{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 02wk-1: 객체지향적 시각화 (2), Subplot, 산점도 응용예제 1-2\n",
        "\n",
        "최규빈  \n",
        "2023-09-11\n",
        "\n",
        "<a href=\"https://colab.research.google.com/github/guebin/DV2023/blob/main/posts/02wk-1.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" style=\"text-align: left\"></a>\n",
        "\n",
        "# 1. 강의영상\n",
        "\n",
        "<https://youtu.be/playlist?list=PLQqh36zP38-yrTAN7m0EV0nnn3IvVx9hA&si=dIzxMmhf82TCQaCY>\n",
        "\n",
        "# 2. Imports"
      ],
      "id": "35e1920e-a52b-4422-8d03-6c73107e53dd"
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import matplotlib\n",
        "matplotlib.rcParams['figure.figsize'] = (3, 2) \n",
        "matplotlib.rcParams['figure.dpi'] = 150"
      ],
      "id": "b21364e1-8e52-4a9a-ae4c-2934073cfd36"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 3. 객체지향적 시각화 (2)\n",
        "\n",
        "## A. 예비학습\n",
        "\n",
        "`# 예비학습1` – 그림을 저장했다가 꺼내보고 싶다.\n",
        "\n",
        "`-` 그림을 그리고 저장하자."
      ],
      "id": "2a5ef4ad-5db3-426e-96cb-86640ad9884c"
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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J8U4vDBYiPTJ/ZyKSr5WI6yXhgejkZCNjR9QcXVxs8fOrA/DRkz1hXe+ki98SrmHo8sPY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\n"
          }
        }
      ],
      "source": [
        "plt.plot([1,2,4,3])\n",
        "fig = plt.gcf()"
      ],
      "id": "c2c43ae0-d074-478b-8b04-e4be76295510"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 다른그림을 그려보자."
      ],
      "id": "43dce5f3-a374-4f13-a076-82cbf4c57533"
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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2KXfC38OpwXv+GSoA0M5ViUlDg/nwI5GVMOoilGJij8W8nbusxhvrUnA0p9TQ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\n4gAAAABJRU5ErkJggg==\n"
          }
        }
      ],
      "source": [
        "plt.plot([1,2,4,3],'--o')"
      ],
      "id": "4144fc6c-68e6-4b8c-92a3-da5ca68928a9"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 저장한 그림은 언제든지 꺼내볼 수 있음"
      ],
      "id": "956ad0f3-f986-45aa-b686-eb67a746cd3a"
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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BwJIlS8S9lsa420bR3SYZMkyXC8rxj61xOJbacO/tse6uWPy0P2ytWnSYJqIW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\n"
          }
        }
      ],
      "source": [
        "fig"
      ],
      "id": "f0c8e1c8-63ed-462a-b157-60fe6ecedb7f"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`#`\n",
        "\n",
        "`# 예비학습2` – fig 는 뭐야?"
      ],
      "id": "a5577412-8a30-4855-be34-cf172776b493"
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [],
      "source": [
        "#fig??\n",
        "type(fig)"
      ],
      "id": "9c33575f-9ce4-484b-b8f6-b85e20ddd8ab"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   `Figure`라는 클래스에서 찍힌 인스턴스\n",
        "\n",
        "`-` 여러가지 값, 기능이 저장되어 있겠음."
      ],
      "id": "6791348c-d3a6-4bab-8f25-fcec231cf307"
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [],
      "source": [
        "fig.axes"
      ],
      "id": "b126cfd1-c19c-4768-87cf-7b7baa1c5080"
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [],
      "source": [
        "ax = fig.axes[0]"
      ],
      "id": "82e54cb7-5811-4cd4-bee1-4b8c3ff4d8b5"
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [],
      "source": [
        "yaxis= ax.yaxis\n",
        "xaxis= ax.xaxis"
      ],
      "id": "d7417f66-56fa-4014-a184-35a4cf325377"
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [],
      "source": [
        "lines = ax.get_lines()\n",
        "line = lines[0]"
      ],
      "id": "f6fc0b62-4a8b-457e-ac48-4b18cf793578"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 계층구조: Figure $\\supset$ \\[Axes,…\\] $\\supset$ YAxis, XAxis,\n",
        "\\[Line2D,…\\]"
      ],
      "id": "b1476c5e-7a79-49d0-91d0-ac06acf1e7ca"
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {},
      "outputs": [],
      "source": [
        "type(fig)"
      ],
      "id": "0e47d2fa-e5b3-4b9c-b704-00b47b5c18a1"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**1. `.axes` 로 Axes 를 끄집어냄**"
      ],
      "id": "ead283b3-e1d1-4c32-b119-d65a7627617c"
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {},
      "outputs": [],
      "source": [
        "ax = fig.axes[0]\n",
        "type(ax)"
      ],
      "id": "6379ea3c-9806-4630-abca-d21485a694c5"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**2. `.xaxis`, `.yaxis` 로 Axis 를 끄집어냄**"
      ],
      "id": "adb3d300-3611-4faa-a4b1-730a3d2cdbab"
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {},
      "outputs": [],
      "source": [
        "yaxis = ax.yaxis\n",
        "xaxis = ax.xaxis\n",
        "type(yaxis), type(xaxis)"
      ],
      "id": "1d15b7f1-a895-426a-89d1-95bc89978517"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "**3. `.get_lines()`로 Line2D를 끄집어냄**"
      ],
      "id": "356e77dd-9a63-48b4-befa-cd40cf63b4d7"
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {},
      "outputs": [],
      "source": [
        "lines = ax.get_lines()\n",
        "line=lines[0]\n",
        "type(line)"
      ],
      "id": "607c43f5-f873-44c1-bec1-2bc8c70ef15a"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 오브젝트내용 확인 (그닥 필요 없음)"
      ],
      "id": "dce5dd79-58fd-42d8-abc4-80009b094d21"
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {},
      "outputs": [],
      "source": [
        "line.properties()['data']"
      ],
      "id": "49b8223a-18c0-4819-a03c-c09de5367b5b"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` matplotlib의 설명\n",
        "\n",
        "ref:\n",
        "<https://matplotlib.org/stable/gallery/showcase/anatomy.html#sphx-glr-gallery-showcase-anatomy-py>\n",
        "\n",
        "![](https://matplotlib.org/stable/_images/sphx_glr_anatomy_001.png)\n",
        "\n",
        "## B. `plt.plot` 쓰지 않고 그림그리기\n",
        "\n",
        "`-` 개념:\n",
        "\n",
        "-   Figure(fig): 도화지\n",
        "-   Axes(ax): 도화지에 존재하는 그림틀\n",
        "-   Axis, Lines: 그림틀 위에 올려지는 물체(object)\n",
        "\n",
        "`-` 목표: 아래와 똑같은 그림을 `plt.plot()`을 쓰지 않고 만든다."
      ],
      "id": "2b966137-2ced-4402-805a-1fb45e911766"
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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F21CIbX9cFt47lqp77NJDgZglwfDq013EqqRH3+9bo05PDwwMBABoNBoUFxcb862Iuozz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\nrkJggg==\n"
          }
        }
      ],
      "source": [
        "plt.plot([1,2,3,2],'--o')"
      ],
      "id": "af0422f6-3779-439f-8e5d-bef676a6e0ef"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 아래와 같이 하면 된다."
      ],
      "id": "4cf096db-c059-4ba3-8ed9-be52779266f4"
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UYjuQkI13jl/VvnbppUDc8mB49uspYlXS093vW4MOTw8ICAAAqNVqFBcXG/KtiCzGhaxi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\nAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig = plt.Figure()\n",
        "ax = fig.add_axes([0.125, 0.11, 0.775, 0.77])\n",
        "ax.set_xlim([-0.15, 3.15])\n",
        "ax.set_ylim([0.9, 3.1])\n",
        "line = matplotlib.lines.Line2D(\n",
        "    xdata=[0,1,2,3],\n",
        "    ydata=[1,2,3,2],\n",
        "    linestyle='--',\n",
        "    marker='o'\n",
        ")\n",
        "ax.add_line(line)\n",
        "fig"
      ],
      "id": "604e5302-3ea7-445b-b5c1-ed1337033db7"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Figure"
      ],
      "id": "e762fbd6-c8d7-4e32-80fc-518eaf7e3f97"
    },
    {
      "cell_type": "code",
      "execution_count": 41,
      "metadata": {},
      "outputs": [],
      "source": [
        "fig = plt.Figure() "
      ],
      "id": "462c3f73-84b0-4f47-841e-f7414b81767a"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   클래스를 모른다면: `plt.Figure()`는 도화지를 만드는 함수라 생각할 수\n",
        "    있음\n",
        "-   클래스문법에 익숙하다면: 이 과정은 사실 클래스 -\\> 인스턴스의 과정임\n",
        "    (`plt`라는 모듈안에 `Figure`라는 클래스가 있는데, 그 클래스에서\n",
        "    인스턴스를 만드는 과정임)"
      ],
      "id": "03c6f802-a77d-4f47-a94b-06f90b741ac5"
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "metadata": {},
      "outputs": [],
      "source": [
        "fig"
      ],
      "id": "edb6de49-4365-4d52-ba42-53dfb6480c4d"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   아직은 아무것도 없음\n",
        "\n",
        "### Axes"
      ],
      "id": "bd0e5966-fb48-47c0-b605-64091376eb0c"
    },
    {
      "cell_type": "code",
      "execution_count": 43,
      "metadata": {},
      "outputs": [],
      "source": [
        "ax = fig.add_axes([0.125, 0.11, 0.775, 0.77])"
      ],
      "id": "9df1b22c-9e1d-4c78-b0cc-97c67a64540f"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   `fig.add_axes`는 fig에 소속된 함수이며, 도화지에서 그림틀을\n",
        "    ‘추가하는’ 함수이다."
      ],
      "id": "d0e52ebe-85fc-4a78-97a3-d873dfaefc63"
    },
    {
      "cell_type": "code",
      "execution_count": 44,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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8HfBh19LSYiIiIowkU1ZW1qWemJhoJJmjR4922+v8+fMmICDABAYGmgsXLnSq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\nALA9wg4AYHuEHQDA9v4PNUKqTgOSiXMAAAAASUVORK5CYII=\n"
          }
        }
      ],
      "source": [
        "fig"
      ],
      "id": "d6fe32c5-8098-4dbf-a526-bcee830d47f6"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   이제 fig라는 이름의 도화지에는 추가된 그림틀이 보인다.\n",
        "\n",
        "### Axes 조정"
      ],
      "id": "82e46411-e929-4c30-b838-d2364c9edf07"
    },
    {
      "cell_type": "code",
      "execution_count": 45,
      "metadata": {},
      "outputs": [],
      "source": [
        "ax.set_xlim([-0.15, 3.15])\n",
        "ax.set_ylim([0.9, 3.1])"
      ],
      "id": "084b99d8-57cb-45c0-9c78-fd1496ffa240"
    },
    {
      "cell_type": "code",
      "execution_count": 46,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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          }
        }
      ],
      "source": [
        "fig"
      ],
      "id": "bed03f2f-cfae-4e9c-ac98-fed5c7c9ea35"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Lines"
      ],
      "id": "67d6e2d7-e5f7-4bb8-9dd7-4426d2d326c9"
    },
    {
      "cell_type": "code",
      "execution_count": 48,
      "metadata": {},
      "outputs": [],
      "source": [
        "line = matplotlib.lines.Line2D(\n",
        "    xdata=[0,1,2,3], \n",
        "    ydata=[1,2,3,2], \n",
        "    linestyle='--', \n",
        "    marker='o'\n",
        ")"
      ],
      "id": "781cdb38-87c0-4c98-9a60-07283db2692f"
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {},
      "outputs": [],
      "source": [
        "ax.add_line(line)"
      ],
      "id": "52108895-7c3a-40b1-a514-bc81991965eb"
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UYjuQkI13jl/VvnbppUDc8mB49uspYlXS093vW4MOTw8ICAAAqNVqFBcXG/KtiCzGhaxi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\nAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig"
      ],
      "id": "25242dd4-7610-4cd7-9100-49989b7fd7c2"
    },
    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UYjuQkI13jl/VvnbppUDc8mB49uspYlXS093vW4MOTw8ICAAAqNVqFBcXG/KtiCzGhaxi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\nAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig"
      ],
      "id": "122412ed-0e68-46b8-8a34-c9d662cdc58e"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### 다른방법들\n",
        "\n",
        "`-` 조금 다른 방법: Line2d 오브젝트를 쓰지 않는 방법"
      ],
      "id": "d2c95adc-afe8-4663-a83d-54de8a418443"
    },
    {
      "cell_type": "code",
      "execution_count": 52,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UYjuQkI13jl/VvnbppUDc8mB49uspYlXS093vW4MOTw8ICAAAqNVqFBcXG/KtiCzGhaxi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\nAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig = plt.Figure()\n",
        "ax = fig.add_axes([0.125, 0.11, 0.775, 0.77])\n",
        "ax.plot([1,2,3,2],'--o')\n",
        "fig"
      ],
      "id": "c607ce71-ff7a-4b4f-ab46-b23e733fb668"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 조금 다른 방법 (2): `add_axes()`를 쓰지 않는 방법"
      ],
      "id": "f169d845-fb6b-4264-b656-5084efc3a74f"
    },
    {
      "cell_type": "code",
      "execution_count": 53,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UHhAQoF+xZFFmjHSDVQfvBye3lmHGSDfjFERkxmaMcoPcumMfKGN/ngwSVBqN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\nrkJggg==\n"
