08_codelab4_seaborn.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "08_codelab4_seaborn.ipynb",
      "provenance": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/cybermin/2021_PNUAC_AIData/blob/main/08_codelab4_seaborn.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DSDuq6XLXwJR"
      },
      "source": [
        "# 데이터 시각화(data visualization)\n",
        "+ 데이터 분석 결과를 쉽게 이해할 수 있도록 시각적으로 표현하고 전달되는 과정\n",
        "+ 데이터 시각화를 통해 데이터에 내재된 트렌드, 이상치, 패턴등을 파악"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WXYLyrr6-i4e"
      },
      "source": [
        "🏷️ **코랩 환경에서 한글 폰트 사용하기**\n",
        "\n",
        "\n",
        "---\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TDcqWOpZ-rPQ",
        "outputId": "05f26800-2180-4428-bca6-7bb4ca857a58"
      },
      "source": [
        "#한글 폰트 사용설치\n",
        "%config InlineBackend.figure_format = 'retina'\n",
        "\n",
        "!apt -qq -y install fonts-nanum"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "fonts-nanum is already the newest version (20170925-1).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 39 not upgraded.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rUmj2IFb-oQy"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import matplotlib as mpl\n",
        "import matplotlib.font_manager as fm\n",
        "\n",
        "#한글 폰트 추가\n",
        "fontpath = '/usr/share/fonts/truetype/nanum/NanumBarunGothic.ttf'\n",
        "font = fm.FontProperties(fname=fontpath, size=9)\n",
        "plt.rc('font', family='NanumBarunGothic') \n",
        "mpl.font_manager._rebuild()\n",
        "\n",
        "#그래프에서 마이너스 기호가 표시\n",
        "plt.rcParams['axes.unicode_minus'] = False  "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "L_zXn0fmZrg-",
        "outputId": "6b801212-b23b-4b98-fbd2-a5bf9380f1f4"
      },
      "source": [
        "plt.title('한글')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 378,
              "height": 265
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KsrVUaEaENzz"
      },
      "source": [
        "🏷️ **python 노트 : 경고무시**\n",
        "\n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EwTdQmIOEMpH"
      },
      "source": [
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IpL3hxoo9cDZ"
      },
      "source": [
        "&#9997; **pandas 노트 : 외부데이터 가져오기**\n",
        "\n",
        "\n",
        "---\n",
        "+ **외부 데이터 가져오기**\n",
        "  + csv 읽기\n",
        "    - 한글 파일명을 사용할 경우 : df = pd.read_csv(‘파일명‘, engine='python')\n",
        "    - 파일 내용 한글이 깨지는 경우 : df = pd.read_csv(‘파일명‘, engine='python', encoding='cp949')\n",
        "  >\n",
        "  ```\n",
        "  df = pd.read_csv(‘파일명‘)\n",
        "  ```\n",
        "\n",
        "  + 엑셀 읽기\n",
        "    - 한글 파일명을 사용할 경우 : df = pd.read_excel(‘파일명‘)\n",
        "  >\n",
        "  ```\n",
        "  df = pd.pd.read_excel(‘파일명‘)\n",
        "  ```\n",
        "---\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_p5RgUws7068",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        },
        "outputId": "34b4b4c3-86d8-41cc-a6ff-5bf34bc585a9"
      },
      "source": [
        "import pandas as pd\n",
        "df = pd.read_csv('/content/drive/MyDrive/수업/pnuaiac/data/news.csv')\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>순위</th>\n",
              "      <th>제목</th>\n",
              "      <th>댓글수</th>\n",
              "      <th>언론사</th>\n",
              "      <th>감성</th>\n",
              "      <th>신뢰도</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>전광훈 \"젖비린내 이준석에 당하면 대한민국 끝나..민주·국힘 해산\"</td>\n",
              "      <td>5618</td>\n",
              "      <td>뉴스1</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>'건물 붕괴참사' 개입의혹 조폭출신 전 5·18단체 회장 해외도피(종합)</td>\n",
              "      <td>2265</td>\n",
              "      <td>연합뉴스</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>이준석 접종 모습도 화제.. 상의 탈의하며 \"국민에게 불쾌감 줘 민망\"</td>\n",
              "      <td>1750</td>\n",
              "      <td>세계일보</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>전광훈 \"젖비린내 나는 이준석..민주·국민의힘 모두 해산 시켜야\"</td>\n",
              "      <td>1649</td>\n",
              "      <td>아시아경제</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>광복절부터 대체공휴일 된다는데..\"결국 공무원만 좋은 일?\" [이지효의 플러스 PICK]</td>\n",
              "      <td>1349</td>\n",
              "      <td>한국경제TV</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   순위                                                 제목   댓글수     언론사  감성  신뢰도\n",
              "0   1              전광훈 \"젖비린내 이준석에 당하면 대한민국 끝나..민주·국힘 해산\"  5618     뉴스1  부정    1\n",
              "1   2           '건물 붕괴참사' 개입의혹 조폭출신 전 5·18단체 회장 해외도피(종합)  2265    연합뉴스  부정    1\n",
              "2   3            이준석 접종 모습도 화제.. 상의 탈의하며 \"국민에게 불쾌감 줘 민망\"  1750    세계일보  부정    1\n",
              "3   4               전광훈 \"젖비린내 나는 이준석..민주·국민의힘 모두 해산 시켜야\"  1649   아시아경제  부정    1\n",
              "4   5  광복절부터 대체공휴일 된다는데..\"결국 공무원만 좋은 일?\" [이지효의 플러스 PICK]  1349  한국경제TV  부정    1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 59
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "YzSNNiS5a12o",
        "outputId": "a426c1c4-ff20-47ae-f78c-ad9a27f62683"
      },
      "source": [
        "plt.plot(df['순위'], df['댓글수'])\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 379,
              "height": 249
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "ac5l0ZsMbE-N",
        "outputId": "39b2313d-e02d-47a0-aa6c-0c849339a68a"
      },
      "source": [
        "df['댓글수'].plot()\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 379,
              "height": 249
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Pgv5zDkJ88a8"
      },
      "source": [
        "# Seaborn\n",
        "+ Matplotlib을 기반으로 다양한 색상 테마와 통계용 차트 등의 기능을 추가한 시각화 패키지\n",
        "+ 기본적인 시각화 기능은 Matplotlib 패키지에 의존하며 통계 기능은 Statsmodels 패키지에 의존\n",
        "+ 데이터프레임으로 다양한 통계 지표를 낼 수 있는 시각화 차트를 제공하기 때문에 데이터 분석에 활발히 사용되고 있는 패키지\n",
        "+ 다차원 데이터 분석시 고려 사항\n",
        "  + 분석하고자 하는 데이터가 모두 실수 값인 경우\n",
        "  + 분석하고자 하는 데이터가 모두 카테고리 값인 경우\n",
        "  + 분석하고자 하는 데이터가 모두 실수 값과 카테고리 값이 섞여 있는 경우\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6SogcsL0_bZY"
      },
      "source": [
        "import seaborn as sns"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9LaXzRt9AjiE"
      },
      "source": [
        "## barplot\n",
        "+ **카테고리 값에 따른 실수 값**의 평균과 편차를 표시하는 기본적인 바 차트를 생성\n",
        "+ 평균은 막대의 높이로, 편차는 에러바(error bar)로 표시"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f4KjQ08sjupi",
        "outputId": "adbad46a-b9fa-45c4-a239-cd4bdae7f9b9"
      },
      "source": [
        "df['언론사'].value_counts()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MBC       6\n",
              "JTBC      5\n",
              "이데일리      3\n",
              "세계일보      3\n",
              "서울신문      3\n",
              "KBS       2\n",
              "아시아경제     2\n",
              "한겨레       2\n",
              "연합뉴스      2\n",
              "중앙일보      2\n",
              "매일경제      2\n",
              "SBS       2\n",
              "오마이뉴스     2\n",
              "뉴스1       2\n",
              "조선비즈      1\n",
              "MBN       1\n",
              "국민일보      1\n",
              "동아일보      1\n",
              "YTN       1\n",
              "쿠키뉴스      1\n",
              "문화일보      1\n",
              "헤럴드경제     1\n",
              "한국경제TV    1\n",
              "뉴시스       1\n",
              "노컷뉴스      1\n",
              "한국일보      1\n",
              "Name: 언론사, dtype: int64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "id": "Sl-_ALIJA5e2",
