mMDabDY899hhuu+02TJo0yX7/woULsXXrVuzfvx+5ubl4++23sXjxYvvjJpPJIXkBYP/aZDL1+7Py8/Oh1+vtt4SEBM9cg4IiWwCwWcUSGDnuYqtYgnSx1QpJ8JS8nnGixbPerN9QmjQ4m83pKT15DA5/43q5qaG1E4e/6T53x9uH6ik574aIiNzn1W3U2dnZKCsrw2effeZw/4oVK+z/njx5MuLi4jBr1ixUVlYiOTnZrZ+Vm5uLnJwc+9cWi8UjSYxG8NOyHNcmeA6MHKckQTI2ip0KLMcp2dbrzfoNpX2W5BOEXdXjTB8/Br8t+D+hMRRV1uG26xxbJog0Z3QnsWPfJCIi7/NaAvPII49g9+7dKCwsxLXXXus0Ni0tDQBw5swZJCcnw2Aw4OjRow4xNTU1ADBg3YxOp4NOJ7bEokRrm9jOJ9G43nq/oTuLc3EEjJ0cp2T2YGriaARpnCdUQRpgauJosUH0oiRpkE8Q7q+uRXblBGGFvRt6jOeuibEuu1G7m9i5qgsaSp6ofyIaLP4dkqd5PIGRJAmPPvoo3n//fRw4cABJSUkuv6e0tBQAEBfX/SaWnp6O3/zmN6itrUVMTAwAoKCgABEREUhJ6dsp2JsED8oVjustdIQGrZ2u34RDR2gQr9eh8ZLrRCle353IKZk9KD7X4HI2yCYBxeca+rwxi/6PScnMRHdsDArKa/s8dndKjD3hSR8fjZf3V7q8xvTxjo0tlR6q5+3CXG/9z11k9xSRt/HvkLzB4wlMdnY2/vSnP+HDDz9EeHi4vWZFr9dj5MiRqKysxJ/+9Cfcc889GDNmDE6ePInHH38cM2fOxJQpUwAAGRkZSElJwUMPPYQNGzbAZDLh17/+NbKzs70yy+JLcfpQVF68JBR3XUwEyk0tLmOvi4kAAESNFNutFTVSC5PZ9RgA9IkT3b4sE52ZyP+ovN/kBQAKymuR/1E5cu9Jwa1JUdBo4LS/kUYD3NrrRGCRXUXyeJUsf7nDW/9zV3KdRN7Cv0PyFo8X8W7evBlmsxl33HEH4uLi7LcdO3YAALRaLfbu3YuMjAxMnDgRTzzxBObPn49du3bZnyM4OBi7d+9GcHAw0tPTsXjxYixZssTh3JhAETZC7I0vbIQG1wo2c5Tjyk1iO7HKTRbUt4i1QOgZJ29f7pm8AFe2L/fX90fksLmOLhted9Ex+vXLHaOLzzUINWcsPtdg//lKDtUDvFuY663eSe5cJ5Gn8e+QvMkrS0jOJCQk4ODBgy6fJzExER999JGnhuW3jBaxxMFo6UD4SLFTfuU4+U3bleJzDZgzWexNOOryFm3R7cs9+/6Izta8XXRWaDnr7aKziA4Xm5GTl9OUHqon80Zhruj/3N3pneTudRJ5Ev8OyZvYC8nH6lvEin/rW7pQfqFJKFaOGyXYkHCUNhgxgomAHKd0+7KS2Zpz9WK7rc7Vtyoush3MdnFX/aSUcvU/d8D93klsa0D+gH+H5E1MYHxMtPbXBvEWAXLc/YINCe+/6RrFm3mKKuuEwuVlIiWHzSVGiS2VJUaFKT5jxp+O+++dzA02rid/uk4avtw9fJNIBBMYFTkvODMhxylpRKm8R5B4xqN0tuah9HFwNfQgTXec0oPplCY83lTfLPY7F43ryZ+uk4Yx9045IBLCBEZFBLsU2OOKvhGcJfmmDtGjBD8pXY7rvS15IOnjoxXN1gCANiQIy2c4336/fEaS/cyWrElxWDEzCZpe79YaDbBiZlKfM2b85bj/qFGCu8QE43qSr3Og9wUJbGtA3udu81QiEUxgVEQrWHItx11oFNsafaHxkpL2QwCA6cndp+U6Exk2AtOTx8Cdj2G596TgpzOT+szEBGmAn85MQu49V84D2lNmxGuFVX0Kf20S8FphVZ+dPP5y3L9BP9KjcUT+hkuZ5E1ebSVAnqUNDkKbwDSMNrg7L70mUuyN75rIkahtEvsEJMeJnJa7/vJpuWnjxuBluD5sLm2c4y6E3HtS8ETGRKen5TrbySPrbyePPxz3Ly/zOCvkdXeZR/69DKRnGwnOwpC3sEM7eRNnYFSkRfC4Xznun64TW+b5p+uicVEwgRGNc6BwdqcnbUgQls0Yj3X3TcKyGeP7HPWvtNliT57eVaSUvMzjrE7F3WWewfxeiDzFn5ZsyXNEzvMaCkxgVETpQsyt46L61IX0ptF0x9W1iO10keNcfcIHrhxQdUTwTVI0rie1b9OUl7Piei1nxQ1yOUvtvxcKHP6yZEuesafMiNuf/wQLXj+MX2wvxYLXD+P25z9x+9DNweASkoqMCBLruTTiclqq5JRaY6PYG5kcp+wME/e3InR02ZwuIQXCGrs3lrMC4fdCgcMflmxp8PytLQQTGBXpFNyFJMddaBDbdn2hoRUaV1M1l8lxSs4wcbfhYv5H5Xj9U8fi3N989CWWz7hSxOvNOpKh5Onu1aw9IH/jTx3aSTlXJ4f7oq6OS0gqouTQOwA4fk5sSeb4ufo+07sDkeNqBROYWksbpiePQZiLU4FHaYMv71jqlv9ROV4dYGfRq4VVyP+oe/kqOEiDe1OdZ/z3psYNu096gVB74C/r7ETkn3V1TGAC2PGzYr2Qjp9tQHOb84PmZHLcacFTgeW43sW3vY3o8biSZo5Wm4SdJ5yvve48Yez3zS/Q3yDVXHvgT+vsROSfdXVcQgpgFwU7TF9s6UCX4Ju3HPddg9gZM981XMLRqnqXJ/E2tnbaG7opaeaYEq8XrsXpOX0t2lhS7dRYe+Bv6+xE5J91dZyBCWA6wfRUFwJUGC1CsXKcLkTsDVAXolGcuStp5ujOpwIljSUDga+3iysh2qE70GbLiPydP7YnYQITwGyCRTM2G1DXKjZbI8cpaT2gtE2BkmaOSj8VKG0sSUPLH9fZicg/6+qYwASwS51W4bjmS4I1MJfjJMG/HCkIig+yU9LMUemnAqWNJWlo+eM6OxF187e6OtbABLARwWKZQ3ecYJZxeRt1fbPYjE19c4eiHUvAlWaOrxYOXMjbs5njmnkpWLW1BBo4niTT36cCJY0lbxM8yZg8xx/X2YnoCn+qq2MCE8BE/56CNIDVJhYsSd1xlzrE1qcuddhwsVmwTUGPuJvHjgYwcALT/Xg3+VPB2l3lDssPBn0o1sxzLMqVXJ3spzCOPGuozq+x2iS/+B8wkRr5y5k+TGACWFObWJLR1GZD4piRaBBYRro6vLtOpb1LbHmqvcuKhhax5Sk5zp1GhKKfCiJGiv3Ji8aRZ8nr7KIzau7YU2bsk+zG9ZPsEpF/Yw1MABMtRLXaJPy/SQahWDmud++egXSfkiu25VqOc7eQU2S3jaWtS2gs/cUF+rkx/sKb6+zyFu3ef1/yFu1A24FGFMj4MTOABWuALoH32GANUHxe7NA7OS5tfDT2fvUPl/Fp46PRKLjDKT5yJAD3CzlFlgU0grU+veP4qX1oZU2Kw10TY532wVLKH49CJyL3MYEhAMCxc42K4hZPT8RvPvrSZfzi6Yk4XlWPTQdc90KantS9pupOIWf3wXSnYbJcqaMxROiQd++NDglGevIYvLz/jMvn7n3oHQ9WG1r9JYx/+KxqUAmjkpk9f1jfJyLnuIQUwJQ0f2zrEKtpkeNKzonN2JSca0CQ4G4oOU4u5HSm59boKwfTORYLmyztfQ6mmz5+DCLDRjh97tFhIzB9fPcb2FAdrMblqSsGWuYxDnKZh1u0iQILE5gApqT5o5IdSwDweaXr5SM5ztgoWANzOU5Jg0aRg+me6nEwXXCQBusfmOw0Pv+ByfYlhKE4WM3bfX/UlBw5SxiB7t+3uwkjt2gTBRYmMAQAiHIxK9E7TkkvpL+fNgnFynFKGjQernR9MF1jaycOC57/0pu3P7V7u6hUbU0RXSWMgPsJoz8ehU5E7mMCQwCAUaHBiuJEj0mRJKBJsNO1HKfkTexQ5UWh55bjRLdoy5/wvfmp3dvLU2rccWMS3LEmGteTPx6FTkTuYwJDAIDqOrEZBDnuH4IzDv9oasO3grM1cpySWY/vBJen5DilS0JK63GUcHd5SmRJSK1NEesFO6iLxvXmb0ehE5H7uAuJAABiJbxX4qoFO0ZX17di5AixPDn0codrRbMeou+/l+OULgnJ9TjO2hrI9ThKudtJW2Q7t1p33ERdJdb4UzSuP/50FDoRuY8zMOSWVsFGka2dVkSEib3ZyHFKahXiR4slO3KcO92rRetxehKZJVE6FiVLQmrdcWOIEPudiMYNROTQQyLyb0xgyC2hwYKzKsFBuOXaSKFYOU6uVXC2E0WuVbgt+Wqh55bjpiVFCW2jlpeE3CkqFS2cVZKoKV0SUuuOG28u2RFRYGECQ265JDgDc6nTii9rmoRie8Z9Ue38nBn58enJrs91iQwbgek9lkk6upxvMO/5uNKZDCWzJEqKSt2t3VHbjhv5d9Jff3T5PhbaEhHABIbc1GkVO2Wm02pDW6dY/yE5rqPLhtc/HbjmBABe/7QKHV02oXNd1vc41+XwN3VodXFoX0uHFYe/6d52rWQmw53CWdGiUndqd9S644aFtkQkgkW85BZtcBBaBGZhtMFBSIgaheJqs8vYhKhRAIC3i87C1eYYm9Qdt2zGeKHZGvlNT8m269uui7bPZDib/ZBnMtwtnBXp++POkpCcCPQu+jV4sIeTSP8pd7DQlohcYQJDbhkbPQoN31qE4n6Yeg0+KL3gMvaHqdcAAM4J7nA6V98qPFvzRMZEaEOCFB3AByjbheRu4axI35+piaMRpIHTxC5I0x3XkzcTAW83uJQLbYmI+sMlJHJLWIjYwXdhIcEIEdxGLccljB4pFJ8weqSi2RoAMOjFdkTJcUp2IbnbhFKkZqb4XIPQdRb306PKGztu1HhIHhEFFiYw5JaG1nbXQZfjalzs4pHJcdfHhgvFXx8brmi2BgDGjBJLMuQ4JbuQlBbOKqmZ8adt0Wo9JI+IAotfJzCbNm3CuHHjEBoairS0NBw9etTXQ6LLztaLLcWcrb+EEhc1KjI57thZsfhjZxuQGBUmFCvHRYeLzcDIcUoSB6WFs0pqZvxpW/RQNLgkInLFbxOYHTt2ICcnB2vWrEFJSQlSU1ORmZmJ2tpaXw+NAOFP11abhBqL4AyMPU78eN2FaYlCkXKc0oPSlCYOSnbQKEmO/GlbtD/NBhHR8OW3RbwvvPACli9fjh//+McAgFdeeQV//etfsWXLFjz11FM+Hh2FhmjQ2eE60QgN0UAnmCbLcbeOjQJQ6TL+1rFROCrYZfpoZR1+cEOMol1FgHvFs6KFs0qSI3l2Z9XWEmjgmOIN9bbo6FGCs1iCcURE7vDLGZiOjg4UFxdj9uzZ9vuCgoIwe/ZsFBUV9fs97e3tsFgsDjfynhi9WKFtjH4kKmpbhGLluP/7R7NQ/P/9oxmvffaNUKwcp/SgNHeLZ0UKZ5XOqvjN+SiiORJ3PBORF/nlDMzFixdhtVoRGxvrcH9sbCy++uqrfr8nPz8fa9euHYrhEYDRYVoArgtoR4dp8V2D2FJCc3v3uTLnG8QKc883tMLS1ikU2zNOyfko3lwucWdWxR/OR7nYLFbALRpHROQOv0xg3JGbm4ucnBz71xaLBQkJCT4cUWDLSDHg+LlGobi/nzbBKFAHEx/ZPbOgpDDXZpNw6jvXs22pvfoxeWOZxx3uHDbn6/NR/KmgmIiGL79MYKKjoxEcHIyamhqH+2tqamAwGPr9Hp1OB50usNfcdQBEPtPKv4X1cyfiqb/2P2PV0/q5E3FjYjTm/f4zl7G7fnY7AODh25KQ/7evnJbbai7H/ejWsUhd97HL597y8DQAwEPp4/Cbj750WXfyUPo4WG0Sth6pdvnc/zE3pc99IomAvMxjMrf1e60adCcbgyme9YdZFSWG4ndCROSKX9bAaLVaTJ06Ffv27bPfZ7PZsG/fPqSnpw/pWM6un6sozpvxFYKxctyDM5KF4h+ckYzJY/VCsXKcNiQIK2YmOY1dMTMJ2pAg6MNGIHGM85qZxDEjob/clFEbEoTlM5w/9/IZ3c89UhuMu1NinMbenRKDkVqxg/d6G6qeQt44bM5b1NxniYgCh18mMACQk5OD119/HW+99Ra+/PJLrFq1Ci0tLfZdSUPJVZLR+3FvxvvTc+fek4KfzkxC7/epIA3w05lJyL3nyqzHwSfvGjCJSRwzEgefvMvt5359ya0DJjF3p8Tg9SW3Or0uV/ymeNaP8HdCRL6mkSTJb4/LfPnll7Fx40aYTCbcdNNNeOmll5CWlib0vRaLBXq9HmazGRERER4Zz7in/trnPmdv+t6Mn/DUXx2Wk3SA0xma7Z9WOiwnrZ87ccAZmlPVZtz7+88gofsT9c6f3e50hqajy+a0EWFP5tZO/OTNo7hgbkO8PhRbHp5mn3kZ7HNf6rDiuY/KcbauFePGhOFX96S4PfPSH281LlQz/k6IyNNE37/9OoEZDG8kMERERORdou/ffruERERERDQQJjBERESkOkxgiIiISHWYwBAREZHqMIEhIiIi1WECQ0RERKrDBIaIiIhUhwkMERERqQ4TGCIiIlIdv+xG7QnyAcMWi8XHIyEiIiJR8vu2q0YBAZvANDU1AQASEhJ8PBIiIiJSqqmpCXr9wH34ArYXks1mw4ULFxAeHg6NxnlzOYvFgoSEBJw/fz6g+yYNh+scDtcI8DoDDa8zcAyHawS8e52SJKGpqQnx8fEIChq40iVgZ2CCgoJw7bXXKvqeiIiIgP6Dkw2H6xwO1wjwOgMNrzNwDIdrBLx3nc5mXmQs4iUiIiLVYQJDREREqsMEBoBOp8OaNWug0+l8PRSvGg7XORyuEeB1BhpeZ+AYDtcI+Md1BmwRLxEREQUuzsAQERGR6jCBISIiItVhAkNERESqwwSGiIiIVGfYJzCbNm3CuHHjEBoairS0NBw9etTXQ/KovLw8aDQah9vEiRN9PaxBKywsxLx58xAfHw+NRoMPPvjA4XFJkvDMM88gLi4OI0eOxOzZs/H111/7ZrCD4Oo6H3744T6vb1ZWlm8G66b8/HzceuutCA8PR0xMDO6//35UVFQ4xLS1tSE7OxtjxozBVVddhfnz56OmpsZHI3aPyHXecccdfV7PlStX+mjE7tm8eTOmTJliP+AsPT0df/vb3+yPB8JrCbi+zkB4LXtbv349NBoNHnvsMft9vnw9h3UCs2PHDuTk5GDNmjUoKSlBamoqMjMzUVtb6+uhedSNN94Io9Fov3322We+HtKgtbS0IDU1FZs2ber38Q0bNuCll17CK6+8giNHjmDUqFHIzMxEW1vbEI90cFxdJwBkZWU5vL7vvPPOEI5w8A4ePIjs7GwcPnwYBQUF6OzsREZGBlpaWuwxjz/+OHbt2oV3330XBw8exIULF/DAAw/4cNTKiVwnACxfvtzh9dywYYOPRuyea6+9FuvXr0dxcTGOHz+Ou+66C/fddx9Onz4NIDBeS8D1dQLqfy17OnbsGF599VVMmTLF4X6fvp7SMDZt2jQpOzvb/rXVapXi4+Ol/Px8H47Ks9asWSOlpqb6ehheBUB6//337V/bbDbJYDBIGzdutN/X2Ngo6XQ66Z133vHBCD2j93VKkiQtXbpUuu+++3wyHm+pra2VAEgHDx6UJKn7tRsxYoT07rvv2mO+/PJLCYBUVFTkq2EOWu/rlCRJ+sEPfiD94he/8N2gvGT06NHSH/7wh4B9LWXydUpSYL2WTU1N0ve+9z2poKDA4bp8/XoO2xmYjo4OFBcXY/bs2fb7goKCMHv2bBQVFflwZJ739ddfIz4+HuPHj8eiRYtQXV3t6yF5VVVVFUwmk8Nrq9frkZaWFnCvLQAcOHAAMTExmDBhAlatWoW6ujpfD2lQzGYzACAqKgoAUFxcjM7OTofXc+LEiRg7dqyqX8/e1ynbtm0boqOjMWnSJOTm5qK1tdUXw/MIq9WK7du3o6WlBenp6QH7Wva+TlmgvJbZ2dmYO3euw+sG+P6/zYBt5ujKxYsXYbVaERsb63B/bGwsvvrqKx+NyvPS0tLw5ptvYsKECTAajVi7di1mzJiBsrIyhIeH+3p4XmEymQCg39dWfixQZGVl4YEHHkBSUhIqKyvxq1/9CnPmzEFRURGCg4N9PTzFbDYbHnvsMdx2222YNGkSgO7XU6vVIjIy0iFWza9nf9cJAAsXLkRiYiLi4+Nx8uRJrF69GhUVFXjvvfd8OFrlTp06hfT0dLS1teGqq67C+++/j5SUFJSWlgbUaznQdQKB81pu374dJSUlOHbsWJ/HfP3f5rBNYIaLOXPm2P89ZcoUpKWlITExEX/+85+xbNkyH46MPOHBBx+0/3vy5MmYMmUKkpOTceDAAcyaNcuHI3NPdnY2ysrKAqJOy5mBrnPFihX2f0+ePBlxcXGYNWsWKisrkZycPNTDdNuECRNQWloKs9mMv/zlL1i6dCkOHjzo62F53EDXmZKSEhCv5fnz5/GLX/wCBQUFCA0N9fVw+hi2S0jR0dEIDg7uUy1dU1MDg8Hgo1F5X2RkJK6//nqcOXPG10PxGvn1G26vLQCMHz8e0dHRqnx9H3nkEezevRv79+/Htddea7/fYDCgo6MDjY2NDvFqfT0Hus7+pKWlAYDqXk+tVovrrrsOU6dORX5+PlJTU/Hiiy8G3Gs50HX2R42vZXFxMWpra3HLLbcgJCQEISEhOHjwIF566SWEhIQgNjbWp6/nsE1gtFotpk6din379tnvs9ls2Ldvn8MaZqBpbm5GZWUl4uLifD0Ur0lKSoLBYHB4bS0WC44cORLQry0AfPvtt6irq1PV6ytJEh555BG8//77+OSTT5CUlOTw+NSpUzFixAiH17OiogLV1dWqej1dXWd/SktLAUBVr2d/bDYb2tvbA+a1HIh8nf1R42s5a9YsnDp1CqWlpfbb97//fSxatMj+b5++nl4vE/Zj27dvl3Q6nfTmm29K5eXl0ooVK6TIyEjJZDL5emge88QTT0gHDhyQqqqqpM8//1yaPXu2FB0dLdXW1vp6aIPS1NQkffHFF9IXX3whAZBeeOEF6YsvvpDOnTsnSZIkrV+/XoqMjJQ+/PBD6eTJk9J9990nJSUlSZcuXfLxyJVxdp1NTU3SL3/5S6moqEiqqqqS9u7dK91yyy3S9773Pamtrc3XQxe2atUqSa/XSwcOHJCMRqP91traao9ZuXKlNHbsWOmTTz6Rjh8/LqWnp0vp6ek+HLVyrq7zzJkz0rp166Tjx49LVVVV0ocffiiNHz9emjlzpo9HrsxTTz0lHTx4UKqqqpJOnjwpPfXUU5JGo5E+/vhjSZIC47WUJOfXGSivZX96767y5es5rBMYSZKk3/3ud9LYsWMlrVYrTZs2TTp8+LCvh+RRP/rRj6S4uDhJq9VK11xzjfSjH/1IOnPmjK+HNWj79++XAPS5LV26VJKk7q3UTz/9tBQbGyvpdDpp1qxZUkVFhW8H7QZn19na2iplZGRIV199tTRixAgpMTFRWr58ueoS8P6uD4D0xhtv2GMuXbok/exnP5NGjx4thYWFST/84Q8lo9Hou0G7wdV1VldXSzNnzpSioqIknU4nXXfdddKTTz4pmc1m3w5coZ/85CdSYmKipNVqpauvvlqaNWuWPXmRpMB4LSXJ+XUGymvZn94JjC9fT40kSZL353mIiIiIPGfY1sAQERGRejGBISIiItVhAkNERESqwwSGiIiIVIcJDBEREakOExgiIiJSHSYwREREpDpMYIiIiEh1mMAQERGR6jCBISIiItVhAkNERESqwwSGiIiIVOf/A4JLLcsvO4ApAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(ns_book7['도서권수'], ns_book7['대출건수'])\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "id": "9d3a6c6b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "9d3a6c6b",