          }
        }
      ],
      "source": [
        "fig = plt.Figure()\n",
        "ax = fig.subplots(1)\n",
        "ax.plot([1,2,3,2],'--o')\n",
        "fig"
      ],
      "id": "d0b54683-8792-444d-aadf-8498011daa2b"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 좀 더 다른 방법 (3)"
      ],
      "id": "c1390cfd-5b92-4305-aca1-d29c7842427c"
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UHhAQoF+xZFFmjHSDVQfvBye3lmHGSDfjFERkxmaMcoPcumMfKGN/ngwSVBqN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\nrkJggg==\n"
          }
        }
      ],
      "source": [
        "fig, ax = plt.subplots(1)\n",
        "ax.plot([1,2,3,2],'--o')"
      ],
      "id": "fbf36d72-bf36-458c-96c8-97e0a8c2d29e"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## C. 정리 ($\\star\\star\\star$)\n",
        "\n",
        "`-` 결국 아래는 모두 같은 코드이다."
      ],
      "id": "eb6fe4e8-834b-4614-a0d5-8d491ee5539e"
    },
    {
      "cell_type": "code",
      "execution_count": 67,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UHhAQoF+xZFFmjHSDVQfvBye3lmHGSDfjFERkxmaMcoPcumMfKGN/ngwSVBqN\nBlOnTkV8fDwmTpyImJgYWFs/eaVya0JDQ2FlZYUffvgBBQUt91/TaDQ4efIkrK2tMWnSJEOUTRag\noUHA/56+jg5OUsK0oPZv/0LUlTg7KDEtqPWZ149j7M+T3kGl1WoRHh6O06dPIyQkBEePHm1zB4rt\n27fDz88Pq1evbtHer18/hIeHo7a2FkuXLkV9ffPFuVWrVqGwsBBz587Ve1cKsgwNDQL+cCIV/1Rl\nd+i4MQMc8f6UIUaqisj8vT/Fv91DgKb4POl99Wv79u04duwYAMDJyQlLly5t9XWbN2+Gk5MTgMaN\nZ9PT05Gf/+gtFrZu3QqVSoXPP/8cfn5+uk1pU1NT4ePjgy1btuhbMlmAhgYB7x1PRUx8c0gFuvaE\nj4sDTlzK03tvMqKuTCm3xt5Fo7Hu5BUcSWx9naIpP096B1Vpaanu35sCqzVr167VBdWTODk5IT4+\nHmvXrsXx48dx7NgxuLi4YPny5Vi3bh169eqlb8lk5hoaBLx77DIOJjQvMBzh3gt7F42Gg1KOd0L9\ncPhCDlQ3iju92zNRV6eUW+ODsGGIemmQ6J8no25KK2XclNY8NTQIWH30Mg49sAo+yOMp7F00mtPN\niSRK3+9bfrLJbDQ0CHjn8xT864F9/UZ6PIU9DCkii8Zb0ZPZ+M+1ghYhNdrTkSFF1AUwqMhs/MLP\nBb+b6AsAGD3AEZ8uHMWQIuoC+Ckns7Ls+YHo11OJif59Yc+QIuoS+EknyRIEodXdTcJGdGwxIhGZ\nNw79kSTVaxuw8tAlfHImU+xSiEhk7FGR5NRrGxB1OBlfJN/GiUu3IZMBkT/nvcOIuir2qEhSmnpS\nXyTf1rV9f60I9doGEasiIjGxR0WSUa9twIpDl/BlSvPWWiE+ToieNxI21vybiqir4qefJKFO24AV\nB1sPKe7LR9S1sUdFoqvTNmB5zEX8O/WOrm38oD745M0ghhQRMahIXLX1DfhNTBK+Srura3vOtw/+\nMZchRUSNGFQkmtr6Brx1IAn/70pzSD3v2wd/Z0gR0QMYVCSaqtp6ZJdU6R7/ws8Zf587AgobhhQR\nNeNkChJNLztb7I8YA18XB7zAkCKix2CPikTVu7sCByODYaewZkgRUavYoyKT0dRrkVta9Uj7U/a2\nDCkieiwGFZlETZ0Wv9qXiDf+fg43iyrFLoeIzAiDioyupk6LX+5LxHfphbhbrkH4DhVul1WLXRYR\nmQleoyKjqqnTInJfIr6/VqhrG+7eC30cFCJWRUTmhEFFRlNTp8WSzy7gh+tFurZJw/riw1nDIefe\nfUTUTgwqMorWQmpyQD9snfkMQ4qIOoRBRQZXXdsYUj9mNIfUlMD++J8ZgdwFnYg6jEFFBlVdq8Xi\nvQk4l1msa3s1sD+2MKSIqJP4zUEGIwgCIvddaBFSU59hSBGRfvjtQQYjk8kwa5Q7rK1kAIDXhz+N\nLTOeYUgRkV449EcGNTmgHxoEAd9fK8TGNwJ0oUVE1FkMKjK4KYH9MSWwv9hlEJGF4JgMdVqFph47\nvs9EQ4MgdilEZMHYo6JOqdDUY8HueFzIKsWNwkr85fVhsOIwHxEZAXtU1GHqmjrMvx9SAHAwIQcn\nkvNEroqILBV7VNQhTSGVlF2ma5s1yg1TA58WrygismgMKmq38vshdfGBkAof7Y4/vzaUw35EZDQM\nKmqX8po6zNsVj0s5Zbq22WPc8aepDCkiMi5eo6I23auuw5sPhdTcYIYUEZkGe1T0RPeq6zBvVxyS\nc+/p2t4M9sD6qf6QyRhSRGR8BulRJSYmYuPGjQgLC4OrqytkMlmnv8Q8PT11x7f2z9WrVw1RMrXT\nR99ltAip+WMZUkRkWgbpUW3YsAEnTpwwxKl05s+f32p7z549Dfo+9GRRLw1C+h01zlwrxIJxnnh/\nyhCGFBGZlEGCauzYsQgICMCoUaMwatQoeHp6QqPR6HXOPXv2GKI00pNSbo1P3gzC0aQ8hI92Y0gR\nkckZJKjeeecdQ5yGJEAQhEfCSCm3xuwx7iJVRERdHWf9kU5pZS1mfHIe8TdLxC6FiEhHsrP+Nm3a\nhMzMTCgUCvj7++P1119Hnz59xC7LYpVU1mLOzjj8lF+OBZ/GY++i0Rjl6Sh2WURE0g2qVatWtXj8\n9ttvY9u2bVi0aFGHzuPv799qe2ZmJry9vTtdnyUprtBgzs44XL2jBgBU1Wrx/bVCBhURSYLkhv5e\nffVVHD16FFlZWaiqqkJqaiqioqKg0WgQERFh8NmFXd3DIQUAvxzvhaiXBolYFRFRM5kgCAa/mZBS\nqYRGo4EhTx0dHY3IyEj4+voaZC1VU08rLS1N73OZq6IKDeZExyH9bnNI/fo5b6ya6MvZfURkMPp+\n30quR/U4ixcvhrOzM9LT03Hr1i2xyzF7hWoNwneoWoTUUoYUEUmQ2QSVlZWV7ppSfn6+yNWYtwJ1\nDcKjVbheUKFre+v5gfgdQ4qIJEiykylaU1raeKM+e3t7kSsxXwXqGoTvUCGzsFLXtvwXA/H2S4MY\nUkQkSWYTVGlpaUhPT4ednR38/PzELsds5ZfV4G55864hy1/wwdsv+jCkiEiyRBn62759O/z8/LB6\n9eoW7bGxsTh9+vQjr09JScH06dMhCAIiIiJga2trqlItTqBbL+xdNBr2ttZY+aIPotiTIiKJM0iP\n6ssvv8SGDRt0j2trawEAwcHBurY1a9Zg8uTJAICioiKkp6c/cq0pPj4e69atg4eHBwIDA2FnZ4cb\nN24gKSkJ9fX1eO6557Bx40ZDlNylBXk8ha+jxqN/r25il0JE1CaDBFVhYSHi4uIeaX+wrbCwsM3z\nTJw4ETk5OUhISMDZs2dx79499OjRA88++yzmzJmDhQsXwtra2hAldxkF5TVwUMrRzbbl/zeGFBGZ\nC6OsozIHXWEdVf69aoTvUOHpp7ph1/xRUMoZ8kRkel1mHRV1zO2yaszaocKt4iqczShGxN4LqNc2\niF0WEVGHmc2sP2q/vLLGnlR2SZWu7WcDnWBjzb9LiMj8MKgsTF5ZNWbtOI+ckmpd2+9f9sOvxnMD\nXiIyTwwqC5JbWoXwaFWLkHp3kh8if86QIiLzxaCyEDkljSGVW9ocUn+YPBgRIV4iVkVEpD8GlQXI\nKanCrB0q5JUxpIjI8jCozFxRheaRkPrjK0Ow6NkBIlZFRGQ4nAZm5nrb2+J5vz66x2unMKSIyLKw\nR2XmZDIZ1r86FADg4+yA+eM8xS2IiMjAGFQWwMpKhg1Th3JzWSKySBz6MzM3iyrxfym3H2lnSBGR\npWKPyozcKKxAeLQKhWoN6rUCXhv+tNglEREZHXtUZiKzsAKzdqhwt1yDBgH47b+SkV1c1faBRERm\njkFlBjIKKhC+Q4UCdfOdef/02lC497YTsSoiItPg0J/EZRSoER4dh8L7ISWTARvDhmHmKHeRKyMi\nMg0GlYRdv9sYUkUVzSH132EBmDHKTeTKiIhMh0ElUY0hpUJRRS2AxpD66xsBmD6SIUVEXQuDSoLS\n76gxO1qF4srmkNo0LRDTglxFroyIyPQYVBIjCAJ+dyS5RUj9bXogwkYwpIioa+KsP4mRyWTYHj4C\n/XsqYSUDtsxgSBFR18YelQS597ZDTGQw0m6XY9KwfmKXQ0QkKgaVBAiC8MgWSB697eHR216kioiI\npINDfyJLzbuHmZ+odOukiIioJQaViFLz7mHOzjjE3yrB7GiVbr0UERE1Y1CJ5HJuY0jdq64DANwo\nqkRKbpm4RRERSRCvUYkgJbcMc3fGobymHgBgYyXDtvDh+IWfi8iVERFJD4PKxJJzyvDmrpYhtX32\ncIQO5ew+IqLWMKhM6NL9kFK3CKkRCB3aV+TKiIiki0FlIhezSzFvVzzUmsaQklvL8NHsEZjgz5Ai\nInoSBpUJJN0PqYoHQurjOUF4aQivSRERtYVBZQJpefdahNTf5wThRYYUEVG7MKhM4M2xntDUN+Cv\np9Lx97kj8MJghhQRUXsxqEwkIsQLE/37ws2Rt48nIuoILvg1gryy6lbbGVJERB3HoDKw+JsleGnL\nGWz95prYpRARWQQGlQHF3SjGgk/jUVWrxdZvruOj7zLELomIyOwZ5BpVYmIivv76a8THxyM+Ph55\neXkAGm9f0RmlpaVYu3Ytjh8/jjt37qBv3754/fXXsXbtWvTq1csQJXdaoVqDQwnZiLtZggpNPbor\nbBDs1Rvefezx9qFkVNdpAQAKGysEuPYUtVYiIksgEzqbJg947bXXcOLEiUfaO3PqoqIijB07FhkZ\nGfDy8sLIkSORlpaGtLQ0DBo0COfPn4ejo6O+JcPf3x8AkJaW1q7X19Rpse5kGo4k5qJO++T/LoWN\nFXbNH4VnfZz0rpOIyNx19Pv2YQYZ+hs7dizWrFmDL774Avn5+VAoFJ0+18qVK5GRkYGwsDCkp6fj\n0KFDSE1NxW9+8xtcu3YNUVFRhii5Q2rqtJi/Ox4x8TlthpRMBvxjbhBDiojIQAzSo3qYUqmERqPp\ncI8qPz8frq6usLGxQXZ2NlxcmtcbaTQauLm5oaSkBLdv34azs7NeNXYk4VcfTUFMfE67zx0+2h0f\nhA3rdG1ERJZEEj0qQzl16hQaGhoQEhLSIqQAQKFQYMqUKdBqtYiNjTVZTQXqGhxJzO3QMUcSc3jH\nXiIiA5FUUCUnJwMARowY0erzTe0pKSkmq+lwQtvDfQ+r0wo4fKH9PTAiIno8Se1MkZ2dDQBwdXVt\n9fmm9qysrHafs6nL+bDMzEx4e3u3eXzczZJ2v9eDVDeKsez5gZ06loiImkmqR1VRUQEAsLNrfQcH\ne3t7AIBarTZdTfc3kzXVcURE1JKkelTG8LiLd4/raT2su6Jz/4s6exwREbUkqR5V9+7dAQBVVVWt\nPl9ZWQkAcHBwMFlNYwZ0bs1WsFdvA1dCRNQ1SSqo3N3dAQC5ua3Psmtq9/DwMFlNM0a5QW4t69Ax\ncmsZZox0M1JFRERdi6SCKjAwEACQlJTU6vNN7QEBASarydlBiWlBrU/ueJxpQW7o49D5Rc9ERNRM\nUkEVGhoKKysr/PDDDygoKGjxnEajwcmTJ2FtbY1JkyaZtK73p/i3ewhwzABHvD9liJErIiLqOkQJ\nqu3bt8PPzw+rV69u0d6vXz+Eh4ejtrYWS5cuRX1988y5VatWobCwEHPnztV7V4qOUsqtsXfRaISP\ndn/sMKDcWobw0e7Yu2g0lHJrk9ZHRGTJDDI17csvv8SGDRt0j2trawEAwcHBurY1a9Zg8uTJABo3\nnk1PT0d+fv4j59q6dStUKhU+//xz+Pn56TalTU1NhY+PD7Zs2WKIkjtMKbfGB2HDEPXSIBy+kAPV\njeIWu6fPGMnhPiIiYzBIUBUWFiIuLu6R9gfbCgsL23UuJycnxMfH627zcezYMbi4uGD58uVYt26d\n6Lf56OOgwLLnB3IxLxGRiRhlU1pz4ODggLq6unbtTkFERJ2XmZkJuVze6c0aJDWZwpTs7e0hl8s7\nfXxmZiYyMzMNWBEZGn9G5oE/J/Ogz89JLpfrdhbqjC7bo9KXvtvWk/HxZ2Qe+HMyD2L+nLpsj4qI\niMwDg4qIiCSNQUVERJLGoCIiIkljUBERkaRx1h8REUkae1RERCRpDCoiIpI0BhUREUkag4qIiCSN\nQUVERJLGoCIiIkljUBERkaQxqIiISNIYVB1QXV2NP/7xjxg0aBCUSiX69++PRYsWIS8vT+zS6L7E\nxERs3LgRYWFhcHV1hUwmg0wmE7ssekBVVRWOHz+OxYsXw9fXF0qlEvb29ggMDMT69etRUVEhdol0\n35YtWxAWFgYfHx/07NkTCoUCHh4emDdvHi5fvmyyOrgzRTvV1NTg+eefh0qlQr9+/RASEoJbt24h\nPj4effr0gUqlgpeXl9hldnmvvfYaTpw48Ug7f82lY+fOnViyZAkAYPDgwRg6dCjKy8tx7tw5qNVq\n+Pn54cyZM3B2dha5UnJyckJlZSUCAgLw9NNPA2i8H9W1a9cgl8tx9OhRvPLKK8YvRKB2ee+99wQA\nwtixYwW1Wq1r/9vf/iYAEMaPHy9ecaSzceNGYc2aNcIXX3wh5OfnCwqFQuCvubTs2bNHiIyMFK5c\nudKi/fbt28Lw4cMFAEJ4eLhI1dGDfvzxR6G6uvqR9o8++kgAILi4uAh1dXVGr4M9qnaora2Fs7Mz\n7t27h6SkJAwfPrzF84GBgUhJScGFCxcQFBQkUpXUGqVSCY1Gwx6VmTh//jzGjRsHhUKB8vJy2Nra\nil0SPcbAgQORmZmJ5ORkBAQEGPW9eI2qHc6ePYt79+7B29v7kZACgGnTpgEATp48aerSiCxKYGAg\nAECj0aC4uFjkauhJ5HI5AJjkjwkGVTskJycDAEaMGNHq803tKSkpJquJyBLduHEDQOOXoKOjo8jV\n0OPs27cP6enp8PHxgY+Pj9Hfz8bo72ABsrOzAQCurq6tPt/UnpWVZbKaiCzRhx9+CAAIDQ2FQqEQ\nuRpqsmnTJqSlpaGyshI//fQT0tLS0L9/f8TExMDa2tro78+gaoem6bJ2dnatPm9vbw8AUKvVJquJ\nyNLExsZi165dkMvl2LBhg9jl0AO++uorfPvtt7rHHh4e+Oyzz0x2TZ5Df0QkuqtXr2Lu3LkQBAGb\nNm3SXasiafjmm28gCAJKS0vx/fffw8fHB+PHj8ef//xnk7w/g6odunfvDqBxoWJrKisrAQAODg4m\nq4nIUuTl5SE0NBSlpaWIiorCihUrxC6JHqNXr14ICQlBbGwsgoKCsGbNGiQkJBj9fRlU7eDu7g4A\nyM3NbfX5pnYPDw+T1URkCUpKSjBhwgRkZWVh4cKF2Lx5s9glUTvI5XLMnDkTgiCYZLYzg6odmoYh\nkpKSWn2+qd3YawmILElFRQVefvllXLlyBWFhYYiOjuZ2V2bEyckJAFBYWGj092JQtcPPfvYz9OzZ\nE5mZmbh06dIjzx85cgQAMGXKFBNXRmSeNBoNpk6divj4eEycONFks8fIcM6cOQMA8Pb2Nvp7Maja\nwdbWFm+99RYAYNmyZbprUkDjpo0pKSkYP348d6UgagetVovw8HCcPn0aISEhOHr0KHegkKCzZ8/i\n1KlTaGhoaNFeV1eHbdu2Yd++fejWrRtmzpxp9Fo4Pb2d/vCHP+Cbb77BuXPn4OPjg5CQEGRlZSEu\nLg59+vTB7t27xS6RAHz55ZctpjbX1tYCAIKDg3Vta9asweTJk01eGzXavn07jh07BqBx+Gjp0qWt\nvm7z5s264SUyvevXr2PhwoVwcnJCUFAQevfujaKiIly+fBn5+flQKpXYs2cP3NzcjF4Lg6qdlEol\nvvvuO3zwwQc4cOAAjh8/DkdHRyxYsAAbNmx47GJgMq3CwkLExcU90v5gmynG1OnxSktLdf/eFFit\nWbt2LYNKROPHj8e7776LM2fOICUlBUVFRbC1tYWnpyemTZuG5cuXY+DAgSaphZvSEhGRpPEaFRER\nSRqDioiIJI1BRUREksagIiIiSWNQERGRpDGoiIhI0hhUREQkaQwqIiKSNAYVERFJGoOKiIgkjUFF\nRESSxqAiIiJJY1AREZGkMaiIiEjSGFRERCRpDCoiIpI0BhUREUna/wexRMdUExnyCgAAAABJRU5E\nrkJggg==\n"
          }
        }
      ],
      "source": [
        "## 코드1 \n",
        "plt.plot([1,2,3,2],'--o')"
      ],
      "id": "96057f41-3fca-4a30-87b5-a174273dee05"
    },
    {
      "cell_type": "code",
      "execution_count": 68,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UHhAQoF+xZFFmjHSDVQfvBye3lmHGSDfjFERkxmaMcoPcumMfKGN/ngwSVBqN\nBlOnTkV8fDwmTpyImJgYWFs/eaVya0JDQ2FlZYUffvgBBQUt91/TaDQ4efIkrK2tMWnSJEOUTRag\noUHA/56+jg5OUsK0oPZv/0LUlTg7KDEtqPWZ149j7M+T3kGl1WoRHh6O06dPIyQkBEePHm1zB4rt\n27fDz88Pq1evbtHer18/hIeHo7a2FkuXLkV9ffPFuVWrVqGwsBBz587Ve1cKsgwNDQL+cCIV/1Rl\nd+i4MQMc8f6UIUaqisj8vT/Fv91DgKb4POl99Wv79u04duwYAMDJyQlLly5t9XWbN2+Gk5MTgMaN\nZ9PT05Gf/+gtFrZu3QqVSoXPP/8cfn5+uk1pU1NT4ePjgy1btuhbMlmAhgYB7x1PRUx8c0gFuvaE\nj4sDTlzK03tvMqKuTCm3xt5Fo7Hu5BUcSWx9naIpP096B1Vpaanu35sCqzVr167VBdWTODk5IT4+\nHmvXrsXx48dx7NgxuLi4YPny5Vi3bh169eqlb8lk5hoaBLx77DIOJjQvMBzh3gt7F42Gg1KOd0L9\ncPhCDlQ3iju92zNRV6eUW+ODsGGIemmQ6J8no25KK2XclNY8NTQIWH30Mg49sAo+yOMp7F00mtPN\niSRK3+9bfrLJbDQ0CHjn8xT864F9/UZ6PIU9DCkii8Zb0ZPZ+M+1ghYhNdrTkSFF1AUwqMhs/MLP\nBb+b6AsAGD3AEZ8uHMWQIuoC+Ckns7Ls+YHo11OJif59Yc+QIuoS+EknyRIEodXdTcJGdGwxIhGZ\nNw79kSTVaxuw8tAlfHImU+xSiEhk7FGR5NRrGxB1OBlfJN/GiUu3IZMBkT/nvcOIuir2qEhSmnpS\nXyTf1rV9f60I9doGEasiIjGxR0WSUa9twIpDl/BlSvPWWiE+ToieNxI21vybiqir4qefJKFO24AV\nB1sPKe7LR9S1sUdFoqvTNmB5zEX8O/WOrm38oD745M0ghhQRMahIXLX1DfhNTBK+Srura3vOtw/+\nMZchRUSNGFQkmtr6Brx1IAn/70pzSD3v2wd/Z0gR0QMYVCSaqtp6ZJdU6R7/ws8Zf587AgobhhQR\nNeNkChJNLztb7I8YA18XB7zAkCKix2CPikTVu7sCByODYaewZkgRUavYoyKT0dRrkVta9Uj7U/a2\nDCkieiwGFZlETZ0Wv9qXiDf+fg43iyrFLoeIzAiDioyupk6LX+5LxHfphbhbrkH4DhVul1WLXRYR\nmQleoyKjqqnTInJfIr6/VqhrG+7eC30cFCJWRUTmhEFFRlNTp8WSzy7gh+tFurZJw/riw1nDIefe\nfUTUTgwqMorWQmpyQD9snfkMQ4qIOoRBRQZXXdsYUj9mNIfUlMD++J8ZgdwFnYg6jEFFBlVdq8Xi\nvQk4l1msa3s1sD+2MKSIqJP4zUEGIwgCIvddaBFSU59hSBGRfvjtQQYjk8kwa5Q7rK1kAIDXhz+N\nLTOeYUgRkV449EcGNTmgHxoEAd9fK8TGNwJ0oUVE1FkMKjK4KYH9MSWwv9hlEJGF4JgMdVqFph47\nvs9EQ4MgdilEZMHYo6JOqdDUY8HueFzIKsWNwkr85fVhsOIwHxEZAXtU1GHqmjrMvx9SAHAwIQcn\nkvNEroqILBV7VNQhTSGVlF2ma5s1yg1TA58WrygismgMKmq38vshdfGBkAof7Y4/vzaUw35EZDQM\nKmqX8po6zNsVj0s5Zbq22WPc8aepDCkiMi5eo6I23auuw5sPhdTcYIYUEZkGe1T0RPeq6zBvVxyS\nc+/p2t4M9sD6qf6QyRhSRGR8BulRJSYmYuPGjQgLC4OrqytkMlmnv8Q8PT11x7f2z9WrVw1RMrXT\nR99ltAip+WMZUkRkWgbpUW3YsAEnTpwwxKl05s+f32p7z549Dfo+9GRRLw1C+h01zlwrxIJxnnh/\nyhCGFBGZlEGCauzYsQgICMCoUaMwatQoeHp6QqPR6HXOPXv2GKI00pNSbo1P3gzC0aQ8hI92Y0gR\nkckZJKjeeecdQ5yGJEAQhEfCSCm3xuwx7iJVRERdHWf9kU5pZS1mfHIe8TdLxC6FiEhHsrP+Nm3a\nhMzMTCgUCvj7++P1119Hnz59xC7LYpVU1mLOzjj8lF+OBZ/GY++i0Rjl6Sh2WURE0g2qVatWtXj8\n9ttvY9u2bVi0aFGHzuPv799qe2ZmJry9vTtdnyUprtBgzs44XL2jBgBU1Wrx/bVCBhURSYLkhv5e\nffVVHD16FFlZWaiqqkJqaiqioqKg0WgQERFh8NmFXd3DIQUAvxzvhaiXBolYFRFRM5kgCAa/mZBS\nqYRGo4EhTx0dHY3IyEj4+voaZC1VU08rLS1N73OZq6IKDeZExyH9bnNI/fo5b6ya6MvZfURkMPp+\n30quR/U4ixcvhrOzM9LT03Hr1i2xyzF7hWoNwneoWoTUUoYUEUmQ2QSVlZWV7ppSfn6+yNWYtwJ1\nDcKjVbheUKFre+v5gfgdQ4qIJEiykylaU1raeKM+e3t7kSsxXwXqGoTvUCGzsFLXtvwXA/H2S4MY\nUkQkSWYTVGlpaUhPT4ednR38/PzELsds5ZfV4G55864hy1/wwdsv+jCkiEiyRBn62759O/z8/LB6\n9eoW7bGxsTh9+vQjr09JScH06dMhCAIiIiJga2trqlItTqBbL+xdNBr2ttZY+aIPotiTIiKJM0iP\n6ssvv8SGDRt0j2trawEAwcHBurY1a9Zg8uTJAICioiKkp6c/cq0pPj4e69atg4eHBwIDA2FnZ4cb\nN24gKSkJ9fX1eO6557Bx40ZDlNylBXk8ha+jxqN/r25il0JE1CaDBFVhYSHi4uIeaX+wrbCwsM3z\nTJw4ETk5OUhISMDZs2dx79499OjRA88++yzmzJmDhQsXwtra2hAldxkF5TVwUMrRzbbl/zeGFBGZ\nC6OsozIHXWEdVf69aoTvUOHpp7ph1/xRUMoZ8kRkel1mHRV1zO2yaszaocKt4iqczShGxN4LqNc2\niF0WEVGHmc2sP2q/vLLGnlR2SZWu7WcDnWBjzb9LiMj8MKgsTF5ZNWbtOI+ckmpd2+9f9sOvxnMD\nXiIyTwwqC5JbWoXwaFWLkHp3kh8if86QIiLzxaCyEDkljSGVW9ocUn+YPBgRIV4iVkVEpD8GlQXI\nKanCrB0q5JUxpIjI8jCozFxRheaRkPrjK0Ow6NkBIlZFRGQ4nAZm5nrb2+J5vz66x2unMKSIyLKw\nR2XmZDIZ1r86FADg4+yA+eM8xS2IiMjAGFQWwMpKhg1Th3JzWSKySBz6MzM3iyrxfym3H2lnSBGR\npWKPyozcKKxAeLQKhWoN6rUCXhv+tNglEREZHXtUZiKzsAKzdqhwt1yDBgH47b+SkV1c1faBRERm\njkFlBjIKKhC+Q4UCdfOdef/02lC497YTsSoiItPg0J/EZRSoER4dh8L7ISWTARvDhmHmKHeRKyMi\nMg0GlYRdv9sYUkUVzSH132EBmDHKTeTKiIhMh0ElUY0hpUJRRS2AxpD66xsBmD6SIUVEXQuDSoLS\n76gxO1qF4srmkNo0LRDTglxFroyIyPQYVBIjCAJ+dyS5RUj9bXogwkYwpIioa+KsP4mRyWTYHj4C\n/XsqYSUDtsxgSBFR18YelQS597ZDTGQw0m6XY9KwfmKXQ0QkKgaVBAiC8MgWSB697eHR216kioiI\npINDfyJLzbuHmZ+odOukiIioJQaViFLz7mHOzjjE3yrB7GiVbr0UERE1Y1CJ5HJuY0jdq64DANwo\nqkRKbpm4RRERSRCvUYkgJbcMc3fGobymHgBgYyXDtvDh+IWfi8iVERFJD4PKxJJzyvDmrpYhtX32\ncIQO5ew+IqLWMKhM6NL9kFK3CKkRCB3aV+TKiIiki0FlIhezSzFvVzzUmsaQklvL8NHsEZjgz5Ai\nInoSBpUJJN0PqYoHQurjOUF4aQivSRERtYVBZQJpefdahNTf5wThRYYUEVG7MKhM4M2xntDUN+Cv\np9Lx97kj8MJghhQRUXsxqEwkIsQLE/37ws2Rt48nIuoILvg1gryy6lbbGVJERB3HoDKw+JsleGnL\nGWz95prYpRARWQQGlQHF3SjGgk/jUVWrxdZvruOj7zLELomIyOwZ5BpVYmIivv76a8THxyM+Ph55\neXkAGm9f0RmlpaVYu3Ytjh8/jjt37qBv3754/fXXsXbtWvTq1csQJXdaoVqDQwnZiLtZggpNPbor\nbBDs1Rvefezx9qFkVNdpAQAKGysEuPYUtVYiIksgEzqbJg947bXXcOLEiUfaO3PqoqIijB07FhkZ\nGfDy8sLIkSORlpaGtLQ0DBo0COfPn4ejo6O+JcPf3x8AkJaW1q7X19Rpse5kGo4k5qJO++T/LoWN\nFXbNH4VnfZz0rpOIyNx19Pv2YQYZ+hs7dizWrFmDL774Avn5+VAoFJ0+18qVK5GRkYGwsDCkp6fj\n0KFDSE1NxW9+8xtcu3YNUVFRhii5Q2rqtJi/Ox4x8TlthpRMBvxjbhBDiojIQAzSo3qYUqmERqPp\ncI8qPz8frq6usLGxQXZ2NlxcmtcbaTQauLm5oaSkBLdv34azs7NeNXYk4VcfTUFMfE67zx0+2h0f\nhA3rdG1ERJZEEj0qQzl16hQaGhoQEhLSIqQAQKFQYMqUKdBqtYiNjTVZTQXqGhxJzO3QMUcSc3jH\nXiIiA5FUUCUnJwMARowY0erzTe0pKSkmq+lwQtvDfQ+r0wo4fKH9PTAiIno8Se1MkZ2dDQBwdXVt\n9fmm9qysrHafs6nL+bDMzEx4e3u3eXzczZJ2v9eDVDeKsez5gZ06loiImkmqR1VRUQEAsLNrfQcH\ne3t7AIBarTZdTfc3kzXVcURE1JKkelTG8LiLd4/raT2su6Jz/4s6exwREbUkqR5V9+7dAQBVVVWt\nPl9ZWQkAcHBwMFlNYwZ0bs1WsFdvA1dCRNQ1SSqo3N3dAQC5ua3Psmtq9/DwMFlNM0a5QW4t69Ax\ncmsZZox0M1JFRERdi6SCKjAwEACQlJTU6vNN7QEBASarydlBiWlBrU/ueJxpQW7o49D5Rc9ERNRM\nUkEVGhoKKysr/PDDDygoKGjxnEajwcmTJ2FtbY1JkyaZtK73p/i3ewhwzABHvD9liJErIiLqOkQJ\nqu3bt8PPzw+rV69u0d6vXz+Eh4ejtrYWS5cuRX1988y5VatWobCwEHPnztV7V4qOUsqtsXfRaISP\ndn/sMKDcWobw0e7Yu2g0lHJrk9ZHRGTJDDI17csvv8SGDRt0j2trawEAwcHBurY1a9Zg8uTJABo3\nnk1PT0d+fv4j59q6dStUKhU+//xz+Pn56TalTU1NhY+PD7Zs2WKIkjtMKbfGB2HDEPXSIBy+kAPV\njeIWu6fPGMnhPiIiYzBIUBUWFiIuLu6R9gfbCgsL23UuJycnxMfH627zcezYMbi4uGD58uVYt26d\n6Lf56OOgwLLnB3IxLxGRiRhlU1pz4ODggLq6unbtTkFERJ2XmZkJuVze6c0aJDWZwpTs7e0hl8s7\nfXxmZiYyMzMNWBEZGn9G5oE/J/Ogz89JLpfrdhbqjC7bo9KXvtvWk/HxZ2Qe+HMyD2L+nLpsj4qI\niMwDg4qIiCSNQUVERJLGoCIiIkljUBERkaRx1h8REUkae1RERCRpDCoiIpI0BhUREUkag4qIiCSN\nQUVERJLGoCIiIkljUBERkaQxqIiISNIYVB1QXV2NP/7xjxg0aBCUSiX69++PRYsWIS8vT+zS6L7E\nxERs3LgRYWFhcHV1hUwmg0wmE7ssekBVVRWOHz+OxYsXw9fXF0qlEvb29ggMDMT69etRUVEhdol0\n35YtWxAWFgYfHx/07NkTCoUCHh4emDdvHi5fvmyyOrgzRTvV1NTg+eefh0qlQr9+/RASEoJbt24h\nPj4effr0gUqlgpeXl9hldnmvvfYaTpw48Ug7f82lY+fOnViyZAkAYPDgwRg6dCjKy8tx7tw5qNVq\n+Pn54cyZM3B2dha5UnJyckJlZSUCAgLw9NNPA2i8H9W1a9cgl8tx9OhRvPLKK8YvRKB2ee+99wQA\nwtixYwW1Wq1r/9vf/iYAEMaPHy9ecaSzceNGYc2aNcIXX3wh5OfnCwqFQuCvubTs2bNHiIyMFK5c\nudKi/fbt28Lw4cMFAEJ4eLhI1dGDfvzxR6G6uvqR9o8++kgAILi4uAh1dXVGr4M9qnaora2Fs7Mz\n7t27h6SkJAwfPrzF84GBgUhJScGFCxcQFBQkUpXUGqVSCY1Gwx6VmTh//jzGjRsHhUKB8vJy2Nra\nil0SPcbAgQORmZmJ5ORkBAQEGPW9eI2qHc6ePYt79+7B29v7kZACgGnTpgEATp48aerSiCxKYGAg\nAECj0aC4uFjkauhJ5HI5AJjkjwkGVTskJycDAEaMGNHq803tKSkpJquJyBLduHEDQOOXoKOjo8jV\n0OPs27cP6enp8PHxgY+Pj9Hfz8bo72ABsrOzAQCurq6tPt/UnpWVZbKaiCzRhx9+CAAIDQ2FQqEQ\nuRpqsmnTJqSlpaGyshI//fQT0tLS0L9/f8TExMDa2tro78+gaoem6bJ2dnatPm9vbw8AUKvVJquJ\nyNLExsZi165dkMvl2LBhg9jl0AO++uorfPvtt7rHHh4e+Oyzz0x2TZ5Df0QkuqtXr2Lu3LkQBAGb\nNm3SXasiafjmm28gCAJKS0vx/fffw8fHB+PHj8ef//xnk7w/g6odunfvDqBxoWJrKisrAQAODg4m\nq4nIUuTl5SE0NBSlpaWIiorCihUrxC6JHqNXr14ICQlBbGwsgoKCsGbNGiQkJBj9fRlU7eDu7g4A\nyM3NbfX5pnYPDw+T1URkCUpKSjBhwgRkZWVh4cKF2Lx5s9glUTvI5XLMnDkTgiCYZLYzg6odmoYh\nkpKSWn2+qd3YawmILElFRQVefvllXLlyBWFhYYiOjuZ2V2bEyckJAFBYWGj092JQtcPPfvYz9OzZ\nE5mZmbh06dIjzx85cgQAMGXKFBNXRmSeNBoNpk6divj4eEycONFks8fIcM6cOQMA8Pb2Nvp7Maja\nwdbWFm+99RYAYNmyZbprUkDjpo0pKSkYP348d6UgagetVovw8HCcPn0aISEhOHr0KHegkKCzZ8/i\n1KlTaGhoaNFeV1eHbdu2Yd++fejWrRtmzpxp9Fo4Pb2d/vCHP+Cbb77BuXPn4OPjg5CQEGRlZSEu\nLg59+vTB7t27xS6RAHz55ZctpjbX1tYCAIKDg3Vta9asweTJk01eGzXavn07jh07BqBx+Gjp0qWt\nvm7z5s264SUyvevXr2PhwoVwcnJCUFAQevfujaKiIly+fBn5+flQKpXYs2cP3NzcjF4Lg6qdlEol\nvvvuO3zwwQc4cOAAjh8/DkdHRyxYsAAbNmx47GJgMq3CwkLExcU90v5gmynG1OnxSktLdf/eFFit\nWbt2LYNKROPHj8e7776LM2fOICUlBUVFRbC1tYWnpyemTZuG5cuXY+DAgSaphZvSEhGRpPEaFRER\nSRqDioiIJI1BRUREksagIiIiSWNQERGRpDGoiIhI0hhUREQkaQwqIiKSNAYVERFJGoOKiIgkjUFF\nRESSxqAiIiJJY1AREZGkMaiIiEjSGFRERCRpDCoiIpI0BhUREUna/wexRMdUExnyCgAAAABJRU5E\nrkJggg==\n"
          }
        }
      ],
      "source": [
        "## 코드2\n",
        "fig,ax = plt.subplots()\n",
        "ax.plot([1,2,3,2],'--o')"
      ],
      "id": "588bae2f-53b0-490a-bfc7-f5ff34b7a449"
    },
    {
      "cell_type": "code",
      "execution_count": 69,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UHhAQoF+xZFFmjHSDVQfvBye3lmHGSDfjFERkxmaMcoPcumMfKGN/ngwSVBqN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\nrkJggg==\n"
          }
        }
      ],
      "source": [
        "## 코드3\n",
        "fig = plt.Figure()\n",
        "ax = fig.subplots()\n",
        "ax.plot([1,2,3,2],'--o')\n",
        "fig"
      ],
      "id": "f2e27c56-8e6c-4467-a691-bae3b89f0ab1"
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UYjuQkI13jl/VvnbppUDc8mB49uspYlXS093vW4MOTw8ICAAAqNVqFBcXG/KtiCzGhaxi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\nAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "## 코드4\n",
        "fig = plt.Figure()\n",
        "ax = fig.add_axes([0.125, 0.11, 0.775, 0.77])\n",
        "ax.plot([1,2,3,2],'--o')\n",
        "fig"
      ],
      "id": "79897de0-a6b9-48f9-946b-6f5ba5471c2b"
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UYjuQkI13jl/VvnbppUDc8mB49uspYlXS093vW4MOTw8ICAAAqNVqFBcXG/KtiCzGhaxi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\nAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "## 코드5\n",
        "fig = plt.Figure()\n",
        "ax = fig.add_axes([0.125, 0.11, 0.775, 0.77])\n",
        "ax.set_xlim([-0.15, 3.15])\n",
        "ax.set_ylim([0.9, 3.1])\n",
        "line = matplotlib.lines.Line2D(\n",
        "    xdata=[0,1,2,3], \n",
        "    ydata=[1,2,3,2], \n",
        "    linestyle='--', \n",
        "    marker='o'\n",
        ")\n",
        "ax.add_line(line)\n",
        "fig"
      ],
      "id": "ba0e7c0f-a291-4e80-86bf-bb0af14bb24e"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## D. 미니맵\n",
        "\n",
        "`-` 틀잡기"
      ],
      "id": "45fe51a8-31de-4ea3-8808-42b1c3d66bf5"
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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2tRx77LHVOjbAEaWmUqlUuvsQ3cH7TQIAvD34dx10ryPxe7C7z+w54gAAAFCQ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\nDdeDAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig = plt.Figure()\n",
        "ax = fig.add_axes([0,0,2,2])\n",
        "ax_mini = fig.add_axes([1.4,0.2,0.5,0.5])\n",
        "fig"
      ],
      "id": "43c988c5-546f-4ef9-9bf9-c5201b35cb2e"
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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/XMePH6+1z+FwaOXKlQoNDdVNN93U3NIB+DG60IDnbD1wUksbOfcTABBY8god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          }
        }
      ],
      "source": [
        "ax.plot([1,5,3,4],'--o')\n",
        "ax_mini.plot([1,2,3,1],'--or')\n",
        "fig"
      ],
      "id": "70e8222b-3339-4e05-a4cd-b6f9c5687cc9"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 4. Subplot\n",
        "\n",
        "## A. `plt.subplots()`\n",
        "\n",
        "`-` 예시1"
      ],
      "id": "8e682cb9-2b95-42c5-b5b7-0505e3301907"
    },
    {
      "cell_type": "code",
      "execution_count": 57,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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1VYNJQ1JycjIA8ZZcdeYRxf81sat9+/Z6j5e3nzlzxkgVElmwq1eBvn3FSdgP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\nIiIi0oMhiYiIiEiP/wcM5wQdWRoYxgAAAABJRU5ErkJggg==\n"
          }
        }
      ],
      "source": [
        "# fig, axs = plt.subplots(2) \n",
        "fig, (ax1,ax2) = plt.subplots(2,figsize=(4,4))\n",
        "ax1.plot([1,2,3,2],'--r')\n",
        "ax2.plot([1,2,4,3],'--o')\n",
        "fig.tight_layout()\n",
        "# plt.tight_layout()"
      ],
      "id": "f5826428-8716-4ba8-a457-f582cf718cc7"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 예시2"
      ],
      "id": "7ce0bfbc-2cf6-4c57-bd5c-a4f54b34b135"
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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CZRJ93tKDkkBrs/T7UunQR5d+7+BbpRllkruH/XXhshDreWvrwu1Ro0ZJklpaWnTq1Ck7\nD4UuLNpcFVZAkqRdB05r0eZ9NlcExA89KAm880R4AUnqeN+78+2tB4iArSGppqZGUsfl8N69e9t5\nKBh82RBQ2e6jEY0p231EtQ0tNlUExBc9KMEaTnZMsUXi4z90rF0CkoCtIWnFihWSpKKiImVksDA4\n3tZVHOm0BulSWttCWld5xKaKgPiiByXYx290XoN0Ke2t0p437KkHiFDMC7e7smXLFr322mtyu91a\nvHhx2OPOzx9+U3V1tXJycqwq77IQ7jTbN+2sOaW5tw+zuBogvuhBSeDgtijHfSR9/3FrawGiYMuV\npM8//1wzZsxQKBTSsmXLLqwLQHw1tgTjOg5IFvSgJHEuyntURTsOsJjlV5KOHTumoqIinTlzRo89\n9pgeffTRiMZ3tQK9q2936FpmRnT/e6MdByQDelASSc+M7zjAYpZeSTp9+rQmTpyoQ4cOadasWVq+\nfLmVu0eEbr4muoWqY4b2sbgSID7oQUlmyLgox91qbR1AlCwLSY2Njbrzzju1b98+lZSUaNWqVUpJ\nSbFq94jCtIKBcqdF9v/AnZaiafkDbaoIsA89KAmNnimluiMbk+ruuAM3kAQsCUktLS2aPHmyfD6f\n7rjjDq1du1ZpadyQMNH69fKoNO/qiMaU5vGIEjgPPShJ9eovfe+nkY0ZfTePKEHSiDkktbW1afr0\n6frwww81fvx4lZeXx3RXW1hr4aQRYU+73XxNby2cdIPNFQHWogcluTuXdtxJOxyDb+14NAmQJGJe\nofvSSy9pw4YNkqTs7Gw9/PDDxvctX75c2dnZsR4OEfK407Tm3kIt2rxPZbvN901yp6Xw7DY4Fj0o\nybl7dDxq5N35HTeKNN03KdXNs9uQlGIOSWfOnLnw7+cblclTTz1Fg0oQjztNz5X8lx770bVaV3lE\nO2tOqbElqMwMl8YM7aNp+UyxwbnoQQ7g7iFNWiHdvqDjRpEHP+r4mX96Zsci7ZtmMsWGpGTrA26t\nxMMlAefpTudtd/pbgMtFUj/gFgAAwKkISQAAAAaEJAAAAANCEgAAgAEhCQAAwICQBAAAYEBIAgAA\nMCAkAQAAGBCSAAAADAhJAAAABoQkAAAAA0ISAACAASEJAADAgJAEAABgQEgCAAAwICQBAAAYEJIA\nAAAMCEkAAAAGhCQAAAADQhIAAIABIQkAAMCAkAQAAGBASAIAADAgJAEAABgQkgAAAAwISQAAAAaE\nJAAAAANCEgAAgAEhCQAAwICQBAAAYEBIAgAAMCAkAQAAGBCSAAAADAhJAAAABoQkAAAAA0ISAACA\nASEJAADAgJAEAABgQEgCAAAwICQBAAAYEJIAAAAMCEkAAAAGhCQAAAADQhIAAIABIQkAAMCAkAQA\nAGBASAIAADAgJAEAABgQkgAAAAwISQAAAAaEJAAAAANCEgAAgAEhCQAAwMBlxU52796t9957Tz6f\nTz6fT8eOHZMkhUIhK3YPAN+KHgTADpaEpMWLF2vTpk1W7ComtQ0t+lPFYe06cFqNLUFlZrg0Zmgf\nTcsfqL69MhJdHgCbJEUPavxS2rNGOrhNOtcopWdKQ26VbpopZfZLbG0AomJJSBo7dqxGjhypgoIC\nFRQUaMiQIWppabFi12EJtLZp0eYqle0+qta2i785/mN/nf7n/S9UmjdQCyfdII87LW51AYiPhPag\n1mbpnSekT96S2lsvfq3mf6W/LZFG3y0VLZXcnvjUBMASloSkJ554wordRCXQ2qaf/danXQdOd/me\n1raQ1voOq6a2UWvuLSQoAd1MwnpQa7P0+1Lp0Eddv6e9Vdr9ulT3b2lGmeTuEbfyAMTG8Qu3F22u\n+taA9HW7DpzWos37bK4IwGXjnSe+PSB93aGPpHfn21sPAEs5OiR92RBQ2e6jEY0p231EtQ3xmwoE\n0E01nOyYYovEx3/oWLsEwBEcHZLWVRzptAbpUlrbQlpXecSmigBcNj5+o/MapEtpb5X2vGFPPQAs\nZ8maJCuNGDHCuL26ulo5OTkXbQt3mu2bdtac0tzbh0U1FkD3FnYPOrgtugMc/Ej6/uPRjQUQV46+\nktTYEozrOAC44FxjfMcBiLuku5JUVVVl3G76dpeZEV350Y4D0P2F3YPSM6M7QLTjAMSdo68k3XxN\n76jGjRnax+JKAFx2hoyLctyt1tYBwDaODknTCgbKnZYS0Rh3Woqm5Q+0qSIAl43RM6VUd2RjUt0d\nd+AG4AiODkn9enlUmnd1RGNK83hECQAL9Oovfe+nkY0ZfTePKAEcxNEhSZIWThoR9rTbzdf01sJJ\nN9hcEYDLxp1LpcFhTp8NvrXj0SQAHMOSkPT2229rzJgxF/45d+6cJF207e2337biUJ143Glac2+h\nphcO6nLqzZ2WoumFg3gkCdBNJawHuXt0PGok756up95S3R2vz1jPs9sAh7HkZ161tbXatWtXp+1f\n31ZbW2vFoYw87jQ9V/JfeuxH12pd5RHtrDmlxpagMjNcGjO0j6blM8UGdGcJ7UHuHtKkFdLtCzpu\nFHnwo46f+adndizSvmkmU2yAQ6WEQqHIblmdIOd/ftvVz3MBJJ/udN52p78FuFzEet46fk0SAACA\nHRxzJalXr15qbW3t9GgSAMmrurpabrdbDQ0NiS4lZvQgwHli7UGOuZLk9Xrldod3T5Lq6mpVV1fb\nXBG6Kz4/1nG73fJ6vYkuwxLh9iA+P4gVnyHrxNqDHHMlKRKsHUAs+PwgFnx+ECs+Q8nDMVeSAAAA\n4omQBAAAYEBIAgAAMCAkAQAAGBCSAAAADLrlr9sAAABixZUkAAAAA0ISAACAASEJAADAgJAEAABg\nQEgCAAAwICQBAAAYdJuQ1NzcrF//+te69tpr5fF4dNVVV+nee+/VsWPHEl0aklxTU5M2btyo++67\nT9ddd508Ho+8Xq9GjRqlp59+Wo2NjYkuEQ5AD0K06EHJq1vcJykQCOj222/Xzp07deWVV2r8+PE6\nePCgfD6f+vbtq507d2ro0KGJLhNJavXq1Zo9e7Ykafjw4brxxht19uxZbd++XQ0NDbr++uu1detW\n9evXL8GVIlnRgxALelASC3UDCxYsCEkKjR07NtTQ0HBh+/PPPx+SFJowYULiikPSe/3110Nz5swJ\n7du376Lt//nPf0KjR48OSQpNnz49QdXBCehBiAU9KHk5/krSuXPn1K9fP3311Vfas2ePRo8efdHr\no0aN0t69e1VZWam8vLwEVQmn2rFjh2655RZlZGTo7NmzSk9PT3RJSDL0INiJHpRYjl+TtG3bNn31\n1VfKycnp1JwkqbS0VJK0efPmeJeGbmDUqFGSpJaWFp06dSrB1SAZ0YNgJ3pQYjk+JH366aeSpJtu\nusn4+vnte/fujVtN6D5qamokSW63W717905wNUhG9CDYiR6UWI4PSYcPH5YkXX311cbXz28/dOhQ\n3GpC97FixQpJUlFRkTIyMhJcDZIRPQh2ogclluND0vmfRvbs2dP4utfrlSQ1NDTErSZ0D1u2bNFr\nr70mt9utxYsXJ7