05-1.ipynb

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    {
      "cell_type": "markdown",
      "id": "70ebc10a",
      "metadata": {
        "id": "70ebc10a"
      },
      "source": [
        "# 05-1 맷플롯립 기본 요소 알아보기"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "f8675052",
      "metadata": {
        "id": "f8675052"
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      "source": [
        "<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://nbviewer.jupyter.org/github/rickiepark/hg-da/blob/main/05-1.ipynb\"><img src=\"https://jupyter.org/assets/share.png\" width=\"61\" />주피터 노트북 뷰어로 보기</a>\n",
        "  </td>\n",
        "  <td>\n",
        "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-da/blob/main/05-1.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩(Colab)에서 실행하기</a>\n",
        "  </td>\n",
        "</table>"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "87ed9b48",
      "metadata": {
        "id": "87ed9b48"
      },
      "source": [
        "## `Figure` 클래스"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "id": "731b8091",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 107
        },
        "id": "731b8091",
        "outputId": "64bddaaa-6992-40e9-af09-c4809564d223",
        "scrolled": true
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading...\n",
            "From: https://bit.ly/3pK7iuu\n",
            "To: /content/ns_book7.csv\n",
            "100%|██████████| 53.8M/53.8M [00:01<00:00, 37.2MB/s]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'ns_book7.csv'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 1
        }
      ],
      "source": [
        "import gdown\n",
        "\n",
        "gdown.download('https://bit.ly/3pK7iuu', 'ns_book7.csv', quiet=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "id": "0cff2bca",
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          "height": 310
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        "id": "0cff2bca",
        "outputId": "dd15847b-09bf-4172-8b43-9443f45ca155"
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      "outputs": [
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              "   번호                    도서명                저자    출판사  발행년도           ISBN  \\\n",
              "0   1                인공지능과 흙            김동훈 지음    민음사  2021  9788937444319   \n",
              "1   2           가짜 행복 권하는 사회            김태형 지음   갈매나무  2021  9791190123969   \n",
              "2   3  나도 한 문장 잘 쓰면 바랄 게 없겠네            김선영 지음   블랙피쉬  2021  9788968332982   \n",
              "3   4                예루살렘 해변  이도 게펜 지음, 임재희 옮김  문학세계사  2021  9788970759906   \n",
              "4   5  김성곤의 중국한시기행 : 장강·황하 편            김성곤 지음    김영사  2021  9788934990833   \n",
              "\n",
              "  세트 ISBN 부가기호    권 주제분류번호  도서권수  대출건수        등록일자  \n",
              "0     NaN  NaN  NaN    NaN     1     0  2021-03-19  \n",
              "1     NaN  NaN  NaN    NaN     1     0  2021-03-19  \n",
              "2     NaN  NaN  NaN    NaN     1     0  2021-03-19  \n",
              "3     NaN  NaN  NaN    NaN     1     0  2021-03-19  \n",
              "4     NaN  NaN  NaN    NaN     1     0  2021-03-19  "
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              "      <td>1</td>\n",
              "      <td>인공지능과 흙</td>\n",
              "      <td>김동훈 지음</td>\n",
              "      <td>민음사</td>\n",
              "      <td>2021</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>0</td>\n",
              "      <td>2021-03-19</td>\n",
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              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>가짜 행복 권하는 사회</td>\n",
              "      <td>김태형 지음</td>\n",
              "      <td>갈매나무</td>\n",
              "      <td>2021</td>\n",
              "      <td>9791190123969</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2021-03-19</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>나도 한 문장 잘 쓰면 바랄 게 없겠네</td>\n",
              "      <td>김선영 지음</td>\n",
              "      <td>블랙피쉬</td>\n",
              "      <td>2021</td>\n",
              "      <td>9788968332982</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>0</td>\n",
              "      <td>2021-03-19</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>예루살렘 해변</td>\n",
              "      <td>이도 게펜 지음, 임재희 옮김</td>\n",
              "      <td>문학세계사</td>\n",
              "      <td>2021</td>\n",
              "      <td>9788970759906</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2021-03-19</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>김성곤의 중국한시기행 : 장강·황하 편</td>\n",
              "      <td>김성곤 지음</td>\n",
              "      <td>김영사</td>\n",
              "      <td>2021</td>\n",
              "      <td>9788934990833</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>2021-03-19</td>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "ns_book7 = pd.read_csv('ns_book7.csv', low_memory=False)\n",
        "ns_book7.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "id": "8b7b7212",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "8b7b7212",
        "outputId": "fcc00276-1e1a-47a0-9716-abf5a5f3fd8a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "id": "57d782ae",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "57d782ae",
        "outputId": "20cddeb2-7a36-44a5-c01e-ae5fa1114431"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[6.4, 4.8]\n"
          ]
        }
      ],
      "source": [
        "print(plt.rcParams['figure.figsize'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "id": "611eea3f",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 522
        },
        "id": "611eea3f",