        "outputId": "04d83b8d-e802-4cd0-973d-47ae5ea40c12",
        "scrolled": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "id": "d5cdff00",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "d5cdff00",
        "outputId": "53234426-77ef-497e-9001-ddeb5dc95118"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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z1O9v7oVEREREgcMAQ0RERIHDAENERESBwwBDREREgcMAQ0RERIHDAENERESBwwBDREREgcMAQ0RERIHDAENERESBwwBDREREgcMAQ0RERIHDAENERESBwwBDREREgcMAQ0RERIHDAENERESBwwBDREREgcMAQ0RERIHDAENERESBwwBDREREgcMAQ0RERIHDAENERESBwwBDREREgcMAQ0RERIHDAENERESBo451BSYqy/UgBCBJgKEqY10dIiKiCYUBpsRMx0Mi6yBtOfAFIEtApaEhHtEQ0hhkiIiISoEBpoRMx0NXwoTl+YjoClRZgusLJEwHpuOhMR5iiCEiIioBjoEpoUTWgeX5iIc1aIoMSZKgKTLiYQ2W5yORdca6ikRERBMCA0yJWK6HtOUgog/ewhLRFaQtB5brjXLNiIiIJh4GmBIRAvAFoMrSoOdVWYIv8uWIiIhoZBhgSkSS8gN2XX/whOL6ArKUL0dEREQjwwBTIoaqoNLQkLUH7yLK2h4qDY1TqomIiEqAAaaE4hENhiIjkXPgeD6EEHA8H4mcA0OREY9oY11FIiKiCYHTqEsopClojIcK68DkDq8DEw9xHRgiIqJSYoApsZCmIBRXUOVqXImXiIioTBhgyoShhYiIqHw4BoaIiIgCZ9gBZsuWLbjiiivQ3NwMSZLw5JNPFp0XQuAb3/gGJk2ahHA4jEWLFuGdd94pKtPb24vly5cjFouhqqoKK1euRDqdLiqzbds2XHzxxQiFQmhpacE999wz/LsjIiKiCWnYASaTyeDcc8/FfffdN+j5e+65B//yL/+Cf/u3f8OLL76IiooKLFmyBKZpFsosX74cO3bswKZNm/DUU09hy5YtuOmmmwrnk8kkFi9ejKlTp2Lr1q3YuHEj1q1bhx/+8IcncYtEREQ04YgRACCeeOKJws++74umpiaxcePGwrH+/n5hGIb46U9/KoQQ4s033xQAxMsvv1wo8+tf/1pIkiTef/99IYQQ3//+90V1dbWwLKtQZs2aNWLWrFlDrlsikRAARCKRONnbIyIiolE21O/vko6B2bNnDzo7O7Fo0aLCsXg8jvnz56O1tRUA0NraiqqqKnz4wx8ulFm0aBFkWcaLL75YKLNw4ULoul4os2TJEuzcuRN9fX2DfrZlWUgmk0UvIiIimphKGmA6OzsBAI2NjUXHGxsbC+c6OzvR0NBQdF5VVdTU1BSVGewaR37GB61fvx7xeLzwamlpGfkNERER0bg0YWYhrV27FolEovDat2/fWFeJiIiIyqSkAaapqQkA0NXVVXS8q6urcK6pqQnd3d1F513XRW9vb1GZwa5x5Gd8kGEYiMViRS8iIiKamEoaYKZPn46mpiY8/fTThWPJZBIvvvgiFixYAABYsGAB+vv7sXXr1kKZZ555Br7vY/78+YUyW7ZsgeM4hTKbNm3CrFmzUF1dXcoqExERUQANO8Ck02m0tbWhra0NQH7gbltbG9rb2yFJEr761a/iH//xH/F//+//xRtvvIHrr78ezc3NuPLKKwEAZ511Fi6//HLceOONeOmll/DHP/4Rt9xyCz73uc+hubkZAHDttddC13WsXLkSO3bswGOPPYbvfve7WL16dclunIiIiAJsuNObnn32WQHgqNeKFSuEEPmp1F//+tdFY2OjMAxDXHbZZWLnzp1F1+jp6RHXXHONqKysFLFYTHz+858XqVSqqMzrr78uPvaxjwnDMMRpp50mNmzYMKx6cho1ERFR8Az1+1sSQogxzE9lk0wmEY/HkUgkOB6GiIgoIIb6/T1hZiERERHRqYMBhoiIiAKHAYaIiIgChwGGiIiIAocBhoiIiAKHAYaIiIgChwGGiIiIAocBhoiIiAKHAYaIiIgChwGGiIiIAocBhoiIiAKHAYaIiIgChwGGiIiIAocBhoiIiAKHAYaIiIgChwGGiIiIAocBhoiIiAKHAYaIiIgChwGGiIiIAocBhoiIiAKHAYaIiIgChwGGiIiIAocBhoiIiAKHAYaIiIgChwGGiIiIAocBhoiIiAKHAYaIiIgChwGGiIiIAocBhoiIiAKHAYaIiIgCRx3rChCNhOV6EAKQJMBQlbGuDhERjRIGGAok0/GQyDpIWw58AcgSUGloiEc0hDQGGSKiiY4BhgLHdDx0JUxYno+IrkCVJbi+QMJ0YDoeGuMhhphRxFYwIhoLDDAUOImsA8vzEQ9rhWOaIiEelpHIOUhkHYTi/CItt2TORl/WQc72oMgSW8GIaFQxwFCgWK6HtOUgog/+BRnRFaQtB1WuxtaAMjEdD91JE3sPpWG5AhFdRiykI2wobAUjolHDWUgUKEIAvgBUWRr0vCpL8EW+HJXeQPfd/r4cJElCUzyECkND2naRyDowVBmW5yORdca6qkQ0wTHAUKBIUn7ArusPnlBcX0CW8uWo9BJZBynLhaJIqAxpkCQJqiIjGtJgez5SObfQCma53lhXl4gmsJIHmGnTpkGSpKNeq1atAgBccsklR5370pe+VHSN9vZ2LFu2DJFIBA0NDbj99tvhum6pq0oBZKgKKg0NWXvwL8es7aHSYPdROaRMBz1pE4oE+L44qhUsrCnI2A4832crGBGVXcnHwLz88svwvD9/uWzfvh1/+Zd/ib/+678uHLvxxhtx9913F36ORCKFP3ueh2XLlqGpqQnPP/88Ojo6cP3110PTNHzrW98qdXUpgOIRLT+NOucUzULK2h4MRUY8op34IjRkA1PWezM2DiRMhFQZKcuDLEmoMP78T4hyuPvO8dgKRkTlV/IAU19fX/Tzhg0bMHPmTHz84x8vHItEImhqahr0/b/97W/x5ptvYvPmzWhsbMR5552Hb37zm1izZg3WrVsHXddLXWUKmJCmoDEeKqwDkzu8Dkw8xBkwpXbklHVdk1BpKFBkGQnTxYFEFlNrKqGr+YZc73D3nel4qK8MsRWMiMqqrGNgbNvGT37yE3zhC1+AdMT/jj388MOoq6vDOeecg7Vr1yKbzRbOtba2Ys6cOWhsbCwcW7JkCZLJJHbs2HHMz7IsC8lksuhFE9dAiJlcE0FLTQSTayKc+VIGR05ZrzQ0VBo6XF9gUjwECRI6Ezk4ng8hBFKmA98HooenUhMRlVNZp1E/+eST6O/vxw033FA4du2112Lq1Klobm7Gtm3bsGbNGuzcuROPP/44AKCzs7MovAAo/NzZ2XnMz1q/fj3uuuuu0t8EjWv8v/zyGWzKejSswnI9WK6P+qiOZM5FMmfD9gRCiozm6jAaYwySRFR+ZQ0wP/rRj7B06VI0NzcXjt10002FP8+ZMweTJk3CZZddht27d2PmzJkn/Vlr167F6tWrCz8nk0m0tLSc9PWITnWDTVkPaQrqogZSORdpy4amyIiHNVRHDFRX6IiF2fJCRKOjbAHmvffew+bNmwstK8cyf/58AMCuXbswc+ZMNDU14aWXXioq09XVBQDHHDcDAIZhwDCMEdaaiAYcOWVdU4pDTEhTELZkxB2ByTVhREMMLkQ0uso2BubBBx9EQ0MDli1bdtxybW1tAIBJkyYBABYsWIA33ngD3d3dhTKbNm1CLBbD7Nmzy1VdIvqAE01Z93ygpkJneCGiMVGWFhjf9/Hggw9ixYoVUNU/f8Tu3bvxyCOP4JOf/CRqa2uxbds23HbbbVi4cCHmzp0LAFi8eDFmz56N6667Dvfccw86Oztxxx13YNWqVWxhIRplnLJORONVWQLM5s2b0d7eji984QtFx3Vdx+bNm/Gd73wHmUwGLS0tuPrqq3HHHXcUyiiKgqeeego333wzFixYgIqKCqxYsaJo3RgiGh2csk5E45UkxMRcLzOZTCIejyORSCAWi411dYgCz3I9CJEfG8PZX0RULkP9/uZu1EQ0JAwtRDSecDNHIiIiChy2wIwyNsMTERGNHAPMKBnYEC9tOfAPD4SsNDgQkoiI6GQwwIyCIzfEO3IqasJ0YDoe9/AhIiIaJo6BGQVHboinKTIkSSoswW55PhJZZ6yrSBOI5XowHQ+WO/gCdEREEwFbYMpssA3xjhTRFaQtB1WuxjExNCLspiSiUwkDTJkNtiHekVRZQk7kyxGdLHZTEtGphl1IZXbkhniDcX0BWcqXIzpZ7KYkolMNA0yZnWhDvKztodJg9xGdvKF2U3JMDBFNJAwwoyAe0WAoMhI5B47nQwgBx/ORyDncEI9GbCjdlD67KYloguEYmFHADfGonI7sptSUo0MMuymJaCJigBklIU1BKK6gytW4Ei+V1EA3ZcJ0EA8f3aiatT3EQ+ymJKKJhQFmlPFLhMohHtHy06hzTtEspKztsZuSiCYkBhiiCYDdlER0qmGAIZog2E1JRKcSBhiiCYahhYhOBQwwVHaW67FFgIiISooBhsqGe/MQEVG5MMCcosrdKsK9eYiIqJwYYE4xo9UqcuTePAM0RUI8nF+ROJF1EIozwBAR0cnhVgKnkIFWkYTpwNAUREMqDE1BwnTQlTBhOqXZK4d78xARUbkxwJxCRmvHYu7NQ0RE5cYAc4oYzVaRI/fmGQz35iEiopFigDlFjGaryMDePFl78DCUtT1UGqfm3jyW68F0PHafERGNEAfxniIGWkUytgtVlo+afVTqVhHuzVOMU8qJiEqLAeYUIQSQs310JXOIGCpkCajQNUTDKkKaUvIdi7k3z59xSjkRUekxwJwCBr5AIQEVIRW+LyDLMpKmjbTloMJQETscLEqJe/PkcUo5EVHpcQzMKWDgC7Q+aqC5KoxYWIcPQJIkZGwPEqSytgIYqoKQppyS4YVTyomIyoMtMBPcB79ADVVBfVRB3NXgCwHPFxBCcEZQmQxl8HSOU8qJiIaNAWaCO9YXqK7Kh88LpEyXX6BlcuSUck05OsRwSjkR0clhF9I4Uo4ptlyTZWxxSjkRUXmwBWYcKOcU24Ev0ITpIB4+Oq+OZPZRuTeEnCg4pZyIqPQYYMbYaEyxLfUXKNc0GR5OKSciKj0GmDE2GlNsS/kFyjVNTg6nlBMRlRYDzBg63hRby/UgS0Bf1kZVxcjHSJTqC5RrmowMQwsRUWmUfBDvunXrIElS0evMM88snDdNE6tWrUJtbS0qKytx9dVXo6urq+ga7e3tWLZsGSKRCBoaGnD77bfDdd1SV3XMDTZDyHQ8HExa6OjPoTtp4kB/Fp39JkynNAN7R7ImC9c0ISKi8aIsLTBnn302Nm/e/OcPUf/8Mbfddht++ctf4uc//zni8ThuueUWXHXVVfjjH/8IAPA8D8uWLUNTUxOef/55dHR04Prrr4emafjWt75VjuqWzYkGuX5wiq3peDiUsmB7PsKaAv/w3OaU5QIJc8y7Z7imCRERjRdlCTCqqqKpqemo44lEAj/60Y/wyCOP4BOf+AQA4MEHH8RZZ52FF154AR/5yEfw29/+Fm+++SY2b96MxsZGnHfeefjmN7+JNWvWYN26ddB1vRxVLqmhDnL94AyhVM6F7fmIhvLdMynTQSysoz5qjIvumVN1TRPOtiIiGn/Ksg7MO++8g+bmZsyYMQPLly9He3s7AGDr1q1wHAeLFi0qlD3zzDMxZcoUtLa2AgBaW1sxZ84cNDY2FsosWbIEyWQSO3bsOOZnWpaFZDJZ9BoLA4NcE6YDQ1MQDakwNAUJ00FX4uiuoHhEg6HIOJgykchZCKkyHM9HynSgqzJi4XzGHE73TDnWkxn4EtdU+ZRZ02TgWe7vzWJfbxb7e7ODPkMiIhp9JW+BmT9/Ph566CHMmjULHR0duOuuu3DxxRdj+/bt6OzshK7rqKqqKnpPY2MjOjs7AQCdnZ1F4WXg/MC5Y1m/fj3uuuuu0t7MSRjuINeBGUJIAt1JC7LkQVZkREMaYmG1EAaG0j1TjunNH7ym6/nI2h4sx0N1hT5h1zRJ5hx09udg+wJVEY2zrYiIxpmSB5ilS5cW/jx37lzMnz8fU6dOxc9+9jOEw+FSf1zB2rVrsXr16sLPyWQSLS0tZfu8wQx1kGuVW9xKEdIUNMVDyFoudFWGriqFpf4HnKh7phzTm491TU8Apu0hlXOhKtKEWtNkILDt7ckgaTqIHQ6iA2GSs62IiMaHsm8lUFVVhTPOOAO7du1CU1MTbNtGf39/UZmurq7CmJmmpqajZiUN/DzYuJoBhmEgFosVvUbbUAa5+sdoRTFUBTUVBjyBo8ILcOLumSNbfjRFhiRJ0BQZ8bAGy/ORyDrDvp9jXbM+aiAW0VBpqGipiWByTWRCtEgMBLaDaROu56GuQoeuyEiZDg6mrEKXHGdbERGNvbIHmHQ6jd27d2PSpEmYN28eNE3D008/XTi/c+dOtLe3Y8GCBQCABQsW4I033kB3d3ehzKZNmxCLxTB79uxyV3dERrrv0MB4mETOgeP5EELA8Xwkcs5xu2fKMb3Zcj30ZW3IEgZ9X0RXYHvehBrYOhDYoiENsixDVWRoh7vzbNdHMpefyn+8IEpERKOj5F1IX/va13DFFVdg6tSpOHDgAO68804oioJrrrkG8XgcK1euxOrVq1FTU4NYLIZbb70VCxYswEc+8hEAwOLFizF79mxcd911uOeee9DZ2Yk77rgDq1atgmEYpa5uSY1036HjrZgb1vPXs1zvqPeXenrzQEvEgf4sQpoCRZZQoWuIhtVCK8tEmzJ9ZAj0RT5oer6Aeni2VUhTkLFdxF2tEFQn2mwrIqIgKXmA2b9/P6655hr09PSgvr4eH/vYx/DCCy+gvr4eAPDtb38bsizj6quvhmVZWLJkCb7//e8X3q8oCp566incfPPNWLBgASoqKrBixQrcfffdpa5qWQxl36HjTcv94Iq5tusjZ3s4mLKOOTC3lNObB8JLb9aGLElQZAmGqiB1uAWnLmogpCkTbsr0kSFQkmRU6BpSloOokg+OqizBdAR8IWA5/klvgElERKUhCTFR/h+6WDKZRDweRyKRGPXxMMeaDRTSZJiOP+RZQscaRDsQho4cdzIwdfvI2U8DEjkH8ZCWn+10Au09Gezvy0FRJPSkbGQdB/WVIURD+eAVNTTUx4xhXTMILNfD/t4sDE2BpsiDLipoOh5iYR1RQ50QY36IiMajoX5/cy+kMpCkfEtMxFAOD37N/x/+cGcJDWdKdil2nE7mbOw9lIYkSQjrGhpjOrpTAl1JExnLRW2FjkTOAiSB6OHgNVF8sPsvpCmoixpI5VxkbAfJnItYSEV9pTEhZlsREQUdA0wJHW8dluGuDzOcKdkDqis05Gz/pHec7ss6sFyBprgBSZIARUZjTEJEd3EwbQFpCyFdRTSkoTEWvBaIE62o+8EQaKgylAoNkASqIjomxUOIhcf/StBERKcCBpgSOd46LMmcA9cXiIYH/3UPtj7MUAbmJhwfnQkTrucXBab6aAi6Kg9rhpDlesjZHiK6XDR4VVcV1FYqCB8exFoT0dEUDwVq/MdQF/g71iDq+soQW12IiMYZBpgSOV4LS3fKRDrnorpi8C4XVZaQODxYF8iHDunwLJj04cXtPhgYMraLnrQJAQNVEX3QLqnhhAwhAEWWEAvpSNtuYfDqgLCe3w6hKqIHLrwMp+vug4OoJ9I0cSKiiYQBpgRO1N1Toas4lLKQsV1UGvkQY7s+fCFguz7Spov+nA0IIKTl1x+RACSyNpKmi1hYPWoac1fCgqYoqI/+eRDt8bqkTmRgJlPYUGAf3ospfHgKtecLpEwHIUVGdUWwulCG23U3gKGFiGh8Y4ApgRN190R0BSFVQdbyoCkykjkXGduFabtI5BxYto8pdRWordSRtlzsOZiGANAUD0FRJORsD7ZrwXRcVFXoMB0fnudjUvXgWzMca8uC4zlyEOuRg1cHulxUWUZzdbiwtP54N7ChZW/GQvQYdT6Z3xMREY0PDDAlMJR1WKoiGjwhsLs7DVWWUGGoSLkCGctFWFfhCx+258O0fRiHW1lMJ99yoMgybM