ocJCl6EOxCD0o8x4ckwA6ff/65ZsyYoVAopGXLll1YFwAA8UAPSg6OD0mZmZmS\nOm7GZeL3+yVJvXr1iltNcLZjx46pqKhIZ86c0WOPPaZHH3000SUhidGDYDV6UPJwfEgaNGiQJOno\n0aPG189vHzx4cNxqgnOdPn1aEydO1KFDhzRr1iwtX7480SUhydGDYCV6UHJxfEg6fwlyz549xtfP\nbx85cmTcaoIzNTY26s4779S+fftUUlKiVatWKSUlJdFlIcnRg2AVelDycXxIGjdunK644gpVV1fr\nk08+6fR6WVmZJGnSpElxrgxO0tLSosmTJ8vn8+mOO+7Q2rVrlZaWluiy4AD0IFiBHpScHB+S0tPT\n9fOf/1ySNHfu3Avz/5L0wgsvaO/evZowYQJ3ukWX2traNH36dH344YcaP368ysvLuastwkYPQqzo\nQcnL8Y8lkToeLnnbbbdp165dFx4ueejQIe3atYuHS+KSVqxYoXnz5kmSiouL9Z3vfMf4vuXLlys7\nOzuOlcEp6EGIBT0oeXWLkCRJzc3Neu655/TWW2/pyJEj6t27t4qKirR48eIub/IGSNJTTz2lRYsW\nXfJ9Bw4c0JAhQ+wvCI5ED0K06EHJq9uEJAAAACs5fk0SAACAHQhJAAAABoQkAAAAA0ISAACAASEJ\nAADAgJAEAABgQEgCAAAwICQBAAAYEJIAAAAMCEkAAAAGhCQAAAADQhIAAIABIQkAAMCAkAQAAGBA\nSAIAADAgJAEAABgQkgAAAAwISQAAAAaEJAAAAANCEgAAgAEhCQAAwICQBAAAYEBIAgAAMCAkAQAA\nGBCSAAAADFyJLiBcAwYMkN/v16BBgxJdCoAwHT58WF6vVydOnEh0KTGjBwHOE2sPcsyVJL/fr9bW\n1kSXASACra2t8vv9iS7DEvQgwHli7UGOuZJ0/ttbVVVVgisBEK4RI0YkugTL0IMA54m1B9lyJenU\nqVPq16+fUlJSNGzYMDsOAQBdogcBsIItV5J+8YtfqK6uzo5dA7apa65T+f5yVZ6olD/ol9flVcGA\nAhXnFiu7R3aiy0ME6EFwomBdnerLytTkq1C7369Ur1c9CwuVVTpVrmx6UCJYHpI++OADrVmzRnPm\nzNGrr75q9e4BywWCAS3xLdGm6k0Ktgcvem3H8R16+dOXNWXYFM0vnK+MtIwEVYlw0YPgNO2BgE4+\n86zqN2yQghf3IP/27ap96SVllZSo/4InlZpBD4onS6fbmpub9cADD+iGG27Q448/buWuAVsEggE9\n9P5DWr9/faeAdF6wPaiyL8r04HsPKhAMxLlCRIIeBKdpDwR0ZPYc1f/5z50C0gXBoOrXrdOR+2er\nPUAPiidLQ9KiRYtUU1OjlStXyu12W7lrwBZLfEtUebIyrPdWnqzU0oqlNleEWNCD4DQnn3lWTRUV\nYb23qaJCJ599zuaK8HWWhaS9e/fq+eef16xZszR+/HirdgvYpq65TpuqN0U0ZuO/N6qumbUuyYge\nBKcJ1tZ2TLFFoL68XEHW28WNJSGpvb1d999/v7KysvSb3/zGil0CtivfX97lFFtXgu1BbdgfWVOD\n/ehBcKL69eu7nmLrSjCo+rL19hSETixZuP3iiy+qoqJCv/vd79SnT5+Y9tXVPQ2qq6uVk5MT076B\nr6s8Ed402zdVnKjQ7JGzLa4GsaAHwYmafOFNs3Ue55MefMDiamAS85Wkw4cP65e//KUmTJige+65\nx4KSgPjwB6O7C2u042APehCcqj3KO0FHOw6Ri/lK0ty5c3Xu3DmtXLnSinq6vJttd7pzL5KD1+WN\n6zjYgx4Ep0r1RtdLoh2HyMUckv7yl78oKytLDz744EXbA//3M8Vjx47ptttukyT98Y9/1IABA2I9\nJGCJ/AH52nF8R8TjCgYU2FANokUPglP1LCyQf/v2KMYV2lANTCxZk1RfX6+tW7caXwsEAhdeC3B/\nBySRktwSvfLpKxEt3nalulScW2xjVYgGPQhOlDV1qmpf+n+RLd52uZRVOtW+onCRmNckhUIh4z8H\nDhyQJOXk5FzYNmTIkFgPB1gmu0e2JudMjmjMlGFTeERJkqEHwalcffsqqziyL11ZJSU8oiSObHnA\nLeAU8wvnK79/fljvze+fr/mF822uCMDlpP+CJ9WzILwp/J4FBeq/4EmbK8LXEZJwWfO4PHrlh6+o\n9NpSuVLNs8+uVJdKry3Vyh+t5NltACyV6vFo4KpXlTVtmuTqYgWMy6WsadM0cPUqnt0WZ5Y/4BZw\nGo/Lo4VjF2ru9+Zqw/4NqjhRIX/QL6/Lq4IBBSrOLWaKDYBtUj0eXfn0IvV95L9VX7ZeTT6f2v1+\npXq96llYqKzSqUyxJUhKKBQKJbqIcJz/+W1XP88FkHy603nbnf4W4HIR63nLdBsAAIABIQkAAMCA\nkAQAAGBASAIAADAgJAEAABgQkgAAAAwISQAAAAaEJAAAAANCEgAAgAEhCQAAwICQBAAAYEBIAgAA\nMCAkAQAAGBCSAAAADAhJAAAABoQkAAAAA0ISAACAASEJAADAgJAEAABgQEgCAAAwICQBAAAYEJIA\nAAAMCEkAAAAGhCQAAAADQhIAAIABIQkAAMCAkAQAAGBASAIAADAgJAEAABgQkgAAAAwISQAAAAaE\nJAAAAANCEgAAgAEhCQAAwICQBAAAYEBIAgAAMCAkAQAAGBCSAAAADAhJAAAABoQkAAAAA0ISAACA\nASEJAADAgJAEAABgQEgCAAAwICQBAAAYEJIAAAAMCEkAAAAGhCQAAAADQhIAAIABIQkAAMCAkAQA\nAGBASAIAADAgJAEAABhYFpJeeOEFlZSUKDc3V1dccYUyMjI0ePBgzZw5U5999plVhwGATug/AOyQ\nEgqFQlbsKDs7W36/XyNHjtR3v/tdSVJVVZW++OILud1ulZeX6yc/+UnU+x8xYsSFfQKIv7rmOpXv\nL1fliUr5g355XV4VDChQcW6xsntkG8fE67y1u/9I9CAg0YJ1daovK1OTr0Ltfr9SvV71LCxUVulU\nubLt6UGWhaRt27YpLy9PHo/nou0vv/yy5s6dq/79++vo0aNyuVxR7Z8GBSRGIBjQEt8SbarepGB7\nsNPrrlSXpgybovmF85WRlnHRa/E6b+3uPxI9CEiU9kBAJ595VvUbNkjBzj1ILpeySkrUf8GTSs2w\ntgdZNt02bty4Tg1Kkh5++GHl5OTo5MmT2rdvn1WHAxAHgWBAD73/kNbvX28MSJIUbA+q7IsyPfje\ngwoEA3GusAP9B+ie2gMBHZk9R/V//rM5IElSMKj6det05P7Zag9Y24PisnDb7XZLktLT0+NxOAAW\nWeJbosqTlWG9t/JkpZZWLLW5osjRfwDnOvnMs2qqqAjrvU0VFTr57HOWHt/2kPTmm2/qX//6l3Jz\nc5Wbm2v34QBYpK65TpuqN0U0ZuO/N6quuc6miiJH/wGcK1hb2zHFFoH68nIF66zrQdFP0Hdh2bJl\nqqqqkt/v1z//+U9VVVXpqquu0tq1a5WWlmb14QDYpHx/eZdTbF0Jtge1Yf8GzR4526aqvh39B+g+\n6tev73qKrSvBoOrL1iv7wQcsqcHykPTXv/5VH3zwwYX/Hjx4sN544w3l5eWFNf78Iqtvqq6uVk5O\njiU1Ari0yhPhTbN9U8WJioSFpFj7j0QPApJFky+8abbO43ySRSHJ8um2999/X6FQSGfOnNHf//53\n5ebmasKECXrmmWesPhQAG/mD/riOswL9B+g+2v3R9ZJox5lYfiXpvKysLI0fP15btmzR2LFj9atf\n/UoTJ05UQUHBt47r6md6XX27A2APr8sb13FWirb/SPQgIFmkeqPrJdGOM+7Lsj11we1266677lIo\nFNLmzZvtPhwAi+QPyI9qXMGASweReKH/AM7VszC6XtKzsNCyGuJyC4Ds/7sTZm1tbTwOB8ACJbkl\ncqVGdrHZlepScW6xTRVFh/4DOFPW1KlSpDeAdbmUVTrVshriEpK2bt0qSSx6BBwku0e2JudMjmjM\nlGFTunxESaLQfwBncvXtq6ziyL50ZZWUdPmIkmhYEpK2bdumd999V+3t7Rdtb21t1Ysvvqg333xT\nPXr00F133WXF4QDEyfzC+crvH960W37/fM0vnG9zRZ3Rf4Duq/+CJ9UzjLWEktSzoED9Fzxp6fEt\nWbi9f/9+zZo1S9nZ2crLy1OfPn1UV1enzz77TMePH5fH49Hrr7+ugQMHWnE4AHHicXn0yg9f0dKK\npdr4740RP7stHug/QPeV6vFo4KpXdfLZ51RfXh7xs9tiZckDbg8cOKDVq1dr69atqqmpUV1dndLT\n0zVkyBD94Ac/0COPPKJhw4bFdAweLgkkVl1znTbs36CKExXyB/3yurwqGFCg4tziLqfY4nHexqP/\nSPQgINGCdXWqL1uvJp9P7X6/Ur1e9SwsVFbp1C6n2GI9by0JSfFAgwKcpzudt93pbwEuF7Get3FZ\nuA0AAOA0hCQAAAADQhIAAIABIQkAAMCAkAQAAGBASAIAADAgJAEAABgQkgAAAAwISQAAAAaEJAAA\nAANCEgAAgAEhCQAAwICQBAAAYEBIAgAAMCAkAQAAGBCSAAAADAhJAAAABoQkAAAAA0ISAACAASEJ\nAADAgJAEAABgQEgCAAAwICQBAAAYEJIAAAAMCEkAAAAGhCQAAAADQhIAAIABIQkAAMCAkAQAAGBA\nSAIAADAgJAEAABgQkgAAAAwISQAAAAaEJAAAAANCEgAAgAEhCQAAwICQBAAAYEBIAgAAMCAkAQAA\nGBCSAAAADAhJAAAABoQkAAAAA0ISAACAASEJAADAgJAEAABgQEgCAAAwICQBAAAYEJIAAAAMCEkA\nAAAGhCQAAAADQhIAAIABIQkAAMCAkAQAAGBASAIAADCIOSQ1NTVp48aNuu+++3TdddfJ4/HI6/Vq\n1KhRevrpp9XY2GhFnQBgRA8CYJeUUCgUimUHq1ev1uzZsyVJw4cP14033qizZ89q+/btamho0PXX\nX6+tW7eqX79+MRU6YsQISVJVVVVM+7mc1TXXqXx/uSpPVMof9Mvr8qpgQIGKc4uV3SM70eWhG4rH\neUsPco5gXZ3qy8rU5KtQu9+vVK9XPQsLlVU6Va5sehCsF+t564q1ALfbrTlz5mjevHkaPnz4he3H\njx/Xj3/8Y3388ceaN2+e3nrrrVgPhSgFggEt8S3RpupNCrYHL3ptx/EdevnTlzVl2BTNL5yvjLSM\nBFUJRIcelPzaAwGdfOZZ1W/YIAUv7kH+7dtV+9JLyiopUf8FTyo1gx6E5BHzlaRvs2PHDt1yyy3K\nyMjQ2bNnlZ6eHvW++BYXnUAwoIfef0iVJysv+d78/vl65YevyOPyxKEyXA4Sfd7SgxKvPRDQkdlz\n1FRRccn39iwo0MBVryrVQw+CNWI9b21duD1q1ChJUktLi06dOmXnodCFJb4lYQUkSao8WamlFUtt\nrgiIH3pQ4p185tmwApIkNVVU6OSzz9lcERA+W0NSTU2NpI7L4b1797bzUDCoa67TpupNEY3Z+O+N\nqmuus6kiIL7oQYkVrK3tmGKLQH15uYJ19CAkB1tD0ooVKyRJRUVFymCeOe7K95d3WoN0KcH2oDbs\nj6ypAcmKHpRY9evXd1qDdEnBoOrL1ttTEBChmBdud2XLli167bXX5Ha7tXjx4rDHnZ8//Kbq6mrl\n5ORYVd5lofJEeNNs31RxokKzR862uBogvuhBidfkC2+arfM4n/TgAxZXA0TOlitJn3/+uWbMmKFQ\nKKRly5ZdWBeA+PIH/XEdByQLelByaPdH10uiHQdYzfIrSceOHVNRUZHOnDmjxx57TI8++mhE47ta\ngd7Vtzt0zevyxnUckAzoQckj1RtdL4l2HGA1S68knT59WhMnTtShQ4c0a9YsLV++3MrdI0L5A/Kj\nGlcwoMDiSoD4oAcll56F0fWSnoWFFlcCRMeykNTY2Kg777xT+/btU0lJiVatWqWUlBSrdo8olOSW\nyJUa2cVCV6pLxbnFNlUE2IcelHyypk6VXBFOWLhcyiqdak9BQIQsCUktLS2aPHmyfD6f7rjjDq1d\nu1ZpaWlW7BoxyO6Rrck5kyMaM2XYFB5RAsehByUnV9++yiqO7EtXVkkJjyhB0og5JLW1tWn69On6\n8MMPNX78eJWXl8d0V1tYa37hfOX3D2/aLb9/vuYXzre5IsBa9KDk1n/Bk+pZEN60W8+CAvVf8KTN\nFQHhi3nh9ksvvaQN/3ezsOzsbD388MPG9y1fvlzZfDuIO4/Lo1d++IqWVizVxn9vNN43yZXq4tlt\ncCx6UHJL9Xg0cNWrOvnsc6ovLzffN8nl4tltSEoxh6QzZ85c+PcN33Jn1aeeeooGlSAel0cLxy7U\n3O/N1Yb9G1RxokL+oF9el1cFAwpUnFvMFBscix6U/FI9Hl359CL1feS/VV+2Xk0+n9r9fqV6vepZ\nWKis0qlMsSEp2fqAWyvxcEnAebrTedud/hbgcpHUD7gFAABwKkISAACAASEJAADAgJAEAABgQEgC\nAAAwICQBAAAYEJIAAAAMCEkAAAAGhCQAAAADQhIAAIABIQkAAMCAkAQAAGBASAIAADAgJAEAABgQ\nkgAAAAwISQAAAAaEJAAAAANCEgAAgAEhCQAAwICQBAAAYEBIAgAAMCAkAQAAGBCSAAAADAhJAAAA\nBoQkAAAAA0ISAACAASEJAADAgJAEAABgQEgCAAAwICQBAAAYEJIAAAAMCEkAAAAGhCQAAAADQhIA\nAIABIQkAAMCAkAQAAGBASAIAADAgJAEAABgQkgAAAAwISQAAAAaEJAAAAANCEgAAgAEhCQAAwICQ\nBAAAYEBIAgAAMCAkAQAAGBCSAAAADAhJAAAABoQkAAAAA0ISAACAASEJAADAgJAEAABgQEgCAAAw\ncFmxk927d+u9996Tz+eTz+fTsWPHJEmhUMiK3QPAt6IHAbCDJSFp8eLF2rRpkxW7ikldc53K95er\n8kSl/EG/vC6vCgYUqDi3WNk9shNdHgCbJEMPCtbVqb6sTE2+CrX7/Ur1etWzsFBZpVPlyqb/AE5k\nSUgaO3asRo4cqYKCAhUUFGjIkCFqaWmxYtdhCQQDWuJbok3VmxRsD1702o7jO/Typy9ryrApml84\nXxlpGXGrC0B8JLIHtQcCOvnMs6rfsEEKXtx//Nu3q/all5RVUqL+C55Uagb9B3ASS0LSE088YcVu\nohIIBvTQ+w+p8mRll+8JtgdV9kWZDn51UK/88BV5XJ44VgjAbonqQe2BgI7MnqOmioqu3xQMqn7d\nOp07cEADV72qVA/9B3AKxy/cXuJb8q0B6esqT1ZqacVSmysCcLk4+cyz3x6QvqapokInn33O5ooA\nWMnRIamuuU6bqiNbh7Dx3xtV11xnU0UALhfB2tqOKbYI1JeXK1hH/wGcwtEhqXx/eac1SJcSbA9q\nw/7IGhsAfFP9+vWd1iBdUjCo+rL19hQEwHKWrEmy0ogRI4zbq6urlZOTc9G2yhPhTbN9U8WJCs0e\nOTuqsQC6t3B7UJMvvGm2b2ry+aQHH4hqLID4cvSVJH/QH9dxAHBeuz+6PhLtOADxl3RXkqqqqozb\nTd/uvC5vVMeIdhyA7i/cHpTqja6PRDsOQPw5+kpS/oD8qMYVDCiwuBIAl5uehdH1kZ6FhRZXAsAu\njg5JJbklcqVGdjHMlepScW6xTRUBuFxkTZ0quSK8GO9yKat0qj0FAbCco0NSdo9sTc6ZHNGYKcOm\n8IgSADFz9e2rrOLIvnBllZTwiBLAQRwdkiRpfuF85fcPb9otv3++5hfOt7kiAJeL/gueVM+C8Kbd\nehYUqP+CJ22uCICVLAlJb7/9tsaMGXPhn3PnzknSRdvefvttKw7Vicfl0Ss/fEWl15Z2OfXmSnWp\n9NpSrfzRSp7dBnRDiepBqR6PBq56VVnTpnU99eZyKWvaNA1cvYpntwEOY8mv22pra7Vr165O27++\nrba21opDGXlcHi0cu1BzvzdXG/ZvUMWJCvmDfnldXhUMKFBxbjFTbEA3lsgelOrx6MqnF6nvI/+t\n+rL1avL51O73K9XrVc/CQmWVTmWKDXColFAoFEp0EeE4//Pbrn6eCyD5dKfztjv9LcDlItbz1jEh\nqVevXmptbe10120Ayau6ulput1sNDQ2JLiVm9CDAeWLtQY5ZuO31euV2u8N6b3V1taqrq22uCN0V\nnx/ruN1uebvJzRPD7UF8fhArPkPWibUHOeZKUiS4LI5Y8PlBLPj8IFZ8hpKHY64kAQAAxBMhCQAA\nwICQBAAAYEBIAgAAMCAkAQAAGHTLX7cBAADEiitJAAAABoQkAAAAA0ISAACAASEJAADAgJAEAABg\nQEgCAAAwICQBAAAYdJuQ1NzcrF//+te69tpr5fF4dNVVV+nee+/VsWPHEl0aklxTU5M2btyo++67\nT9ddd508Ho+8Xq9GjRqlp59+Wo2NjYkuEQ5AD0K06EHJq1vcTDIQCOj222/Xzp07deWVV2r8+PE6\nePCgfD6f+vbtq507d2ro0KGJLhNJavXq1Zo9e7Ykafjw4brxxht19uxZbd++XQ0NDbr++uu1detW\n9evXL8GVIlnRgxALelASC3UDCxYsCEkKjR07NtTQ0HBh+/PPPx+SFJowYULiikPSe/3110Nz5swJ\n7du376Lt//nPf0KjR48OSQpNnz49QdXBCehBiAU9KHk5/krSuXPn1K9fP3311Vfas2ePRo8efdHr\no0aN0t69e1VZWam8vLwEVQmn2rFjh2655RZlZGTo7NmzSk9PT3RJSDL0INiJHpRYjl+TtG3bNn31\n1VfKycnp1JwkqbS0VJK0efPmeJeGbmDUqFGSpJaWFp06dSrB1SAZ0YNgJ3pQYjk+JH366aeSpJtu\nusn4+vnte/fujVtN6D5qamokSW63W717905wNUhG9CDYiR6UWI4PSYcPH5YkXX311cbXz28/dOhQ\n3GpC97FixQpJUlFRkTIyMhJcDZIRPQh2ogclluND0vmfRvbs2dP4utfrlSQ1NDTErSZ0D1u2bNFr\nr70mt9utxYsXJ7ocJCl6EOxCD0o8x4ckwA6ff/65ZsyYoVAopGXLll1YFwAA8UAPSg6OD0mZmZmS\nOm7GZeL3+yVJvXr1iltNcLZjx46pqKhIZ86c0WOPPaZHH3000SUhidGDYDV6UPJwfEgaNGiQJOno\n0aPG189vHzx4cNxqgnOdPn1aEydO1KFDhzRr1iwtX7480SUhydGDYCV6UHJxfEg6fwlyz549xtfP\nbx85cmTcaoIzNTY26s4779S+fftUUlKiVatWKSUlJdFlIcnRg2AVelDycXxIGjdunK644gpVV1fr\nk08+6fR6WVmZJGnSpElxrgxO0tLSosmTJ8vn8+mOO+7Q2rVrlZaWluiy4AD0IFiBHpScHB+S0tPT\n9fOf/1ySNHfu3Avz/5L0wgsvaO/evZowYQJ3ukWX2traNH36dH344YcaP368ysvLuastwkYPQqzo\nQcnL8Y8lkToeLnnbbbdp165dFx4ueejQIe3atYuHS+KSVqxYoXnz5kmSiouL9Z3vfMf4vuXLlys7\nOzuOlcEp6EGIBT0oeXWLkCRJzc3Neu655/TWW2/pyJEj6t27t4qKirR48eIub/IGSNJTTz2lRYsW\nXfJ9Bw4c0JAhQ+wvCI5ED0K06EHJq9uEJAAAACs5fk0SAACAHQhJAAAABoQkAAAAA0ISAACAASEJ\nAADAgJAEAABgQEgCAAAwICQBAAAYEJIAAAAMCEkAAAAGhCQAAAADQhIAAIABIQkAAMCAkAQAAGBA\nSAIAADAgJAEAABgQkgAAAAwISQAAAAb/H0GEW+MXEptwAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "fig, ((ax1,ax2),(ax3,ax4)) = plt.subplots(2,2, figsize=(4,4))\n",
        "ax1.plot([1,2,4,3],'o', color='C0')\n",
        "ax2.plot([1,2,4,3],'o', color='C1')\n",
        "ax3.plot([1,2,4,3],'o', color='C2')\n",
        "ax4.plot([1,2,4,3],'o', color='C3')\n",
        "fig.tight_layout()"
      ],
      "id": "f864ce80-00c6-4427-bb34-a6bd287e943c"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## B. `plt.subplot()`\n",
        "\n",
        "`-` 예시1"
      ],
      "id": "9c40c12c-da51-4226-a290-e813eb99659c"
    },
    {
      "cell_type": "code",
      "execution_count": 70,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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CZRJ93tKDkkBrs/T7UunQR5d+7+BbpRllkruH/XXhshDreWvrwu1Ro0ZJklpaWnTq1Ck7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\n"
          }
        }
      ],
      "source": [
        "plt.figure(figsize=(4,4))\n",
        "plt.subplot(2,2,1)\n",
        "plt.plot([1,2,4,3],'o', color='C0')\n",
        "plt.subplot(2,2,2)\n",
        "plt.plot([1,2,4,3],'o', color='C1')\n",
        "plt.subplot(2,2,3)\n",
        "plt.plot([1,2,4,3],'o', color='C2')\n",
        "plt.subplot(2,2,4)\n",
        "plt.plot([1,2,4,3],'o', color='C3')\n",
        "plt.tight_layout()"
      ],
      "id": "f67a3964-c17f-41fc-a571-1e39419e6559"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 5. Title\n",
        "\n",
        "`-` title을 만드는 함수는 어떤 오브젝트에 소속되는게 좋을까?\n",
        "\n",
        "1.  `plt`\n",
        "2.  `fig`\n",
        "3.  `ax`\n",
        "\n",
        "## A. 일반적인 플랏\n",
        "\n",
        "### `plt`"
      ],
      "id": "7258504e-18c5-4b87-a602-2304a896fd12"
    },
    {
      "cell_type": "code",
      "execution_count": 47,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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6nkz9GCqiFtoVdR0rDysj1c3GAvvCfNDbzkqHU1FbNKK3Lb6aPwJWDWIVtvM8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\n"
          }
        }
      ],
      "source": [
        "plt.plot([1,2,3,2])\n",
        "plt.title('asdf')"
      ],
      "id": "a083e4cc-ae34-48ca-9a1b-be9562bac16e"
    },
    {
      "cell_type": "code",
      "execution_count": 50,
      "metadata": {},
      "outputs": [],
      "source": [
        "plt.title??"