        "outputId": "a63c292f-6328-443a-9531-80459988900c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 900x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.figure(figsize=(9, 6))\n",
        "plt.scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "id": "403c69f0",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "403c69f0",
        "outputId": "91d82aa9-62fd-408b-9ae9-2f901304b3bd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "100.0\n"
          ]
        }
      ],
      "source": [
        "print(plt.rcParams['figure.dpi'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "id": "4e6c9cff",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 702
        },
        "id": "4e6c9cff",
        "outputId": "5d7e4229-9452-4869-a86b-78f5a4ceec75"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1250x833.333 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.figure(figsize=(900/72, 600/72))\n",
        "plt.scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "id": "6361724b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 789
        },
        "id": "6361724b",
        "outputId": "1bb1aff7-c0ef-414e-bd66-6c4585b4a21f"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1250x833.333 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "%config InlineBackend.print_figure_kwargs = {'bbox_inches': None}\n",
        "plt.figure(figsize=(900/72, 600/72))\n",
        "plt.scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "id": "8b6137b3",
      "metadata": {
        "id": "8b6137b3"
      },
      "outputs": [],
      "source": [
        "%config InlineBackend.print_figure_kwargs = {'bbox_inches': 'tight'}"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "id": "19b350c0",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 611
        },
        "id": "19b350c0",
        "outputId": "10921791-d76b-4508-b52b-4b81bfcbe7f2"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 921.6x691.2 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.figure(dpi=144)\n",
        "plt.scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "44bfd91b",
      "metadata": {
        "id": "44bfd91b"
      },
      "source": [
        "## `rcParams` 객체"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "id": "0ae61097",
      "metadata": {
        "id": "0ae61097"
      },
      "outputs": [],
      "source": [
        "plt.rcParams['figure.dpi'] = 100"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "id": "8a9dbef6",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "8a9dbef6",
        "outputId": "8c53b2dd-8533-4c24-c987-683163a401b1"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'o'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 12
        }
      ],
      "source": [
        "plt.rcParams['scatter.marker']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "id": "ab641425",
      "metadata": {
        "id": "ab641425"
      },
      "outputs": [],
      "source": [
        "plt.rcParams['scatter.marker'] = '*'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "id": "ad8eeeb6",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "ad8eeeb6",
        "outputId": "37ae599a-dbdf-466a-a77b-3199b669120c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "id": "f444b6d5",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "f444b6d5",
        "outputId": "bda37d87-999b-4b5b-e57f-493a02ab7fd5"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1, marker='+')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "9fe0d5b3",
      "metadata": {
        "id": "9fe0d5b3"
      },
      "source": [
        "## 여러 개의 서브플롯 출력하기"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "id": "c48a883b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 430
        },
        "id": "c48a883b",
        "outputId": "5573a0e8-c097-46c1-b297-ab543dc38307"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axs = plt.subplots(2)\n",
        "\n",
        "axs[0].scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1)\n",
        "\n",
        "axs[1].hist(ns_book7['대출건수'], bins=100)\n",
        "axs[1].set_yscale('log')\n",
        "\n",
        "fig.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "id": "487fd96e",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 699
        },
        "id": "487fd96e",
        "outputId": "06b1718c-e483-4c5d-de73-9ece6553925f"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axs = plt.subplots(2, figsize=(6, 8))\n",
        "\n",
        "axs[0].scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1)\n",
        "axs[0].set_title('scatter plot')\n",
        "\n",
        "axs[1].hist(ns_book7['대출건수'], bins=100)\n",
        "axs[1].set_title('histogram')\n",
        "axs[1].set_yscale('log')\n",
        "\n",
        "fig.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "id": "cd482c4b",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 410
        },
        "id": "cd482c4b",
        "outputId": "fd54b4e6-9960-490c-af7a-3495b6f16ba1"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x400 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "fig, axs = plt.subplots(1, 2, figsize=(10, 4))\n",
        "\n",
        "axs[0].scatter(ns_book7['도서권수'], ns_book7['대출건수'], alpha=0.1)\n",
        "axs[0].set_title('scatter plot')\n",
        "axs[0].set_xlabel('number of books')\n",
        "axs[0].set_ylabel('borrow count')\n",
        "\n",
        "axs[1].hist(ns_book7['대출건수'], bins=100)\n",
        "axs[1].set_title('histogram')\n",
        "axs[1].set_yscale('log')\n",
        "axs[1].set_xlabel('borrow count')\n",
        "axs[1].set_ylabel('frequency')\n",
        "\n",
        "fig.show()"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "name": "05-1.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}