9HX86BJ4CmWL7VpdIY/PGd7CJzA4NYLddHVYWGaFiB4+WnD0eN/MDd8e5QykRvxobp+JBlCd1JE64v8qscfyCkTLTF+IiITiUMMCUwlBV4ayoMmG5+A0RZBtKWi6TloCEWRnVEg+X6OJiy4Ho+FElC0nTQkcyhvsKArinQZBmTq/ItLjWVOlzfL8nCdUf64CBWP0CDWBNZG7u7M/hTdxK26yGkKaiJGPCFQH/Whu35qI8aRSFmoi3GR0R0KmGAGYEjp+WeaB2WsK6gL2ujPmZAAuAJAQigukKHJEmQJAlp04Hl+vD8/B5ICiSEdQWKnF9YzRc+wpoKTZGhqTL6MvagLQsn2rLgeII4iDWRtbHj/QTe78tBV2Q0xkKwXR99WRu266MhbkA93HVXH/3zvYzk90RERGOLAeYkHGtablVEK6y0e+Q6LCEtHzaO3FtIU+Si/XZUWYKAQNZy4foCIV2BAKBI+Q0FNUVGX8ZCzvYQTanImC560ha6kyZqKgxUV2hQFXlYC9cdT5C+1N/Yn8DenjQMVUE8rEGWpHwQ0xS835dDX9pBSFWQzNmIhVTIslSy3xMREY0NBphhOv603Pzy/lUVf269GFiB94N7C+UcDznHhycc1FYacH0B1weSORcpy4YkSag0NMRCDqIhFbqqwHb9/EymtIZYSMVp1WGkLQ+9GRvJnI2GWBg1Ffq47+4plf19GfxhZzdeae8/PIBaQnPcwNS6SlRF8rOlait1JLI2NCUfWpKHZ1cNZ4E/IiIafxhghmko03KP3B+ovSeD9/vzewtlbR+HMhbiIQ2VofyuxpaTn7KctfIzkvpzNtKmDUmSoSoS9vdmURlWURXWkbM8pEwXacuF6XiQZQkVuoqptRHkHA+Vh/fomehMx0Nbex9+ve19vN9vIeu4qA6rkCQJez0PKdvHOc0xVEV06KoMWZYQDWuoihhorgrD0I5eV4eIiIKFAWYYhrO8v3G4y+LIvYWqIgoOdZnYfyiDsK6iPqoDkgRZAvqzFhI5F7IEnFZTgZAqw3J9ZJ18aIEP5FwPmiLBUGWED+8InTIdWK6MqogG2/Ngud6E/nJO5hzs6kzh19sOoCfjYEZdBToSWQASso4HARl9WQvtPRlURXTYbn42ku34aK4KBWYaOBERHR8DzDAMZXn/I6flHrm3UNpysL/XzIcQTUa/5cARAhFdQ22FhMqwhqoKA7brwXIFoqH8oxEAEjkbycMDfE9vqEREz5/TlPxYmnwLTn7mzYmmBJ9oP6DxamDc0d6eDFp3H8T7iSxOq4ogElIRdwykTAfxsI6EaUNRVHSnbCSzNtK2i1hIR02FwfEuREQTCAPMMAxlvZeBablH7i2UsV3s780haebHuyhSfiuARNZBhS5BViT0JWzUVRrwfCCRc9CbtVFlqIiGNeiKhHeTJprjoUJ4OVJIU5AyHaiydMwpwabj4WDSQsq0ISAhpMmD7gc0HiVzDtoPZZB2HPSmLfg+YCgKfF8gaTqoCKkwHT/f+iTLEJ6H/qyFd3syOC0exhmNlYPu9k1ERMHFADMMQ1nvZWBarul4hb2Fdh9KIWk6qK7QoRxuvanQ81+6hqrCcQW6kxYkCMQjBuordeQcDwnTQdr2oWtApa6ipTqSn379AaosIWN7OK1KHbRVJZG18U5XGgnTga5K0BUZtqcg5/iD7gc0XpiOh+6kiR3vJ3EoY0GTJRzKWEhZ+UG5iiLD8wBNARpiISSyFnqzFnKuQFVEwZzmKsyZHEd9ABbgIyKi4WGAGaYTrfcy0E0x0FqjqoDrAa7nQ/g+hJTf7Tlje9AVBXVRA12JHNKmC02R4In89OqwpqApHobt+jAtB01xA/WxEHK2N6x9ikzHw67uNPqyNuqiRqG++XVl8mEoNMx9k0aD6Xho78lgV1cKPRkTVREDiiyhO5VDzvIBIaEvY6H+8Jov8YiC+ngImiahP+NiwYxafGJ241jfBhERlQkDzDB9cLXaI9d7ObI7ZqC1pjvlobpCh3N4bIvk+ZDlfKtJQzQEVZbQlcohGpIhywCEgCxLyFgusrYETQEEZNRFDXiHl8Q3bX/I+xR1p0wcTJn5cCMASZKKxs7IkjQu9wPqSprY1ZVG0nRhe0Da8hDWFTTHK9Cfc2B5AkIIHErZCOkyKl0FWcdDb8rBzMYKXHxG/VjfAhERlREDzEkY6mq18YiGhGkDQqCmwkDOdWGoCmxPIKwpqK000JnIIWsLzG6KQ0gC/VkXjpdvGcnYDjRZRqWhQJFkdPTn4AuBxlgYNRUaJEk+7j5FyZyDtw4k0ZHIIWM5iIR0RDSlsK5MSFNgux5MRx5X+wElcw52d6WQthxUhBT4Ij+2KGN5gBBorAwhZ2fyA6qFhGTORtb0IEnAzIZKLJs7CQ2xwTe6JCKiiYEBZgRO1GIR0hRMqalAynTxfl8Gjpffv6g6rKMqosPzfXQlTNREdNREdeiKjErDRSrnwBU+dEVCIuvAlGW4vg9Dk5EyXbx7MI1YSMXkmopj7lPUnczhpXd78fr7vbBsHxFdRX0sP43Y9nTUVujQFBlpz4cEMW72A7JcD52JHJKmiwpDQ4WhwPOAjO2hwlCQsTxUVeiYIUlImA48H4hXGqiP6ZhaXYF502oQjxzdlUZERBMLA0yJHTlNWYj8wncRTUFYUwHhQVdkQAL6szaytofqSh0NUR2W40FTZERDKmIhDT4EuvpN7OszURXRYGgKNFlCLKwjlXMKa8IMtnBdImvj2be7sbMjBcv1YbseElkX/TkX9bH8l7uuyPkw4wpEQ/qYdx8N7CKdMl0cSlvI2Q7SvgRZ1lERUuF4PjKWB1UGHC+/W/ak6hDqoyFMiodQXWEgGuI0aSKiUwUDTIl8cH8k1xPIWC5CuoKqiIYzjCg6Eyb29WZhpj3EIhoqjfyv3/WB/pyNrqSFsCYjamhQVWDvoQxcz4OiSOhJ25AlIKKpqAyrkCygJ22hpTZyVPho29ePtw4kURlSURFSYTkeTMdD2nLRfiiLkCIhoilIWy4aoyHUx4yx+JUBAN7vy2JXVxJ7ejKQIEOTJQgBVIbza7l0J000V0dQVaEjY7rI2i76czZqIjrOqq3C6Y2V43IGFRERlRcDTAkMtj9SR7+JvqyNSl+BrkpwPB+eEPnBtBGgOqIjXqHh9fZ+ZG0XU2or4Pv50HPw8KaN3akcJlWFEdbVw5s/SkjbLmzPR2VIQcb2YDl+UYBJmQ7+1JWEByAe1uALcXhGlAxdV9DdZ2JXVxa6quDs5ip8aIwCQCJro21fP9re60V32kZEk9FcFYaqq+hOWTBdBVVhFQdTNjr6smiuCqMypML08gvTzZ4UZ3ghIjqFMcCUwAf3R7JcDxnLhSxJ2Hsogz0HM7BcH54v0BAzoCky+rMOHM9HbaUBKQukcm5hJpHt+Xj9vV5Yrg9dldGXcSDL+TE1lYaWv74JyDIgUDz6tjuZw/6+LGQI9GTsfPCRAUOToAkFtZU6DmVs1EVDOGdyHLHw6I8X6U7m8PK7vXjj/QSytoOwrkBTJBxMW8g5AjURA4fSFmKGhhn1FehI5NCTsaGoMlRJxoeaK3Fmc5zhhYjoFMYAM0KD7Y9kOh46kln4vkDO8eB64vACdgL7DmUhAHi+j7pKA03xMGorDGRMFxnLgSLLyDkuJAlQZAlJ00Z9pQJVlpGxPNiuj1hIw6GMicnVkaIvcdPxcChtw3IFKvX87B1FkWC7AqoMVBoKDFWC6XqYVlsxJuHlUMrEc291Y19/BooioSEWQsr0ISQBTZaRtmzoioTqiIaDGRNNNXHM0CsRD2vwBBAzNLTURhheiIhOcQwwI/TB/ZFMx8O+nhwOJm34EHAcH6oiA7IPxwV6khYMTYYkSRAyIMlASFURNhQ0xsLQVRnvdCaRMj04voe9PTl0J2zUR/ML2ZmugJO2ICDQGA0VdR91JU30pR0okNCTsfKtNbaPaFiD4+XDVCLrojZqoKUmMqq/p0TWxpsdSbyy9xDefD+NsK7Acl1Mro5AluTD08t9KDKQdT3Ux3TYno+MlZ+NFdLUfLdbALY+ICKi8mOAGaEj90fyfB8H+nLoy9mIhVQcTFsIGwoSWQfdKRO+JFChaeg3HRiqgs6OHLrCJkKGgoimQZElVIV17OxIYX8iA1koMFTA9nzs7U2jJ2vjtHgIsixjSnWkaAbSwZSJ19/rg+l6qKnQ0H/IQlZyoEgyPN+HrMnoy7iI6CoumlqHuujoLa/fnczh+XcO4Z2DaSQyFlQZ0FWgL+tiX18WNREDPlSEdQWOk29l8nyB6goNNRUaGqNhNFWFxnymFBERjR8MMCN05P5ItuPD8jyENQVhVUFvzkHGcgEBJC0HGmRElHzgcTwPWdeFbwL1mgxDlXAwZeLlPYewry8Hy/EAuKiK6DAUCYae38LAdnxMqg5hRkNloQvIdDy805lCn2njtHgYkZACAYH9/TkIAMLzYACoNFSc31KDc6fER+33cyhlYfMbndjVk0ZtpQ5dCcHxs1AkGVFDz++krbgwNBmWLcH2PEQMCYmcg8ZoOP+KM7wQEVExBpgSGFhxtyuZQ1hXkPTzA3QhBGRJQsK2YEgKJAXw4cN28wvaVeoa0qaLTi+HmKHB9Xxsa+9HwnRQU2lAlWT0pG2EVAmxiI5YWEO/7eCMsIqm+J9Xmu1OmTiUsRENaXB9IGroOOu0OOpjYbT3ZiAJgbCu4UONlbhoRu2oLPT2fm8Wr7zXg9Z3e7DnYAaqIqE6YSAaVqErKhxfIBKSYTn5BekqQipCqoz+jAsJEqLVKk5v4i7SREQ0OAaYEghpChqjIbzbnUFvfw4d/TnkbA+uEBC+gOcKRMMKNEWGEAKpnAdNlRAJqaiu0ZG2PGQtH6/29ONgxoYkBFwXqAhLkGQJluejoz8HSRKo0DU0Ro3CvkfJnJPfMyhnw/cF+rIOait0VBoqptVWoCaiw3JcSLKMc1uqy74zcyJro3X3Qfxn2/vYczCDjONDkQSiIQWS7yNpKoiGNERDKoQAKiI6LNtB1nKRczxUV2q4+PR6zD4tjvpR7OYiIqJgYYApgUTWxlsHEni7I4mM7cJyXaiKjKqQhqztImN50GQJGeEhFtKhaTKaojpiEQOKDAjYqItpeKujD1nLRlhTkXFseNAQUmVUGhocyUNfykb9pFDhiz2RtbH9/QT29qThHp5ybTsCHf05VEV01FXqCOsKMpaLuoiK6kh5V6rtTubw85few6Y3u9CVMqEfnsJt+z76cgKyrCJi+MjaHqLhfNfboZQJTVEQj2g4symGD0+vxoz6WFnrSUREwccAM0KJrI2t7X3Y3ZXOdw25HgAJvichZXmoDKn53aUdDxW6Ctv1UB1RUaErUBUJfWkHlYaKQykL+/uzMB0fjudCUWQI2HBcBabjoyqiIOP6f56N5HjY1Z1GZzKHSk2FJfsQACIGYDs+UjkHQgDRsApVkTCtrrKs06b39abx7394F79/uxuJjA0hSVBkQBYqZACO6yNl2wgpISDkwxP5MTmmo6KhMoT5M+tw3pRqdhcREdGQMMCM0Dvdaew7lIFAftaMIzxoyE+v7s1Y8ISG+piO3rSN06rCsD0PMoCerIOIB6iKhMqQgq3v9CJn+VBweFaTB/i+gK55UCQJiYyPaEjDzPooDFXBjgMJbN3bC9/3kbY82J6PkKogFtEQ0hUoEhDWZfgCmFZbicllnDb9xr5+PPziHry0+xAsL98SJAC4vgTP96Cr+WnjGdNFSHEgyQqEL5C2XJxWFcFHZtZhNhemIyKiYWCAGYGU6eDd7hRMz0PO8eD7gGV7gCzDdjzYnkAi62BOcxxVYQ3wgLQloCkSHFegxzYxuSaCnR0JHOjJwvbyG0GGNAm260OWAcsV8A0fuqLijOowZjfHsL83gy07u3AgYaGuUkNIk+FBIGHaMF2BukoFkGRYrodZjbGybRfQncxhy86D+OW2/djVlUbW8SDLAhLygUWTJbgi3/oSUiW4fn7hv6QNVJoOzmiM4aMfqsPMhijDCxERDQsDzAj0ZSx09OegqzIs24fn+zBtH0nLgiRJaIxpcDygMqyhJhZCLufinYMZmK6HeEiFpABd/Tm07U8gaTo4vBYeJAF48ABfgqLIsF2BWFjGRdPqUBnS8Ps/HcT7/SYqQzI0SYZhqBCQoKkyspYL05VQU6Gjuap82wXs6k7isZfew/Z9SXSnTCiygAzA9wQ84UOSJEiQoKpyfrE/AJqqokJX0RgLY8nZTVh0dlNhMDIREdFwMMCMQMr0YHoCqiLgCyBpukiYLg6lbUgQSJsOaip0ZG0XYU3B7kMp2I4HAQHb9RHWVexNJJDJ2QCAsKpCUiV4ng8ICY4vIMGDpMiYVluJuVPi+MOfurH5rU6kTQdCkhANqWiKh9BQGYIq8lORJQmoMGR8qCFWlvCyuzuJ//273fhTZwqQkF9R2AdkOR9WJC+/P5Pr+/AdAVmWIAkBWZFRW6Hj4jPqcdnsRoYXIiI6aQwwJ8lyPSiyhEpDwcGkBUXJj3nJWC6EEAAEOhM52K6HZNZBT9rC7q4UNE0GRH7l3oNpC+/3mkiaQFgFLN9DGDoMVYIrBOAK+ACimoYLWqrwp64kHntxH/b3ZaCqEiAkJLIy+rM2MtUuJldFIMlAMufizKYY6mNGSe/ZdDxs3duLn728F293pBDRFUgCUADYkgxVEnAFAElAiIGxPB5cG9BUCZOqI7jszEYsOrtxVNaiISKiiUsu9QXXr1+PCy+8ENFoFA0NDbjyyiuxc+fOojKXXHJJvovhiNeXvvSlojLt7e1YtmwZIpEIGhoacPvtt8N13VJX96QJAXhCoDFqwPF97O3OwnGBClWBIkvIuS4cH3ABvN+fxVudKZi+gOsDsiQhFlJhKEDG8uEASLqAZQvkLBum40GGhIiuwPWBlpoQYhUafvZSO9p7M5BlCSFVgaEpsFwf/RkHHf0ZdCQs9GYcRA0NZzSWdlzJvt40Hnn+XfzvLbvwxoEkbM+H7XrwD493kSBBUWXoigxdUaBK+ZYXWVYQi6j4ixl1+MplZ+KqC6egIRY+8QcSEREdR8lbYH73u99h1apVuPDCC+G6Lv7hH/4BixcvxptvvomKiopCuRtvvBF333134edI5M+zZDzPw7Jly9DU1ITnn38eHR0duP7666FpGr71rW+VusonRZIAGflNBn3fQ79pQ0AAkGBaDhRVxum1BqpjBhRJRkdvBrYnoMoyZAXoSavo6s+i3/IL18x4gOsJGKoH189vYlihazijoRK/3taB7fv7IUuA5wukNQ2VIRVhXYXluEjZAq7vw1BVzJtai9OqK45d+WHatq8Xj73Sjr3daWTs/Kwi03SRsj2ERT60eJ6ADx+aDPiQoKkqdEVBbZWBy85qwn87rxmTa0pXJyIiOrWVPMD85je/Kfr5oYceQkNDA7Zu3YqFCxcWjkciETQ1NQ16jd/+9rd48803sXnzZjQ2NuK8887DN7/5TaxZswbr1q2Dro9994OhKlBVYG9PGv3Z/BgX7XDLi2RoUBQJuqYioqk4lMyhO23B9XxomoyopqEnlcOBlH/UdV0AwgUqVAEFElqqwtjXm8Uzbx3Kt97I+a4ZybaRc1zEIzpiIQWO6yFhOTh/ahXOao6W5B4TWRu/33kQj7/Wjv2JHGrCBiABYVWBo3rwHAHbdaHqKmJhHZbrIGtJ8GWBeETFeS3V+OQ5p2He9BrOMiIiopIqeRfSByUSCQBATU1N0fGHH34YdXV1OOecc7B27Vpks9nCudbWVsyZMweNjY2FY0uWLEEymcSOHTsG/RzLspBMJoteZecDiZwL0/FQW6mjptJALGygqkKDoShIWQ4OpU2815dD2vTgegIyZLjCR88g4UUFoEr5GTu2DeiaBiEEfr/rEHI+4B3+TFkCPAHkbB+pjIVE1kHOdlEdVnHR9NLsdfTmgX78039ux/eeeRvb9vUha3roTmWRtvL3W6HrUBQZluMjZ3uQ4CNiaNA0CTPqKnDd/Gn46l/OwkfPqGd4ISKikivrIF7f9/HVr34VH/3oR3HOOecUjl977bWYOnUqmpubsW3bNqxZswY7d+7E448/DgDo7OwsCi8ACj93dnYO+lnr16/HXXfdVaY7OZrleuhOWmiIGciYEfRkbKiKD/gCEoCc40KWJaSyLnozFnQFkKR8V0vSdmAd59oSAMcHPOFgxwELfflJSvABWAAsF4iogC8AyxMICaDG0HHJGU2YUT/y1pdfvb4f//L0n9CVMgE/P+AYsOF4KhRZQFV8xEMy4iENaQjYngfTkeE7PmY2VOJvLpqBD89gqwsREZVPWQPMqlWrsH37dvzhD38oOn7TTTcV/jxnzhxMmjQJl112GXbv3o2ZM2ee1GetXbsWq1evLvycTCbR0tJychUfAtPxkDQdNEQNhDUFb3ek0JM2kXIcKJBgqDJcT+BQ1oLp+KgMqXA8wPEFUubR19MAaCrgeflmMQlAd7+PQYoCALJu/j2SD+QsB6fPqMVHZtaO6J66kzk8+sJe/Mfze9BvChhKfqwPAFgeoAoPmipDggzX8xELqfB0FYYA6ip1nDkpis/On4qZ3MuIiIjKrGwB5pZbbsFTTz2FLVu2YPLkycctO3/+fADArl27MHPmTDQ1NeGll14qKtPV1QUAxxw3YxgGDKO004aPx3Z9eEIgZTmwPR+amp9N5blAyrYBSULW8eA4Plzfh/AlyIoMQwISg1xPkQFdleBKApYDOEOog4N8K0xTWMOV57eMqOvozQP92PirN9G6qw8m8lOjXf9wgBGAJkvwBCA5HjQj3w2mqjJc08Fp1REsPbsZC8+s5wwjIiIaFSUPMEII3HrrrXjiiSfw3HPPYfr06Sd8T1tbGwBg0qRJAIAFCxbgn/7pn9Dd3Y2GhgYAwKZNmxCLxTB79uxSV3lYTMdDIuugM2HivUNptO3vR9r0oEgCOddHznGRMl0AAmFVgqpLSJlAf85DheFDeAKDTQb3fMByBBR5aOFlgAZg6ZxJ+IsP1Z/0PT25tR33/tcOtCf/PC7HQ35FYFkgP7fKE9AUwJMAz3WhhlSYjocPNcbwuQunYN70WnYZERHRqCl5gFm1ahUeeeQR/OIXv0A0Gi2MWYnH4wiHw9i9ezceeeQRfPKTn0RtbS22bduG2267DQsXLsTcuXMBAIsXL8bs2bNx3XXX4Z577kFnZyfuuOMOrFq1alRbWT7IdDx0JUwkTQcHUybe78/hUMqC6wuoEmA7+T2RMqYHWRKIGqHDU4tlmI6PVE7AOnrsLoD8+BbHy7+GY0qdjhs+enLdbm939OP//eO7eOK1DmQH+VwX+YAE5Ft6JJEPWq4MhDUFF02vw6fOb8ZZk6pO6vOJiIhOVskDzP333w8gv1jdkR588EHccMMN0HUdmzdvxne+8x1kMhm0tLTg6quvxh133FEoqygKnnrqKdx8881YsGABKioqsGLFiqJ1Y8ZCIuvA8nw4rsA73Umkcg7iYQ2KDHQlLfTlXJiuB8/Pd68kczZM24MrBDQJSB0nnHjIP4zhLtV3zfxpw+626U7m8OM/vountu3He33H/0QHgA7km2FkAD7QFA/hMxdOw9K5k7iiLhERjQlJ5Ne9n3CSySTi8TgSiQRisZEPKrVcD/t78ztGv/JuL97qSGJfXxaqIiFreejN2EjkbFiuD0ORoMgSetMeLOTHk/jIZ4BS+vDkCvx/t1wyrPf84U/d+MYTr+HdEwSXDzKQX4Nmco2OLy86E395djO7jIiIqOSG+v3NvZCGSAgg5/g4lDLRnbLg+Pn9flRJQs7x4Hg+ZEmGLPkwXR+mDRye/Yxh9goNSQjAHZ+aO6z3/D+/egPf29J+Up/nAzitKoQvXzYLf3n2JIYXIiIaUwwwQyRJQMZykbM9ABIMRUaFriBpOrBsDwKApkjIOQI5e3gDcU/G3148BedNqTlxQeS7jO74P6/jtzt7TuqzVADnNEfwD/9tDi6cUXdS1yAiIiolBpjhEAKyLENTJYQMBZqpIJXIwXJ9eF5+rIvvl6fF5UiXnF6Nry2bM6Syz7zZiX/65evY3XNyG2GGAPzl2fX4ypIzcXoD13chIqLxgQFmiIQAKkMaXN8HJAHH9WG7PtK2g76MDReA7x9+lbEeNRrwzauG1nX0yAvvYt2TbxW6soYrbgDLL5qCGy4+neu7EBHRuMIAM0SSBIQ0GdGQjgpdR69sQ/IBBTJ0DTCz+W6jcv9C137qbLTUVB63THcyhzufeB2/fuvkuowUAKfXGbj50jNw5bwpJ3UNIiKicmKAGSJDVVBpaOhKWmiKhwD4EJDQb9nwJQEBC+kc4JZxTtf0agl/feG045b5w5+68cUHXkbmJD8jqgLLzj8Nqy49/YRBiYiIaKwwwAxDWFfgeT6EELBdH67to0JTIXwJuqIgbAj0m+XrQHrs5kuPe/6rj7yEJ7cdPOnr10eAr11+Dj59/mTOMiIionGNAWYYfCHgQ8D1BFI5F90pE5brQfg+LFfA9fySr/UyYMmsmmOOQ2lr78V1329FagTXn1ql4FtXXYCPntEwgqsQERGNDgaYITIdDweTFlwfaIgZSJthdKUs9GdtZG0PGctHGRtf8IPPLxj0+Nqfv4qfbu0Y0bWXnlWLu/7qXA7UJSKiwGCAGaJE1oGQgMZYCCnTgSIDew6lsK8ni56sV9aZRw9cP2/Q4x/9p1/i/RE0u6gA/vkzc3DlBRyoS0REwcIAMwSW6yFtOYjoCkKajI7+LF7f34+uRBapMoeXeadF8InZTUXHnnmzE1/4j60jum5DGNjw1/OOujYREVEQMMAMgRD53ZhVWYLtCbx3KIPuhAXT9WCW+bP/z63FA3f/7scv4ldvHRrRNc9sNLDh6guGvJIvERHReMMAMwSSBMgSkLFd7D2Yxt5DGXgiv99ROf3spvlFP3/467/EoRHuUbBwehW+d92F3EWaiIgCjQFmCAbWgNl9MI2U6SJluTiYyiF7cqvzD0klgIsO7zv0X28cwBcffm3E1/zqpVPx1SXnjPg6REREY40BZogG1oDpz1hImTb6M1bZpkwDwPYNywAA137/93i+PTmia1UA+MEXLsTHOEWaiIgmCAaYIdJVGZVhDYaqQZVk9GXLF18+c35+YO20//HLEV/rgtPC+O7yi7iqLhERTSgMMEMkSYCE/EJ2EUOFV8apR54vShJe7r5iFq7/6OklqBEREdH4wgAzRIaqoELX0JnIoi9nl7X76P+83jWi91cA2HG4C4qIiGgikse6AkFSXaEj7XjoTOQwwslAZTM5xvBCREQTH1tghsEXApIQsBxvrKsyqEUfqsH/Xjn4lgNEREQTCQPMMCSzDkKKilSuzAvAnIRv//Uc/NU8bglARESnBgaYIbJcD305G++ncugp9/K7w7SXXUZERHSK4RiYIcrZHt7pSmJv1wh2TywxBQwvRER0amKAGaKelI29B9PY358Z66oAAJbMqsVuhhciIjpFsQtpCCzXQ2/WwjtdKfTkxro2bHUhIiJiC8wQCAF0JHLoSoxteqlRGV6IiIgABpghcTwfnf1Z9GbGbvTuivmn4dV/ZHghIiIC2IU0JEIAji+QzI7N57PVhYiIqBhbYIZAQCCsyBiL/MLwQkREdDQGmCEIaQp8aXQ/c3KM4YWIiOhY2IU0RG8fSI7aZzG4EBERHR9bYIbAdDy8tv/gqHwWwwsREdGJMcAMQWe/iXcPlX8DR4YXIiKioWEX0hC4vgdRxuszuBAREQ0PW2CGoC/jlO3aDC9ERETDxwAzBC/s7i7LdRleiIiITs64DjD33Xcfpk2bhlAohPnz5+Oll14ak3r86+/eK+n19m5YxvBCREQ0AuM2wDz22GNYvXo17rzzTrz66qs499xzsWTJEnR3l6c1ZLQwuBAREY3cuA0w9957L2688UZ8/vOfx+zZs/Fv//ZviEQieOCBB8a6aieN4YWIiKg0xuUsJNu2sXXrVqxdu7ZwTJZlLFq0CK2trYO+x7IsWJZV+DmZLM3Cc9P+xy9HfA0GFyIiotIaly0whw4dgud5aGxsLDre2NiIzs7OQd+zfv16xOPxwqulpWU0qnpCDC9ERESlNy4DzMlYu3YtEolE4bVv376xrhLDCxERUZmMyy6kuro6KIqCrq6uouNdXV1oamoa9D2GYcAwjJLXZe+GZcPuRmJwISIiKq9x2QKj6zrmzZuHp59+unDM9308/fTTWLBgwRjW7MQYXoiIiMpvXAYYAFi9ejX+/d//HT/+8Y/x1ltv4eabb0Ymk8HnP//5Ua/LUEMJwwsREdHoGJddSADw2c9+FgcPHsQ3vvENdHZ24rzzzsNvfvObowb2jpaBcDJYdxKDCxER0eiShBDl3KdwzCSTScTjcSQSCcRisbGuDhEREQ3BUL+/x20XEhEREdGxMMAQERFR4DDAEBERUeAwwBAREVHgMMAQERFR4DDAEBERUeAwwBAREVHgMMAQERFR4DDAEBERUeCM260ERmpggeFkMjnGNSEiIqKhGvjePtFGARM2wKRSKQBAS0vLGNeEiIiIhiuVSiEejx/z/ITdC8n3fRw4cADRaBSSJJXsuslkEi0tLdi3b98puccS75/3z/vn/fP+T737H817F0IglUqhubkZsnzskS4TtgVGlmVMnjy5bNePxWKn3F/gI/H+ef+8f97/qepUvv/RuvfjtbwM4CBeIiIiChwGGCIiIgocBphhMgwDd955JwzDGOuqjAneP++f98/75/2fevc/Hu99wg7iJSIioomLLTBEREQUOAwwREREFDgMMERERBQ4DDBEREQUOAwww3Tfffdh2rRpCIVCmD9/Pl566aWxrtKIrV+/HhdeeCGi0SgaGhpw5ZVXYufOnUVlLrnkEkiSVPT60pe+VFSmvb0dy5YtQyQSQUNDA26//Xa4rjuat3JS1q1bd9S9nXnmmYXzpmli1apVqK2tRWVlJa6++mp0dXUVXSOo9w4A06ZNO+r+JUnCqlWrAEy8Z79lyxZcccUVaG5uhiRJePLJJ4vOCyHwjW98A5MmTUI4HMaiRYvwzjvvFJXp7e3F8uXLEYvFUFVVhZUrVyKdTheV2bZtGy6++GKEQiG0tLTgnnvuKfetDcnx7t9xHKxZswZz5sxBRUUFmpubcf311+PAgQNF1xjs78yGDRuKygTx/gHghhtuOOreLr/88qIyQX3+J7r3wf4dkCQJGzduLJQZV89e0JA9+uijQtd18cADD4gdO3aIG2+8UVRVVYmurq6xrtqILFmyRDz44INi+/btoq2tTXzyk58UU6ZMEel0ulDm4x//uLjxxhtFR0dH4ZVIJArnXdcV55xzjli0aJF47bXXxK9+9StRV1cn1q5dOxa3NCx33nmnOPvss4vu7eDBg4XzX/rSl0RLS4t4+umnxSuvvCI+8pGPiL/4i78onA/yvQshRHd3d9G9b9q0SQAQzz77rBBi4j37X/3qV+J//s//KR5//HEBQDzxxBNF5zds2CDi8bh48sknxeuvvy4+9alPienTp4tcLlcoc/nll4tzzz1XvPDCC+L3v/+9OP3008U111xTOJ9IJERjY6NYvny52L59u/jpT38qwuGw+MEPfjBat3lMx7v//v5+sWjRIvHYY4+Jt99+W7S2toqLLrpIzJs3r+gaU6dOFXfffXfR34kj/70I6v0LIcSKFSvE5ZdfXnRvvb29RWWC+vxPdO9H3nNHR4d44IEHhCRJYvfu3YUy4+nZM8AMw0UXXSRWrVpV+NnzPNHc3CzWr18/hrUqve7ubgFA/O53vysc+/jHPy6+8pWvHPM9v/rVr4Qsy6Kzs7Nw7P777xexWExYllXO6o7YnXfeKc4999xBz/X39wtN08TPf/7zwrG33npLABCtra1CiGDf+2C+8pWviJkzZwrf94UQE/vZf/Afcd/3RVNTk9i4cWPhWH9/vzAMQ/z0pz8VQgjx5ptvCgDi5ZdfLpT59a9/LSRJEu+//74QQojvf//7orq6uuj+16xZI2bNmlXmOxqewb7EPuill14SAMR7771XODZ16lTx7W9/+5jvCfL9r1ixQnz6058+5nsmyvMfyrP/9Kc/LT7xiU8UHRtPz55dSENk2za2bt2KRYsWFY7JsoxFixahtbV1DGtWeolEAgBQU1NTdPzhhx9GXV0dzjnnHKxduxbZbLZwrrW1FXPmzEFjY2Ph2JIlS5BMJrFjx47RqfgIvPPOO2hubsaMGTOwfPlytLe3AwC2bt0Kx3GKnvuZZ56JKVOmFJ570O/9SLZt4yc/+Qm+8IUvFG2COpGf/ZH27NmDzs7Ooucdj8cxf/78ouddVVWFD3/4w4UyixYtgizLePHFFwtlFi5cCF3XC2WWLFmCnTt3oq+vb5TupjQSiQQkSUJVVVXR8Q0bNqC2thbnn38+Nm7cWNRlGPT7f+6559DQ0IBZs2bh5ptvRk9PT+HcqfL8u7q68Mtf/hIrV6486tx4efYTdjPHUjt06BA8zyv6RxoAGhsb8fbbb49RrUrP93189atfxUc/+lGcc845hePXXnstpk6diubmZmzbtg1r1qzBzp078fjjjwMAOjs7B/3dDJwbz+bPn4+HHnoIs2bNQkdHB+666y5cfPHF2L59Ozo7O6Hr+lH/eDc2NhbuK8j3/kFPPvkk+vv7ccMNNxSOTeRn/0ED9R3sfo583g0NDUXnVVVFTU1NUZnp06cfdY2Bc9XV1WWpf6mZpok1a9bgmmuuKdrA78tf/jIuuOAC1NTU4Pnnn8fatWvR0dGBe++9F0Cw7//yyy/HVVddhenTp2P37t34h3/4ByxduhStra1QFOWUef4//vGPEY1GcdVVVxUdH0/PngGGiqxatQrbt2/HH/7wh6LjN910U+HPc+bMwaRJk3DZZZdh9+7dmDlz5mhXs6SWLl1a+PPcuXMxf/58TJ06FT/72c8QDofHsGaj70c/+hGWLl2K5ubmwrGJ/Ozp2BzHwWc+8xkIIXD//fcXnVu9enXhz3PnzoWu6/jiF7+I9evXj6ul5k/G5z73ucKf58yZg7lz52LmzJl47rnncNlll41hzUbXAw88gOXLlyMUChUdH0/Pnl1IQ1RXVwdFUY6afdLV1YWmpqYxqlVp3XLLLXjqqafw7LPPYvLkycctO3/+fADArl27AABNTU2D/m4GzgVJVVUVzjjjDOzatQtNTU2wbRv9/f1FZY587hPl3t977z1s3rwZf/u3f3vcchP52Q/U93j/nTc1NaG7u7vovOu66O3tnTB/JwbCy3vvvYdNmzYVtb4MZv78+XBdF3v37gUQ/Ps/0owZM1BXV1f0932iP//f//732Llz5wn/LQDG9tkzwAyRruuYN28enn766cIx3/fx9NNPY8GCBWNYs5ETQuCWW27BE088gWeeeeao5r/BtLW1AQAmTZoEAFiwYAHeeOONov+wB/7hmz17dlnqXS7pdBq7d+/GpEmTMG/ePGiaVvTcd+7cifb29sJznyj3/uCDD6KhoQHLli07brmJ/OynT5+OpqamouedTCbx4osvFj3v/v5+bN26tVDmmWeege/7hXC3YMECbNmyBY7jFMps2rQJs2bNGvfdBwPh5Z133sHmzZtRW1t7wve0tbVBluVC10qQ7/+D9u/fj56enqK/7xP5+QP5lth58+bh3HPPPWHZMX32JR8WPIE9+uijwjAM8dBDD4k333xT3HTTTaKqqqpo9kUQ3XzzzSIej4vnnnuuaGpcNpsVQgixa9cucffdd4tXXnlF7NmzR/ziF78QM2bMEAsXLixcY2Aq7eLFi0VbW5v4zW9+I+rr68ftVNoj/f3f/7147rnnxJ49e8Qf//hHsWjRIlFXVye6u7uFEPlp1FOmTBHPPPOMeOWVV8SCBQvEggULCu8P8r0P8DxPTJkyRaxZs6bo+ER89qlUSrz22mvitddeEwDEvffeK1577bXCLJsNGzaIqqoq8Ytf/EJs27ZNfPrTnx50GvX5558vXnzxRfGHP/xBfOhDHyqaRtvf3y8aGxvFddddJ7Zv3y4effRREYlExnwarRDHv3/btsWnPvUpMXnyZNHW1lb078HArJLnn39efPvb3xZtbW1i9+7d4ic/+Ymor68X119/feEzgnr/qVRKfO1rXxOtra1iz549YvPmzeKCCy4QH/rQh4RpmoVrBPX5n+jvvhD5adCRSETcf//9R71/vD17Bphh+t73viemTJkidF0XF110kXjhhRfGukojBmDQ14MPPiiEEKK9vV0sXLhQ1NTUCMMwxOmnny5uv/32orVAhBBi7969YunSpSIcDou6ujrx93//98JxnDG4o+H57Gc/KyZNmiR0XRennXaa+OxnPyt27dpVOJ/L5cTf/d3fierqahGJRMRf/dVfiY6OjqJrBPXeB/zXf/2XACB27txZdHwiPvtnn3120L/vK1asEELkp1J//etfF42NjcIwDHHZZZcd9Xvp6ekR11xzjaisrBSxWEx8/vOfF6lUqqjM66+/Lj72sY8JwzDEaaedJjZs2DBat3hcx7v/PXv2HPPfg4F1gbZu3Srmz58v4vG4CIVC4qyzzhLf+ta3ir7ghQjm/WezWbF48WJRX18vNE0TU6dOFTfeeONR/5Ma1Od/or/7Qgjxgx/8QITDYdHf33/U+8fbs5eEEKK0bTpERERE5cUxMERERBQ4DDBEREQUOAwwREREFDgMMERERBQ4DDBEREQUOAwwREREFDgMMERERBQ4DDBEREQUOAwwREREFDgMMERERBQ4DDBEREQUOAwwREREFDj/P6zBr/Ahx6zrAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "average_borrows = ns_book7['대출건수']/ns_book7['도서권수']\n",
        "plt.scatter(average_borrows, ns_book7['대출건수'], alpha=0.1)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "3c49cc4b",
      "metadata": {
        "id": "3c49cc4b"
      },
      "source": [
        "## 히스토그램 그리기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "c98d2d49",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "c98d2d49",
        "outputId": "5b21915e-a51e-48e6-be56-bddd00be9e40"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.hist([0,3,5,6,7,7,9,13], bins=5)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "id": "c56ff857",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "c56ff857",
        "outputId": "5c962142-411b-45d5-d542-3ab0fc8e79f5"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 0. ,  2.6,  5.2,  7.8, 10.4, 13. ])"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ],
      "source": [
        "import numpy as np\n",
        "\n",
        "np.histogram_bin_edges([0,3,5,6,7,7,9,13], bins=5)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "id": "fb942b43",
      "metadata": {
        "id": "fb942b43"
      },
      "outputs": [],
      "source": [
        "np.random.seed(42)\n",
        "random_samples = np.random.randn(1000)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "id": "473fa5d4",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "473fa5d4",
        "outputId": "68b35abc-7cf9-450d-8064-389e06895def"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.01933205582232549 0.9787262077473543\n"