      ],
      "id": "941d1d7d-2b35-4bea-9a05-7562f91b8ead"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `fig` – 원래는 불가능"
      ],
      "id": "cfd50b8a-fbb3-4921-a710-5853964ffdd0"
    },
    {
      "cell_type": "code",
      "execution_count": 49,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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EE4OtzbU4FXVFEwZb4YslE2DeIFYhu8/jZz2LFUNF1AZfnL2GNUeTlLf734uU\nAyNFWjLe4b5Y1dbh5d3n8XOK/sSKoSJqpV1n/sC736oiNaBnNxwI8YJ9b0aKtGucgxV2B01Ad6kR\ngHux2nMeP12+o+XJ1IOhImqFHb//gbXHkpW3FZHyxKDeZlqcikjFw14RK4sGsfrTl+dxMln3Y8VQ\nET3Ett8y8P53TSM10IqRInEZO6hXo1hV1wp4Ze95/E/HY8VQEbVg228Z+L/vLytv2/VipEjcxgzq\nhT3BE2FhqorVsr3n8WPSbS1P1n4MFdEDRPzaOFIDrRgp0g2jB/bEl0GNY/Xq3jicSNTNWDFURM34\n/HQ6Pjh+f6S8YNeLkSLd4D6wJ/YGT0SPe7GqqRPw2r44nEjM1vJkbcdQEd3n01/S8Y8fUpS3B1mZ\n4WCIFwb07KbFqYjazs2uJ/YGe8KymzEARaxe3XcBxxN0K1YMFVED//klDR+eUEXKvrcZDr7sif6M\nFOmoUXaW2Bs8URmr2joBy/dfwPfxuhMrhoronk9+TsM/T6Qqbzv0NsOBEE/0s2SkSLeNHKCIVU8z\nVaxWHLiA7+JvaXmy1mGoiABs+ekqNvyoitRga3McCPFipEhvNBerlQcu4ttL4o8VQ0Vd3r9/uoqP\n/ndFeXuItTkOhHiir6WpFqciUj/X/pbYF+yJXg1iFXrgAo5evKnlyVrGUFGXtvnkFWxqGKk+5tgf\n4gnbHowU6acR/Xtg31JPWJmbAADqBOD1gxdFHSuGirqsf/3vCjafvKq87djHHAeWMlKk/4b364F9\nSyc2idXhCze0PFnzGCrqcgRBwKb/XcHHP6kiNdSmO/aHeMKGkaIuwqVvD+xf6oneDWIV9tUlRMaJ\nL1YdDlVFRQWOHDmCoKAgODs7w9TUFObm5nB3d8f777+PsrKyNu+zsLAQK1euhL29PaRSKezt7REa\nGoqioqKOjktdXH2k/t0gUk423bF/qSdsLBgp6lqc+1pgf4gnrLsrYiUIwJ+/voRvzosrVhJBEISO\n7GDbtm1YunQpAGD48OEYOXIkSkpKcPbsWZSWlsLFxQWnT5+GjY1Nq/aXl5cHLy8vpKWlYciQIRg3\nbhySkpKQlJSEYcOGISoqClZWVh0ZGQDg6uoKAEhKSnrIPUlfCIKAjf9NxSc/pyvXhtl2x95gT/Sx\nkGpxMiLtunqnFH4R0cgrkwMAJBLgny+6Yc64gWrZf0efbzt8RGVsbIyQkBAkJycjOTkZX331FU6c\nOIHU1FSMGTMGKSkpCA0NbfX+QkNDkZaWBh8fH6SmpuLgwYNITEzE8uXLceXKFYSFhXV0ZOqCBEHA\nhh8bR8rZ1gL7ljJSRE62FjgQMhHW3RW/C4IArDoUj69ir2t5MoUOH1G1JCoqCpMmTYJUKkVJSQlM\nTExavH92djbs7OxgZGSErKws2NraKrfJ5XIMHDgQBQUFuHXrVquP0B6ER1RdhyAI+PBEKj47rYqU\nS18L7A2eiN7dGSmiemk5ZfCLkCG3VHVktd5nFOaNH9Sh/Wr9iKol7u7uABSRyc/Pf+j9T5w4gbq6\nOkyePLlRpABAKpVi1qxZqK2txfHjxzUyL+kfQRCw/ocURoqoFYbadMeBEE/YWKiOrN48lID9MVla\nnUujocrIyACgeHmwNe8rXbp0CQAwduzYZrfXr8fHx6tpQtJngiDgHz+k4PNfM5RritNyPRkpogdw\n7KOIlW0P1e/I6sgE7IvWXqw0GqqPP/4YAODt7Q2p9OFPDFlZin8RdnZ2zW6vX8/MzFTThKSvBEHA\nB99fRniDSI3o1wP7glWfHSGi5g3p0x0HQrwaxertwwnYG62d514jTe34+PHj2L59O4yNjbFu3bpW\nPab+VHYzs+a/88fc3BwAUFpa2uo56l8bvV96ejocHR1bvR/SHYIgYN13l7HjzB/KNdf+PfBl0ET0\nYqSIWqX+epd+4TLcLqkEALxzOBEA4D/RvlNn0cgRVUpKCgICAhRnWm3YoHyvikjTBEHA+98lN4rU\nyAE9sDeYkSJqq8H3rnvZ7951L6VGBrC3Mu/0OdR+RHXz5k14e3ujsLAQYWFhWLlyZasf2717dwCK\nDxE3p7y8HABgYWHR6n0+6CyTBx1pke4SBAHvHUvGrrPXlGujBlhiT9AE9DRjpIjaw+FerAJ3xuK9\n2a541Mm602dQa6gKCgowbdo0ZGZmIjAwEBs3bmzT4wcNUpwCeeNG85+Krl+3t+/cw04SP0EQsPbb\nJHwRpXoN3c3OEnuWTITlvStFE1H72Pc2x39ffwxGhtq56p7aQlVWVoYZM2YgOTkZPj4+iIiIgEQi\nadM+6l8ijIuLa3Z7/bqbm1vHhiW9IggC/nY0CXtkqki521lid5DqW02JqGO0FSlATe9RyeVyzJ49\nGzExMZg+fTr2798PQ0PDNu/H29sbBgYG+O2335CTk9PkZxw7dgyGhoZ45pln1DE26YG6OgFrjiY2\njtTAnowUkR7pcKhqa2vh5+eHU6dOYfLkyYiMjHzoFSi2bt0KFxcXrF69utF6v3794Ofnh6qqKixb\ntgw1NTXKbatWrUJubi4CAgI6fFUK0g91dQL+ejQRX8pUn+8YPbAn9gRNYKSI9EiHX/rbunUrDh8+\nDACwtrbGsmXLmr3fxo0bYW2teBMuLy8PqampyM7ObnK/zZs3QyaT4dChQ3BxcVFelDYxMRFOTk7Y\ntGlTR0cmPVBXJ+CdI4mNPjE/ZlBP7F4yARamjBSRPulwqAoLC5X/XB+s5qxdu1YZqpZYW1sjJiYG\na9euxZEjR3D48GHY2tpixYoVeO+999CzZ8+Ojkw6rq5OwNuHE3CgwQUzxw7qiS8YKSK9pNGL0ooZ\nL0qrm+rqBKyOTMDBc6pIjbPvhV1LJqC7VGOfXyeiDujo8y1/s0ln1NUJePNQPL5u8KVu4x16YWcg\nI0Wkz/hV9KQTausErLovUhMcrBgpoi6Av+EkerV1At745hIi424q1yYMtsLOxeNhzkgR6T3+lpOo\n1dYJeOPrS4i8oIrUxMFW2Bk4HmYm/M+XqCvgbzqJVm2dgD9/dRFHLt5SrnkOscKOxYwUUVfC33YS\npZraOvz560s42iBSkxx7Y/ui8ehm0varnhCR7mKoSHRqausQ9tUlfHtJFalHhvbGtoWMFFFXxFCR\nqNTU1iH04EV8F6+6asmjQ60RsXAcI0XURTFUJBo1tXVYefAivm8QqclOikiZGjNSRF0VQ0WiUF1b\nh9ADF/F9gipSjw3rg/AFHowUURfHUJHWVdfWYcX+C/gh8bZybcqwPvickSIiMFSkZdW1dVi+7wJO\nJKkiNdW5Dz4LYKSISIGhIq2pqqnD8v1x+DHpjnLtcec++GyBB6RGjBQRKTBUpBVVNXV4dV8c/pes\nitQTLjb4NGAsI0VEjTBU1OmqauqwbG8cTl5WReqp4Tb4xJ+RIqKmGCrqVPKaWry6Nw4nL+co154a\nbov/+I+FiREv5k9ETTFU1GnkNbV45cs4nEpRRerpEbb4ZD4jRUQPxlBRp6isrsUrX57Hz6m5yrXp\nrrbY4sdIEVHLGCrSuMrqWvzpy/P4pUGkvF37Ysv8MTA2ZKSIqGUMFWlUZXUtQvacx69XVJGaMbIv\n/u3HSBFR6zBUpDGV1bVYuvscfruap1ybOaofNvuOZqSIqNUYKtKIZiPl1g8fzxsNI0aKiNqAoSK1\nu1uliNTvaapIzXLvj3/NdWekiKjNGCpSq7tVtQj6IhZn0/OVa8+598cmRoqI2omhIrWpqKpB0K5z\niMpQRWr26P74aA4jRUTtx1CRWlRU1WDJrljIMgqUay+MGYCNc9xhaCDR4mREpOsYKuqwiqoaBO6M\nRfQfqkj5jBmADYwUEakBQ0UdUi6vQeCuWMQ0iNSLY+3wz5fcGCkiUguGitqtTF6DwJ0xiL1WqFx7\nycMOH77ISBGR+jBU1C5l8hos3hGDc5mqSM25FykDRoqI1IihojYrrazG4p2xON8gUvPGDcQ/fEYx\nUkSkdgwVtUlpZTUW7YhBXFaRcs13/ED8/QVGiog0g6GiViu5F6kLDSLlN2EQPnh+JCNFRBrDUFGr\nlFRWY+H2GFy8XqRcmz9xEP5vNiNFRJrFywXQQxXfrcaC+yIV4MlIEVHn4BEVtaj4bjUWbo/GpRvF\nyrUFnvZ4f7YrJBJGiog0Ty1HVOfPn8f69evh4+MDOzs7SCSSdj+JOTg4KB/f3P9SUlLUMTK1QnFF\nNRbcF6lFXowUEXUutRxRrVu3DkePHlXHrpQWLVrU7LqlpaVafw41r7iiGgHbo5FwUxWpxZMc8O6s\nEYwUEXUqtYTKy8sLbm5uGD9+PMaPHw8HBwfI5fIO7XPXrl3qGI3aoaiiCgHbo5F4s0S5FviIA/72\nLCNFRJ1PLaF688031bEbEoHC8ir4b4tGcrYqUkseGYw1zw5npIhIK3gyBSk1F6ngRwfjnZmMFBFp\nj2hDtWHDBqSnp0MqlcLV1RUvvPAC+vTpo+2x9FbBvUhdbhCpkMeGYPUMF0aKiLRKIgiCoO6dmpqa\nQi6Xoz27dnBwQGZmZpN1MzMzbNmyBUuWLGnT/lxdXZtdT09Ph6OjI5KSkto8o77JL5PDf1s0Um6X\nKtdefmwI3mKkiEgN6p+H2/t8K7oP/D733HOIjIxEZmYmKioqkJiYiLCwMMjlcgQHB6v97MKurrlI\n/WmKIyNFRKIhuiOqB4mIiEBISAicnZ3V8lmqjhZeH+SVyeEfEY3UO6pILZvqiDemOzNSRKQ2endE\n9SBBQUGwsbFBamoqrl27pu1xdF5uqRx+4bJGkXr1cUaKiMRHZ0JlYGAAR0dHAEB2draWp9FtuaVy\nzI+Q4WpOmXJt+RND8ZdpjBQRiY9oz/prTmGh4ov6zM3NtTyJ7soprcT8iGikNYjUiied8PpTTowU\nEYmSzoQqKSkJqampMDMzg4uLi7bH0Uk5JZXwi5AhPbdcubbySSe8/vQwLU5FRNQyrbz0t3XrVri4\nuGD16tWN1o8fP45Tp041uX98fDzmzJkDQRAQHBwMExOTzhpVb+SUVML3vkiFPsVIEZH4qeWI6vvv\nv8e6deuUt6uqqgAAnp6eyrU1a9Zg5syZAIC8vDykpqY2ea8pJiYG7733Huzt7eHu7g4zMzNkZGQg\nLi4ONTU1mDp1KtavX6+OkbuUOyWV8AuXISNPFamwp4dhxZNOWpyKiKh11BKq3NxcREdHN1lvuJab\nm/vQ/UyfPh3Xr19HbGwszpw5g+LiYvTo0QOPPvoo/P39ERgYCENDQ3WM3GXcLla83PdHg0j9+elh\nWM5IEZGO0MjnqHRBV/gcVXbxXfiFy3Atv0K59sZ0Z7z6+FAtTkVEXU1Hn2915mQKaptbRXfhFyFD\nZoNIrfJ2xrKpjBQR6RaGSg/dLFIcSWUVqCL1prcLXpnqqMWpiIjah6HSMzeL7sI3PArXC+4q11bP\ncMHLUxgpItJNDJUeuVFYAb8IWaNIvfPMcCx9bIgWpyIi6hiGSk9cL1BE6kahKlJ/nTkcwZMZKSLS\nbQyVHrheUAHfcBluFqkitebZEQh6dLAWpyIiUg+GSsc1F6m/PTsCSxgpItITDJUOy8qvgG94FG4V\nVyrX1s4agcWPMFJEpD8YKh2VmV8O33AZshtE6v3Zrljo5aC9oYiINICh0kHX8srhF9E4Uutmu2IB\nI0VEeoih0jF/5JXDL1yG2yUNIvX8SCzwtNfiVEREmsNQ6ZCM3DL4Rchwp0SuXPvghZHwn8hIEZH+\nYqh0RHpuGfzCZcgpVUXq7y+MwvyJg7Q4FRGR5jFUOiAtpwzzIxpHar3PKPhOYKSISP8xVCKXlqN4\nuS/3XqQkEuBDHzfMHT9Qy5MREXUOhkrE0nJK4RsejbyyBpF60Q1zxzFSRNR1MFQidfVOKfwiZMgr\nqwKgiNQ/X3TDHEaKiLoYhkqErtwphV+4DPnlqkhtfMkdL3rYaXkyIqLOx1CJTOrtUsyPaBypj+a4\nw2csI0VEXRNDJSIpt0swPyIaBfciZSABPprrjhfGMFJE1HUxVCJxObsE/tsaR+pf80Zj9ugBWp6M\niEi7GCoRSL5VAv9tMhRWVANgpIiIGmKotCzpVjH8t0Wj6F6kDA0k2DxvNGa599fyZERE4sBQaVHi\nzWIEbG8cqY99R+NZN0aKiKgeQ6UliTcVR1LFd1WR+rfvGMx066flyYiIxIWh0oKEG8Xw3yZDSWUN\nAMDIQIItfmMwYxQjRUR0P4aqk8XfKELAtuhGkdo6fwy8RzJSRETNYag60aXrRQjYHo3SRpEaC++R\nfbU8GRGReDFUneTi9SIs2BaNUrkiUsaGEnwyfyymuTJSREQtYag6wYWsQizcHtMoUv/x98DTI2y1\nPBkRkfgxVBp2PrMQi3bEoKxBpD7198BTjBQRUaswVBp0PrMAi3bEKiNlYmiATwPG4snhjBQRUWsx\nVBpy7loBFu2IQXlVLQBFpD5f4IHHXWy0PBkRkW5hqDQg9loBFjeMlNG9SDkzUkREbcVQqVnMHwVY\nvDMGFQ0iFb7AA1MZKSKidjFQx07Onz+P9evXw8fHB3Z2dpBIJJBIJO3eX2FhIVauXAl7e3tIpVLY\n29sjNDQURUVF6hhXY6Iz8ptEKmLhOEaKiKgDJIIgCB3dyfPPP4+jR482WW/PrvPy8uDl5YW0tDQM\nGTIE48aNQ1JSEpKSkjBs2DBERUXBysqqoyPD1dUVAJCUlNThfQGALCMfgTtjcbdaESnpvUg9NqyP\nWvZPRKSrOvp8q5YjKi8vL6xZswbffvstsrOzIZVK272v0NBQpKWlwcfHB6mpqTh48CASExOxfPly\nXLlyBWFhYeoYWa2i0ptGavui8YwUEZEaqOWI6n6mpqaQy+VtPqLKzs6GnZ0djIyMkJWVBVtb1Wnc\ncrkcAwcOREFBAW7dugUbm469nKauI6qzaXlY8kUsKqvrAACmxopIPTLUukP7JSLSF6I4olKXEydO\noK6uDpMnT24UKQCQSqWYNWsWamtrcfz4cS1N2NiZZiK1g5EiIlIrUYXq0qVLAICxY8c2u71+PT4+\nvtNmepDfr+ZhyS5VpLoZG2Ln4gmYxEgREamVqE5Pz8rKAgDY2dk1u71+PTMzs9Nmas5vV3MR/MU5\nyGsaRCpwPDyH9NbqXERE+khUoSorKwMAmJmZNbvd3NwcAFBaWtrqfda/Nnq/9PR0ODo6tnFCxZFU\n0BfnUHUvUmYmhti5eDwmMlJERBohqpf+dEFfSyl6mBoDUERqV+AERoqISINEdUTVvXt3AEBFRUWz\n28vLywEAFhYWrd7ng84yedCR1sMMtbHA/qUTEbz7HDbOccd4h45/pouIiB5MVKEaNGgQAODGjRvN\nbq9ft7e377SZmuNka4GfwqbAyJAHpEREmiaqZ1p3d3cAQFxcXLPb69fd3Nw6baYHYaSIiDqHqJ5t\nvb29YWBggN9++w05OTmNtsnlchw7dgyGhoZ45plntDQhERF1Nq2EauvWrXBxccHq1asbrffr1w9+\nfn6oqqrCsmXLUFNTo9y2atUq5ObmIiAgoMNXpSAiIt2hlveovv/+e6xbt055u6qqCgDg6empXFuz\nZg1mzpwJQHHh2dTUVGRnZzfZ1+bNmyGTyXDo0CG4uLgoL0qbmJgIJycnbNq0SR0jExGRjlBLqHJz\ncxEdHd1kveFabm5uq/ZlbW2NmJgYrF27FkeOHMHhw4dha2uLFStW4L333kPPnj3VMTIREekIjVyU\nVheo+2s+iIioeR19vu2yobKwsEB1dXW7rk5BREStl56eDmNj4zZdVaghUZ3115nMzc1hbGzc7sen\np6cjPT1djRORuvHvSDfw70k3dOTvydjYWHkJvPboskdUHcWXDsWPf0e6gX9PukGbf09d9oiKiIh0\nA0NFRESixlAREZGoMVRERCRqDBUREYkaz/ojIiJR4xEVERGJGkNFRESixlAREZGoMVRERCRqDBUR\nEYkaQ0VERKLGUBERkagxVEREJGoMVRvcvXsXf/vb3zBs2DCYmpqif//+WLJkCW7evKnt0eie8+fP\nY/369fDx8YGdnR0kEgkkEom2x6IGKioqcOTIEQQFBcHZ2RmmpqYwNzeHu7s73n//fZSVlWl7RLpn\n06ZN8PHxgZOTEywtLSGVSmFvb4+FCxciISGh0+bglSlaqbKyEo8//jhkMhn69euHyZMn49q1a4iJ\niUGfPn0gk8kwZMgQbY/Z5T3//PM4evRok3X+Zy4e27Ztw9KlSwEAw4cPx8iRI1FSUoKzZ8+itLQU\nLi4uOH36NGxsbLQ8KVlbW6O8vBxubm4YMGAAAMX3UV25cgXGxsaIjIzEs88+q/lBBGqVd955RwAg\neHl5CaWlpcr1jz76SAAgTJkyRXvDkdL69euFNWvWCN9++62QnZ0tSKVSgf+Zi8uuXbuEkJAQITk5\nudH6rVu3hDFjxggABD8/Py1NRw39/vvvwt27d5usf/LJJwIAwdbWVqiurtb4HDyiaoWqqirY2Nig\nuLgYcXFxGDNmTKPt7u7uiI+Px7lz5+Dh4aGlKak5pqamkMvlPKLSEVFRUZg0aRKkUilKSkpgYmKi\n7ZHoAYYOHYr09HRcunQJbm5uGv1ZfI+qFc6cOYPi4mI4Ojo2iRQAvPTSSwCAY8eOdfZoRHrF3d0d\nACCXy5Gfn6/laaglxsbGANAp/2eCoWqFS5cuAQDGjh3b7Pb69fj4+E6biUgfZWRkAFA8CVpZWWl5\nGnqQPXv2IDU1FU5OTnByctL4zzPS+E/QA1lZWQAAOzu7ZrfXr2dmZnbaTET66OOPPwYAeHt7QyqV\nankaqrdhwwYkJSWhvLwcly9fRlJSEvr374/9+/fD0NBQ4z+foWqF+tNlzczMmt1ubm4OACgtLe20\nmYj0zfHjx7F9+3YYGxtj3bp12h6HGvjxxx/x008/KW/b29tj9+7dnfaePF/6IyKtS0lJQUBAAARB\nwIYNG5TvVZE4nDx5EoIgoLCwEL/++iucnJwwZcoUfPDBB53y8xmqVujevTsAxQcVm1NeXg4AsLCw\n6LSZiPTFzZs34e3tjcLCQoSFhWHlypXaHokeoGfPnpg8eTKOHz8ODw8PrFmzBrGxsRr/uQxVKwwa\nNAgAcOPGjWa316/b29t32kxE+qCgoADTpk1DZmYmAgMDsXHjRm2PRK1gbGyMefPmQRCETjnbmaFq\nhfqXIeLi4prdXr+u6c8SEOmTsrIyzJgxA8nJyfDx8UFERAQvd6VDrK2tAQC5ubka/1kMVSs88sgj\nsLS0RHp6Oi5evNhk+zfffAMAmDVrVidPRqSb5HI5Zs+ejZiYGEyfPr3Tzh4j9Tl9+jQAwNHRUeM/\ni6FqBRMTE7z22msAgFdffVX5nhSguGhjfHw8pkyZwqtSELVCbW0t/Pz8cOrUKUyePBmRkZG8AoUI\nnTlzBidOnEBdXV2j9erqamzZsgV79uxBt27dMG/ePI3PwtPTW+mvf/0rTp48ibNnz8LJyQmTJ09G\nZmYmoqOj0adPH+zYsUPbIxKA77//vtGpzVVVVQAAT09P5dqaNWswc+bMTp+NFLZu3YrDhw8DULx8\ntGzZsmbvt3HjRuXLS9T5rl69isDAQFhbW8PDwwO9e/dGXl4eEhISkJ2dDVNTU+zatQsDBw7U+CwM\nVSuZmpri559/xj/+8Q/s27cPR44cgZWVFRYvXox169Y98MPA1Llyc3MRHR3dZL3hWme8pk4PVlhY\nqPzn+mA1Z+3atQyVFk2ZMgVvv/02Tp8+jfj4eOTl5cHExAQODg546aWXsGLFCgwdOrRTZuFFaYmI\nSNT4HhUREYkaQ0VERKLGUBERkagxVEREJGoMFRERiRpDRUREosZQERGRqDFUREQkagwVERGJGkNF\nRESixlAREZGoMVRERCRqDBUREYkaQ0VERKLGUBERkagxVEREJGoMFRERidr/A6OkGAHqQqktAAAA\nAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "plt.plot([1,2,3,2])\n",