        "outputId": "3b6e76ef-23b6-4743-85e5-7b49b0fedaad"
      },
      "source": [
        "sns.barplot(x = '언론사', y='댓글수', data=df)\n",
        "plt.xticks(rotation=90)\n",
        "plt.title('언론사별 댓글수')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 394,
              "height": 317
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "id": "MHrv8q0eBa6r",
        "outputId": "f04ee04c-9425-4356-bd06-675d625ce624"
      },
      "source": [
        "sns.barplot(x = '언론사', y='댓글수', hue='감성', data=df[:20])\n",
        "plt.xticks(rotation=90)\n",
        "plt.title('언론사별 댓글수')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 394,
              "height": 317
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4N5GHpM2C6xG"
      },
      "source": [
        "## histplot\n",
        "* **수치형(numerical) 데이터 분포**를 정확하게 표현해주는 그래픽"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "eJuemkgzC_Op",
        "outputId": "9f794c7c-3fe5-4a34-8fc0-b444c674ca03"
      },
      "source": [
        "sns.histplot(x = '댓글수', data=df) \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 382,
              "height": 264
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "id": "L6qf_r4Kvt-4",
        "outputId": "f4557682-c5f3-4275-b763-d925a8e7f0bc"
      },
      "source": [
        "sns.histplot(x = '댓글수', bins=5, data=df) \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 382,
              "height": 264
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_gUx0rhaDpIv"
      },
      "source": [
        "## distplot \n",
        "+ 러그와 커널 밀도 표시 기능이 있어서 Matplotlib의 hist 명령보다 많이 사용\n",
        "  + 커널 밀도(kernel density): 커널이라는 함수를 겹치는 방법으로 히스토그램보다 부드러운 형태의 분포 곡선을 보여주는 방법\n",
        "+ **수치형** 열을 인수"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "x3njLP_VDx-c",
        "outputId": "093235c0-851a-44c1-a6ad-3738150c7c83"
      },
      "source": [
        "sns.distplot(df['댓글수'], kde = True) \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 406,
              "height": 268
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y76iqtdjFgKe"
      },
      "source": [
        "## boxplot\n",
        "+ 카테고리별 수치 데이터의 범위를 보여주고, 데이터분포와 ‘이상치’가 있는지 확인 가능\n",
        "+ 구성\n",
        "  - 상자는 사분위 범위.\n",
        "  - 상자 가운데의 선은 중앙값(median)\n",
        "  - 맨 끝의 선은 1분위와 3분위\n",
        "  - 상자 바깥점은 이상치"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "k30ZdHZmGYRP",
        "outputId": "cb14680e-e65b-4141-e0e6-188a2e07080e"
      },
      "source": [
        "sns.boxplot(x='감성', y='댓글수', data=df)\n",
        "plt.title(\"감성별 댓글 분석\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 394,
              "height": 280
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bWlfilGE_MqE"
      },
      "source": [
        "## count plot\n",
        "+ 각 **카테고리 값**별로 데이터가 얼마나 있는지 표시"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "id": "ZCRiY1eixtw1",
        "outputId": "746a327a-5234-4b3c-a732-11a8d5633d45"
      },
      "source": [
        "sns.countplot(x = '언론사', data=df)\n",
        "plt.xticks(rotation=90)\n",
        "plt.title('언론사별 뉴스수')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 377,
              "height": 317
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 334
        },
        "id": "wpESqxfL_Vdh",
        "outputId": "696fdf8a-6d76-4663-8f40-bf475a277ace"
      },
      "source": [
        "sns.countplot(x = '언론사', hue='감성', data=df)\n",
        "plt.xticks(rotation=90)\n",
        "plt.title('언론사별 뉴스수')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 377,
              "height": 317
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "S9ESdX3QCfMX",
        "outputId": "c28b574e-1a58-4450-f044-a4b59c1668ee"
      },
      "source": [
        "sns.countplot(x = '감성', data=df)\n",
        "plt.title('감성 뉴스수')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 382,
              "height": 280
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mXBk4BharI-1"
      },
      "source": [
        "&#9997; **Seborn 노트 : 수치값 표현**\n",
        "\n",
        "\n",
        "---\n",
        "+ ax.patches : ax가 가르키는 그래프에서, 막대들을 담고있는 리스트 \n",
        "+ p.get_bbox().bounds : 막대그래프의 정보를 나타냄.(p는 해당 막대)\n",
        "  + 왼쪽, 아래, 막대그래프의 폭, 높이에 대한 정보 \n",
        "+ ax.annotate(s, (x, y), ha=값) : 그래프 안에 특정 위치에 문자열\n",
        "  + ha : horizontal align \n",
        "---"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fgVBUeyurOJf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 281
        },
        "outputId": "d7cbbf1e-bf97-40f2-987e-2bb2bec3d195"
      },
      "source": [
        "ax = sns.countplot(x = '감성', data=df)\n",
        "for p in ax.patches:\n",
        "    left, bottom, width, height = p.get_bbox().bounds\n",
        "    ax.annotate(height, (left+width/2, height*1.01), ha='center')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ppT+vLW0vAQYAJzcb+1WKbwAuKz2oS5IkScpOPd/I+zhwEXBKRNwOzAYGAQdTzN8/J6X0p9LYS4CDgMkRMQJ4GNgOOAyYwT/vAZAkSZKyU7ehP6X09Yi4GTgS2I8i6C8CpgL/llK6ucnY9yJiH+BUig8F+wGvAxcC30kpvd3Z9UuSJEmdpW5DP0BK6U7gzlaOXQhMKP1IkiRJXUY9z+mXJEmS1AqGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzhn5JkiQpc4Z+SZIkKXOGfkmSJClzVQ39EXFZRHyqFeOei4grqnluSZIkSeVV+0r/EcC2rRj3e2C/Kp9bkiRJUhm1mt7TF+hWo3NLkiRJXUr39h4gIsYCY5s0HRsRB7awyweA4cAf2ntuSZIkSavW7tAPbAbsUfo9AVuWfip5hyLwj6/CuSVJkiStQrun96SUzkgprZVSWgsI4BuNf1f4+WBKac+U0sz2ly9JkiRpVao9p382xZV8SZIkSWuIakzvWS6ltHk1jydJkiSp/aoa+gEiog9wKPAxYENgHYppP82llNInq31+SZIkSSuqauiPiA8BvwXWp3zQbypV89ySJEmSyqv2nP4fAv2ACcBWQO8Wbuh1nX5JkiSpE1R7es8uwGUppR9U+biSJEmSVlO1r/QvpVjBR5IkSdIaotqh/37gsxGxqvn8kiRJkjpJtUP/JODDwAURsXaVjy1JkiRpNVR7Tv+ewE3A14C9IuJqiuk+y8oNTildWeXzS5IkSWqm2qH/xxRLcQawJXBaqb358pxRajP0S5IkSR2s2qF/XJWPJ0mSJKmdqhr6U0pXVPN4kiRJktqv2jfySpIkSVrDVPVKf0Rc1obhKaX01WqeX5IkSdLKqj2n/4hWjGm80TcBhn5JkiSpg1U79G9eoT2ADYGDgWOA64AfVfnckiRJksqo9o28s1vofh54KCJuAn4L3AE8Xs3zS5IkSVpZp9/Im1K6H7gC+FZnn1uSJEnqimq1es9zwNAanVuSJEnqUmoV+j8JzKvRuSVJkqQupdpLdn68he6ewMbAl4E9gPOqeW5JkiRJ5VV79Z77KJbirCRK2+uAiVU+tyRJkqQyqh36z6Ry6F8MvAI8mFL6vyqfV5IkSVIF1V6y8/RqHk+SJElS+1X7Sv9yEbEpsBswuNT0MsVV/hc66pySJEmSVlb10B8RmwA/BfahmMPfOI8/ASkifgOMTym9Uu1zS5IkSVpZtVfvWR/4IzAIuAW4H3iVIvAPAvYE9geGR8ROKaU3qnl+SZIkSSur9pX+U4ENgD1TSn8o0/+TiPgEcAdwGnB8lc8vSZIkqZlqP5zrs8BVFQI/ACmle4FrgAOqfG5JkiRJZVQ79G8IPNWKcU+WxkqSJEnqYNUO/fOATVsxbkhprCRJkqQOVu3Q/1vgKxGxVaUBETEM+ArwuyqfW5IkSVIZ1b6R9wzgQGBqRPwM+APwGv9cvWcPYBywBPhOlc8tSZIkqYxqP5H3udLqPFcB32Dl1XkC+CtweEppdjXPLUmSJKm8aq/T3xcYDRwB9KZ4Iu+gUvdLwIPA2sD+ETErpbSwmueXJEmStLJqT++ZAHwV2Dql9BZwb/MBETEAuI7iQ8GE9pwsInoC3wQOBragmDb0V+CnKaUrm43tDpxMMb1oU2AOcC1wekppUXvqkCRJktZk1b6R9/PAb0qBv6yU0lzgF8AX23OiiBhOsfTnJOBZYDJwMUWgvyIiJjYZGxQB/+zS2DOAP1F8CPhtRKzdnlokSZKkNVm1r/QPAS5vxbjngU3aea4dKaYM7Z1SerqxMSKmUDwr4NsR8aOU0rvAl4AvABemlI5tMnYa8APgOODcdtYjSZIkrZGqfaV/PtCvFeM2BBa081y/Az7RNPADpJReB+4CegLDSs3jgcUU3wo0dS7wCnAskiRJUqaqHfofAb5cmmtfVkT0oJja81h7TpRSeiml9H6F7uVz9COiFzAK+EPzaUcppaXA7cDmLT1bQJIkSapn1Z7ecxFwE3BrRIxPKc1s2hkRAymm/2wCTCyzf7uVbtjdkyL4Pw0MpXidj1fYpbF9W4r5/i0de2qFrm3aXqkkSZLUOaq9Tv8tEXE+xRz5JyLiEWAWxao6WwA7A+sC16eUrq7muZs4luLegvNTSgsjovHegZcrjG9s37SD6pEkSZJqqtpX+kkpHR8Rf6ZYjvMjpZ9GLwM/Bs6r9nkBImIYcBbwIv984m/v0rbSPQSN7b1WdfyU0sgK550KjGh9pZIkSVLnqXroB0gpXQNcExEbUFx1Xwt4rSOfwhsRDcAvgXWAw5rM32+8b2FphV0b27t1VG2SJElSLXVI6G9UWknn9Y48Byxfh/9yYHvgxJTSA026G5/626PC7o3t7V1NSJIkSVojVXv1nlr5LsVTeS9LKTWfOjSntB1YYd8Nm42TJEmSslL3oT8i/h/FSkD3AV8rM6RxHf9KK+xs22ycJEmSlJW6Dv0RMRr4GfAM8Ply6/anlOYCTwB7RsQ6ZQ4zBphH5SU9JUmSpLpWt6E/IrYEbqR4CvB+KaU3Wxh+CTAAOLnZMb5K8Q3AZaUHdUmSJEnZ6dAbeTvY1UB/4NfAZ4p7eVfyUErpIYrQfxAwOSJGAA8D2wGHATMolvmUJEmSslTPob/xxtwvln7KOYMi+L8XEfsAp1Lc8LsfxapCFwLfSSm93dHFSpIkSbVSt6E/pbRZG8cvpHhg2IQOKUiSJElaQ9XtnH5JkiRJrWPolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMmfolyRJkjJn6JckSZIyZ+iXJEmSMpdF6I+ID0fE6xGRImKPCmO6R8SEiHgmIt6NiNkR8f2IaOjkciVJkqROVfehPyIOBe4F1m9hTADXAmcDzwJnAH8CTgZ+GxFrd0KpkiRJUk10r3UB7RER3wSmADcCLwPHVhj6JeALwIUppeVjImIa8APgOODcjq1WkiRJqo16v9L/DPCplNLngXktjBsPLAYmNWs/F3iFyh8WJEmSpLpX16E/pXRLSun3LY2JiF7AKOAPKaW3mu2/FLgd2Dwituq4SiVJkqTaqevpPa20NcXrfLxCf2P7thTz/SuKiKkVurZZvdIkSZKkjlfXV/pbaZPS9uUK/Y3tm3ZCLZIkSVKn6wpX+nuXtgsq9De291rVgVJKI8u1l74BGNH20iRJkqSO1xWu9De+xqUV+hvbu3VCLZIkSVKn6wqhf2Fp26NCf2N7pW8CJEmSpLrWFUL/nNJ2YIX+DZuNkyRJkrLSFUL/06VtpRV2tm02TpIkScpK9qE/pTQXeALYMyLWKTNkDMWDvSot6SlJkiTVtexDf8klwADg5KaNEfFVim8ALis9qEuSJEnKTldYshOK0H8QMDkiRgAPA9sBhwEzgLNqWJskSZLUobrElf6U0nvAPsD3gB2BM4FPABcCu6WU3q5heZIkSVKHyuZKf0rpdOD0FvoXAhNKP5IkSVKX0SWu9EuSJEldmaFfkiRJypyhX5IkScqcoV+SJEnKnKFfkiRJypyhX5IkScqcoV+SJEnKnKFfkiRJypyhX5IkScqcoV+SJEnKnKFfkiRJypyhX5IkScqcoV+SJEnKnKFfkiRJypyhX5IkScqcoV+SJEnKnKFfkiRJypyhX5IkScqcoV+SJEnKnKFfkiRJypyhX5IkScqcoV+SJEnKnKFfkiRJypyhX5LUbs8//zwRUfFnwIABrTrOwoUL+da3vsWQIUPo0aMHQ4cO5Xvf+x5Lly7t4FcgSXnrXusCJEn5OOSQQ/jIRz6yUntDQ8Mq9128eDGf/OQn+fOf/8zBBx/Mhz/8YR588EEmTJjAo48+ynXXXdcRJUtSl2DolyRVzac//WmOOOKI1dr3Jz/5CQ899BBTpkzhm9/85vL28ePHc9FFF3HwwQfz+c9/vkqVSlLX4vQeSdIa4aKLLmLQoEGccMIJK7RPnjyZddddlwsuuKBGlUlS/TP0S5Jq7plnnmH27Nl85jOfoVu3biv0rbfeeowePZoHH3yQhQsX1qhCSapvhn5JUlW98cYbvPTSS8yfP7/V+8yYMQOA4cOHl+0fPnw477//Ps8++2xVapSkrsbQL0mqmiOPPJL+/fuzySab0KdPHz70oQ9x8cUXk1Jqcb8XX3wRgMGDB5ftb2x/4YUXqluwJHUR3sgrSWq3nj17cswxx7DddtsxYMAA3nnnHZ588kkuv/xyvv71r/PAAw9w9dVXV9y/8VuBXr16le1vbF+wYEH1i5ekLsDQL0lqtw022IALL7xwpfbTTjuNvffem2uuuYZDDjmE/fbbr+z+y5YtA1hpPn+jxnbX65ek1eP0HklSh/nABz7AueeeC8Cvf/3riuN69uwJwLvvvlu2v7G90jcBkqSWGfolSR1qxIgRALz66qsVxwwcOBCAOXPmlO1/7bXXVhgnSWobQ78kqUM1zsPv169fxTFDhw4F4Kmnnirb/+STTwKw9dZbV7k6SeoaDP2SpA71q1/9CoDdd9+94pgdd9yR9dZbjzvvvHOlvkWLFnHvvfcyfPhw+vfv32F1SlLODP2SpHb7xje+wXPPPbdS+7Rp0/j2t7/NwIEDOeywwwA48cQTGTVqFI8//vjycd26dePII49k+vTpK63yc/bZZ/Pmm29y9NFHd+yLkKSMuXqPJJXxwpkfqnUJdeXWq5/lgvN/wm5b9ObDgxrove5a/G3uYm6c/jY9ugeXfG4Ib543ilkLlnDeecUUnnOP3pPvfmbQ8mOMXXspNw1Yh7FfOZybfngsWw5Yl0dfWshdT/2DXTbvxd5zLuKFM39aq5dYtzb9zhO1LkHSGsDQL0lqt+vGbc5l/zuX+2bN57KH5vHe0sQGvbtz8I7r8fXRA9j4g+sA0K9nN3bfsjePvrSQvYb2WeEYH2joxvVf3YIf3vM6v3v6HW554m027Nudf999fcaPXp+1u0UtXpokZcHQL0lqt/V7d+eUvTbklL1aHhcRXPn/NqvYv17P7py13yDO2m9QxTGSpLZzTr8kSZKUOUO/JEmSlDlDvyRJkpQ5Q78kSZKUOUO/JEmSlDlDvyRJkpQ5Q78kSZKUOUO/JEmSlDlDvyRJkpQ5Q78kSZKUOUO/JEmSlDlDvyRJkpQ5Q78kSVIdW7hwIWeeeSbbbbcdDQ0N9OnTh1122YUrr7yy1TpZRGMAABGeSURBVMdYsmQJ55xzDltvvTU9evRgyJAhnHLKKSxatKgDK1dn6l7rAiRJkrR6Hn/8cQ444ABeeeUVxowZw6GHHspbb73FNddcw9ixY3nxxReZOHFii8dIKfHlL3+Z66+/njFjxjBu3DimT5/OlClT+OMf/8i9997L2muv3UmvSB3F0C9JklSnHn30UTbeeGPuuusuhg4durz95JNPZptttuHss8/mpJNOokePHhWP8atf/Yrrr7+e8ePHc8EFFyxvHzFiBN/61rc4//zzOfHEEzv0dajjOb1HkiSpTn3qU5/i3nvvXSHwA2ywwQbsvffeLFy4kJkzZ7Z4jAsvvJB1112XyZMnr9B+4oknMmjQoBU+CKh+GfolSZLq1MYbb1xx6k1DQ8Mq91+wYAF/+tOf+PjHP84HP/jBFfq6devGmDFjeO6553j22WerUq9qx9AvSZKUmSVLlnDPPffQ0NCw0rcATT3zzDMsWbKE4cOHl+1vbH/yySc7pE51HkO/JElSZi644AJmz57NUUcdRc+ePSuOe/HFFwEYPHhw2f7G9hdeeKH6RapTGfolSZIyMnPmTCZOnMgmm2zCmWee2eLY+fPnA9CrV6+y/Y3tCxYsqG6R6nSGfkmSpEwsWrSIgw46iPfee4+rr756pXn6zS1btgwo5u+X09i+dOnS6haqTueSnZIkSRlIKTFu3Dj++te/cu655zJ69OhV7tM49efdd98t29/YXumbANUPr/RLkiRl4NRTT+W6667jyCOP5IQTTmjVPgMHDgRgzpw5Zftfe+21Fcapfhn6JUmS6tzPf/5zzjrrLPbYYw8uvvjiVu/XuLLPU089Vba/cdWellYAUn0w9EuSJNWxBx54gKOOOoqtt96aG264oeK6/eUMGDCAD33oQ9xzzz289957K/Xffvvt9O/fv+KSnqofhn5JkqQ6NWvWLD73uc/Ru3dvbr31VtZbb72KY6dMmcLOO+/M73//+xXajz76aObOncuUKVNWaL/00kt56qmnOPLIIyve6Kv64Y28kiRpjbHr+bvWuoS6Mv1H05k/bz79d+jPp0/5dNkxfTbrQ5/N+/DQpIdY9t4yvnT8lxj2b8OW9y9bsoy+/9KXSZMmce6vzqX3pr1Z9Noi/v7I32nYqIH7B9zvf5fV8Mfj/ljrElZg6JckSapT7//jfQDmPTaPeY/NKztm4302ps/mfRgwYgBzH51L/x36r9C/Vve1GPb1Ybx050vMfXQub/71TdbuszYbjt6QTcdsSvcG42IO/K8oSZJUp0aePrLVY7c8dEu2PHTLsn3d1unGkM8OYchnh1SrNK1hnNMvSZIkZc7QL0mSJGXO0C9JkiRlztAvSZIkZc7QL0mSJGXO0C9JkiRlztAvSZIkZc7QL0mSJGXO0C9JkiRlztAvSZIkZa7Lhf6I+EJE/DkiFkTE3yPimojwmdOSJEnKVpcK/RHx78CvgZ7AOcA1wP7AXwz+kiRJylX3WhfQWSJiY2AK8Ajw8ZTSolL7tcADwPnAZ2tXoSRJktQxutKV/n8F1gFObQz8ACml/wWuB/b3ar8kSZJy1JVC/17AIuB3ZfpuKW0/3XnlSJIkSZ2jK4X+7YAZKaUlZfoeL2237cR6JEmSpE4RKaVa19DhIqIv8DZwc0rpwDL96wFvADeklL7QwnGmVuga3tDQ0G3YsGFVqbepmS/Pq/oxpVoYNrh/rUtok/defbLWJUhVsc5G9XU96+nXn651CVJVDN1gaNWPOXPmTBYtWvRGSqnN/6h2lRt5e5e2Cyr0N7b3Ws3jL120aNHb06ZNe34191ftbFPaPlXTKrqAaXNm17oErXl8/3WGV6fVugKteXzvdYJpL3XIe28z4J3V2bGrhP7GaUxLK/Q3tndr6SAppZFVq0hrhMZvb/xvK3U+339Sbfje65q6ypz+haVtjwr9je2VvgmQJEmS6lZXCf1vAYuBgRX6Nyxt53ROOZIkSVLn6RKhP6W0DJjFP+ewNdd4l5N3D0mSJCk7XSL0l9wDbBARO5bpG9NkjCRJkpSVrhT6fwYk4OyIWH4Dc0RsDxwBPJxSeqxGtUmSJEkdpkus098oIr4PfAt4BLgJ6A+Mo1jFaLShX5IkSTnqUqEfICKOAsZTzO9fCNwHTEwpuVatJEmSstTlQr8kSZLU1XSlOf2SJElSl2TolyRJkjJn6JckSZIyZ+iXJEmSMtd91UMkRcRapSc7N/69PfA/wCUppUtqVpiUOd97UmUR0ZdVX8DtRrFwy9xm+w4GNmphv0UppRlNxu8A/Br4z5TSf65myaohQ7+yERF/BganlDZexbjHge4ppe2atB0EXFNhl27AX4EPNWnrDYwEBrWraKnORcQ2wMw27HJ3SmnvJvv73pNW35PA4FaMezMiNkkpLWjSdhxwSgv7PE2xvHmjHsC/AP3aXKXWCIZ+5WRdiv9Tas245v/bfxKY3OTvBLwPDAW+AjxUjQKlDM0FzmjFuAC+A7zTrN33nrT6jgN6lWlfBqwHfB9oAMY1C/wAPwVurXDcX1WtQq0xDP3KTY+IOHYVYz4IzG/akFL6K8UVxRVExFWlX39enfKkvJSmDJy+qnGlaQgrhX7fe9LqSyndWK49IvYFfkgR/j+XUrqlzL6zgdkV9l9czTq1ZjD0Kze9gPNbMW7+qgZExC7AocA9KaU/RMSuwP6lbqcWSG3Tp7RtfqV/Jb73pNUTEaOBbwP7lJr+gwpX8yPi08CnKxxqPeDVqheomjL0KzezU0qbtTQgIh6huNrf0piBwC+A94CjS8070/L8R0mVNc4DntvSIN97UutFRA9gR2Bv4CBgGPASRfA/APge8K8R8VPg1pTS0012HwWcBMwCmk/9ea70o4y4ZKfUTERsBvweGEIx//8AgJTSj1NKkVIKYJeaFSjVpyGl7ZxKA3zvSa0TEQMi4i/AP4A/ARMopuocAvxLSukcivfKfhTh/QfAUxHxUkQMa3a4cSmlHcr8fK7zXpE6g1f6lZu+EfGNVYzZgOIq4koi4kDgcqAn8HmKr0h/FBFbAiellBZVs1ipXpWW+2towy47NNl3y9Kv76SUXi+1+d6TWimlNDcirgVuBx4G7k8pNb9XLQG3AbdFxCCKD9GbpJRWudpW6R6cQcDWwHYUU2L/Ut1Xoc5m6Fdu1gPOa8W4vzX9IyI2B84EDgdeAw5MKd0P3BgRC4ATgL0i4uSU0k1VrlmqR9cBu67Gfv/d5PcrIuIMfO9JrVaat9+ff/47tjbwqYhY1a6vAq+WPmC/0KT95oh4n2KFrXUoPsyv26T/HeCCKpSuGjP0KxsppR1WPWplEXEwxTrhawHXAt9IKS2fgpBSOjEipgL/CXw1Im6uRr1SnTsNWL+dxxhCMZ/Y957Ueueweh+4m7qC4t+9HzVpe49iutA7pZ/XKN6fz6eUUkR8rJ3nVI0Z+lXXImIt2n9vyq8pHkByR0rp4XIDUkpXR8SdwPul//Nr5yml+pZS+n17j1F6//bA957UFodSTIOr5GGKG+bHtDDm7ZTSq8DdbTjvIxQf9Be2YR+tQQz9qneXAWPbeYxxKaWyDxcqzYPcguIpoO8CL0fEfIqvSX+CDw6SVlB6Qu8wihWyEvAGMCOl9LfmY1NKy6jwYC/fe1J5KaUXKvVFxDoU77slwKyU0pLWHDMi5gLTUkqVlvCE4r6cv1C8Z09vdcFaYxj6Ve+upcyDfZo4DtiYlpf7W+HmpIjoDhwPfA3Yssz4eRRfi55ZejCR1KWVrtgfD5xI8X4rN2YW8L2U0qUtHMf3ntRGETGC4t+6TwCbUszN7wu8FxHPAb8DfryKG3h7UMznV8aiuLlbylNEPATslFJq1QfcKOYO3AAcSPEV6aXAY8DbFDc3bUOxFvLngP8DPpJSmtcBpUt1IyIuB44AHqC4kf5h4HWK8LEhxfzjU4DhwFkppUlljuF7T2qjiDgK+C+Kb8AupvgGbA7Fe28gxXvvaxTPyTg0pfTrCseZT/Fwy9Y4I6V0evsqVy0Y+pW11Qj9uwP3Ab+hWEVkWYVxE4CzgdNSSmdWqVyp7kTEEOB54Clg+5TS0grjepXG9QH6pZQWNuv3vSe1QUT0A16h+AZs+5TSmxXGDQRmUtz/tlG55W9Lof9lYEoLpxwCTMLQX7ec3iOtaLPS9q5KoaPkDorgsXmHVySt2QaWtrMqBX6AlNKCiHgBGAF8gJVvBtystPW9J7XO5hRLaz5WKfADpJTmRMQMYDdgI4pvysp5NaX0s0rHiYidKEK/6pShX1rRQ8AyYHxE3JxSeqn5gIjoCXynyXipK3ucYirPpyLik5VW9SktjbsDxU29r5YZ4ntPapuZFDfK7xERu5eeb7GSiNgH+CjwEiuuz9/cphHxHy30D17tSrVGcHqPstbW6T2lfcZTrA6yBLgLeIJizeIGYCuKJ4X2B24EvtTS1U2pKyg9LOgminnDjwD/C/y91L0RMBrYniJ0jEkpPVHhOL73pDaIiL0olp3uC/yp9PN6qXtDiqv7H6H4cPDZlNIfKxzHOf1dgKFfKiMitqW4+Wl3imkHvYHFFHMe/wJcnVK6rWYFSmuY0vzifwX2pViycz3+uWTnXynm6l+WUpq/iuP43pPaICI2AI4G9gaGUiyXC8V77ymKKXH/nVJ6ozYVak1h6JckSZIy194nmUqSJElawxn6JUmSpMwZ+iVJkqTMGfolSZKkzBn6JUmSpMwZ+iVJkqTMGfolSZKkzBn6JUmSpMwZ+iVJkqTMGfolSZKkzBn6JUlVF4W1IyKatD0UEee187gbRMTXImKn9lcpSV2HoV+StFoi4isRsaTcD7AMeA9Yv8kuHwWGreKYP4iI+RGxbYUhWwA/BfarxmuQpK6ie60LkCTVrenAZCCVfpYBS0o/ZwFvpZReb+Mx+wC9gPlVrFOSujxDvyRptaSUHgMea94eETsCU4BbVuOwWwCLgJfbV50kqSlDvySp2k6iuPL/0zJ9W0XE5NLvj6SUbmrsiIh1gVEUob+B0tX+iJhAcfUfYHBHFS1JOTP0S5KqJiIOAA4DrkopTSszZAtgYun3S4GbmvQdCvQu/T4Z+Ebp95OA/tWvVpK6Dm/klSRVRUTsD1wLPAuMrzDsrpRSlH6OarJvf+C7wGvAZcDxEXEYQEppQOM+wC4d+iIkKVOGfklSu0RE39JSnDcDLwF7ppTeacP+DcD1FFN3jgeOBR4GLo+Ir3dAyZLU5Rj6JUmrJSKGRMQZwP9RTMW5BfhoSumlNhxjE+A+YHdgckrplymlRcC+wF+AiyLi5ojYouovQJK6EOf0S5LaLCKGADMpbridARzV9KbcVh7jo8BvS8c4MaW0/MFdKaU3ImIP4HSKqUIbUny4kCStBkO/JKnNUkqzI+IgirX4H2zlbscBs5v8/TDFev53lZb/bH6O94GJETG5dPVfkrSaIqVU6xokSXUsIkYDe7dy+DMppStbccxBFCv99AbepVi3/29AP2AfYHpKafrqVSxJXY9X+iVJ7bUr/1yGc1XuAsqG/ojoTnEj79eALcsMmQdcA5yZUpq7GnVKUpfljbySpGr5RJPlOFf6aWnHiAjgV8APgTeAfwM+CmwD7AgcAvyBYorQn0tLfEqSWskr/ZKkNcHHgQOB3wAHppSWNet/DLi29HTesylu7j2zc0uUpPrllX5J0ppgs9L2rjKBv6k7StvNO7YcScqLV/olSdVyRGmZzdXxELAMGB8RN5db6z8iegLfaTJektRKhn5JUrWMXd0dU0pPR8S/Az8BZkXEXcATwDsU6/hvRbFqT3/gRuBn7S9XkroOl+yUJK0xImJbitV7dqeY8tMbWEyxZOdfgKtTSrfVrEBJqlOGfkmSJClz3sgrSZIkZc7QL0mSJGXO0C9JkiRlztAvSZIkZc7QL0mSJGXO0C9JkiRlztAvSZIkZc7QL0mSJGXO0C9JkiRlztAvSZIkZc7QL0mSJGXO0C9JkiRlztAvSZIkZc7QL0mSJGXO0C9JkiRlztAvSZIkZe7/A6o9xKhxyOTeAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 382,