          ]
        }
      ],
      "source": [
        "print(np.mean(random_samples), np.std(random_samples))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "id": "2a2078f1",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "2a2078f1",
        "outputId": "436cccea-ad8b-475c-af43-d882556c7aea"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAGdCAYAAAA44ojeAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAeWUlEQVR4nO3de2zV9f3H8ddpoYdbz6lF2tOGFipegHHRcClV5kAaSmEos5rhmFZGYJJTI3ZTrFEQdykjZhoJiss2mAkd6jYg4kSxSDtjQawjXBQiBFOwnBZp2gNdbKE9vz8WTn5n4uWUnn7fbZ+P5Jtwvt9vT9+fIesz3/M9p65QKBQSAACAIXFODwAAAPC/CBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACY08fpATqivb1dtbW1SkxMlMvlcnocAADwHYRCIZ07d07p6emKi/vmayTdMlBqa2uVkZHh9BgAAKADTp48qaFDh37jOd0yUBITEyX9d4Eej8fhaQAAwHcRDAaVkZER/jn+TbploFx6Wcfj8RAoAAB0M9/l9gxukgUAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADM6eP0AABia/hjbzg9QtQ+Wz3H6REAOIwrKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOZEFSilpaWaNGmSEhMTlZKSonnz5uno0aMR50ybNk0ulytie+CBByLOqamp0Zw5czRgwAClpKTokUce0cWLF698NQAAoEfoE83JFRUV8vv9mjRpki5evKjHH39cM2fO1Mcff6yBAweGz1u8eLGefvrp8OMBAwaE/9zW1qY5c+bI5/Pp/fff1+nTp3Xfffepb9+++u1vf9sJSwIAAN1dVIGyY8eOiMcbN25USkqKqqurdeutt4b3DxgwQD6f77LP8fbbb+vjjz/WO++8o9TUVN1444361a9+peXLl+upp55SQkJCB5YBAAB6kiu6B6WpqUmSlJycHLF/06ZNuvrqqzVmzBiVlJToP//5T/hYVVWVxo4dq9TU1PC+vLw8BYNBHT58+LLfp6WlRcFgMGIDAAA9V1RXUP6/9vZ2LVu2TLfccovGjBkT3v+Tn/xEw4YNU3p6ug4cOKDly5fr6NGj+sc//iFJCgQCEXEiKfw4EAhc9nuVlpZq1apVHR0VAAB0Mx0OFL/fr0OHDum9996L2L9kyZLwn8eOHau0tDTNmDFDx48f14gRIzr0vUpKSlRcXBx+HAwGlZGR0bHBAQCAeR16iaeoqEjbt2/Xu+++q6FDh37judnZ2ZKkY8eOSZJ8Pp/q6uoizrn0+OvuW3G73fJ4PBEbAADouaIKlFAopKKiIm3ZskW7du1SVlbWt37N/v37JUlpaWmSpJycHB08eFD19fXhc3bu3CmPx6PRo0dHMw4AAOihonqJx+/3q6ysTNu2bVNiYmL4nhGv16v+/fvr+PHjKisr0+zZszV48GAdOHBADz/8sG699VaNGzdOkjRz5kyNHj1a9957r9asWaNAIKAnnnhCfr9fbre781cIAAC6naiuoLz44otqamrStGnTlJaWFt5eeeUVSVJCQoLeeecdzZw5UyNHjtQvfvELFRQU6PXXXw8/R3x8vLZv3674+Hjl5OTopz/9qe67776Iz00BAAC9W1RXUEKh0Dcez8jIUEVFxbc+z7Bhw/TPf/4zmm8NAAB6EX4XDwAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABz+jg9ANCdDH/sDadHAIBegSsoAADAHAIFAACYw0s8AMzpji+lfbZ6jtMjAD0KV1AAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwJyoAqW0tFSTJk1SYmKiUlJSNG/ePB09ejTinC+//FJ+v1+DBw/WoEGDVFBQoLq6uohzampqNGfOHA0YMEApKSl65JFHdPHixStfDQAA6BGiCpSKigr5/X7t2bNHO3fu1IULFzRz5kw1NzeHz3n44Yf1+uuv67XXXlNFRYVqa2t15513ho+3tbVpzpw5am1t1fvvv6+//OUv2rhxo1asWNF5qwIAAN2aKxQKhTr6xWfOnFFKSooqKip06623qqmpSUOGDFFZWZnuuusuSdKRI0c0atQoVVVVacqUKXrzzTf1wx/+ULW1tUpNTZUkrV+/XsuXL9eZM2eUkJDwrd83GAzK6/WqqalJHo+no+MDURv+2BtOjwCjPls9x+kRAPOi+fl9RfegNDU1SZKSk5MlSdXV1bpw4YJyc3PD54wcOVKZmZmqqqqSJFVVVWns2LHhOJGkvLw8BYNBHT58+LLfp6WlRcFgMGIDAAA9V4cDpb29XcuWLdMtt9yiMWPGSJICgYASEhKUlJQUcW5qaqoCgUD4nP8fJ5eOXzp2OaWlpfJ6veEtIyOjo2MDAIBuoMOB4vf7dejQIW3evLkz57mskpISNTU1hbeTJ0/G/HsCAADn9OnIFxUVFWn79u2qrKzU0KFDw/t9Pp9aW1vV2NgYcRWlrq5OPp8vfM4HH3wQ8XyX3uVz6Zz/5Xa75Xa7OzIqAADohqK6ghIKhVRUVKQtW7Zo165dysrKijg+YcIE9e3bV+Xl5eF9R48eVU1NjXJyciRJOTk5OnjwoOrr68Pn7Ny5Ux6PR6NHj76StQAAgB4iqisofr9fZWVl2rZtmxITE8P3jHi9XvXv319er1eLFi1ScXGxkpOT5fF49OCDDyonJ0dTpkyRJM2cOVOjR4/WvffeqzVr1igQCOiJJ56Q3+/nKgkAAJAUZaC8+OKLkqRp06ZF7N+wYYPuv/9+SdKzzz6ruLg4FRQUqKWlRXl5eXrhhRfC58bHx2v79u1aunSpcnJyNHDgQBUWFurpp5++spUAAIAe44o+B8UpfA4KnMLnoODr8DkowLfrss9BAQAAiAUCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5UQdKZWWl5s6dq/T0dLlcLm3dujXi+P333y+XyxWxzZo1K+KchoYGLViwQB6PR0lJSVq0aJHOnz9/RQsBAAA9R9SB0tzcrPHjx2vdunVfe86sWbN0+vTp8PbXv/414viCBQt0+PBh7dy5U9u3b1dlZaWWLFkS/fQAAKBH6hPtF+Tn5ys/P/8bz3G73fL5fJc99sknn2jHjh3at2+fJk6cKElau3atZs+erWeeeUbp6enRjgQAAHqYmNyDsnv3bqWkpOiGG27Q0qVLdfbs2fCxqqoqJSUlheNEknJzcxUXF6e9e/de9vlaWloUDAYjNgAA0HN1eqDMmjVLL7/8ssrLy/W73/1OFRUVys/PV1tbmyQpEAgoJSUl4mv69Omj5ORkBQKByz5naWmpvF5veMvIyOjssQEAgCFRv8TzbebPnx/+89ixYzVu3DiNGDFCu3fv1owZMzr0nCUlJSouLg4/DgaDRAoAAD1YzN9mfM011+jqq6/WsWPHJEk+n0/19fUR51y8eFENDQ1fe9+K2+2Wx+OJ2AAAQM8V80A5deqUzp49q7S0NElSTk6OGhsbVV1dHT5n165dam9vV3Z2dqzHAQAA3UDUL/GcP38+fDVEkk6cOKH9+/crOTlZycnJWrVqlQoKCuTz+XT8+HE9+uijuvbaa5WXlydJGjVqlGbNmqXFixdr/fr1unDhgoqKijR//nzewQMAACR14ArKhx9+qJtuukk33XSTJKm4uFg33XSTVqxYofj4eB04cEC33367rr/+ei1atEgTJkzQv/71L7nd7vBzbNq0SSNHjtSMGTM0e/ZsTZ06VX/4wx86b1UAAKBbi/oKyrRp0xQKhb72+FtvvfWtz5GcnKyysrJovzUAAOgl+F08AADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMwhUAAAgDkECgAAMIdAAQAA5hAoAADAHAIFAACYQ6AAAABzCBQAAGAOgQIAAMzp4/QAANATDH/sDadHiNpnq+c4PQLwtaK+glJZWam5c+cqPT1dLpdLW7dujTgeCoW0YsUKpaWlqX///srNzdWnn34acU5DQ4MWLFggj8ejpKQkLVq0SOfPn7+ihQAAgJ4j6kBpbm7W+PHjtW7dusseX7NmjZ5//nmtX79ee/fu1cCBA5WXl6cvv/wyfM6CBQt0+PBh7dy5U9u3b1dlZaWWLFnS8VUAAIAeJeqXePLz85Wfn3/ZY6FQSM8995yeeOIJ3XHHHZKkl19+Wampqdq6davmz5+vTz75RDt27NC+ffs0ceJESdLatWs1e/ZsPfPMM0pPT7+C5QAAgJ6gU2+SPXHihAKBgHJzc8P7vF6vsrOzVVVVJUmqqqpSUlJSOE4kKTc3V3Fxcdq7d+9ln7elpUXBYDBiAwAAPVenBkogEJAkpaamRuxPTU0NHwsEAkpJSYk43qdPHyUnJ4fP+V+lpaXyer3hLSMjozPHBgAAxnSLtxmXlJSoqakpvJ08edLpkQAAQAx1aqD4fD5JUl1dXcT+urq68DGfz6f6+vqI4xcvXlRDQ0P4nP/ldrvl8XgiNgAA0HN1aqBkZWXJ5/OpvLw8vC8YDGrv3r3KycmRJOXk5KixsVHV1dXhc3bt2qX29nZlZ2d35jgAAKCbivpdPOfPn9exY8fCj0+cOKH9+/crOTlZmZmZWrZsmX7961/ruuuuU1ZWlp588kmlp6dr3rx5kqRRo0Zp1qxZWrx4sdavX68LFy6oqKhI8+fP5x08AABAUgcC5cMPP9T06dPDj4uLiyVJhYWF2rhxox599FE1NzdryZIlamxs1NSpU7Vjxw7169cv/DWbNm1SUVGRZsyYobi4OBUUFOj555/vhOWgO+mOn7wJAOgarlAoFHJ6iGgFg0F5vV41NTVxP0o3RqAAzuKj7tHVovn53S3exQMAAHoXAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzOn0QHnqqafkcrkitpEjR4aPf/nll/L7/Ro8eLAGDRqkgoIC1dXVdfYYAACgG4vJFZTvfe97On36dHh77733wscefvhhvf7663rttddUUVGh2tpa3XnnnbEYAwAAdFN9YvKkffrI5/N9ZX9TU5P+9Kc/qaysTLfddpskacOGDRo1apT27NmjKVOmxGIcAADQzcTkCsqnn36q9PR0XXPNNVqwYIFqamokSdXV1bpw4YJyc3PD544cOVKZmZmqqqqKxSgAAKAb6vQrKNnZ2dq4caNuuOEGnT59WqtWrdL3v/99HTp0SIFAQAkJCUpKSor4mtTUVAUCga99zpaWFrW0tIQfB4PBzh4bAAAY0umBkp+fH/7zuHHjlJ2drWHDhunVV19V//79O/ScpaWlWrVqVWeNCAAAjIv524yTkpJ0/fXX69ixY/L5fGptbVVjY2PEOXV1dZe9Z+WSkpISNTU1hbeTJ0/GeGoAAOCkmAfK+fPndfz4caWlpWnChAnq27evysvLw8ePHj2qmpoa5eTkfO1zuN1ueTyeiA0AAPRcnf4Szy9/+UvNnTtXw4YNU21trVauXKn4+Hjdc8898nq9WrRokYqLi5WcnCyPx6MHH3xQOTk5vIMHAACEdXqgnDp1Svfcc4/Onj2rIUOGaOrUqdqzZ4+GDBkiSXr22WcVFxengoICtbS0KC8vTy+88EJnjwEAALoxVygUCjk9RLSCwaC8Xq+ampp4uacbG/7YG06PAPRqn62e4/QI6GWi+fnN7+IBAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmdPpH3QMAuofu+GnOfPpt78EVFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAwp4/TA6BzDH/sDadHAACg03AFBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwBwCBQAAmEOgAAAAcwgUAABgDoECAADMIVAAAIA5BAoAADCHQAEAAOYQKAAAwJw+Tg8AAMB3NfyxN5weIWqfrZ7j9AjdEldQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJjDu3guozveJQ4AQE/i6BWUdevWafjw4erXr5+ys7P1wQcfODkOAAAwwrFAeeWVV1RcXKyVK1fqo48+0vjx45WXl6f6+nqnRgIAAEY4Fii///3vtXjxYi1cuFCjR4/W+vXrNWDAAP35z392aiQAAGCEI/egtLa2qrq6WiUlJeF9cXFxys3NVVVV1VfOb2lpUUtLS/hxU1OTJCkYDMZkvvaW/8TkeQEAvU/mw685PUKHHFqV1+nPeenndigU+tZzHQmUL774Qm1tbUpNTY3Yn5qaqiNHjnzl/NLSUq1ateor+zMyMmI2IwAAvZn3udg997lz5+T1er/xnG7xLp6SkhIVFxeHH7e3t6uhoUGDBw+Wy+VycLJIwWBQGRkZOnnypDwej9PjdLnevP7evHapd6+/N69d6t3r781rlzq2/lAopHPnzik9Pf1bz3UkUK6++mrFx8errq4uYn9dXZ18Pt9Xzne73XK73RH7kpKSYjniFfF4PL3yP9ZLevP6e/Papd69/t68dql3r783r12Kfv3fduXkEkdukk1ISNCECRNUXl4e3tfe3q7y8nLl5OQ4MRIAADDEsZd4iouLVVhYqIkTJ2ry5Ml67rnn1NzcrIULFzo1EgAAMMKxQPnxj3+sM2fOaMWKFQoEArrxxhu1Y8eOr9w425243W6tXLnyKy9H9Ra9ef29ee1S715/b1671LvX35vXLsV+/a7Qd3mvDwAAQBfilwUCAABzCBQAAGAOgQIAAMwhUAAAgDkESozcfvvtyszMVL9+/ZSWlqZ7771XtbW1To/VJT777DMtWrRIWVlZ6t+/v0aMGKGVK1eqtbXV6dG6xG9+8xvdfPPNGjBggOkPFOws69at0/Dhw9WvXz9lZ2frgw8+cHqkLlFZWam5c+cqPT1dLpdLW7dudXqkLlNaWqpJkyYpMTFRKSkpmjdvno4ePer0WF3mxRdf1Lhx48IfUJaTk6M333zT6bEcsXr1arlcLi1btqzTn5tAiZHp06fr1Vdf1dGjR/X3v/9dx48f11133eX0WF3iyJEjam9v10svvaTDhw/r2Wef1fr16/X44487PVqXaG1t1d13362lS5c6PUrMvfLKKyouLtbKlSv10Ucfafz48crLy1N9fb3To8Vcc3Ozxo8fr3Xr1jk9SperqKiQ3+/Xnj17tHPnTl24cEEzZ85Uc3Oz06N1iaFDh2r16tWqrq7Whx9+qNtuu0133HGHDh8+7PRoXWrfvn166aWXNG7cuNh8gxC6xLZt20IulyvU2trq9CiOWLNmTSgrK8vpMbrUhg0bQl6v1+kxYmry5Mkhv98fftzW1hZKT08PlZaWOjhV15MU2rJli9NjOKa+vj4kKVRRUeH0KI656qqrQn/84x+dHqPLnDt3LnTdddeFdu7cGfrBD34Qeuihhzr9e3AFpQs0NDRo06ZNuvnmm9W3b1+nx3FEU1OTkpOTnR4Dnai1tVXV1dXKzc0N74uLi1Nubq6qqqocnAxdrampSZJ65b/xtrY2bd68Wc3Nzb3qV7X4/X7NmTMn4t9/ZyNQYmj58uUaOHCgBg8erJqaGm3bts3pkRxx7NgxrV27Vj//+c+dHgWd6IsvvlBbW9tXPv05NTVVgUDAoanQ1drb27Vs2TLdcsstGjNmjNPjdJmDBw9q0KBBcrvdeuCBB7RlyxaNHj3a6bG6xObNm/XRRx+ptLQ0pt+HQInCY489JpfL9Y3bkSNHwuc/8sgj+ve//623335b8fHxuu+++xTqxh/cG+36Jenzzz/XrFmzdPfdd2vx4sUOTX7lOrJ2oDfw+/06dOiQNm/e7PQoXeqGG27Q/v37tXfvXi1dulSFhYX6+OOPnR4r5k6ePKmHHnpImzZtUr9+/WL6vfio+yicOXNGZ8+e/cZzrrnmGiUkJHxl/6lTp5SRkaH333+/214GjHb9tbW1mjZtmqZMmaKNGzcqLq779nBH/u43btyoZcuWqbGxMcbTOaO1tVUDBgzQ3/72N82bNy+8v7CwUI2Njb3qiqHL5dKWLVsi/nfoDYqKirRt2zZVVlYqKyvL6XEclZubqxEjRuill15yepSY2rp1q370ox8pPj4+vK+trU0ul0txcXFqaWmJOHYlHPtlgd3RkCFDNGTIkA59bXt7uySppaWlM0fqUtGs//PPP9f06dM1YcIEbdiwoVvHiXRlf/c9VUJCgiZMmKDy8vLwD+b29naVl5erqKjI2eEQU6FQSA8++KC2bNmi3bt39/o4kf773353/v/372rGjBk6ePBgxL6FCxdq5MiRWr58eafFiUSgxMTevXu1b98+TZ06VVdddZWOHz+uJ598UiNGjOi2V0+i8fnnn2vatGkaNmyYnnnmGZ05cyZ8zOfzOThZ16ipqVFDQ4NqamrU1tam/fv3S5KuvfZaDRo0yNnhOllxcbEKCws1ceJETZ48Wc8995yam5u1cOFCp0eLufPnz+vYsWPhxydOnND+/fuVnJyszMxMByeLPb/fr7KyMm3btk2JiYnhe468Xq/69+/v8HSxV1JSovz8fGVmZurcuXMqKyvT7t279dZbbzk9WswlJiZ+5V6jS/dadvo9SJ3+viCEDhw4EJo+fXooOTk55Ha7Q8OHDw898MADoVOnTjk9WpfYsGFDSNJlt96gsLDwsmt/9913nR4tJtauXRvKzMwMJSQkhCZPnhzas2eP0yN1iXffffeyf8+FhYVOjxZzX/fve8OGDU6P1iV+9rOfhYYNGxZKSEgIDRkyJDRjxozQ22+/7fRYjonV24y5BwUAAJjTvW8MAAAAPRKBAgAAzCFQAACAOQQKAAAwh0ABAADmECgAAMAcAgUAAJhDoAAAAHMIFAAAYA6BAgAAzCFQAACAOQQKAAAw5/8A5WnNTfz9nxwAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.hist(random_samples)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "id": "5f959279",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "5f959279",