        "fig = plt.gcf()\n",
        "fig.suptitle(\"asdf\")"
      ],
      "id": "01ede087-78c0-4765-88de-f04ab9a09a4f"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `ax`"
      ],
      "id": "af157a11-064b-4206-888b-3e2751a419af"
    },
    {
      "cell_type": "code",
      "execution_count": 54,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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6nkz9GCqiFtoVdR0rDysj1c3GAvvCfNDbzkqHU1FbNKK3Lb6aPwJWDWIVtvM8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\n"
          }
        }
      ],
      "source": [
        "plt.plot([1,2,3,2])\n",
        "ax = plt.gca()\n",
        "ax.set_title(\"asdf\")"
      ],
      "id": "ea4a865c-9130-4eb1-b425-95f39e05be31"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## B. 서브플랏\n",
        "\n",
        "### `ax`"
      ],
      "id": "3e0b1a8d-940b-4f19-bfda-001d991d0510"
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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UFOduPNEAxboiss0tAZifn4/Y2FisX7/eoj0sLAyPPfYYOjo6sGLFCnR1dZn71q5di/r6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\n"
          }
        }
      ],
      "source": [
        "fig,(ax1,ax2) = plt.subplots(1,2)\n",
        "ax1.set_title('asdf')\n",
        "ax2.set_title('1234')\n",
        "fig.tight_layout()"
      ],
      "id": "f1130174-59fb-4269-a885-48ee1f9a6179"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `plt`"
      ],
      "id": "e17c57e8-3eca-4ea0-ac37-f80b291ec690"
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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rC1uR4crp9IY73ft0biXqmuU8RsMfSj6E9cGJHNwoa2TbWxZGwdvZlseICOm/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\nA9LMddM3RBCKAAAAAElFTkSuQmCC\n"
          }
        }
      ],
      "source": [
        "plt.subplot(121)\n",
        "plt.plot([1,2,3])\n",
        "plt.title('asdf')\n",
        "plt.subplot(122)\n",
        "plt.plot([1,2,1])\n",
        "plt.title('1234')\n",
        "plt.tight_layout()"
      ],
      "id": "8dbe51f8-d3c7-4856-9ce1-df4dc036baf0"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### `fig`"
      ],
      "id": "1ffddedd-f442-477f-ac66-b62cfd5037d7"
    },
    {
      "cell_type": "code",
      "execution_count": 64,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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cOnTI5ro5OTlISkpCREQEtFot/Pz8oNPpEBcXh9WrV+PixYtW18vPz0dSUhL69esHrVaL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\n"
          }
        }
      ],
      "source": [
        "fig,(ax1,ax2) = plt.subplots(1,2)\n",
        "ax1.set_title('asdf')\n",
        "ax2.set_title('1234')\n",
        "fig.suptitle('asdf1234')\n",
        "fig.tight_layout()"
      ],
      "id": "0d342cb5-515d-429f-bb08-3a5dd29fb642"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# 6. 산점도 응용예제1 – 표본상관계수\n",
        "\n",
        "## A. motivating EX\n",
        "\n",
        "`# 예제` – 키와 몸무게의 산점도\n",
        "\n",
        "`-` 아래와 같은 자료를 수집하였다고 하자.\n",
        "\n",
        "-   몸무게 = \\[44,48,49,58,62,68,69,70,76,79\\]\n",
        "-   키 = \\[159,160,162,165,167,162,165,175,165,172\\]"
      ],
      "id": "aa936ffd-52e3-448a-ba47-c7aac6fecf86"
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "metadata": {},
      "outputs": [],
      "source": [
        "x=[44,48,49,58,62,68,69,70,76,79]\n",
        "y=[159,160,162,165,167,162,165,175,165,172]"
      ],
      "id": "e3344bf1-c965-4702-b5a3-f05e1e5779f4"
    },
    {
      "cell_type": "code",
      "execution_count": 60,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Lm9t0RUUFxo0bB6VSiW7duiE+Ph4AcO3aNVy4cAFZWVkYPny4rr023Lp06YLx48frbc/f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\nERFJzv8Danj1kCrW5mcAAAAASUVORK5CYII=\n"
          }
        }
      ],
      "source": [
        "plt.plot(x,y,'o')"
      ],
      "id": "df07ee0e-90d7-4ef9-ac71-4c4a1cba4fe2"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   키가 큰 사람일수록 몸무게도 많이 나간다. (반대도 성립)\n",
        "-   키와 몸무게는 관계가 있어보인다. (정비례)\n",
        "\n",
        "`-` 얼만큼 정비례인지?\n",
        "\n",
        "-   이 질문에 대답하기 위해서는 상관계수의 개념을 알아야 한다.\n",
        "-   상관계수는 산점도의 해석에서 가장 중요한 개념 중 하나.\n",
        "\n",
        "`#`\n",
        "\n",
        "## B. 예비학습 – 상관계수\n",
        "\n",
        "`# 예제` – 키와 몸무게에서 상관계수\n",
        "\n",
        "`-` 다시 아래의 자료를 고려하자."
      ],
      "id": "495f5f0d-b771-4aa3-b48d-0e31d5b41792"
    },
    {
      "cell_type": "code",
      "execution_count": 59,
      "metadata": {},
      "outputs": [],
      "source": [
        "x=[44,48,49,58,62,68,69,70,76,79]\n",
        "y=[159,160,162,165,167,162,165,175,165,172]"
      ],
      "id": "dee4c95f-db88-4d76-b95b-758020f17be8"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` (표본)상관계수\n",
        "\n",
        "$$r=\\frac{\\sum_{i=1}^{n}(x_i-\\bar{x})(y_i-\\bar{y}) }{\\sqrt{\\sum_{i=1}^{n}(x_i-\\bar{x})^2\\sum_{i=1}^{n}(y_i-\\bar{y})^2 }}=\\sum_{i=1}^{n}\\tilde{x}_i\\tilde{y}_i $$\n",
        "\n",
        "-   단,\n",
        "    $\\tilde{x}_i=\\frac{(x_i-\\bar{x})}{\\sqrt{\\sum_{i=1}^n(x_i-\\bar{x})^2}}$,\n",
        "    $\\tilde{y}_i=\\frac{(y_i-\\bar{y})}{\\sqrt{\\sum_{i=1}^n(y_i-\\bar{y})^2}}$\n",
        "\n",
        "`-` 상관계수를 계산하는 방법\n",
        "\n",
        "(원래자료)"
      ],
      "id": "a2e76347-3caf-48fd-b41f-e031c9119520"
    },
    {
      "cell_type": "code",
      "execution_count": 61,
      "metadata": {},
      "outputs": [],
      "source": [
        "x,y"
      ],
      "id": "9ab164df-7349-4a12-b943-9cb173e71695"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "(평균을 0으로)"
      ],
      "id": "f0b4fd8c-b1ef-48e1-8f36-cbd151931fd3"
    },
    {
      "cell_type": "code",
      "execution_count": 62,
      "metadata": {},
      "outputs": [],
      "source": [
        "xx = x-np.mean(x)\n",
        "yy = y-np.mean(y) "
      ],
      "id": "c919dfc8-5ac6-42b0-b3d5-1534967b074b"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "(퍼진정도를 표준화)"
      ],
      "id": "62d0bf38-4707-44e2-b234-d93aad8cff11"
    },
    {
      "cell_type": "code",
      "execution_count": 71,
      "metadata": {},
      "outputs": [],
      "source": [
        "xxx = xx/np.sqrt(np.sum(xx**2))\n",
        "yyy = yy/np.sqrt(np.sum(yy**2))"
      ],
      "id": "2164b4e0-7916-43d7-a982-791c5b4aeb9a"
    },
    {
      "cell_type": "code",
      "execution_count": 72,
      "metadata": {},
      "outputs": [],
      "source": [
        "(xxx*yyy).sum()"
      ],
      "id": "650b551c-2788-4511-88f0-6b3a3cf9d3ce"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 상관계수를 계산하는 방법2"
      ],
      "id": "2abb37ef-1582-47d3-b477-71945fe2506c"
    },
    {
      "cell_type": "code",
      "execution_count": 74,
      "metadata": {},
      "outputs": [],
      "source": [
        "np.corrcoef(x,y)"
      ],
      "id": "e0e35e65-9be9-4332-8649-9a07206e5046"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 상관계수의 성질: 절대값이 1보다 작다.\n",
        "\n",
        "`#`\n",
        "\n",
        "## C. 산점도를 보고 상관계수의 부호를 해석\n",
        "\n",
        "`# 예제` – 키와 몸무게의 산점도 + 상관계수의 부호해석\n",
        "\n",
        "`-` 질문: 아래의 그림은 상관계수 $r$의 값이 양수인가 음수인가?"
      ],
      "id": "bf0aa2a5-6843-428b-8198-0aaabde9704d"
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [],
      "source": [
        "x=[44,48,49,58,62,68,69,70,76,79]\n",
        "y=[159,160,162,165,167,162,165,175,165,172]"
      ],
      "id": "32d2582a-e2fd-40a9-afc9-56449f246012"
    },
    {
      "cell_type": "code",
      "execution_count": 76,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Lm9t0RUUFxo0bB6VSiW7duiE+Ph4AcO3aNVy4cAFZWVkYPny4rr023Lp06YLx48frbc/f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\nERFJzv8Danj1kCrW5mcAAAAASUVORK5CYII=\n"
          }
        }
      ],
      "source": [
        "plt.plot(x,y,'o')"
      ],
      "id": "3c21a983-58d0-45b2-a144-4c3473cf2619"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 차근차근 따져보자."
      ],
      "id": "c4f64293-0bbf-4986-87be-e4086ef0349b"
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [],
      "source": [
        "xx = x-np.mean(x)\n",
        "yy = y-np.mean(y) \n",
        "xxx = xx/np.sqrt(np.sum(xx**2))\n",
        "yyy = yy/np.sqrt(np.sum(yy**2))"
      ],
      "id": "b4d08c65-9b1b-454e-a8a3-aa4681187e28"
    },
    {
      "cell_type": "code",
      "execution_count": 91,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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PSkpS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\nYII=\n"
          }
        }
      ],
      "source": [
        "fig, (ax1,ax2,ax3) = plt.subplots(1,3,figsize=(10,3))\n",
        "ax1.plot(x,y,'o'); ax1.set_title(r'$(x_i,y_i)$')\n",
        "ax2.plot(xx,yy,'o'); ax2.set_title(r'$(x_i-\\bar{x},y_i-\\bar{y})$')\n",
        "ax3.plot(xxx,yyy,'o'); ax3.set_title(r'$(\\tilde{x}_i,\\tilde{y}_i)$')"
      ],
      "id": "ed0b2de3-b84f-431a-af68-fcbea5600adb"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   $\\tilde{x}_i$, $\\tilde{y}_i$ 를 곱한값이 양수인것과 음수인것을\n",
        "    체크해보자.\n",
        "-   양수인쪽이 많은지 음수인쪽이 많은지 생각해보자.\n",
        "-   $r=\\sum_{i=1}^{n}\\tilde{x}_i \\tilde{y}_i$ 의 부호는?\n",
        "\n",
        "`-` 그림을 보고 상관계수의 부호를 알아내는 방법? $(x_i,y_i)$의 산점도를\n",
        "보고 $(\\tilde{x}_i, \\tilde{y}_i)$ 의 산점도를 상상 $\\to$ 1,3 분면에\n",
        "점들이 많으면 양수, 2,4 분면에 점들이 많으면 음수\n",
        "\n",
        "`#`\n",
        "\n",
        "## D. 산점도를 보고 상관계수의 절대값을 해석\n",
        "\n",
        "`# 예제` – 기울기가 동일, 그렇지만 직선근처의 퍼짐이 다른 경우\n",
        "\n",
        "`-` 자료가 아래와 같다고 하자."