              "height": 264
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "igfHT4_jH6y3"
      },
      "source": [
        "## scatter plot\n",
        "+ 두 개의 수치값에 대한 관계를 파악"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 297
        },
        "id": "oYHA2y_tIGaU",
        "outputId": "d125eca4-d15d-40ea-f54e-259884e4e4fe"
      },
      "source": [
        "sns.scatterplot(x='순위', y='댓글수', data=df)\n",
        "plt.title(\"순위와 댓글 관계\")\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 394,
              "height": 280
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0RhZ--PUI08t"
      },
      "source": [
        "## pairplot \n",
        "+ 데이터프레임을 인수로 받아 그리드(grid) 형태로 각 데이터 열의 조합에 대해 scatter plot"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 552
        },
        "id": "d0q57ntiI9Ur",
        "outputId": "1bdf5a79-ea4d-4205-be09-50efd1bbd044"
      },
      "source": [
        "sns.pairplot(df) \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 540x540 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 533,
              "height": 535
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 552
        },
        "id": "zwoZCvgyJT1D",
        "outputId": "a02de06e-c397-4753-8f89-4692c4e912a0"
      },
      "source": [
        "sns.pairplot(df, hue='감성') \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 593.75x540 with 12 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 592,
              "height": 535
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NHbyzWRhytP9"
      },
      "source": [
        "&#9997; **pandas 노트**\n",
        "\n",
        "\n",
        "---\n",
        "+ **피벗테이블**\n",
        "  + 피봇테이블(pivot table): 데이터 열 중에서 두 개의 열을 각각 행 인덱스, 열 인덱스로 사용하여 데이터를 조회하여 펼쳐놓은 것\n",
        "  + pivot(행 인덱스로 사용할 열 이름, 열 인덱스로 사용할 열 이름, 데이터로 사용할 열 이름)\n",
        "    + **행인덱스와 열인덱스로 데이터가 단 하나만 찾아져야 함**\n",
        "\n",
        "+ **groupby**\n",
        "  + **키가 지정하는 조건에 맞는 데이터가 하나 이상이라서 데이터 그룹을 이루는 경우**\n",
        "  + groupby(그룹할 열인덱스).연산함수()\n",
        "    + size, count: 그룹 데이터의 갯수\n",
        "    + mean, median, min, max: 그룹 데이터의 평균, 중앙값, 최소, 최대\n",
        "    + sum, prod, std, var, quantile : 그룹 데이터의 합계, 곱, 표준편차, 분산, 사분위수\n",
        "\n",
        "+ **상관관계**\n",
        "  + corr() : 각 변수간의 상관계수 출력"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rn7_8aduJz4v"
      },
      "source": [
        "## heatmap\n",
        "+ 데이터가 2차원이고 모든 값이 카테고리 값"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 942
        },
        "id": "RwgpfAnq2Itr",
        "outputId": "2c5ec840-50ad-4868-8a95-25e712cb074d"
      },
      "source": [
        "dfg = df.groupby(['언론사','감성'])[['순위']].count()\n",
        "dfg = dfg.reset_index() \n",
        "dfg"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>언론사</th>\n",
              "      <th>감성</th>\n",
              "      <th>순위</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>JTBC</td>\n",
              "      <td>긍정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>JTBC</td>\n",
              "      <td>부정</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>KBS</td>\n",
              "      <td>부정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>MBC</td>\n",
              "      <td>부정</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>MBN</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>SBS</td>\n",
              "      <td>부정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>YTN</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>국민일보</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>노컷뉴스</td>\n",
              "      <td>중립</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>뉴스1</td>\n",
              "      <td>부정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>뉴시스</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>동아일보</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>매일경제</td>\n",
              "      <td>긍정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>문화일보</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>서울신문</td>\n",
              "      <td>부정</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>세계일보</td>\n",
              "      <td>긍정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>세계일보</td>\n",
              "      <td>부정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>아시아경제</td>\n",
              "      <td>부정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>연합뉴스</td>\n",
              "      <td>부정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>오마이뉴스</td>\n",
              "      <td>부정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>이데일리</td>\n",
              "      <td>부정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>이데일리</td>\n",
              "      <td>중립</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>조선비즈</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>중앙일보</td>\n",
              "      <td>부정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>쿠키뉴스</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>한겨레</td>\n",
              "      <td>부정</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>한국경제TV</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>한국일보</td>\n",
              "      <td>긍정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>헤럴드경제</td>\n",
              "      <td>부정</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       언론사  감성  순위\n",
              "0     JTBC  긍정   1\n",
              "1     JTBC  부정   4\n",
              "2      KBS  부정   2\n",
              "3      MBC  부정   6\n",
              "4      MBN  부정   1\n",
              "5      SBS  부정   2\n",
              "6      YTN  부정   1\n",
              "7     국민일보  부정   1\n",
              "8     노컷뉴스  중립   1\n",
              "9      뉴스1  부정   2\n",
              "10     뉴시스  부정   1\n",
              "11    동아일보  부정   1\n",
              "12    매일경제  긍정   2\n",
              "13    문화일보  부정   1\n",
              "14    서울신문  부정   3\n",
              "15    세계일보  긍정   1\n",
              "16    세계일보  부정   2\n",
              "17   아시아경제  부정   2\n",
              "18    연합뉴스  부정   2\n",
              "19   오마이뉴스  부정   2\n",
              "20    이데일리  부정   2\n",
              "21    이데일리  중립   1\n",
              "22    조선비즈  부정   1\n",
              "23    중앙일보  부정   2\n",
              "24    쿠키뉴스  부정   1\n",
              "25     한겨레  부정   2\n",
              "26  한국경제TV  부정   1\n",
              "27    한국일보  긍정   1\n",
              "28   헤럴드경제  부정   1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 881
        },
        "id": "EGt8Zzo4oKbO",
        "outputId": "d0310927-2069-4d89-d29c-f52fab94d7c2"