        "outputId": "68d623f2-d3fc-4506-e4cb-02718bf5a464",
        "scrolled": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.hist(ns_book7['대출건수'])\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "id": "625a170b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "625a170b",
        "outputId": "8aca0116-5880-489a-e5ac-b70cd18c624c",
        "scrolled": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.hist(ns_book7['대출건수'])\n",
        "plt.yscale('log')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "id": "7aee9b28",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "7aee9b28",
        "outputId": "321d691f-bf09-46ae-efc4-c415b5739e2a",
        "scrolled": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.hist(ns_book7['대출건수'], log=True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "id": "067c5f26",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "067c5f26",
        "outputId": "909878f1-2c7a-41c8-fe00-041de705415b",
        "scrolled": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.hist(ns_book7['대출건수'], bins=100)\n",
        "plt.yscale('log')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "id": "022c895f",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "022c895f",
        "outputId": "5d06f191-f82b-4240-9b23-e29caf691e83",
        "scrolled": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "title_len = ns_book7['도서명'].apply(len)\n",
        "plt.hist(title_len, bins=100)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "id": "53810ebd",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 434
        },
        "id": "53810ebd",
        "outputId": "be853707-6d92-4c40-92b5-2f237ce8335f",
        "scrolled": true
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.hist(title_len, bins=100)\n",
        "plt.xscale('log')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9446ff0f",
      "metadata": {
        "id": "9446ff0f"
      },
      "source": [
        "## 상자 수염 그림 그리기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "id": "H-KytolqhAwI",
      "metadata": {
        "id": "H-KytolqhAwI"
      },
      "outputs": [],
      "source": [
        "temp = ns_book7[['대출건수','도서권수']]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "id": "8f78bb88",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "8f78bb88",
        "outputId": "6a801b61-2704-4dda-96a4-8be25786986d"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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AcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGCcPqFuADhfXq9X1dXVam5uVkJCgjIzMxUZGRnqtgAAQcQMDIxWWlqq1NRUZWVlKS8vT1lZWUpNTVVpaWmoWwMABBEBBsYqLS1Vbm6u0tLSVFNTo6NHj6qmpkZpaWnKzc0lxABAGLP5fD5fqJsIBo/HI6fTqba2NjkcjlC3gwDzer1KTU1VWlqaysrKFBHx1yze2dmpnJwc1dfXq7GxkdNJAGCQ7n5+MwMDI1VXV6upqUn33HOPX3iRpIiICBUVFWnPnj2qrq4OUYcAgGAiwMBIzc3NkqRRo0adcbzreFcdACC8EGBgpISEBElSfX39Gce7jnfVAQDCCwEGRsrMzFRycrKWL1+uzs5Ov7HOzk6VlJQoJSVFmZmZIeoQABBMBBgYKTIyUg899JDKy8uVk5PjdxVSTk6OysvL9eCDD7KAFwDCFF9kB2PNnDlTa9eu1d13363x48dbx1NSUrR27VrNnDkzhN0BAIKJy6hhPL6JFwDCR3c/v5mBgfEiIyM1ceLEULcBAPgOsQYGAAAYp8cBpqqqSjNmzFBiYqJsNpvKysr8xn0+n+677z4lJCSof//+mjx5shobG/1qWltbNWfOHDkcDg0ePFjz5s1Te3u7X8327duVmZmpfv36KSkpSStXruz5uwMAAGGpxwHm2LFjGjNmjFavXn3G8ZUrV+pXv/qVnnrqKb333nsaOHCgsrOzdfz4catmzpw52rlzpyoqKlReXq6qqirNnz/fGvd4PJoyZYqGDh2q2tparVq1SsXFxXr66ae/xVsEAABhx3ceJPnWrVtn7Xd2dvpcLpdv1apV1rEjR4747Ha77+WXX/b5fD7fRx995JPk++CDD6yaDRs2+Gw2m+/TTz/1+Xw+369//WvfRRdd5Ovo6LBqlixZ4hs+fHi3e2tra/NJ8rW1tX3btwcAAL5j3f38DugamD179sjtdmvy5MnWMafTqfT0dNXU1EiSampqNHjwYF1zzTVWzeTJkxUREaH33nvPqpkwYYKioqKsmuzsbDU0NOizzz4742t3dHTI4/H4bQAAIDwFNMC43W5JUnx8vN/x+Ph4a8ztdisuLs5vvE+fPoqJifGrOdNzfPU1vq6kpEROp9PakpKSzv8NAQCAXilsrkIqKipSW1ubte3bty/ULQEAgCAJaIBxuVySpJaWFr/jLS0t1pjL5dKBAwf8xk+dOqXW1la/mjM9x1df4+vsdrscDoffBgAAwlNAA0xKSopcLpc2bdpkHfN4PHrvvfeUkZEhScrIyNCRI0dUW1tr1bz11lvq7OxUenq6VVNVVaWTJ09aNRUVFRo+fLguuuiiQLYMAAAM1OMA097errq6OtXV1Un6cuFuXV2d9u7dK5vNprvuukv//u//rj/84Q/asWOH5s6dq8TEROXk5EiSrrjiCk2dOlW333673n//fW3ZskULFizQzTffrMTERElSXl6eoqKiNG/ePO3cuVOvvvqqHnvsMRUWFgbsjQMAAIP19PKmzZs3+ySdtuXn5/t8vi8vpf7lL3/pi4+P99ntdt+kSZN8DQ0Nfs9x+PBh3+zZs32DBg3yORwO309+8hPf0aNH/Wo+/PBD3w033OCz2+2+733ve74VK1b0qE8uowYAwDzd/fzmZo4AAKDX6O7nd9hchQQAAC4cBBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMbpE+oGgPPl9XpVXV2t5uZmJSQkKDMzU5GRkaFuCwAQRMzAwGilpaVKTU1VVlaW8vLylJWVpdTUVJWWloa6NQBAEDEDA2OVlpYqNzdX06dP1+LFi9W/f3998cUX2rBhg3Jzc7V27VrNnDkz1G0CAILA5vP5fKFuIhg8Ho+cTqfa2trkcDhC3Q4CzOv1KjU1VbGxsTp06JCampqsseTkZMXGxurw4cNqbGzkdBIAGKS7n9/MwMBI1dXVampq0ieffKJ+/fr5jbW0tOiTTz6Rz+dTdXW1Jk6cGJomAQBBwxoYGOnTTz+VJPl8Pk2aNEk1NTU6evSoampqNGnSJHVNLHbVAQDCCzMwMJLb7ZYkjR49WuvXr1dExJdZfNy4cVq/fr2uvvpqbd++3aoDAISXgM/AJCcny2aznbYVFBRIkiZOnHja2M9+9jO/59i7d6+mT5+uAQMGKC4uTosXL9apU6cC3SoM1traKkkaOHCgvF6vKisr9fLLL6uyslJer1f9+/f3qwMAhJeAz8B88MEH8nq91n59fb1++MMf6sc//rF17Pbbb9eyZcus/QEDBlg/e71eTZ8+XS6XS1u3blVzc7Pmzp2rvn37avny5YFuF4bqmnGpqamR0+nUF198YY11XY301ToAQHgJ+F/3IUOGyOVyWVt5ebmGDRumH/zgB1bNgAED/Gq+usr4zTff1EcffaQXX3xRV111laZNm6YHHnhAq1ev1okTJwLdLgzV3YW5LOAFgPAU1P89PXHihF588UX99Kc/lc1ms46vWbNGsbGxGjVqlIqKivT5559bYzU1NUpLS1N8fLx1LDs7Wx6PRzt37jzra3V0dMjj8fhtCF+ZmZnW7EpWVpaeeOIJPfPMM3riiSeUlZUl6cvZl8zMzFC2CQAIkqAu4i0rK9ORI0d02223Wcfy8vI0dOhQJSYmavv27VqyZIkaGhqsb051u91+4UWStf9NCzJLSkq0dOnSwL8J9Epbt25VZ2enJGnz5s364x//aI11nZLs7OzU1q1bmYUBgDAU1BmYZ555RtOmTVNiYqJ1bP78+crOzlZaWprmzJmj3/zmN1q3bp127959Xq9VVFSktrY2a9u3b9/5to9erLm5WZL04osvKi4uzm8sLi5OL774ol8dACC8BG0G5pNPPtHGjRvPeU+a9PR0SdKuXbs0bNgwuVwuvf/++341LS0tkiSXy3XW57Hb7bLb7efZNUyRkJAgSRo2bJh279592s0cu36HuuoAAOElaDMwzz33nOLi4jR9+vRvrKurq5P01w+ajIwM7dixQwcOHLBqKioq5HA4NHLkyGC1C8NkZmYqOTlZy5cvl81m08SJEzV79mzrMv2SkhKlpKSwBgYAwlRQAkxnZ6eee+455efnq0+fv07y7N69Ww888IBqa2vV1NSkP/zhD5o7d64mTJig0aNHS5KmTJmikSNH6tZbb9WHH36oN954Q/fee68KCgqYYYElMjJSDz30kMrLy5WTk+P3Tbw5OTkqLy/Xgw8+yH2QACBMBeUU0saNG7V371799Kc/9TseFRWljRs36tFHH9WxY8eUlJSkWbNm6d5777VqIiMjVV5erjvvvFMZGRkaOHCg8vPz/b43BpCkmTNnau3atbr77rs1fvx463hKSgp3ogaAMMfdqGE8r9d72hoYZl4AwEzcjRoXjMjISC6VBoALDN+zDgAAjMMMDIzHKSQAuPAwAwOjlZaWKjU1VVlZWcrLy1NWVpZSU1PP+f1DAACzEWBgrNLSUuXm5iotLc3vMuq0tDTl5uYSYgAgjHEVEozk9XqVmpqqtLQ0/f73v9eWLVusU0jXX3+9Zs2apfr6ejU2NnI6CQAM0t3Pb2ZgYKTq6mo1NTVp/Pjxuvzyy/1OIV1++eXKyMjQnj17VF1dHepWAQBBQICBkbpu0njPPfec8RTSL37xC786AEB44SokGKnrDtTXX3+9ysrKFBHxZRYfN26cysrK9IMf/EDvvPPOaXeqBgCEB2ZgEJbCdGkXAOD/EGBgpK67lb/zzjtnvJnjli1b/OoAAOGFAAMjJSQkSJJKSkq0Y8cOjR8/Xg6HQ+PHj1d9fb2WL1/uVwcACC+sgYGRMjMzlZycrK1bt+p///d/z3gZdUpKijIzM0PdKgAgCJiBgZEiIyP10EMPqby8XLNmzZLdbtdNN90ku92uWbNmqby8XA8++CDfAQMAYYoZGBhr5syZWrt2re6++26NHz/eOp6SkqK1a9dq5syZIewOABBMfBMvjMfNHAEgfHT385sZGBgvMjJSEydODHUbAIDvEAEGxmMGBgAuPCzihdFKS0uVmprqdy+k1NRU7kQNAGGOGRgYq7S0VLm5uZo+fboWL16s/v3764svvtCGDRuUm5vLQl4ACGMs4oWRvF6vUlNTFRsbq0OHDqmpqckaS05OVmxsrA4fPqzGxkZOJwGAQbr7+c0pJBipurpaTU1Nqq2tPePdqGtra7Vnzx5VV1eHulUAQBAQYGCkTz/9VJI0depUlZWVady4cRo0aJB1N+qpU6f61QEAwgsBBkY6ePCgpC+/zC4iwv/XOCIiQjk5OX51AIDwQoCBkYYMGSLpy4W8J0+eVGVlpV5++WVVVlbq5MmTKisr86sDAIQXrkKCkb73ve9JkjZs2CCHw6Hjx49bY/369bP2u+oAAOGFGRgYKTMzU3FxcZLkF16+uh8XF8fdqAEgTDEDA2N9Najceuutuuyyy/TnP/9Z//mf/6kDBw6cFmwAAOGDAAMjVVZWyuPxaMSIETp+/LgeeughaywlJUUjRozQxx9/rMrKSk2aNCmEnQIAgoFTSDBSZWWlJGn16tXatWuXNm/erJdeekmbN29WY2OjHn/8cb86AEB4YQYGxuNu1ABw4WEGBkbqCiz333//GS+jLi4u9qsDAIQX7oUEI3m9XiUmJurAgQPWTRy7dO3HxcVp//793AsJAAzCvZAQ1iIjI5Wfny9JfuHlq/v5+fmEFwAIUwQYGMnr9eqFF16Q9OUX131V//79JUkvvPCCvF7vd94bACD4CDAwUmVlpQ4cOKAbbrhBn332mR555BEtWLBAjzzyiFpbW3X99dfrwIEDXIUEAGEq4AGmuLhYNpvNbxsxYoQ1fvz4cRUUFOjiiy/WoEGDNGvWLLW0tPg9x969ezV9+nQNGDBAcXFxWrx4sU6dOhXoVmGwrmAyefJkXXHFFVq0aJGeeOIJLVq0SFdccYUmT57sVwcACC9BuYz6yiuv1MaNG//6In3++jKLFi3Sa6+9pt/97ndyOp1asGCBZs6cqS1btkj68tTA9OnT5XK5tHXrVjU3N2vu3Lnq27evli9fHox2YbDi4mLddNNNWrx4sbV4d8OGDVq6dGmoWwMABFFQAkyfPn3kcrlOO97W1qZnnnlGL730kv72b/9WkvTcc8/piiuu0Lvvvqtx48bpzTff1EcffaSNGzcqPj5eV111lR544AEtWbJExcXFioqKCkbLMEzXPY4GDRqkHTt2qLy83BobOnSoBg0apPb2du6FBABhKihrYBobG5WYmKjLLrtMc+bM0d69eyVJtbW1OnnypDW9L0kjRozQpZdeqpqaGklSTU2N0tLSFB8fb9VkZ2fL4/Fo586dZ33Njo4OeTwevw3hq+vqovb2du3bt89vbN++fWpvb/erAwCEl4AHmPT0dD3//PN6/fXX9eSTT2rPnj3KzMzU0aNH5Xa7FRUVpcGDB/s9Jj4+Xm63W5Lkdrv9wkvXeNfY2ZSUlMjpdFpbUlJSYN8YepWv/i50dnb6jX11/5t+ZwAA5gr4KaRp06ZZP48ePVrp6ekaOnSofvvb31qXtwZDUVGRCgsLrX2Px0OICWPdDSYEGAAIT0G/F9LgwYN1+eWXa9euXfrhD3+oEydO6MiRI36zMC0tLdaaGZfLpffff9/vObquUjrTupoudrtddrs98G8AvdKBAwesn2+88UZNnz7dWsT72muv6Y9//ONpdQCA8BH074Fpb2/X7t27lZCQoLFjx6pv377atGmTNd7Q0KC9e/cqIyNDkpSRkaEdO3b4ffBUVFTI4XBo5MiRwW4XhqitrbV+ttls8vl81maz2c5YBwAIHwGfgfmXf/kXzZgxQ0OHDtX+/ft1//33KzIyUrNnz5bT6dS8efNUWFiomJgYORwOLVy4UBkZGRo3bpwkacqUKRo5cqRuvfVWrVy5Um63W/fee68KCgqYYYHl+PHjkqSYmBht2LBBr732mjUWGRmpmJgYtba2WnUAgPAS8ADzl7/8RbNnz9bhw4c1ZMgQ3XDDDXr33Xc1ZMgQSdIjjzyiiIgIzZo1Sx0dHcrOztavf/1r6/GRkZEqLy/XnXfeqYyMDA0cOFD5+flatmxZoFuFwZKTk7Vlyxa1trb6zbhIXy7ibW1tteoAAOGHu1HDSG+88YamTp16zrrXX39d2dnZ30FHAIBA4G7UCGtfn3U53zoAgFkIMDDS5s2bA1oHADALAQZG+tOf/hTQOgCAWYL+PTBAMAwYMMD6OTY2VqNGjbIuoa6vr9ehQ4dOqwMAhA8CDIz01dtNHDp0SJWVleesAwCED04hwUhdN2sMVB0AwCwEGBjp2LFjAa0DAJiFAAMjdffri8L0a44A4ILHGhiEhdjYWEVERKizs9NawAsACF8EGBjp66eGzhZaOIUEAOGJU0gw0pEjRwJaBwAwCwEGRmINDABc2AgwMNIXX3wR0DoAgFkIMDCS2+0OaB0AwCwEGBipra0toHUAALMQYGAkm80W0DoAgFkIMDBSd2/SyM0cASA8EWBgpMTExIDWAQDMQoCBkfgeGAC4sBFgYKQ+fbr3JdLdrQMAmIUAAyMNGTIkoHUAALMQYGAkp9MZ0DoAgFkIMDBSU1NTQOsAAGYhwMBIBw8eDGgdAMAsBBgY6fjx4wGtAwCYhQADI3E3agC4sBFgYKSIiO796na3DgBgFv66w0h9+/YNaB0AwCwEGBipo6MjoHUAALMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4wQ8wJSUlOjaa69VdHS04uLilJOTo4aGBr+aiRMnymaz+W0/+9nP/Gr27t2r6dOna8CAAYqLi9PixYt16tSpQLcLAAAM1CfQT/j222+roKBA1157rU6dOqV77rlHU6ZM0UcffaSBAwdadbfffruWLVtm7Q8YMMD62ev1avr06XK5XNq6dauam5s1d+5c9e3bV8uXLw90ywAAwDA2X5Bv13vw4EHFxcXp7bff1oQJEyR9OQNz1VVX6dFHHz3jYzZs2KCbbrpJ+/fvV3x8vCTpqaee0pIlS3Tw4EFFRUWd83U9Ho+cTqfa2trkcDgC9n7QO9hstm7XckdqADBHdz+/g74Gpq2tTZIUExPjd3zNmjWKjY3VqFGjVFRUpM8//9waq6mpUVpamhVeJCk7O1sej0c7d+484+t0dHTI4/H4bQAAIDwF/BTSV3V2duquu+7S9ddfr1GjRlnH8/LyNHToUCUmJmr79u1asmSJGhoaVFpaKklyu91+4UWSte92u8/4WiUlJVq6dGmQ3gkAAOhNghpgCgoKVF9fr3feecfv+Pz5862f09LSlJCQoEmTJmn37t0aNmzYt3qtoqIiFRYWWvsej0dJSUnfrnEAANCrBe0U0oIFC1ReXq7Nmzfrkksu+cba9PR0SdKuXbskSS6XSy0tLX41Xfsul+uMz2G32+VwOPw2AAAQngIeYHw+nxYsWKB169bprbfeUkpKyjkfU1dXJ0lKSEiQJGVkZGjHjh06cOCAVVNRUSGHw6GRI0cGumUAAGCYgJ9CKigo0EsvvaT169crOjraWrPidDrVv39/7d69Wy+99JJuvPFGXXzxxdq+fbsWLVqkCRMmaPTo0ZKkKVOmaOTIkbr11lu1cuVKud1u3XvvvSooKJDdbg90ywAAwDABv4z6bJe3Pvfcc7rtttu0b98+3XLLLaqvr9exY8eUlJSkv//7v9e9997rd9rnk08+0Z133qnKykoNHDhQ+fn5WrFihfr06V7m4jLq8MZl1AAQnrr7+R3074EJFQJMeCPAAEB46jXfAwMAABBoBBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABinT6gbAADgbLxer6qrq9Xc3KyEhARlZmYqMjIy1G2hF2AGBgDQK5WWlmrYsGHKyspSXl6esrKyNGzYMJWWloa6NfQCBBgAQK9TWlqqWbNmqaWlxe94S0uLZs2aRYiBbD6fzxfqJoLB4/HI6XSqra1NDocj1O0gwGw2W7drw/RXHAhbXq9XCQkJOnjw4Flr4uLitH//fk4nhaHufn4zAwMA6FUqKyu/MbxI0oEDB1RZWfndNIReiUW86PU+//xzffzxx9/68du2bfPbHzFihAYMGHC+bQEIkoqKim7XTZo0KcjdoLciwKDX+/jjjzV27Nhv/fivP7a2tlbf//73z7ctAEHSkwCzYsWKIHeD3ooAg15vxIgRqq2t9TvWk0Dz9ceOGDEiIH0BCI7W1taA1iE89epFvKtXr9aqVavkdrs1ZswYPf7447ruuuu69VgW8YY3FvEC4Yt/3xe27n5+99oZmFdffVWFhYV66qmnlJ6erkcffVTZ2dlqaGhQXFxcqNtDgDQ2Nuro0aM9flxtbW23ZmFqa2tPWwNzLtHR0fqbv/mbHvcEAPju9NoZmPT0dF177bV64oknJEmdnZ1KSkrSwoUL9W//9m/nfDwzML1fY2OjJnx/uBIGdf//tr4Lze0+VW1rIMQAIcIMzIXN6BmYEydOqLa2VkVFRdaxiIgITZ48WTU1NWd8TEdHhzo6Oqx9j8cT9D5xflpaWnTH2CgVT7SHuhU/xZUd32pWCMBfHTp0SG/8/jca4P3mv8Wff35Mu3f/2e/Y1a7uf8PHsjtn+e0PG3aZBgwYeNb62JQrlTntx91+fvRevTLAHDp0SF6vV/Hx8X7H4+Pjz3o5bUlJiZYuXfpdtIcA+fjjj/X/ak/oDw0nQ92Kn+Z2n+ZER4e6DcBoZWVl+svL93Tvf1D8/9TrvjsG9eCVNvrvtv/fdhbFv+3QkJQ0FvOHgV4ZYL6NoqIiFRYWWvsej0dJSUkh7AjnkpOTI+nc38vyxRdfqKmpKWCvm5ycrP79+591nDUwwPnLycnRG16P1n2LGZiysrIevc5XnWsGZtKSKwkvYaJXroE5ceKEBgwYoLVr1/r9cubn5+vIkSNav379OZ+DNTAAYCbWwFzYjL6VQFRUlMaOHatNmzZZxzo7O7Vp0yZlZGSEsDMAQLB1N5QQXi5svfYUUmFhofLz83XNNdfouuuu06OPPqpjx47pJz/5SahbAwAEmc/n+8aZGMILem2A+cd//EcdPHhQ9913n9xut6666iq9/vrrpy3sBQCEp7OFGMILpF66BiYQWAMDAIB5jF4DAwAA8E0IMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcXrtrQTOV9cXDHs833wrdwAA0Ht0fW6f60YBYRtgjh49KklKSkoKcScAAKCnjh49KqfTedbxsL0XUmdnp/bv36/o6OhvvKMpwoPH41FSUpL27dvHva+AMMO/7wuLz+fT0aNHlZiYqIiIs690CdsZmIiICF1yySWhbgPfMYfDwR84IEzx7/vC8U0zL11YxAsAAIxDgAEAAMYhwCAs2O123X///bLb7aFuBUCA8e8bZxK2i3gBAED4YgYGAAAYhwADAACMQ4ABAADGIcAAAADjEGBgtKqqKs2YMUOJiYmy2WwqKysLdUsAAqCkpETXXnutoqOjFRcXp5ycHDU0NIS6LfQiBBgY7dixYxozZoxWr14d6lYABNDbb7+tgoICvfvuu6qoqNDJkyc1ZcoUHTt2LNStoZfgMmqEDZvNpnXr1iknJyfUrQAIsIMHDyouLk5vv/22JkyYEOp20AswAwMA6PXa2tokSTExMSHuBL0FAQYA0Kt1dnbqrrvu0vXXX69Ro0aFuh30EmF7N2oAQHgoKChQfX293nnnnVC3gl6EAAMA6LUWLFig8vJyVVVV6ZJLLgl1O+hFCDAAgF7H5/Np4cKFWrdunSorK5WSkhLqltDLEGBgtPb2du3atcva37Nnj+rq6hQTE6NLL700hJ0BOB8FBQV66aWXtH79ekVHR8vtdkuSnE6n+vfvH+Lu0BtwGTWMVllZqaysrNOO5+fn6/nnn//uGwIQEDab7YzHn3vuOd12223fbTPolQgwAADAOFxGDQAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBx/j/f9sYL12GHQgAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.boxplot(temp)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "id": "d9718075",
      "metadata": {
        "id": "d9718075",
        "scrolled": true,
        "outputId": "0d378645-12c1-4b08-869e-d9819224921e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.boxplot(ns_book7[['대출건수','도서권수']])\n",
        "plt.yscale('log')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "id": "86607506",
      "metadata": {
        "id": "86607506",
        "scrolled": true,
        "outputId": "83f54692-8a01-4747-b12e-a64121833579",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 434
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.boxplot(ns_book7[['대출건수','도서권수']], vert=False)\n",
        "plt.xscale('log')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "id": "c3ba5685",
      "metadata": {
        "id": "c3ba5685",
        "scrolled": true,
        "outputId": "da478b87-2652-490c-b9f2-6fda53961bc9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.boxplot(ns_book7[['대출건수','도서권수']], whis=10)\n",
        "plt.yscale('log')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "id": "9b728bb3",
      "metadata": {
        "id": "9b728bb3",
        "scrolled": true,
        "outputId": "43a1500d-4b56-4f48-fb59-d08863641eaa",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAicAAAGdCAYAAADJ6dNTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAYT0lEQVR4nO3dcWiV9/3o8U9UjGaN6WxuY1OV9I+uJuuWXGMU13XobphkYLFlQ7jXLXVM9sdJ2QhsVy9Mf4Nd/GviPwf8bcPJkF6841IH7eZvW1ibbTiMEcdKtKtDh7eSVFf0aCpxTXL/GM2uWKMxJznfJ+f1giDPcx6+z0dEffOc5zmnYnx8fDwAABIxr9QDAAD8/8QJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAASVlQ6gGmamxsLC5duhTV1dVRUVFR6nEAgPswPj4e169fj/r6+pg3b/JrI5mLk0uXLsWKFStKPQYA8AAuXrwYy5cvn/SYzMVJdXV1RPzzN7dkyZISTwMA3I9CoRArVqyY+H98MpmLkw/fylmyZIk4AYCMuZ9bMtwQCwAkRZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQCQlMzEST6fj6ampmhrayv1KADADKoYHx8fL/UQU1EoFKKmpiauXbvmE2IBICOm8v93Zq6cAADlQZwAAEnJ3Bf/MXe8//77cfbs2UmPuXnzZly4cCEaGhpi8eLFkx67atWqqKqqKuaIAJSAOKFkzp49G62trUVbr7+/P1avXl209QAoDXFCyaxatSr6+/snPebMmTOxbdu2OHz4cDQ2Nt5zPQCyT5xQMlVVVfd9paOxsdFVEYAy4YZYACAp4gQASIo4AQCSIk4AgKSIEwAgKeIEAEiKOAEAkiJOAICkiBMAICniBABIijgBAJIiTgCApIgTACAp4gQASIo4AQCSIk4AgKSIEwAgKbMeJ1evXo01a9ZES0tLPP300/GjH/1otkcAABK2YLZPWF1dHb29vVFVVRXDw8Px9NNPxwsvvBCPPPLIbI8CACRo1q+czJ8/P6qqqiIiYmRkJMbHx2N8fHy2xwAAEjXlOOnt7Y3NmzdHfX19VFRUxNGjR+84Jp/PR0NDQyxatCjWrVsXJ06cuO31q1evRnNzcyxfvjy+/e1vR21t7QP/BgCAuWXKcTI8PBzNzc2Rz+c/8vUjR45Ed3d37NmzJ06dOhXNzc2xadOmePfddyeOefjhh+NPf/pTnD9/Pl5++eUYGhp68N8BADCnTDlOOjo64vvf/348//zzH/n6vn37YseOHbF9+/ZoamqKAwcORFVVVRw8ePCOY+vq6qK5uTl+97vf3fV8IyMjUSgUbvsBAOauot5zcuvWrejv74/29vZ/nWDevGhvb4/jx49HRMTQ0FBcv349IiKuXbsWvb298dRTT911zb1790ZNTc3Ez4oVK4o5MgCQmKLGyZUrV2J0dDTq6upu219XVxeDg4MREfG3v/0tnn322Whubo5nn302XnrppfjUpz511zV37doV165dm/i5ePFiMUcGABIz648Sr127Nk6fPn3fx1dWVkZlZeXMDQQAJKWoV05qa2tj/vz5d9zgOjQ0FMuWLSvmqQCAOaqocbJw4cJobW2Nnp6eiX1jY2PR09MT69evL+apAIA5aspv69y4cSPOnTs3sX3+/Pk4ffp0LF26NFauXBnd3d3R2dkZa9asibVr18b+/ftjeHg4tm/fPq1B8/l85PP5GB0dndY6AEDaphwnJ0+ejI0bN05sd3d3R0REZ2dnHDp0KLZu3RqXL1+O3bt3x+DgYLS0tMSxY8fuuEl2qnK5XORyuSgUClFTUzOttQCAdE05TjZs2HDPj5vv6uqKrq6uBx4KAChfs/7dOgAAkxEnAEBSMhMn+Xw+mpqaoq2trdSjAAAzKDNxksvlYmBgIPr6+ko9CgAwgzITJwBAeRAnAEBSxAkAkBRxAgAkJTNx4mkdACgPmYkTT+sAQHnITJwAAOVBnAAASREnAEBSxAkAkBRxAgAkJTNx4lFiACgPmYkTjxIDQHnITJwAAOVBnAAASREnAEBSxAkAkBRxAgAkRZwAAEnJTJz4nBMAKA+ZiROfcwIA5SEzcQIAlAdxAgAkRZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFIyEyc+IRYAykNm4sQnxAJAechMnAAA5UGcAABJEScAQFLECQCQFHECACRFnAAASREnAEBSxAkAkBRxAgAkRZwAAEkRJwBAUjITJ774DwDKQ2bixBf/AUB5yEycAADlQZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAASREnAEBSxAkAkBRxAgAkRZwAAEkRJwBAUsQJAJCUzMRJPp+PpqamaGtrK/UoAMAMykyc5HK5GBgYiL6+vlKPAgDMoMzECQBQHsQJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAASREnAEBSxAkAkBRxAgAkRZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAASREnAEBSxAkAkBRxAgAkRZwAAEmZ9Ti5ePFibNiwIZqamuLTn/50/OxnP5vtEQCAhC2Y9RMuWBD79++PlpaWGBwcjNbW1vjiF78YH/vYx2Z7FAAgQbMeJ4899lg89thjERGxbNmyqK2tjffee0+cAAAR8QBv6/T29sbmzZujvr4+Kioq4ujRo3cck8/no6GhIRYtWhTr1q2LEydOfORa/f39MTo6GitWrJjy4ADA3DTlOBkeHo7m5ubI5/Mf+fqRI0eiu7s79uzZE6dOnYrm5ubYtGlTvPvuu7cd995778VXv/rV+OEPf/hgkwMAc9KU39bp6OiIjo6Ou76+b9++2LFjR2zfvj0iIg4cOBCvvfZaHDx4MHbu3BkRESMjI7Fly5bYuXNnfOYzn5n0fCMjIzEyMjKxXSgUpjoyAJAhRX1a59atW9Hf3x/t7e3/OsG8edHe3h7Hjx+PiIjx8fF48cUX4/Of/3x85Stfueeae/fujZqamokfbwEBwNxW1Di5cuVKjI6ORl1d3W376+rqYnBwMCIi/vCHP8SRI0fi6NGj0dLSEi0tLfHnP//5rmvu2rUrrl27NvFz8eLFYo4MACRm1p/W+exnPxtjY2P3fXxlZWVUVlbO4EQAQEqKeuWktrY25s+fH0NDQ7ftHxoaimXLlhXzVADAHFXUOFm4cGG0trZGT0/PxL6xsbHo6emJ9evXT2vtfD4fTU1N0dbWNt0xAYCETfltnRs3bsS5c+cmts+fPx+nT5+OpUuXxsqVK6O7uzs6OztjzZo1sXbt2ti/f38MDw9PPL3zoHK5XORyuSgUClFTUzOttQCAdE05Tk6ePBkbN26c2O7u7o6IiM7Ozjh06FBs3bo1Ll++HLt3747BwcFoaWmJY8eO3XGTLADAR5lynGzYsCHGx8cnPaarqyu6uroeeCgAoHzN+rcSAwBMRpwAAEnJTJx4WgcAykNm4iSXy8XAwED09fWVehQAYAZlJk4AgPIgTgCApIgTACAp4gQASEpm4sTTOgBQHjITJ57WAYDykJk4AQDKgzgBAJIiTgCApIgTACApmYkTT+sAQHnITJx4WgcAykNm4gQAKA/iBABIijgBAJIiTgCApIgTACAp4gQASIo4AQCSkpk48SFsAFAeMhMnPoQNAMpDZuIEACgP4gQASIo4AQCSIk4AgKSIEwAgKeIEAEiKOAEAkrKg1AMAMPe8//77cfbs2UmPuXnzZly4cCEaGhpi8eLFkx67atWqqKqqKuaIJCwzcZLP5yOfz8fo6GipRwHgHs6ePRutra1FW6+/vz9Wr15dtPVIW2biJJfLRS6Xi0KhEDU1NaUeB4BJrFq1Kvr7+yc95syZM7Ft27Y4fPhwNDY23nM9ykdm4gSA7KiqqrrvKx2NjY