      },
      "source": [
        "\n",
        "dfgv = dfg.pivot('언론사', '감성', '순위')\n",
        "dfgv"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>감성</th>\n",
              "      <th>긍정</th>\n",
              "      <th>부정</th>\n",
              "      <th>중립</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>언론사</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>JTBC</th>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>KBS</th>\n",
              "      <td>nan</td>\n",
              "      <td>2</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MBC</th>\n",
              "      <td>nan</td>\n",
              "      <td>6</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>MBN</th>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>SBS</th>\n",
              "      <td>nan</td>\n",
              "      <td>2</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>YTN</th>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>국민일보</th>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>노컷뉴스</th>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>뉴스1</th>\n",
              "      <td>nan</td>\n",
              "      <td>2</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>뉴시스</th>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>동아일보</th>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>매일경제</th>\n",
              "      <td>2</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>문화일보</th>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>서울신문</th>\n",
              "      <td>nan</td>\n",
              "      <td>3</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>세계일보</th>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>아시아경제</th>\n",
              "      <td>nan</td>\n",
              "      <td>2</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>연합뉴스</th>\n",
              "      <td>nan</td>\n",
              "      <td>2</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>오마이뉴스</th>\n",
              "      <td>nan</td>\n",
              "      <td>2</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>이데일리</th>\n",
              "      <td>nan</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>조선비즈</th>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>중앙일보</th>\n",
              "      <td>nan</td>\n",
              "      <td>2</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>쿠키뉴스</th>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>한겨레</th>\n",
              "      <td>nan</td>\n",
              "      <td>2</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>한국경제TV</th>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>한국일보</th>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>헤럴드경제</th>\n",
              "      <td>nan</td>\n",
              "      <td>1</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "감성      긍정  부정  중립\n",
              "언론사               \n",
              "JTBC     1   4 nan\n",
              "KBS    nan   2 nan\n",
              "MBC    nan   6 nan\n",
              "MBN    nan   1 nan\n",
              "SBS    nan   2 nan\n",
              "YTN    nan   1 nan\n",
              "국민일보   nan   1 nan\n",
              "노컷뉴스   nan nan   1\n",
              "뉴스1    nan   2 nan\n",
              "뉴시스    nan   1 nan\n",
              "동아일보   nan   1 nan\n",
              "매일경제     2 nan nan\n",
              "문화일보   nan   1 nan\n",
              "서울신문   nan   3 nan\n",
              "세계일보     1   2 nan\n",
              "아시아경제  nan   2 nan\n",
              "연합뉴스   nan   2 nan\n",
              "오마이뉴스  nan   2 nan\n",
              "이데일리   nan   2   1\n",
              "조선비즈   nan   1 nan\n",
              "중앙일보   nan   2 nan\n",
              "쿠키뉴스   nan   1 nan\n",
              "한겨레    nan   2 nan\n",
              "한국경제TV nan   1 nan\n",
              "한국일보     1 nan nan\n",
              "헤럴드경제  nan   1 nan"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 71
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "azaQ6i9H3ZGu",
        "outputId": "cb03c388-4782-4666-ca4c-15efbd9a4138"
      },
      "source": [
        "sns.heatmap(dfgv, annot=True)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 380,
              "height": 268
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 285
        },
        "id": "NPcJAz2i5U4v",
        "outputId": "8000bfa3-a80e-40d8-f118-8da4f0ad85cf"
      },
      "source": [
        "sns.heatmap(dfgv.isnull())\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 407,
              "height": 268
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 270
        },
        "id": "-_mhq1pW5bX5",
        "outputId": "f3b7c356-eb51-4929-847c-3cf582d1390d"
      },
      "source": [
        "sns.heatmap(df.corr(), annot=True)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 361,
              "height": 253
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "P1RLFpYk-1MQ"
      },
      "source": [
        "## 해결문제\n",
        "---\n",
        "대학 알리미 사이트에서 대학등록금 현황 자료를 받아서 다음 그림을 그리시오.\n",
        "+ 지역별 설립구분별 학교수\n",
        "+ 지역별 등록금 평균 \n",
        "+ 평균등록금 보다 많이 내는 학교수를 지역별 카운트 그래프\n",
        "\n",
        "+ [대학알리미] : https://www.academyinfo.go.kr/search/search.do\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        },
        "id": "d-wWSKDe7o8q",
        "outputId": "6d516a78-6317-45b7-e934-7b4d08797d27"
      },
      "source": [
        " \n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>기준연도</th>\n",
              "      <th>학교종류</th>\n",
              "      <th>설립구분</th>\n",
              "      <th>지역</th>\n",
              "      <th>상태</th>\n",
              "      <th>학교</th>\n",
              "      <th>입학금</th>\n",
              "      <th>수업료</th>\n",
              "      <th>등록금</th>\n",
              "      <th>인문사회</th>\n",
              "      <th>자연과학</th>\n",
              "      <th>예체능</th>\n",
              "      <th>공학</th>\n",
              "      <th>의학</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>nan</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "      <td>nan</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2021</td>\n",
              "      <td>대학교</td>\n",
              "      <td>사립</td>\n",
              "      <td>경남</td>\n",
              "      <td>기존</td>\n",
              "      <td>가야대학교(김해)</td>\n",
              "      <td>120000</td>\n",
              "      <td>6758560</td>\n",
              "      <td>6758560</td>\n",
              "      <td>5849684</td>\n",
              "      <td>7206557</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2021</td>\n",
              "      <td>대학교</td>\n",
              "      <td>사립</td>\n",
              "      <td>경기</td>\n",
              "      <td>기존</td>\n",
              "      <td>가천대학교</td>\n",
              "      <td>318000</td>\n",
              "      <td>8249739</td>\n",
              "      <td>8249739</td>\n",
              "      <td>7098467</td>\n",
              "      <td>8283510</td>\n",
              "      <td>9177056</td>\n",
              "      <td>9076000</td>\n",
              "      <td>9890000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2021</td>\n",
              "      <td>대학교</td>\n",
              "      <td>사립</td>\n",
              "      <td>강원</td>\n",
              "      <td>기존</td>\n",
              "      <td>가톨릭관동대학교</td>\n",
              "      <td>154000</td>\n",
              "      <td>7165674</td>\n",
              "      <td>7165674</td>\n",
              "      <td>6157423</td>\n",
              "      <td>7459345</td>\n",
              "      <td>8218087</td>\n",
              "      <td>8135563</td>\n",
              "      <td>9850000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2021</td>\n",
              "      <td>대학교</td>\n",
              "      <td>사립</td>\n",
              "      <td>충북</td>\n",
              "      <td>기존</td>\n",
              "      <td>가톨릭꽃동네대학교</td>\n",
              "      <td>0</td>\n",
              "      <td>7152463</td>\n",
              "      <td>7152463</td>\n",
              "      <td>6618000</td>\n",
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              "   기준연도 학교종류 설립구분   지역   상태  ...    인문사회    자연과학     예체능      공학      의학\n",
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              "\n",
              "[5 rows x 14 columns]"
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        " \n",
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              "   기준연도 학교종류 설립구분  지역  상태  ...    인문사회    자연과학     예체능      공학      의학\n",
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              "4  2021  대학교   사립  충북  기존  ... 6618000 7796000       0       0       0\n",
              "5  2021  대학교   사립  경기  기존  ... 6122000 7454337 8562000 8284000       0\n",
              "\n",
              "[5 rows x 14 columns]"
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        "outputId": "dba3ec9d-b921-438e-8cf2-8c2fbf042fd6"
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        " \n",
        "df"
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        {
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          "data": {
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              "      <td>7796000</td>\n",
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              "      <td>316600</td>\n",
              "      <td>6964630</td>\n",
              "      <td>6964630</td>\n",
              "      <td>6122000</td>\n",
              "      <td>7454337</td>\n",
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              "      <td>8284000</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>기존</td>\n",
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              "      <td>150000</td>\n",
              "      <td>7724278</td>\n",
              "      <td>7724278</td>\n",
              "      <td>6825341</td>\n",
              "      <td>7733013</td>\n",
              "      <td>8219725</td>\n",
              "      <td>8264385</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
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              "      <td>산업대학</td>\n",
              "      <td>사립</td>\n",
              "      <td>전북</td>\n",
              "      <td>기존</td>\n",
              "      <td>호원대학교</td>\n",
              "      <td>94000</td>\n",
              "      <td>6929052</td>\n",
              "      <td>6929052</td>\n",
              "      <td>5814128</td>\n",
              "      <td>7148930</td>\n",
              "      <td>7484849</td>\n",
              "      <td>6999746</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
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              "      <td>대학교</td>\n",
              "      <td>사립</td>\n",
              "      <td>서울</td>\n",
              "      <td>기존</td>\n",
              "      <td>홍익대학교</td>\n",
              "      <td>358400</td>\n",
              "      <td>8315004</td>\n",
              "      <td>8315004</td>\n",
              "      <td>6848000</td>\n",
              "      <td>6848000</td>\n",
              "      <td>9070658</td>\n",
              "      <td>8810862</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>243</th>\n",
              "      <td>대학교</td>\n",
              "      <td>사립</td>\n",
              "      <td>세종</td>\n",
              "      <td>기존</td>\n",
              "      <td>홍익대학교 _제2캠퍼스</td>\n",
              "      <td>358400</td>\n",
              "      <td>8443408</td>\n",
              "      <td>8443408</td>\n",
              "      <td>6848000</td>\n",
              "      <td>0</td>\n",
              "      <td>8984000</td>\n",
              "      <td>8799536</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>244</th>\n",
              "      <td>사이버대학(대학)</td>\n",
              "      <td>사립</td>\n",
              "      <td>부산</td>\n",
              "      <td>기존</td>\n",
              "      <td>화신사이버대학교</td>\n",
              "      <td>166000</td>\n",
              "      <td>2423210</td>\n",
              "      <td>2423210</td>\n",
              "      <td>2423210</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>244 rows × 13 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          학교종류 설립구분  지역  상태  ...    자연과학     예체능      공학      의학\n",
              "1          대학교   사립  경남  기존  ... 7206557       0       0       0\n",
              "2          대학교   사립  경기  기존  ... 8283510 9177056 9076000 9890000\n",
              "3          대학교   사립  강원  기존  ... 7459345 8218087 8135563 9850000\n",
              "4          대학교   사립  충북  기존  ... 7796000       0       0       0\n",
              "5          대학교   사립  경기  기존  ... 7454337 8562000 8284000       0\n",
              "..         ...  ...  ..  ..  ...     ...     ...     ...     ...\n",
              "240        대학교   사립  충남  기존  ... 7733013 8219725 8264385       0\n",
              "241       산업대학   사립  전북  기존  ... 7148930 7484849 6999746       0\n",
              "242        대학교   사립  서울  기존  ... 6848000 9070658 8810862       0\n",
              "243        대학교   사립  세종  기존  ...       0 8984000 8799536       0\n",
              "244  사이버대학(대학)   사립  부산  기존  ...       0       0       0       0\n",
              "\n",
              "[244 rows x 13 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 95
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "c_Ecof3YAFQl",
        "outputId": "b6d94ae0-8659-4ac0-caf4-c70d70ac29e3"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 244 entries, 1 to 244\n",
            "Data columns (total 13 columns):\n",
            " #   Column  Non-Null Count  Dtype  \n",
            "---  ------  --------------  -----  \n",
            " 0   학교종류    244 non-null    object \n",
            " 1   설립구분    244 non-null    object \n",
            " 2   지역      244 non-null    object \n",
            " 3   상태      244 non-null    object \n",
            " 4   학교      244 non-null    object \n",
            " 5   입학금     244 non-null    float64\n",
            " 6   수업료     244 non-null    float64\n",
            " 7   등록금     244 non-null    float64\n",
            " 8   인문사회    244 non-null    float64\n",
            " 9   자연과학    244 non-null    float64\n",
            " 10  예체능     244 non-null    float64\n",
            " 11  공학      244 non-null    float64\n",
            " 12  의학      244 non-null    float64\n",
            "dtypes: float64(8), object(5)\n",
            "memory usage: 26.7+ KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JlQUbwDMAl9U",
        "outputId": "1f0f7c2d-fde4-4763-9497-95912dd27274"
      },
      "source": [
        "df.columns = ['학교종류', '설립구분', '지역', '상태', '학교', '입학금 ', '수업료 ', '등록금', '인문사회',\n",
        "       '자연과학', '예체능', '공학', '의학']\n",
        "\n",
        "df.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['학교종류', '설립구분', '지역', '상태', '학교', '입학금 ', '수업료 ', '등록금', '인문사회', '자연과학',\n",
              "       '예체능', '공학', '의학'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 97
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PYqbmTV7gZzr"
      },
      "source": [
        "* 지역별 설립구분별 학교수"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 444
        },
        "id": "6JdaEZJ1AYqK",
        "outputId": "5699768e-d32c-41ac-b876-cb191cff18fd"
      },
      "source": [
        "plt.figure(figsize=(10,7))\n",
        " \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 606,
              "height": 427
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eg-JrIsRgiNZ"
      },
      "source": [
        "+ 지역별 등록금 평균"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "EVTA4A7bglX8",
        "outputId": "35056399-0177-4b1c-8f83-7b28f18a1a24"
      },
      "source": [
        "plt.figure(figsize=(10,7))\n",
        " \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 720x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 600,
              "height": 438
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "4UB8pA0rE9ix",
        "outputId": "327f25d3-0939-4b77-a2e7-f7a1a37754f7"
      },
      "source": [
        "plt.figure(figsize=(10,7))\n",
        " \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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JSU5LclRr7X/nXCQAAAAAdsAiT+L+8iQXTPKqJLfq87jv5z2ttffsaqkAAAAAmKlFDrAuOj3ecfpZzROSCLAAAAAAFtjCBlittSPmXQYAAAAAdt7CzoEFAAAAwFmDAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABiaAAsAAACAoQmwAAAAABjangiwquoaVfWVqmpVdaN5lwcAAACA2Vn4AKuq7pLkrUkuPO+yAAAAADB7Cx1gVdXDkrw8yduTPHvOxQEAAABgByx0gJXkk0lu0lq7fZJT510YAAAAAGbvkHkXYDtaa6+ZdxkAAAAA2FkLHWBtV1V9YI1FV9nVggAAAACwpkUfQggAAADAHneW7oHVWjtyteennlnX3uXiAAAAALAKPbAAAAAAGJoACwAAAIChCbAAAAAAGJoACwAAAIChCbAAAAAAGJoACwAAAIChCbAAAAAAGJoACwAAAICh7ZkAq7X2+NZatdbeNu+yAAAAADA7eybAAgAAAGBvEmABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDE2ABAAAAMDQBFgAAAABDW/gAq6ruUFXvrapvV9UpVXV8VV1m3uUCAAAAYDYWOsCqqgckeVWSw5L8YZLjk9w6yfuEWAAAAAB7wyHzLsBWVdWlkvxJkvcnuUFr7fTp+VckeUeSZyW5zfxKCAAAAMAsLHIPrN9OcvYkj1kKr5KktfbuJH+X5NZ6YQEAAAAsvkUOsH4lyelJ3rzKstdMjzfdveIAAAAAsBMWOcC6WpKPttbOWGXZB6fHn9zF8gAAAACwA6q1Nu8yHLCqOk+SbyR5dWvttqssP3+SryU5obV2h3W284E1Fv30Oc95zoOvetWrrrrwpC+cum75Ln/Ql9ddniRnv/hiZ2sb1UGiHpaoB3WwZDP18JmDD95wnStf5MqbKtM8zKIeFr0OktkcE4teD86P3SzqYTN1cNonP7nhOqcfdtEN1znzjPXLe7EjLrfhNrbi+1/82IbrLPp7YTM2Uw8bnRtGPi8ku3dMbMYpn//Ghutc+FLnncm+lnN+7NRDN9IxMS+L9l740smf3nCdrXxeLlo9bNVJJ52U008//WuttQse6GsXNcC6RJIvJDm+tXbXVZafPcn3kryxtXbzdbazVoB19SSnJTl5+6XdsqtMjx+fYxlGoB7UwRL10KkHdbBEPXTqQR0sUQ/qYIl66NSDOliiHjr1MEYdHJHkm621yx7oCxf1LoRLQx/PXGP50vPrXqJqrR05sxLN2FK4NnIZd4N6UAdL1EOnHtTBEvXQqQd1sEQ9qIMl6qFTD+pgiXro1MPi18GizoH1nenx0DWWLz3/7V0oCwAAAAA7aFEDrK+nDxFcazKHi02PGw8QBQAAAGBoCxlgtdZ+mORT2Td+c6WlWcs+sTslAgAAAGCnLGSANXlLkotU1bVWWXbLZesAAAAAsMAWOcB6QZKW5ClV9aPJ6Kvq6kmOTvJvrbX/mFPZAAAAAJiRaq3NuwxbVlV/lOR3k7w/yd8nuWCSY9Lvrnh9ARYAAADA4lvoACtJquqeSe6bPh/Wd5K8LcmjWmsfn2e5AAAAAJiNhQ+wAAAAANjbFnkOLAAAAADOAgRYAAAAAAxNgAUAAADA0ARY7ElVdZ6qulFVHTHvsgCzUVU/W1U/N+9yzJM6IEmq6uzTZ9xV5l2WEVTVNavqBvMuB8BInBvZiwRYc1Ld2aqqlj339qp67jqvOayqjqqqB04/R1XVYaus99iq+vudKvtWVNV5q+p8q/xcsKouWlXnWrbuharqU1X1R9vY5U8meWuSo7db9lnZzTqoqnNX1VOr6tdm9xfMxqzqoaoePd2FdL19XXxa72Y78bfshqp6ZlW9aZvbqI3XGk9VvaCq7rvsqeOSvGJe5ZmHWddBVV2pqp63yMfERqrqoKq6bVVdb43lh0yN+p/Y7bJtVlUdOp3H1zp2L5D+Gfd762zjJ6rqyVX1nqo6tap+UFWnV9Xnquq1VXXPqjr7jvwBO6yqbjMdG5eZnnpmkjetWKfW+KxZ7bPngrv/V2zO9Dn4+1Mb8ctV9f2q+l5VfbGq3lxVD66qwzfYxsIfExupHupes6ouucqyY6rqFSt+nrXKetepqo9U1T12p9SzN72fn1dVd9ni64dtPx6I9ephL7cfq+qG07nxytNT+50bD3B7w7cfq+oZ03G78udVM9r+QhwT26mHRTsmDpl3AfayqrpTkuPXWHzw9HjxJF+afr9uklVvCzmdgJ+T5HxJvjU9fXiS/62q+7TWln+h+YUkc39zrXBq9v3Nq7lTkr+dfj8kyeWTXHRpYVUdlLUD10OSnC3Jt1trP9x+UXfMduvgQ0nO0Vq78iqvXencSR6R5KXLtjmKbdXDMk9M8sEkL1hnW5ec1ntOkjcecEl3QFU9Or1M6/nj1tojpt+vmWTVHjdV9fkkF1pnOwelHxvvSDLUFbh1jukfLjuO75Hk1en/f2tt5ypJTjqAXf9za+0mB7D+jplFHVTVtZPcdLVFmT7jW2vL32+XSHKvJCdnkGNiSVW9N8klW2uX2mC9DyY5pLV2tTVWOUeSE5O8PsktV1l+oST/nn5+PHrLBd5ZJyS5Rfq57ysH+uKqul2Sl6fXxVuTPDfJl9PPB1eYtn3LJA+qqpu01r601rbmqaoemf6euN+KRddOPzael+S/13j5BZOcssldnVJVl26tfW9rJd0ZVfULSf4hPbB8T5IXJfli+vF9mfRj/xlJHlJVN22trXUuXNhjoqoOTfJL6W2B7yR5V2vt46useon0v+E5SVa+Xy6Q5IgVz51jlW2cK8nVklx4G0Weqaq6fJK1vjgfMv08vbW2/LvBvabfj5+2sfDtx1nUwzIL2X5cS1VVa23p++NV08+NL0vyiXVes7Dtx1WcnOQ/Vnl+rc+GPXFMrOLkHGA9LLNQx4QAa2d9LMmT0kOpluSHSc5I8oP0N8D3N9NorKrrJvmrJP+Z5BattfdMz/9c+sH08qr6TGvtvTvyV8zGA9JPhkv1cGZ6Pfx2kp/Pxl9Aj0ty1w3WWR4Gjmi7dXCeJIfuZAF3yXbrYbkLVdXKhupyI15Nfkv6eWA1F0vywOwLqTfyZ0n264U5bf/MJL+f3gB5ygGWcTe8Kckvr/L8K5P8+gFs55Qkj9nkuk9M8t0D2PZOm0Ud/EySRy/7d0s/ns5Mb5x+NBsHpqM4RzZ3jjtH1m+/LPVG+fq2SzQ/P5geTz/QF1bVuZO8JP38+nOttfetss5BSf4oycOSPC3J3bZc0p31K+k9qtc7z6/lW0nuvsayM9PDwT9Mfy/dfcDwqtLbfudLclRr7bVrrHf/9M+Cv0zyi2tsbiGPiaq6VfoXqoulv58Pmp5/dZJjWmv/u5nttNaenuTpO1XOHXbF7H+OPyPJ99Lfw99K8oQNtrEX2o+zqIflFq79WFVvzP5thoOSfCDJdQ5wc4vcflz6DFvqXfe1JG9YfbX6rSTfa629fMWyvXBMzKIelluYY0KAtYNaax9J8pGVz1fVFdMbjP+wyU3dPf0EdZ+l8Gra/numN9qbpnWGDbBaa6sOjZx6o3w+yaeqatXeZ5Pjs3+qvBR8PCj9ytuXZ1DUHTODOtgTZlwPl0yy3zCAkbXW3pXkXastqz5PwQPTe6ltZlt/vMZ2zpU+zOzc6b25VvtAG8XDV/x7tSvra2qtnZp+oWBd1YdKPTH9Cv5otlwHrbXnJ3n+yuenXrsvT/K67RVt1x26QQMq6V/oT1tn+ZWmx/0+fxfIoelf2Lfyfr1yeuP8H1cLr5KktfbDqnpCeoB15JZLuTu2FCxNgdTLVltWVXdO/zL8wyR3bK2N2MPiAkkul+Qja4VXSdJae1ZVPS7r/z8u3DFRVT+b3mvsf9JHFbw9/X19//SLFiek98xabxvXyPojIc6W5K4jXwCePr/PvfL5qXfeO5O8YVnvmz1rB+ph4dqP6Rfz/yX7LlRV+oWIA2o3JXui/Xj29IB/LT9I/+58cJI3p7eH9qJZ1sPCHBMCrPm49/T40k2uvzRHxWoN2e+sWGdhVNVN0xtnT0k/wB48LTpXVnwhba29Lqt8EZuuUD4hyfsX8QP8QOpgL9tGPbw3a19xTnqD/j3rLB/N0rCFLYexUwj2gvSrlU9bNhRxSK21p+3SrpYavpsKB3fTDtXBA9K/nL+wqs6WfcNlzrkD+5qlc2VzDaj1AqylIaL7zYWzQC6d5LOttTO38NpPp/c0vM40LO5za6y31Kt55FDjfEm+OosNTe2Fm6aHH0tzQf1Oa+3Vs9j+Dvjf9OGCV6yqa7TWPrTaSlV18/Sw6wPrbGsRj4nHZl/A9M7puVOSPLb63Ge/MQ1/ffM62/hWkn+dfm/pFz6XLn7eN/0cOfL7fz0PnB6fX1UHZ9+5fbVeNXvZVuth4dqPK3vPVNVPZ4sB1moWqf3YWvtuVa1szyyNeKr098UfpA8rvvMuF2/XzLgeFuaYMIn7Lquqn0z/0HzfFMqsdMOqatPPS6bnTpge/6yqLrdsW5dLn5xv+ToLoarOkeRPk3wzyTNba2e21p7ZWntmkr84gE1dL73htl4DZkgzrIP1/Oay99PjZ7TNmdpmPRyU3lNhrZ+hg93qEyy/cNlTl58eV45XP6SqnjT93HaNbR1ZVSekX6W+YvpQzFfOvNCL6wLT40y+DI+squ6TPqfii1trn0ifB+Rb08/oPbL+u7VW6/1knS/qVXVIkmOmf95rmiNsLTeuqr+ffg5k2OqOmub8uVx6EHXApmFVx6bPAXVSVb28qh5WVfeoqt+pqj+oqnelzx/16fReWKO6ZHqIsyXVb5bzM1Nvs0+mD6+4cPp8Jh9N/9L7vuqTfK821+LcTPPgHZMeuLyvqk6sqt+rPvn+b1fVY6rqn9KP6VOzb76fH7PAx8TPJfnmsvBqudcsW2dNrbXPtNbuPf0c21q7X2vtgemfk4cmOb619u3ZFnvnTUMr75Q+p+Ob0+e0WzrHf3RGu1mE9uN26mGh24+Tpff/asfIpi1q+7G19t3lP+mB973Ty//U9M+467fWvjajXQ55TMywHhbmmNADaxdV1SXShw22JL+1xmqfy77uzh9IerfZqnpMkscn+c+q+q9p+eWnbT1q4C6e+5kaUy9Pn9fiN1trm51kdTX3TK+DVYcJjGrGdbCeD2XfUNV/2aF9bNkM6uE62fx8USO6WfqEykt3PPqp9Pfzyok3D07yqOn3Fyb5++RH55TbJvnNJD+b3uviGenznDwo/UvP+9J7e76ptfafO/aXjO9i0+MX5lqKHTb1xli6sLHUrfwd2der8QrpF1H2qgelz9Pw2CS/k+RVVXXdNc4th6fXR7Iv4BzBz6f3mDuyqs7dWjutqi6S5D7L1tlvKM1yrbWXTMf+vZJcP8mtptecmR52nJTkIUn+srW2Xm+2uamqCyW5SHpvtFTVFbJvrq4bbfDaI9Mnmr1mel2enh70PDjJ66YhlM9In2vuwemTo6eqPpzkNq21k2f852xJa+2N04XPY9OHyz08fRhdSz/PfzLJ45I8b53Pz0U9Js5IclhVHdT2v0HPOZetc0Cq6sLpNzX4VpLHV9WVsq/dve7dHEcwBZBL5V06x380+87xF8jm54Vcz+jtx+3Ww6K3H5Me2J2S5B1Vddn0c92mgvi90n6c/o6bJDkqyc3Te959Jr330a2SnFFVr08fqfONbe5u2GNiRvWwMMeEAGuXVJ9w/W/TJxq/yzQ/1mo+3Vrb77bYrbUnVdVfJ/nV9CuzSb9y+urW2n+tXH9UVXXx9LDpxuljq4+bnn9q+hXRA9nWldKHQLyutbalK9XzMKs6mIZDHJr+peQSSS6bfveR8yT5v9Nq/95ae/TqW5ivGdTD/Q9gd6sOvRjQC5L87SpfKL/XWvvRZJPTlfFHpwd/ld5j6wnpX2K+NK3zzPSg4tgkz56e+3SSn2+tHfBdzeboV+vH50TbzN1UVrM0dObz2yzPPGyqDqrq7unvoa+lf2F/ZVUd1Vp7f/rdZVJVN8rYAdZ5qupBG6xzkSTfX/lkVV0/fcjxR9KvOv5L+hyRb62qW7fWPrPiJa9urR29/SLP3FI3//Om3xHu2el/8+PWe9EUdKy8Qvqi6WctV6gfv0v6l9o4dyRcuvPVNaa/7SeyQR0s8x/p74N/Su+d8LbpynSq6lNVdWbrd596WZKXVdXVk9wuybnnHV5NQd3KgPIV089aLllVy4cHfq219tkFPyb+KT2wvFOW/e1T2+eYZetsWlWdJ8k/JrlUkmNba1+oqiPS796V9N55V1r1xQOoPt3C36b3lPhokudU1Zeni9jPnNY5IhsEWHug/bjdelj49uN0UeOWSV7aWjtzCic2vKPeXmg/VtV504/jq6cPM0+SD6ffqOFFrbXPVdW10juL3D3JQ5O06nc6vn5rbb/gexGPiRnXw0IdEwKsHVZVP5F+J4