2uinAbN8QCAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAASREnAEBSMhMn+Xw+mpqaoq2trdSjAAAzKDNxksvlYmBgIPr6+ko9CgAwgzITJwBAeRAnAEBSxAkAkBRxAgAkRZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAASREnAEBSxAkAkBRxAgAkJTNxks/no6mpKdra2ko9CgAwgzITJ7lcLgYGBqKvr6/UowAAMygzcQIAlAdxAgAkRZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJEScAQFLECQCQFHECACRFnAAASREnAEBSxAkAkJQFpR6Auentt9+O69evT3udM2fO3PbrdFVXV8eTTz5ZlLUAmBnihKJ7++234xOf+ERR19y2bVvR1vrLX/4iUAASJk4oug+vmBw+fDgaGxuntdbNmzfjwoUL0dDQEIsXL57WWmfOnIlt27YV5YoOADNHnDBjGhsbY/Xq1dNe55lnninCNABkhRtiAYCkiBMAICniBABIijgBAJIiTgCApIgTACApJYmT559/Pj7+8Y/Hl770pVKcHgBIWEni5Jvf/Gb89Kc/LcWpAYDElSRONmzYENXV1aU4NQCQuCnHSW9vb2zevDnq6+ujoqIijh49escx+Xw+GhoaYtGiRbFu3bo4ceJEMWYFAMrAlONkeHg4mpubI5/Pf+TrR44cie7u7tizZ0+cOnUqmpubY9OmTfHuu+9Oe1gAYO6b8nfrdHR0REdHx11f37dvX+zYsSO2b98eEREHDhyI1157LQ4ePBg7d+6c8oAjIyMxMjIysV0oFKa8BgCQHUW95+TWrVvR398f7e3t/zrBvHnR3t4ex48ff6A19+7dGzU1NRM/K1asKNa4AECCihonV65cidHR0airq7ttf11dXQwODk5st7e3x5e//OX4xS9+EcuXL580XHbt2hXXrl2b+Ll48WIxRwYAEjPlt3WK4Te/+c19H1tZWRmVlZUzOA0AkJKiXjmpra2N+fPnx9DQ0G37h4aGYtmyZcU8FQAwRxU1ThYuXBitra3R09MzsW9sbCx6enpi/fr1xTwVADBHTfltnRs3bsS5c+cmts+fPx+nT5+OpUuXxsqVK6O7uzs6OztjzZo1sXbt2ti/f38MDw9PPL3zoPL5fOTz+RgdHZ3WOgBA2qYcJydPnoyNGzdObHd3d0dERGdnZxw6dCi2bt0aly9fjt27d8fg4GC0tLTEsWPH7rhJdqpyuVzkcrkoFApRU1MzrbUAgHRNOU42bNgQ4+Pjkx7T1dUVXV1dDzwUAFC+SvLdOgAAdyNOAICkZCZO8vl8NDU1RVtbW6lHAQBmUGbiJJfLxcDAQPT19ZV6FABgBmUmTgCA8iBOAICkiBMAICniBABISmbixNM6AFAeMhMnntYBgPKQmTgBAMqDOAEAkiJOAICkiBMAICkLSj0Ac9Oyhypi8dW/RFxKp38XX/1LLHuootRjAHAPmYmTfD4f+Xw+RkdHSz0K9+EbrQujsfcbEb2lnuRfGuOfcwGQtszESS6Xi1wuF4VCIWpqako9Dvfw7/23YuvuQ9G4alWpR5lw5uzZ+Pcf/Nd4rtSDADCpzMQJ2TJ4YzxuPvyJiPqWUo8y4ebgWAzeGC/1GADcQzo3BAAAhDgBABIjTgCApIgTACAp4gQASEpm4iSfz0dTU1O0tbWVehQAYAZlJk5yuVwMDAxEX19fqUcBAGZQZuIEACgP4gQASIo4AQCSIk4AgKSIEwAgKeIEAEiKOAEAkiJOAICkZCZOfEIsAJSHzMSJT4gFgPKQmTgBAMqDOAEAkiJOAICkiBMAICniBABIijgBAJIiTgCApIgTACAp4gQASIo4AQCSIk4AgKRkJk588R8AlIfMxIkv/gOA8pCZOAEAyoM4AQCSIk4AgKSIEwAgKeIEAEiKOAEAkiJOAICkiBMAICniBABIijgBAJIiTgCApIgTACAp4gQASIo4AQCSIk4AgKQsKPUAzD3vv/9+REScOnVq2mvdvHkzLly4EA0NDbF48eJprXXmzJlpzwPAzMtMnOTz+cjn8zE6OlrqUbiHs2fPRkTEjh07SjzJR6uuri71CABMIjNxksvlIpfLRaFQiJqamlKPwyS2bNkSERGrVq2Kqqqqaa115syZ2LZtWxw+fDgaGxunPVt1dXU8+eST014HgJmTmTghO2pra+PrX/96UddsbGyM1atXF3VNANLkhlgAICniBABIijgBAJIiTgCApIgTACAp4gQASIo4AQCSIk4AgKSIEwAgKeIEAEiKOAEAkiJOAICkiBMAICniBABIijgBAJIiTgCApIgTACAp4gQASIo4AQCSIk4AgKSIEwAgKeIEAEiKOAEAklKSOHn11VfjqaeeiieffDJ+/OMfl2IEACBRC2b7hB988EF0d3fHb3/726ipqYnW1tZ4/vnn45FHHpntUQCABM36lZMTJ07EJz/5yXj88cfjoYceio6OjvjVr34122MAAImacpz09vbG5s2bo76+PioqKuLo0aN3HJPP56OhoSEWLVoU69atixMnTky8dunSpXj88ccnth9//PF45513Hmx6AGDOmfLbOsPDw9Hc3Bxf+9rX4oUXXrjj9SNHjkR3d3ccOHAg1q1bF/v3749NmzbFW2+9FY8++uiUBxwZGYmRkZGJ7UKhMOU1ACiOK1euxH/8n59G1ejk/xbfunUr/v73v99zrf+8bF68+qP/GX+srZ302EceeSQWLlw46TG1T3wynu348qTHkA1TjpOOjo7o6Oi46+v79u2LHTt2xPbt2yMi4sCBA/Haa6/FwYMHY+fOnVFfX3/blZJ33nkn1q5de9f19u7dG9/73vemOiYAM+Do0aPxf//X/4h/21B574Pn3+P1uojd33goIn5z77Wu3vuQf/vfI/GfnvhUrFq16t4Hk7Si3hB769at6O/vj127dk3smzdvXrS3t8fx48cjImLt2rXx5ptvxjvvvBM1NTXxy1/+Mr773e/edc1du3ZFd3f3xHahUIgVK1YUc2wA7tOWLVviP0YL8UoRrpx88MEHcfXq1Xj44YdjwYLJ/zu6nysn/+W/f1KYzBFFjZMrV67E6Oho1NXV3ba/rq4uzp49+88TLlgQP/jBD2Ljxo0xNjYW3/nOdyZ9UqeysjIqK++j0AGYcbW1tfHfvtF97wNhGmb9UeKIiOeeey6ee+65UpwaAEhcUR8lrq2tjfnz58fQ0NBt+4eGhmLZsmXFPBUAMEcVNU4WLlwYra2t0dPTM7FvbGwsenp6Yv369dNaO5/PR1NTU7S1tU13TAAgYVN+W+fGjRtx7ty5ie3z58/H6dOnY+nSpbFy5cro7u6Ozs7OWLNmTaxduzb2798fw8PDE0/vPKhcLhe5XC4KhULU1NRMay0AIF1TjpOTJ0/Gxo0bJ7Y/fJKms7MzDh06FFu3bo3Lly/H7t27Y3BwMFpaWuLYsWN33CQLAPBRphwnGzZsiPHx8UmP6erqiq6urgceCgAoXyX5VmIAgLsRJwBAUjITJ57WAYDykJk4yeVyMTAwEH19faUeBQCYQZmJEwCgPIgTACAp4gQASEpJvvhvOj78jJVCYfKv62ZuuHHjxsSv/swBsuvDf8Pv9VlpEREV4/dzVALy+Xzk8/m4detW/PWvfy31OADAA7h48WIsX7580mMyEycfGhsbi0uXLkV1dXVUVFSUehxmWKFQiBUrVsTFixdjyZIlpR4HKCJ/v8vL+Ph4XL9+Perr62PevMnvKsnc2zrz5s27Z3Ex9yxZssQ/XjBH+ftdPu73i3vdEAsAJEWcAABJESckrbKyMvbs2ROVlZWlHgUoMn+/uZvM3RALAMxtrpwAAEkRJwBAUsQJAJAUcQIAJEWckKTe3t7YvHlz1NfXR0VFRRw9erTUIwFFsnfv3mhra4vq6up49NFHY8uWLfHWW2+VeiwSIk5I0vDwcDQ3N0c+ny/1KECRvfHGG5HL5eKPf/xj/PrXv45//OMf8YUvfCGGh4dLPRqJ8CgxyauoqIhXXnkltmzZUupRgBlw+fLlePTRR+ONN96Iz33uc6UehwS4cgJASV27di0iIpYuXVriSUiFOAGgZMbGxuJb3/pWPPPMM/H000+XehwSkblvJQZg7sjlcvHmm2/G73//+1KPQkLECQAl0dXVFa+++mr09vbG8uXLSz0OCREnAMyq8fHxeOmll+KVV16J119/PZ544olSj0RixAlJunHjRpw7d25i+/z583H69OlYunRprFy5soSTAdOVy+Xi5Zdfjp///OdRXV0dg4ODERFRU1MTixcvLvF0pMCjxCTp9ddfj40bN96xv7OzMw4dOjT7AwFFU1FR8ZH7f/KTn8SLL744u8OQJHECACTFo8QAQFLECQCQFHECACRFnAAASREnAEBSxAkAkBRxAgAkRZwAAEkRJwBAUsQJAJAUcQIAJEWcAABJ+X+41Zk1Ip59LAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.boxplot(ns_book7[['대출건수','도서권수']], whis=(0,100))\n",
        "plt.yscale('log')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "3d69dab0",
      "metadata": {
        "id": "3d69dab0"
      },
      "source": [
        "## 판다스의 그래프 함수"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "eca712b0",
      "metadata": {
        "id": "eca712b0"
      },
      "source": [
        "### 산점도 그리기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "id": "15125149",
      "metadata": {
        "id": "15125149",
        "outputId": "4a2d8ac3-110b-4736-9b18-ab808181255d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 725
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46020 (\\N{HANGUL SYLLABLE DO}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49436 (\\N{HANGUL SYLLABLE SEO}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44428 (\\N{HANGUL SYLLABLE GWEON}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49688 (\\N{HANGUL SYLLABLE SU}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45824 (\\N{HANGUL SYLLABLE DAE}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52636 (\\N{HANGUL SYLLABLE CUL}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44148 (\\N{HANGUL SYLLABLE GEON}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "ns_book7.plot.scatter('도서권수', '대출건수', alpha=0.1)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9937a742",
      "metadata": {
        "id": "9937a742"
      },
      "source": [
        "### 히스토그램 그리기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "id": "522da025",
      "metadata": {
        "id": "522da025",
        "outputId": "0101c5b4-d5c5-46bb-828c-0ab93825526a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "ns_book7['도서명'].apply(len).plot.hist(bins=100)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "id": "1ec9ae8e",
      "metadata": {
        "id": "1ec9ae8e",
        "outputId": "e63cf605-60a8-41d5-c746-04d0cf9318be",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "ns_book7['도서명'].apply(len).plot.hist(bins=100)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "58ad0f26",
      "metadata": {
        "id": "58ad0f26"
      },
      "source": [
        "### 상자 수염 그림 그리기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "id": "3a53b5c2",
      "metadata": {
        "id": "3a53b5c2",
        "outputId": "e5c4abb8-9571-469e-ed4a-3e60e487a34f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 706
        }
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45824 (\\N{HANGUL SYLLABLE DAE}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52636 (\\N{HANGUL SYLLABLE CUL}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44148 (\\N{HANGUL SYLLABLE GEON}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49688 (\\N{HANGUL SYLLABLE SU}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46020 (\\N{HANGUL SYLLABLE DO}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49436 (\\N{HANGUL SYLLABLE SEO}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n",
            "/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44428 (\\N{HANGUL SYLLABLE GWEON}) missing from current font.\n",
            "  fig.canvas.print_figure(bytes_io, **kw)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "ns_book7[['대출건수','도서권수']].boxplot()\n",
        "plt.yscale('log')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "fc9339a9",
      "metadata": {
        "id": "fc9339a9"
      },
      "source": [
        "## 확인문제"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f9a6bba5",
      "metadata": {
        "id": "f9a6bba5"
      },
      "source": [
        "#### 4."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "id": "9e4b91f2",
      "metadata": {
        "id": "9e4b91f2",
        "outputId": "9c1dee65-ac49-4b61-e430-51e4d83cc429",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "selected_rows = (1980 <= ns_book7['발행년도']) & (ns_book7['발행년도'] <= 2022)\n",
        "plt.hist(ns_book7.loc[selected_rows, '발행년도'])\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "67120d95",
      "metadata": {
        "id": "67120d95"
      },
      "source": [
        "#### 5."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "id": "0037f2f3",
      "metadata": {
        "id": "0037f2f3",
        "outputId": "eff8a766-a98a-41ba-9f25-f36d97128412",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        }
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.boxplot(ns_book7.loc[selected_rows, '발행년도'])\n",
        "plt.show()"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
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