ffTp+v6tdba6/a5GvPl3718EdPpb8xP56erB6W5BZVdf70u01dLMmTZ1f62amqw9NPhr+XfoXr0a215WV9bfYN7Tk8/Urhets7KP2DwDPrAAATs0lEQVSLWuUAg695mVEdXLTWn+D8e5l654xqVu+F1tqzd7Kcu2lqVB+ePvfVd6vq1um3SF+rW/i70odcPiH9C8d+t81t/VbST03y1Kk3wu2m5+fe+DhAJ2XfVdYHrrfiBi47PW41AJundetg6lHwtCS/kelutenngn9OvzL7e0n+bEHmCTx/+pDijfzYhZtlX2hOT3L71toPkry9qv5Pet29r6oe3Fpbb7LTuZs+z/9P+h11v5k+38/x00WvWrbexbL/0Lo3ZftzHD0hvbf3CI6aHs9I8sDW2r0y1cE0fGPNMGuaO+yeayw+NCt67rQ1brozJy/Jvjm6tuqlVXV8FvuYeGz6uexFVXWVJG9NPz/cJ/3C1wtba+vN+/Vjqury6e2jq6XPoffYqjqptfb2JHec1rnRtJ+hVL+z6OPTe01+Of1i9ieSvD7Ja6vqD5P8QWttv2B/mb3QfpxFPeyV9uPD0oeKLXVquHd6+HKL/Hhv3ZUWvv3YWvtGVZ2YPuTxw0n+tbX2hRXr/Ht6KHP/qrpq+txOn18R2iz0MTHDeli4Y0KAtUOq6tLpE9HeMv0E89b0qz0rhwat55rZ+IP0h+knoi+m9yw44O7UO62q/jR9iNTh6antA6YGw4+01t6RPsxlqWG+boCVfoXl+ukfVLMa779jZlQHz8y+hD3p/9ffTZ/o9QvpX+g+01o7Y3r9cLZbD1X1+czgC1pr7fHb3MaWVNWbs/8tkJNkte68LWvc2r619tkkv7DZ/U6N/E039Afzydbak5Kkqu6W6bbH1e8idukD2M7Sl+HbV9XNpt9f2dae4Hoka9XB0rCyB6UfUy9M8qClHnzVJ2R9Vfq54zemL2fDaq1dc+O19ldVT0ryyPShFDdfPtShtXZCVf1S+lDlR1bVsI3RyePSr/g+LlMv6/Srv3ffxGtvl32T9a90sfQw45+zfkD12c0WdCdNV5bvlOTf0r+g/lZVPW0zw1iqzwF3nnVWOTzJD6dgdy3/2lr713WW76Rj03vfreUdST6WNea8WraN12eBj4nW2meq6ufTh4I+NvsCy6+n9yB56ma2U/0OtPdJ74lW6T0cP5Tec+Gfq+p5SZ7SWvuf2f4F2zdd3Lpnelhx8fS5v357KUiYgvu/Sp9i4Nen/9fVLHT7cRb1sOjtx+Wq6srpN2o5NX3euju11v5mWnap9V676O3HqvqN9N64SX8PXzH9RhebeflFp0Dug1n8Y2IW9fDgbH+o+FyOCQHWzvlC+peMNyR57hbnqHp/kmuteO6M9C8pR6b3uvrGyqvqm3zz7qZ/Sb/i9fwkJ6wyl8GmTV08n56eJr82/QrCIth2HbQ+qflmfTv9S8+/Heh+dth26+EpWfuLyfmT/G56w/Sv19nGvL6UJMmLk7xt+n3pjkjfT++deVp6kHVqkq8k+Vxr7XtV9TvLN1BVRyc5YpvleMm8h8nMwLFJbriF1z1+2e/vT593cFFdLv09/9Ykj2wr7lLWWvvyFFo9IMn3W2vfGu3zYepNu90byvxzeuPtgasNf2utvXsaInbeqQ7Otc397Yiq+pX0z7YPJfnz6fj/6yR3q6qPr+ipup/W2vvW2fYR069fnWMwcyB+L/2OlM9Jv3vSXZP8ZVXdeBOfG7+fzX1R/cN1lj0hc/qsaK19eL3l0zH8rfX+H6vPL3lIFvyYmIK3m05h/eXT2zYfW20I0ErV7776kPTPisukB3/3WArzquq66Z/J901ydPVhqqO5SPqx8J9J7jxd4PuR6WLF7aoPH7/iNGToiJUb2QPtx1nUw6K3H5P86CYfL09vN14nPcz786p63ypDgle+9ugsfvvxdzKDHqoHOFR6xGNiFvVwSvrFv9UMfUwIsHbI1MC6+crnp+57P50ePlX6XCUfmhost0u/srS0jdPS53FYuY3Tp+Vfn/79jvRx+0vWTd93W2vtxCQnLn9ualgcmT7XwOHpX+K/lOT/pdfBI9O7Qy5/zUXT5/K4ZXp4dYfthGG7aVZ1ML3uNukTLm7ktPRUfhjbrYfW2nPX2vbUWPndJCe11jZ1ZXa3tRW3QF6u+t0Yz5/+Zf7rrbXvTYs+lmVDh9LnxNlKcLPc27Jvzo/hTF9W1r1bYGvtRhts47Qkn9pqr55522QdvKeqjlivW/80lGozQ/Lm5UXpk8huxzGttXVvD91a+056g39I1SckfmV6Ge+y7Pi/V3ro/6Sqaq21p2xiW6sNL1xy56n34nKvba0dterac1B9zo4Hpw/pe1nrE66/JH0ej0cleeJ6r2+tDdUG2o6q+m5W71V33VWGvny0tXb1JGmtvS37LpasavRjYrnpHHdAw5daaz+oPrH1V5M8tLX2dyuWfy19fsHbJLlQ63OGXW61bc1La+1TVXW1tsENbjY7DHRR24+zqIdFbz8mSVUdnOS49DbzXadeivdKD2dfP/W6Xs/RWfD2Y2vtF9dbPp0X39taW/cOpcvWX9RjYqb1sMrrj8jAx4QAa5dU1S3Sew5ddY3ln07yu621129h8+/Kj3c3v2X6lcvhTGHF45LcL2t3kX9Hkoe0PvHwUvfvY9MnY7xA+lXTx0xfzBbOVupghVtm/aEDy700yQkHXMhdsJ16mHriHbxi3YOXLV55bvvhiGFn9TnyHph+h5ArZl9PlFZVJ6f34Hxma+2TS6/ZRHBzRpL3bPThNoqqenR6b9Xzps9T9VPp3aKHvxvUrGynDpaHV1Nvq4u11tab7Hk0r8j6cw/dP/2izHpzHf6o51FV/Wx60PHS1tq7Z1LCHTYNf3ll+nvgFm3ZsPipd8xN0ierfnJVnaetcqOXFb6R/pm5GX++lTLvlOo39/i79ND+mGXn7Yem32HpCVN76UC2ebn04Uc3Sj/Pnje9B+zS3RjfmD6f0qmz+Btm7H7ZXFt9zd55i3hMrFRVj01y5dbaXQ/wpffZ6LO/tfaarZds5y0PbarqOuk90f6htfbtLWxuYduPs6qHRW0/Thc5/yrJryV5Rmvt+CRprb2rqu6bfi5/Wdb5P9tr7cflquqw7JtW4rDpvP+51uf+W8/CHhOr2Uo9LOIxIcDaBVV1VPo8Fl9N/7L6uvR5Jlp6N/ebpoczr6qqu7TW9uuqNzVwH5BVury31h6xYt035MDmhtlNx6dPlvlP6d0x35feiDxH+ofRbdK/qLyjqn6h9cnnLpDexfsL6RORDnXr0i3YSh2s5rJrdePd4Ar8KLZTD7+Z3vV/NXeafpZ7dfrtgodRVb+Yfi44d3odHJc+j11Ln6/meuk3fzimqn6ttfaP8yrrDvuD9EmGv5Y+nO/N6e+F0+dZqF02qzp4dPocawsTYE3D69ccYl9Vd0xyydba0za5ySulN0bfk2RRvqzfKr3n6VGttf1u3NBaO6Wqrpf++b/hRKuttdOTPG8zO66qYQKsqRF9YnqIe8/lFy5aa1+vfnOLV6YPe7jiJrd5THpd/GDa9t+kt8UOSr/d/PXSw59HVNWvjja8srX2gs2sV+vP57WIx8RKN06ffPiAAqzlX7Kq36Xt+q21lXd4XCT3Sp9H9LLpw5q2atHbj9uph0VtP94uye2TPL219rDlC1prz6uq76fP63b7eRRuHqYL4fdN/z+9RvZdBP6p9Dmsvl9V70nynDbNEbaOhT0mZlAPC3dMCLB2x8PTryb+cut3ulnu5CTPr6o3pU9U+sisPtb0J9IbuS9J8ozsuyPVwqiqK6UHFm9JcrPWfmzuru+kDxP7cFW9O31Ok4cmuVtr7UtV9XPp830tZK+rJVutg10v6A6bQT28L/242sjZM+idOdNv8nDOJDeehnus9CdVdc30XmjPr6pLzfuKxyy11m6y0To12HxNszaPOpjea3u7YjfQ+pxAw9RBa+2BVfW4pWkB1ljn2+kXsTY0emN7La21VlV3SvKLS70LViz/UFX95LTehpMQV9UlkvxF+tCz67YVd2ea/En1yWzfnd574Yht/REzts4QwtVs+YY2ox0TWzF9+VzvbzhnNhidsBfOj5uoh7OEdephIduPrbVXVNW/tzVuBtZae1Gy99tNS6YLHv+Y3gnkb9Iv4H04/ULgQelT6xyZ/9/e/YZKWtVxAP/+rLak1NCyVExEbbekJForI0JfKIKSRkJR/ulNZdKLpCItwiUWMSiIoK0XUb4ILcjSQCwL01rDUHGVXMjdbAXpj4WIEpVmpxdnbq63O3fmev89c/fzgWF2Z848c+bMzDPP87vn/H69gMP3q+rU1to07/tMWaFxmLnvhADW2jgyo8ST4xq01vZV1d/SZ14satJ059ba/+XeGoi513bfvIDFfHMzbY6eu2GUq2AjeMFjsMEsaxxGS2wmHqxXL7k8iJ3tArakry2/fVyD1tquURDvzPT8WENc4gIs02LBq2W4Pb3oyySPrsJzvyCtV8ga+we6Cb8X870hvQr0HWOCV3PbvLeq9iR5Y1Ud1lpbqCrsenow01XcW43PEGwos3z8OC54dYA6LT1o89O2cA7MJ5P8vqpuSLI3yeVV9cXW2lNr2ck1sOxxmMXvhADW2vhV+lKgbVW1bf4silH09PL0k/RJa2vfV1Vbpnze77XW9i65t6tnV5KnklxUVd/ZP8/HnNE62+2j/w5qKv8KWckx+GRVjTtgHfoUeZ+FXpb4tNGylZsWajBKyPmuJI+k/zUFJqqqbVM0e6ItrTLVrDm/FqjGtYDtbYqKZjPqpXl+mfBxXllVv22tLVo0YAY9kORfSc6sqpPaqPrcfFV1RpLNSR4aYPAq6cfq076Px7fxlchm/Ttx0JT7trRFyrpvkP3jYsd//7PIOMzy8eP+ljsOzK659/24qjpkkcDUMempaP6ZvlR/nFn9Tqz0OMwEAay18bn0CgdfSPKhqvpZej6nluSo9Jwlm5M8lJ4jazEfWMLz7kqPtg5Ca+3J6iVur09yf1Xdlj5t8fH0aYknpFduPCa9LPxiJa5n0gqPwaTPymD5LCTpORxuTXJjVd2dnp/ksfT9whFJtqYHr55KcskSZx5wYLtqijaPJBnyCdpynTe6THJNkiGerK+E00aXaezMhKqXs2aUO+yS9NQLD47yg96bPpO18lyuwXen73s/uE5dnWRz+pLzaTyaZFwAa9a/E5Xp9m1Jsm2R+zbC/nHa479ty3z80C13HJhRrbXdVXV1+jn23qq6Kb0ox5Pp+4rDk5ySnk93U5KPtueq+y5kJr8TqzAOM6GcE62N6pX0LknP+/Pm9BPUpJ+wP5jkxiTfGiVf3dCq6tgkl6ZXFDopyaHpCVb/kr5k7PokP9hI+X7mMwbdgT4OVXVoeiLSc5KcnL5fqPQqYnvS83/taK39cd06CTDDRr8zH0n/nXl9nl+FcHeSm9OrEA5x9hUAY1SvSHlxknemJ/U/JH3//kT6cfQdSb49sBVJK+5AGwcBLAAAAAAG7aDJTQAAAABg/QhgAQAAADBoAlgAAAAADJoAFgAAAACDJoAFAAAAwKAJYAEAAAAwaAJYAAAAAAyaABYAAAAAgyaABQAAAMCgCWABAMyYqtpUVadX1Zb17gsAwFoQwAIAmD2HJ/lFkisWurOqDq6qE6vq1eM2UFXHV9U3q+rc1eokAMBKEcACABio6l5SVQdP2f6Iqro2yeNJ9iR5rKrur6qzF2j+miQfS7J1xToMALBKXrzeHQAAONBV1fYkn1+kydNV9bLWWltkG4cl2Zlkc5LrkvwyyTFJLk1yc1V9Kclj+z3kuGV3HABgjQhgAQCsv1uSPDHvtmeTPJPkq0n2LRa8GrkiyZYkn2itfX3uxqr6RpIHklw52iYAwMwRwAIAWGettTuT3Dn/9qranORF6bOpJnlvkr8m2TFv23+uqh1Jrkpyemtt52jbW5PcvcyuAwCsCTmwAACG6/2j6xumaHtkxs/U2je6PnolOgUAsNbMwAIAGKCqenmSy5I8nOTWKR7ySJITq2pTa+3pefe9aXR9UlWdP/r3CSvTUwCA1SeABQAwTFemVwq8sLX2nynafzfJl5NcXVWfmZuJVVVvTfLxUZvtq9JTAIBVJoAFADAwVXVqks8u8WFfS3JWkk8lOaOq7kpyVJJzk/wjyXuS7N2v/VuS/HD5vQUAWH1yYAEADEhVvTY9sPT3JLuT7Kiqkyc9rrX2TJJzknw6yaYkH07ytvSZWae01n7eWts3d0nyp9V5BQAAK88MLACAgaiqV6Xnu5qbObUnyT1Jbqmq01trDy/2+Nbav5N8ZXQBANgwBLAAAAagqk5MclOSzUkubq39ZHT7hUl+nOQ3VXVea+3XK/F8rbW7ktRKbAsAYLVZQggAsM6q6qIkdyd5XZILWmvXzd3XWrs5yQVJXpHktqraOmFbZ1dVW8Jl2yq+NACAFWEGFgDAOqqqs5Jcm2RXkotaa7vnt2mt/aiqzkxydpJ706sTjvO79AqGkxyb5LIldxgAYB0IYAEArKPW2q1V9fYk97XWnl2k3c4kO5OkavzKv9baH5JcM+l5q+odEcACAGaEABYAwDprrd2z3n0AABgyObAAAAAAGDQBLAAAAAAGrVpr690HAAAAABjLDCwAAAAABk0ACwAAAIBBE8ACAAAAYNAEsAAAAAAYNAEsAAAAAAZNAAsAAACAQRPAAgAAAGDQBLAAAAAAGDQBLAAAAAAGTQALAAAAgEETwAIAAABg0ASwAAAAABg0ASwAAAAABk0ACwAAAIBBE8ACAAAAYNAEsAAAAAAYNAEsAAAAAAbtvyC+iYW9S31iAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 600,
              "height": 438
            },
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "p_QgDVyMhKPy"
      },
      "source": [
        "+ 평균등록금 보다 많이 내는 학교수를 지역별 카운트 그래프"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JvDJgUFTHnw7"
      },
      "source": [
        " "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 444
        },
        "id": "sNCkD4NFICcx",
        "outputId": "6b386ae9-16a4-4f61-c515-eae6ef3ce20f"
      },
      "source": [
        "plt.figure(figsize=(10,7))\n",
        " \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "image/png": {
              "width": 606,
              "height": 427
            },
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}