      ],
      "id": "3e7dfcda-bab6-4429-8b35-7ebc2d96dc52"
    },
    {
      "cell_type": "code",
      "execution_count": 185,
      "metadata": {},
      "outputs": [],
      "source": [
        "x=np.arange(0,10,0.1)\n",
        "y1=x+np.random.normal(loc=0,scale=1.0,size=len(x))\n",
        "y2=x+np.random.normal(loc=0,scale=7.0,size=len(x))"
      ],
      "id": "ba7f75df-0205-4cef-8a6d-21339b10e121"
    },
    {
      "cell_type": "code",
      "execution_count": 186,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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Pn4/3338fp06dgsPh8Ln9li1bsGzZMrRr1w6HDh3Cxo0bUVhYiM8++ww2mw1TpkxBTU1N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\nRxAEQZgOEj+CIAjCdJD4EQRBEKbj/wOSXh6jdmLUQgAAAABJRU5ErkJggg==\n"
          }
        }
      ],
      "source": [
        "plt.plot(x,y1,'.')\n",
        "plt.plot(x,y2,'x')"
      ],
      "id": "85eb00e3-be5c-4d19-938f-ba5636c0b0d0"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` $(x_i,y_i)$의 그래프와 $(\\tilde{x}_i,\\tilde{y}_i)$의 그래프를\n",
        "그려보자."
      ],
      "id": "8943e55d-c8d6-4c17-87d0-c008510bc1b9"
    },
    {
      "cell_type": "code",
      "execution_count": 187,
      "metadata": {},
      "outputs": [],
      "source": [
        "def tilde(x):\n",
        "    xx = x-np.mean(x)\n",
        "    xxx = xx / np.sqrt(np.sum(xx**2))\n",
        "    return xxx "
      ],
      "id": "997ffbb9-2cc6-4548-8d00-abb68c042110"
    },
    {
      "cell_type": "code",
      "execution_count": 188,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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jp5eNBE5mOZ+NKa/9ZJZrx45O5SudCgaOUN1TrRpq5jxgyArbZ6J2PcIylrBP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\ngg==\n"
          }
        }
      ],
      "source": [
        "fig, (ax1,ax2) = plt.subplots(1,2,figsize=(4,2))\n",
        "ax1.plot(x,y1,'.'); ax1.plot(x,y2,'x'); ax1.set_title(r'$(x_i,y_i)$')\n",
        "ax2.plot(tilde(x),tilde(y1),'.'); ax2.plot(tilde(x),tilde(y2),'x'); ax2.set_title(r'$(\\tilde{x}_i,\\tilde{y}_i)$')\n",
        "fig.tight_layout()"
      ],
      "id": "1e718018-1d93-4f4e-b135-260e59c43ab2"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`#`\n",
        "\n",
        "`# 예제2` – 직선근처의 퍼짐은 동일하지만, 직선의 기울기가 다른 경우\n",
        "\n",
        "`-` 자료가 아래와 같다고 하자."
      ],
      "id": "38f11099-89be-42fd-80a8-ce64abdb4ad9"
    },
    {
      "cell_type": "code",
      "execution_count": 197,
      "metadata": {},
      "outputs": [],
      "source": [
        "x=np.arange(0,10,0.1)\n",
        "y1=x+np.random.normal(loc=0,scale=1.0,size=len(x))\n",
        "y2=0.2*x+np.random.normal(loc=0,scale=1.0,size=len(x))"
      ],
      "id": "d257a5da-560d-4b00-89a1-87da6b4a0ee4"
    },
    {
      "cell_type": "code",
      "execution_count": 198,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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NkFwWiUjC5TL0AjIK8rJkGyMeQS/MOvewqnhdknVCNpD9qZrJREu8VUh5yVOo\nPd8DCyqbMKtN/dieLrHEmDAgxMPH79RMvnq9s6WQtIRDPNCeaAivDXLhcCLCz62liKTt2rpceJ3n\nT00t149+VRLY3EJgzsZI8Xrhem3RmrMxfC5puz59SfgMv3f9LtcOo+cuSL0JkotECyDhch16Gx7+\n6OxfgZZ62eek4vWX9H/HgpR1KPAfw9ya+bIHXSx8UtGade5hfNmaE7L+1ISRW3+OVFePNtLkVV8q\nwM6HB994+Pidmslz8XIi2szqdW/5jWAt6AmKkbUvt5YiElvt7Hz49eB5wWq3KrBcvHySQkZTy4Ga\nzeqiJY02zBsgfHb4neF79/pc4ThSS1nqJvdCFK0IEi6XobXh4b2pGzG+7kngxUn48WCf7HNcYA4H\ne6K//xjuT3sNW9MXIO1knaxTioXvxpRdsv2tCvIyNa26G1N2haw/16MU8nvtIv3vxcLHH62ZvJNt\nkgoHF3tuea0cKqzRqE0CpO02svalty7plgHWlxpp4dgRWJ/kua+YAHy4Qvh/JdES30uxS2/cLyPv\nHRcvqaXsUdECSLhch9aGh6U33hXqjEVvzsDKib1kn/MBSEsJ/6x+BCNm3zyKsPrbk6EYuoqOifj3\n9rtCosXXrArysjAnpTLkGuTi9e/td6GiY2JkQIadKLJoojaIjHsIGLs4/DCrWRax8PHbnckDzpdC\n0hOOORuFP38awIL6x7Mitm4rRSS12sW/FxcvPYFVCpQQH1dsdbGO8LmUREt6L8UuPenvt/om4OS3\n4WOf+lZ4Ta2dbn2eO0nV/wgRa2aMLMSoAT2wdnc9GprPoCAvEzNGdhbWvWx9qNNO2jMXQ+euxcsH\nGBqaz+CSrBOYW/NLpJ1sVDzu2t31qhGLFR0TAUSuWc1Nfwc909Zgdso7IVE7gl6o6JgYGZAhfpAA\nUwN8VAoIb18Vfpi1Zr6ldwHwCVFyfMasNCjGw8fvSwW694lsF6BZ2UTxNbVrMgIf/J4qFQZQIFI4\nlESRTwISrbqFTlWZcB6gwn3iKBV2Vjru/70HvL0g/D3xxMCsC1L6+3GC59XbaeN5jhVU8slFGB7E\n9R4inkgrKt/S3r0Y45oeUEwi9gEYN7g3BvXpFhbIzvOcfm4CurY2RLgRubjdNlLlwTM4KCkJqe0S\nUuIyT0NnCi4stRklb/fYB8PiJbWsuAjqXRMPlLDykKuV3MkpANpOAWdPKJfiASIHzuF3Cm4i6THt\niEVLvVy45u+NPLe4bbzvaQmr0Xao3ZdYi5/WvZQO8hx+n9T6nNr60smj4UrvYrr1AW5bY961J/39\npEjbabPfxGrMJeEySbS2GDE9iKs91BoDh1h8pKjWPWypR/sLNyPtZB0a0/rhL5euwsSrRwnXbKOT\n1zYFMH5FlfM7GEvbNHSmYFlpDSD8PkmFR6nWoZKQiY/Hhc+okOlNQqQoCYc4Ik0svHbFS0tQ+fkM\nTpxsiZYTImgVI/dQvK0IIH8G1fqK9HNi0fKnAhOXA5ULgWBH5PnMiJb492Ms0hUtPR5g+/5SrUIX\nEq0tRixVgVfy/wPyBya3EIcmr8URXx8U+7/H+vSHUIqvZIeTVb4QRSyl3fM2kDcA+e1H8E8HF+DC\n1OO2B0WtfDVbJaSkvv19r8ivS6ndSu5ApeoG0hwZadj64EnyhXO9RF21cHwuEErwBFKpiIjXjuwE\nlygFtMzfK1/gV0oh4AO41XUpvfsS7Rw7MXolp1rqO5PXO8UGAK55QD+lILNHZACOVLRmVwKjZgOz\nN8rbpBSwI0V6D2dvEFzPHH9K539TlaMNXe7OJeEySDS3GHF0EJdEda3dXY9x5TWYfuYhHA92RQ//\naazNeFQmXrJAC6WIJQcjvPTy1Tbt/876PXUqnForR+YP1yqHrQOR5+A5MnqJukrh+LdWAL6UyDbx\noIvBk4TgEiDS8lFanzMbXGJ1UmJEcO2eO9bipVdyKkIcKpWj+pTE6x+2hsWrYqKQu6W0p1b3vmFB\n5Lw6R/ua1VyS4mjQYEfY4gOUJyMuhoTLIE6Ji1JtQLNV4AFIIpGUf0ax2B5BL9x77gG0Mz/SfEE8\nn/FEKFpQNdBCGrHkYISXXr7a142n7VmzTomtNEcGEB7uM8eF/xfPmgHtNQyxNWR0Js86IsVLPEP+\n9CVt0RJfgxOiVb1eHgqvJxy+FHMRjtEoqmu3urtWySmxS7p7X/WoPvHkiU8G/2GrPJJULFqhZ7zT\n7coF7EQDsPeP6teg1Qd5NKjYMvYgJFwcnc7NxaUfmjAnpVLhff0is2quxtNt2h1IbA3VNgXwzBsf\noPG/bgCahe1GsGCfLLT7UO0B3P/KpxFiuxcDMaPtERxnXdHDdxovpy9Fgf9YuPJFDKO/tPLVOLat\nWafEVipe4rBiQBgAXp1jLrFTOpMX9z/p7zBnoxBAIh5snJgha9Ww422uXi+4Q7evCrdZPPhx4Wip\nFzbiFOd5jX0QWPCZOevIyd0B+DVGowq7+D7xICA1tyC//r1/1D6HL1UQP3F7Ily1n4atWV4vUqtd\nd68HjnxizhV9osFVNQnVoOAMwNCGg8sqq/Fm1Y5QhQmey8TR29RRKxiBj99KBp04UGHt7no89doW\nvJT6WChh+I7zSzB/2jjBYhJ19jrWG7PalAMxxJUy2rsXC2tYgLZoRSHCSys8X8ys0YXIyUy3FhCj\nFhXnRISdEjkFgovPTPSXuP9pCd6hnYJLSXo+cY6PUbT6PA9AqV4vfIa7lKQiwQNQBk+K3IxTK/LO\nTRGBZj6jhNG0i5Z6QbR45Kr0d5Y+T1p9wEhbpQFEagFF/DcTnz+zh2AJWvx9KKrQAQzfRAOd4VDt\nAbDVk1Ds+14WnWckCk5vN+Nxg/Kx9f+aZFGFPOy8timAu1a8GiFa4vB0fn6tdorphya8nfNb5LUd\n1hciOxFeOuHktU0BzH1xN1obD+LGlF0RkwGOD4C4kxoOmXdabKXC5UsVGid2ufhThRabOY+4nbzw\nqdKAJRYHMVaSo81Gy0nXXsTHEbdLTUjdKl5Opg0YPYeSMAHq0YZO38soRmxSVGEs0VvwbalH0Zsz\nBDFgctEyUmRWbx2ra5c0bF44FvPKSnDLsH6YV1YSUQfwlV31uN63UyZaQOQa25+qWURR3BtTdime\n7zt/Pk7d/rq+G00nwqu9ezHQfBCN/3UDnnnjg0i3ngE3zYW9sjGthOHl9KX4VdoamRt2TkqlpX3G\nVKPirC7qq1VNkK4TWNmIUtz/zhwXxEscOSYVB39qWIgze1gr+WSgz0dEy2lV8dATLaXzxdId5VSw\njhPnULOm1KINlawpQP9eWo1kjWXEpg1IuDgGO1730XfiziuLFcUlAknH0QtGKMjLxIW9srF4wmA8\nPasUiycMjhDDhuZWWWkmMXyNraG5VVaaSQoX2yKdNuk92Gu/BsY1PYC6YG/ktx/BzXvm4q4Vr4YD\nKgxuUTH3m/khQX6nY1ToLav7jGk+nENnymvLSeFh7vz3UxLB2RvCIcWAPPrPLFLx4iKhZNHM/zQs\nwmeOWx9kjA62syv1PzN2sb7L0kqEoxSrgRZRiIyVoXcOvXVPabShdKIgnggC6vdSbb3ObRGbNiDh\nEqPX8YbORN6uFfingwvw9MReMnEJodBxtIIRNPez6nxQufBVdExUdP1dknUC2L4q9DlemklKqKL7\nDyC3IKTRXxoRXjxisSHYM6L47vW+nWFryMis/sVJSDtZh9NZBbjj/JKIa3vXwj5jsi0axO3mGyEC\n6uLFB4fVE4X/8oADqVvl1TmRiaHSn5bfS6WdbZXg60XS/rdyuLJF49QgY2RALxqt/5lxD6kP/GKx\n0YpwVLMSxMeR5tGpTIYU8+gcjoxVhE+OfKnyc0gDJfg1Sb//D1uVrSnpRBBQFy0rkaz8/PGyjE1A\nwiVFq3OX3mXIglDqOFrFc1VdjaIHVakaPCe0dcnGBzE3/R1NgVwxY7iQQGzEjaYR4fXKrnr8vW8D\n+qFJZuFFWEO5hcJMM7OH5oy96083Ys3CWyNcpdeOLjW9z5hiFBWHP/hiIZA+nP0uD7vGfCnAnhfl\ng43YAsrOFyyvYIfw326dSZ48bF26s61WkdWILUo6Bz5xEVepReO0eGkN6FYHfSej+sQDN8+jU5kM\nySYyVnZjtgKfHClVqBA/T4B6u9QsU4MTQcORrGo4YRlHGRIuI/D4Fa2OIw4HVuk4M0YWaq5jyRA9\nqGrV4Av8x7Ax97ehrUt6Xj5NWyCloqXn41bKYQHwg2/+J8KNJ7XwQukBfK2Er91ouGmkrtKfXluC\n7/z5iuKlts+Y5sOplJM19sHIEknidR3WAZw6Gg45ByJFq1sfIDVDlMzZAYyYHQ5b5+5DvrOttPIG\nP6d0onPyqHzt7NYK4zNku3lLRmEdQlu1GDxJ3zWrZSWIkbpT+eTA6HoSFzEnq+hL4RMfDre8xM8T\noH+9apap3fU6lefZ8PldAkUVShF3AJ8/XJlZPONVekD+NF0ohgpodxzuErKYEHposrQa/HzF/bZq\nmwLy6vJqotVJbVMAlf+7C7ftn4f89iPhUHmF63jmjQ9w8565isEiQGd6wJhs+X1afZOp0HQeMn9B\nsDEUwn+OpSDV74OfaURembinilFV4kGP//Z714Rdjd36CAMUTwCeWi5Ye7xOIT9WRg7QdkL9O3pF\nVnkf1LtO3q8A3dQO2T0QFxlWi76URmiyDqFdatGG4vM4HSof0ZZO61ha+kp6b/Ui+TJ7ALNeUb8O\n8bnVnl8r7XIiijGeBYglUDi8A5i+iUqCpLZttvizYrr1Ae7djNrzPeTFeMXCYbcED2D+gdfI3RHn\nVInzvPb+cDFKZzwkO5ReeP6WuSUoenOGvM0Wcqq4CAe+P4hf1d6BFO6GEX/fbBX3wZP0H3y1wSGn\nABh+h3rleel5pMEVQGf+TKp2kdXZlUJCqvh3VioaLD2veDBWyskRf0avYK4RgdUKlTdzHjMDrtrz\np5RHp5cX9Ydrwxbc7EphAqLUl8TnnLAsnOsmnawoTXz4teuFupuhpd65HEWHIOFyAFM3UW3mpxTV\nxcVLJSF0/cgKLKiMzMniLr2urQ3WOq1TMyyFAV4pObofmnBjyi78D7tJNUdNLSH6wYmDMWmPVp6K\nxfarPag8UdaMlcEHHr0HX2twMCOW4gRUX2p4DYQPloC6EEgHab2kY3H+lVS89MRE6XNqg61Wnpfe\nZCsaeXX8forz6IxYOOLrULNwtYRJbLGqTnxSI6vHa1mpVq8/iYSL1rgAbXdFbqEwSIgf8ooJQmd/\ndY78WCcacNnmO3BBsDH0Uj804aXUx9C1tUHIe7LykDoVEaXg41aqw8jXrLTqMM4YWYg1C2/F25eX\nozGtH4r93+PDLgsxactN6gOWVjCIFvw3Ulqf6He55aAZW5hZL+CFV5V2OdYqssq/f/d6eR9Uu07x\nOp04XN6oaPFzTi0XbVGSKs8rKhottJV/ZvVE4bnQyxWKZlSfNI9OK1hH6TpYUBAvM2tnYOpjR+h6\nJb/5kU/sXSe3FI2s19ldy3QhJFyAfpiokni9cKNiQmgHUlDsCwcRiN1udcHeKC95Kq4zogg6F/H1\nkqMD3x9U7fgX9srGP/2oDPk/exfwp8EnHZAA+wmPSnlUYuF7fa4wmJiJtuLt0nrwtcTSicV8X2rn\nYCka1NRm4kp9UO86xflX0oCY4XfoF+g98klkArLSYCsVr4oJzudHKSH9bcRb3osxGknHryOzR3jt\nrvmgfLsPJQtu3EPGzgEIxxUHBFlB5t7coD4RNBKt6UFIuABjnZsPHKGIIVHQhighNAUdaGd+FPu/\nxwcZ9+ODjPsj1oC+bM2x1kanB1FRmPIPs06qfqwfmnD/4YXWOv7Jo/YTHvVm73riZWR9UMkClO6z\nFYvKG+Iiq0rwPsgL7orbseU38v2UeP5VhIWTCgy93dhgy58Lvl2H2mDLB31fihC0oVeFxW4flgm0\nZK8pQB7Jx9uhFXFZNDqcQ6VUzFjL7ahVQT7ies+rF8g1c+1ctHiiMiB/lpT2iksQaI3LDC31QkKo\neIZ8z6YIv37zqhuR13YYjAG+zoj0cywFZW1P4gh66RbjVT2vE8EZKsds716McU0PoCHYM+Ij/dCE\nlzOWotj3vX6kpNLahVrdPa3vm93BV8uNo7fdvZV1HbtRcGrRg2YX7Y1Ev/LPKRUGdjpHR2+9xak+\nbCcIwkAxbQDKa9dma1BG+Zk1FCnpZCCIQWiNy23wIA1JYmH7up/gmTc+EPbX+jiA/5v4MhpYz5Bo\nidGskKF1XruuNiVE3087WYeNub9Fgf8YAKHUUim+0hctpdw1sWWiVHdPqy3SwdRKpv+RT9TXUQB9\nC1BvXcfsfVcbwKS75nbro5/vpHTd/rSwaKmdm1taHH+qsC7oFHqWlFN9WG/glu41Jc3zMliCTHHt\n2kwNSmk7h84UXte7Xr21KOnzIK1o8mKnRSXuw5k94hoeHy1IuJSQuhN4RxRHFt6zCYHMvkg7WYeb\n98zFnn1/w7NVNVi49jNkp4cHiQ7mR7qvAy9nLMXKib3Ui/FqVVSQDnq8cxt58LVcI6Lvd21tQFX3\nR/DHkvfxq7Q1WNflMX3RqpgAVC3THpDEdfe0yC2UWwBOZ/obEUIj6zrS+65WFsfIrJuvQ0mreVh1\nAfO1L7GbKKcgsqKHUh08q+itP+ptCW9GvMS/n16xWi5e4ootgL5wSIsZq62dGb0f0r261K7XyFqU\n0vMgPd5TpZ25kudtb1HiZki4pEhL1Eg7Ymcx0UMdOWhuPQcAoYoOpfgKL6U+hrz273A2qx8+7H8v\n/r3kZTRn9Eex73shRFzpoVQriyMdaAF559YaRI2U2xFZGSlnm/H/Dr8AAEhBh7LFASinCNgZkLQw\nm+mvNfsfPMm5dR0jYqn2+6nNmk80AMPvNBewIr5OIGxlrJ6oHD2oVDDXKkYsKSMbXhqdCIgHbq1o\nQfFvI637pyUc0j49u1J77UwJ6W9eepf8XNI28A0mjaxFKT0PatGaCSpagAvWuM6cOYPHH38cf/7z\nn3Ho0CH06NEDEyZMwGOPPYb+/fvbOrbtyhlqIcOitayGYE/4APT3H0M78yPNF0RdsDfevrwc//Sj\nMvkxJQ+abrUKM5vVSTP6za4RKaG1xgPo5xSprV9Fg2isK9hFnOultcYi/v307pnedYrhOWOS/mv7\nnpjtW3r9ZPsqwX3Jq49onZffJ+m9Vcupk95bpQR0xiLrQoqTmM0mEEvbonavWurlG0xa7Z96a4wx\nIikSkM+ePYtx48Zh+/bt6Nu3L6655hocPHgQO3fuRH5+PrZv346LLrrI8vEt30StwVn0Ho8UvADH\nsTbjUaT5gjjOumJS229w+bCheHpWqfIxO4+39msoVqs4nVWArrdXKJcQMtu5tb4rbdOpb0WlhlKF\n2aZWpQO9Kg7iNpgpc2UFo9cZD/ESY7bChxHREl8nD5MWo5ZYbWdCYTTQwch57B7L6velCeiA+g7W\ngL2gh2hOqtSCo+LQ15NCuB5++GH8+te/xpVXXol3330XXbt2BQCsWLECixYtwtixY/HBBx9YPr6t\nm6g0WwRCrzVn9MfNJxbjCHqF9o3ioqUaPbjlN6Fad82jFmLkR6Nk1Sq4eDFfKnzsvHpWvtVrUXpo\nImaUktJGSq879UDYHcTF75uNPvTigrXR63z26nDdTEB99m13QuGW38/q9wG5cM14Cdj0r/rnMRox\nq9YGp54nl3kZEl64zp07h969e+PEiRPYs2cPSktLI94fNmwY9u3bh927d+Pyy61FQNm+iRod7dDk\ntRhXXhMSnjkplXinY1SoVp9imSSRH10sfGJK8VXIegPgXEir2rXo1ZCTWmJOuSDcNGP3CkauU7pW\nw3Or3CjWYuHTEp9DO4GXZ2oLhVlhAySuwg4hOlNPkJRcjWbrjjrl0nOhlyHhw+E/+ugjnDhxAiUl\nJTLRAoDp06cDAN56661YNy2M2qLn3etRdOGgiO1D+AaPmvtr5RaGwnXz2g7L9pfqhyb8Pv0ZpPmC\nCM0mgufVQ3DNbF8R2udJdC08Ykq6hiddXJduseEERkOTtRat+fXrRR/yMGOj0Yduxch18ujXnALB\nWl/wmXPBGE4iDRxSC5rgdQR5aoXRAA+tUHxAHgm5YJ+xFA4eBBTvvqQnTE4FR7mUuAnXZ599BgAY\nMWKE4vv89X379sWsTWYxvb8WEOpQzRn9I/aXErsJG4I9EdQLw7WyQd/eP0a+x84bq1XH4ZsbOvEQ\nGMlp0XowpdevFn0oDTNWCrv3EnrXKc5pGvdL9w5gShMXWWj38MgajrNeMZYWIQ4Nl5afAvQjIe2k\ncGihFfFq9jdJoN2MrRA34Tp06BAAoKCgQPF9/npdXV3M2iTDQEeTbn6oZGnVNgWwrLJaSFKurEbt\n+R44dfvrqGO9ZaWhGoI94fP5hK07tDq3WYslpwD49I+i2m6dP71WyLs0SfaaB+wPgNJt3LVCk5Ue\nTP59vetvqZcnR8eq5E2sNnIUH8drs2+1NoW8HKmRlr7RauoaXhIA8btP0t/IbgmxBNrN2ApxE67T\np08DALKyshTfz84WBODUqVO6xxoyZIjiX01NjfUGOtTR1u6ux/gVVXi2qgbr9x3Fs1U1GL+iCtuP\nZeFv41/COZaCdF8H0n0dOMf88Pl86O9r0j+n1kO2fZU8ARUIW1fcNdIlRzkZVXrtPKeJVzi3+rAp\nWYmKs+Th4TWaobdHihb/PqDeFi58SsnR0cbJreqNojX75iKqN/t2SkTNoNaHpTtA+1O1azgaJV5W\nitrEwq5QJshuxlagBGQlHOpotU2BULi7mI4gwy9f+xuuPlmJNH+4NlSaLxgWLfE5p5ZHVgDQEi++\nPbxaAqr4gc3oJvxXb02gaHS449t52NSsJNksuXPQyikASu9U/z4gb8uhnfrJ0dHEibU7s6jNvtXW\nkaSzbydF1CzS/rRyeGSdQG55Ge1nWl4SaQK6mmUsvU92RN2L1rAHiJtw8dD31lblLTUCgQAAoFu3\nbrrH2r9/v+JfSUmJ+YY52NGU9rni/ML3F+TtWiGEvCMFAOADhAd14MTI9rw+N7xoLBUZHnTB27N1\nufC94HkhoizYoZhAHbGILy4ztHdN9GaluvdOcq9urdC/90Dkay9cr7zpZ6ywu3ZnFaXZt9o6klaS\nejwqiPN7Jt5gExAKWM//1PigbsRLIk0GVzsmv092RT3J16KiRdyEq6ioCADQ0NCg+D5/vbi4OGZt\nAhDqaO3di/FM8Ur8fEOjsC7VFAh/xmBHU9vnqh+aMD2lKvxCF0HEQ7PLHavCm1WKH8RZr4TPycvE\nbHwwMmJQ/OCzDuDU0UirQ2kRnxcmbT4IZOZF13euNLBzK0kavai0QK4mXlPLIz/nT429aHHMRLhF\ns33xElErnDwa2Xf5Fi9GJ4pmvSSxsoyTfC0qWsRNuIYNGwYA2LNnj+L7/PWhQ4fGrE0AgDHzsPeH\nizGu6QH8x/ZAxLpUxE7ABjpaQZ58/Y5HDxb4j6El/QJBVM6eEKyp6S9GuvZWq+yvJE1KVnqgfKnh\nY3H0Hm5+LXZ953rBCfx83NKTWkn3bNIeVJTWxSomRn4GCuX5Y4mRCLdYiIRbRFQLHvLO4ZaXXqg8\nx4qXBIidqCfxWlS0iJtwXX311cjJyUFNTQ0+/fRT2fvr1q0DANxyyy0xbVdtUwDTPx0u25uKr0vJ\nLC+NjjZzVGEozwuIrIxRx3rj5Ky3wtbOmeNCxv6tFeFK3sEOwJ8ij/qTVtIA5H59cd21Ew36A6dT\nD43R4ARAbmH5Oq0kpe0a1MSLr2Hw6+W7UTu5U7FVtCLc4um+jJeIKtFSLyQX8+jVezYBCz7VD5UX\nezmsuuO8IOqEInETrvT0dPz85z8HAPzsZz8LrWkBQsmnffv2YezYsZarZlhFa12qI8girS4dLuyV\nHZGkfGPKrpBo/W38Syi6cJD84Vl9ExBoCh8k2BF2mRlNpuR+ffH2DLEaOI26YComCBU5xIg3MTPq\nIpIWfpldaS/MOFFxi4iK4f2Zr9/ykHe9UHmpl8OOO87Nok6oEteowocffhhXXHEFtm3bhosvvhgz\nZ87EmDFjsGjRIuTn5+OFF16IeZvU1qXC758xdTxxknLTpfdic/H98M1ej0nXiHJSlKLq/KnAFfPs\nJ1NGq/KFGkbdOlxUAcHSUrKStGbZXPwkG3uqbmOuJ17RyL1yMuE00ZBOwv5ha2SelpZ4KXkG7Ljj\n3CjqhCZxFa4uXbpgy5YtWLJkCbKysvDGG2+grq4Os2fPxp49e2xVhreK0rpU5PuZpo8pTlIeP+ff\nBEtLFx9w5c/sJVNGs/KFFkZcMLxdOQWCa0gvX008S+aipbUuBhgXr2jkXjmdcGoXt4koRdsRNoj7\nflzRxErBx9qmAMavqFJ0F6oWz7VLxIAuqRo9tbxzR1NJUc7q9doFV6UiETzvTKV5J65LrXCwkbUF\n8WcA1S1nFK1StUAas+fVu3dan43H+okRF3M8rAunqsvbRev5I6vLFAlfZNetSNelOJrFc+2gNzNf\nPdH8br7RqnyhhZKrTckFAyiLFrdg9NyM4lJQnbtRh46hFT1mZDdjJyLM3JZwGq2qDVoYdbsOnmTM\niopmtJ3bLGPCECRcClgqnmsFrUGFu/n4etfsDerJlHrHdKryhRpmIgk5Rks5iQe2vWsiS0GNe0h+\n/WrRY3oDn1MRZm5ygcVDRONR8soq8RB1whFIuFQwUjzXEGqzT+lDM7U8PIDxahlctHg9QUD/gYrH\nwKkWSRixriJaa/OlACV/p/59fp3Sda19rwj/Ly0FpXZ9dpOjrUSYuSnhVKkvSPujWl+wWuYoHiWv\nrOA2y5gwBa1xRROtjf/E700tD28VLl2HEr8nrp2m9dDFY+1ASYh5uyN2UrawvhXrdaGWeuc2+4s3\n4r6g1R/FfUF8v60Iq5t+SzWSZfPRGJPwOyDHgrgLlxGB6Xd5eIDPGwAMnQlU/Tby80oCE68HSksU\nIxa5U4QcNGmRX7GgGRnUgPgEMySKcIlxOgjF7LkAd4gWxy3BIQkECZcDxF24AGuzT7c+UEZmqYd2\nCqWqgh2dL/gBBOVCbOSexCPCK97njzaxtIYS/V4SMiiq0MvY3SzRrbXNjKxf1GwWiRYABOXJnFpr\nbPFMBk2GCLNYljmixF4iSpBwGUC2g7G4XqEUu5sluhkjYeM8gMLosdyybpBMEWZU5ojwOOQq1GHt\n7nrZZpApfh8en3YZZpxfL3fpqfn2qzs/K147AeKzZ5Rd9NYvQmH8FtxD8XAvxXLtx01Eey2PXIVJ\nB7kKXYDWDsYH3vgP5XwV6Wy2YoLwt/FBYQ8tvc0SvYDWjF0cNWjW1RYvV52bcq8ShWRwuxJxg4RL\nA61K8ZXnR6I5o7/yQ8gHOb6lyIkGYauSPS8a2yzRCxitimHU1RZPV52bcq9iRTRrFyaT25WICyRc\nGmhVij+CXniy/wrjD+Gpb4XdiAFjmyV6FfFuyxy7JZViJV5uDIiJBtG0htzwWxIJDwmXBnqV4rN7\nD9CO0OKWlhgzmyW6GfGM3WegG2m52shVFzuibQ3Rb0nEAArO0MBwpXi1ReicAiE0nFtagHwB3IuL\n/kpt3rsG+PSlcKKx2nWo5Z65NXctkYhVEAr9lkkLBWe4AMOV4tXyVQbfEhYtK5sluhG1gW3cQ4Il\nqTdjV3O1JZOrLl7Eyhqi35KIMmRxGaC2KYC1u+vR0HwGBXmZmDGyUF50Vxpa7EsFuvcRLBAe8g5o\nVy1w++wzWcPGEwmyhogoQiWfHCBmJZ+krkLGwlvKS/O0vDywU2FSgiA0IFehVxAN0u3di/E/g1fh\neEoP9c97OaoqGcPGCYJwHSRcdhCJ1umsAoxregC1n1Whx/nvcTjYEw2sp+Aq1EtSdvu6lhhavyAI\nIs6kxrsBnkViaU1oegANwZ6owEQAwDsdowAAL2csRTG3rJQKzdI6AkEQhCnI4rKKKEKr/KKn0BDs\nGXqromMijqAXjqAXZrU9HK6wIbWsyCohCIIwDVlcVuGCM3gSvtjQCEC5YjyvsPHowFoSKYIgCAcg\n4bJDpxAV5Glsc4LOChtjJsSgQQRBEIkPuQodYOaoQlmSMifF78OMkR4JdycIgvAAJFwOYLjCBkEQ\nBGEbchU6xIyRhRg1oId+hQ2CIAjCFiRcDnJhr2wsnjA43s0gCIJIaMhVSBAEQXgKEi6CIAjCU5Bw\nEQRBEJ4ioavDd+vWDe3t7SgpKYl3UwiCIBKempoapKWl4dSpU1E9T0JbXNnZ2UhLS7P8/ZqaGtTU\n1DjYouSC7p896P7Zg+6fPazcv7S0NGRnRz+SOqEtLrvEbD+vBIXunz3o/tmD7p893Hz/EtriIgiC\nIBIPEi6CIAjCU5BwEQRBEJ6ChIsgCILwFCRcBEEQhKegqEKCIAjCU5DFRRAEQXgKEi6CIAjCU5Bw\nEQRBEJ6ChIsgCILwFCRcBEEQhKcg4SIIgiA8BQkXQRAE4SlIuAiCIAhPkVTCdebMGTzyyCMYOHAg\nunTpgn79+uGee+7B4cOHTR+rubkZCxYsQHFxMTIyMlBcXIz77rsPLS0tzjc8zrS2tuKNN97Avffe\ni0GDBqFLly7Izs7GsGHD8Oijj+L06dOmjjdgwAD4fD7Vv+rq6ihdSfwoKyvTvOaNGzeaOl4y9b8P\nPvhA897xv0cffdTQ8RK1/33yySdYtmwZpk2bhoKCgtD16LF69WqMHj0aXbt2RY8ePXDTTTdh27Zt\nltrQ0dGBJ598EpdddhkyMzORn5+PGTNm4Msvv7R0PDWSpnLG2bNnMW7cOGzfvh19+/bFNddcg4MH\nD2Lnzp3Iz8/H9u3bcdFFFxk6VlNTE6688kp8/fXXuOiiizBy5Ejs378f+/fvx8CBA/Hxxx+jR48e\nUb6i2PHf//3fmDt3LgDgkksuwaWXXoqTJ09i27ZtOHXqFAYPHoyqqir07t3b0PEGDBiAuro63H33\n3YrvP/744+jbt69j7XcDZWVlqKqqwq233oquXbvK3l+0aBEuu+wyQ8dKtv5XXV2NZcuWKb7X0dGB\nP/7xjwCA999/H+PGjdM9XqL2vylTpuCvf/2r7HWtIf6+++7DypUrkZmZiRtuuAFnz57Fe++9B8YY\n1q1bhylTphg+fzAYxPTp0/H6668jNzcXf/d3f4empiZs3boVmZmZ2LJlC0aPHm3l0uSwJOFf//Vf\nGQB25ZVXslOnToVeX758OQPAxo4da/hYd9xxBwPApk2bxtrb20Ov/+IXv2AA2N133+1gy+PP6tWr\n2U9/+lP2xRdfRLx+5MgRVlpaygCwWbNmGT5ecXExS6KuxxhjbOzYsQwAq62ttX2sZOt/WmzYsIEB\nYIWFhSwYDBr6TqL2v2XLlrElS5awN998kx09epRlZGRoXuemTZsYANazZ0/21VdfhV7ftm0bS09P\nZ7m5uay5udnw+cvLyxkAdvHFF7Nvv/029Pq6desYAPaDH/wgor/aIfF+PQXa2tpYTk4OA8D27Nkj\ne3/o0KEMANu9e7fusY4cOcL8fj9LT0+P+HEYY+zs2bMsPz+fpaSksO+++86x9ruZbdu2MQAsIyOD\ntbW1GfpOog4cWjglXNT/Ivnxj3/MALAHH3zQ8HeSpf/pCdfEiRMZAPbkk0/K3ps/fz4DwJ544gnD\n57vkkksYAPb666/L3ps8eTIDwNatW2f4eFokxRrXRx99hBMnTqCkpASlpaWy96dPnw4AeOutt3SP\ntXHjRgSDQVxzzTW44IILIt7LyMjALbfcgo6ODmzYsMGZxrucYcOGAQDa2tpw7NixOLcm8aH+FyYQ\nCIRcY3fddVecW+Mtzpw5g/fffx9AePwTY2ZMBIDa2lp8+eWXyMzMxM0332z7eHqkOnIUl/PZZ58B\nAEaMGKH4Pn993759jhzrhRdeMHSsROCbb74BAKSlpZleV/nd736HmpoaZGRkYMiQIZg6dSry8/Oj\n0UzX8Pzzz+PYsWPw+/0YOHAgpkyZgqKiIsPfp/4X5rXXXkMgEEBpaSl++MMfmv5+MvY/zoEDB9DW\n1ob8/HwUFBTI3jczJgLhfnnppZciLS3N9vH0SArhOnToEAAo/kDi1+vq6mJ6rERg5cqVAIAJEyYg\nIyPD1Hf/5V/+JeLf999/P55++mncc889jrXPbSxdujTi3w888ACWLFmCJUuWGPo+9b8wPCjDqrWV\njP2Po9ePsrOzkZubi+bmZpw6dQrdunWzdTyn+2VSuAp5uHZWVpbi+9nZ2QCAU6dOxfRYXmfDhg14\n/vnnkZaWhscee8zw9yZPnozXXnsNdXV1aG1txeeff46FCxeira0NP/nJTxQjo7zOtddeizVr1qCm\npgatra04cOAAfv3rXyM1NRWPPPJIaAKgB/U/gaNHj+K9995DSkoKZs2aZeq7ydj/pOj1I8Dd42JS\nCBfhPNXV1bjzzjvBGMPvfve70FqXEZ566ilMnToVRUVFyMzMxJAhQ7B8+XKsWrUKjDEsXrw4ii2P\nD48++ijuvPNOXHTRRcjMzMTAgQPx0EMP4Y033gAA/Nu//RvOnDkT30Z6iJdffhkdHR24/vrr0adP\nH1PfTcb+l2gkhXDxvJnW1lbF9wOBAADomsNOH8urHD58GBMmTEBzczMWLlyIBQsWOHLce++9F717\n98aBAwdw8OBBR47pdm644QaMHDkSLS0t2LFjh+7nqf8J2HUTKpFM/U+vHwHuHheTQrj44ndDQ4Pi\n+/z14uLimB7Lixw/fhw33HAD6urqMGfOHDzxxBOOHdvv96OkpASA4ApKFi6++GIAxq452fsfAHz5\n5ZfYu3cvunbtaipBVo9k6n96/SgQCKClpQV5eXmGxCbW/TIphIu7sfbs2aP4Pn996NChMT2W1zh9\n+jQmTpyIL774AtOmTUN5ebmhkjJmaG5uBhD2iScDZq45mfsfZ82aNQCAadOmaa7RWCFZ+t+gQYOQ\nkZGBxsZGxZJ3ZvsR75eff/452tvbbR9PF0eywVyOOAF57969svetJiBLkzwTOQH07Nmz7LrrrmMA\n2I033mg42dgMn3/+OfP5fCwrKysqx3cj33//PcvOzmYAWH19ve7nk7X/cYLBYCiBeNOmTY4eO9H6\nXyInICeFcDEWLvl01VVXsdOnT4deVyv59PTTT7NBgwYpZuTzkju33nprRAkT/mMnWsmd8+fPs6lT\npzIA7JprrmGBQED3O2r37+2332bvvfee7POfffZZqOPPnz/fsba7gY8++oi9/vrr7Pz58xGv19bW\nsquvvpoBYJMnT454j/qfMlVVVQwA69+/P+vo6FD9HPU/feHSKvmUkZGhWPJpx44dbNCgQey6666T\nHU9c8kk8cXr11Vep5JNVzpw5w6644goGgPXt25fNmDEj9O/8/HxWU1MT8flf/epXqoNAY2MjKykp\nYQBYSUkJmzlzJrv00ktDP9qxY8didFWx4fe//z0DwACwqVOnsrvvvlvxr7GxMfQdtfvHXy8uLmaT\nJ09mt99+Oxs9ejRLTU1lAFhZWRlrbW2N8RVGl4qKCgaA9enTh910003sxz/+Mbv66qtZly5dGAA2\nZMgQmYVE/U+ZuXPnMgDsn//5nzU/l4z9b/369eyKK64I/fl8PgYg4rX169dHfGfBggUMAMvKymI/\n+tGP2MSJE1lqaipLSUlRtJy2bNkSun9SOjo6QhPcvLw8Nn36dFZWVsZ8Ph/LzMxk27dvd+xak0a4\nGGOstbWVLVmyhJWUlLD09HTWp08fNnv2bEUXjdbAwRhjx44dY7/4xS9YYWEhS09PZ4WFhWz+/Pmm\nilJ6BX4v9P7EdfjU7t+2bdvYPffcwy677DLWs2dPlpqaynr06MHKyspYeXm5zCpJBL744gs2b948\nNmLECJafn89SU1NZTk4OGzNmDFu+fLniQEn9T87Zs2dZXl4eA8A+++wzzc8mY//jEyStv4qKCsXv\nXX755SwrK4vl5uayCRMmsI8++kjxHFrCxZjgnVm+fDkbMmQI69KlC+vZsyebPn06279/v4NXyljS\nbGtCEARBJAZJEVVIEARBJA4kXARBEISnIOEiCIIgPAUJF0EQBOEpSLgIgiAIT0HCRRAEQXgKEi6C\nIAjCU5BwEQRBEJ6ChIsgCILwFCRcBEEQhKcg4SIIgiA8BQkXQRAE4SlIuAiCIAhPQcJFEARBeAoS\nLoIgCMJTkHARBEEQnoKEiyAIgvAU/x9+DIYTacFEZgAAAABJRU5ErkJggg==\n"
          }
        }
      ],
      "source": [
        "plt.plot(x,y1,'.')\n",
        "plt.plot(x,y2,'x')"
      ],
      "id": "dbf5d0af-4f15-4e70-8caa-429daa9d5508"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` $(x_i,y_i)$의 그래프와 $(\\tilde{x}_i,\\tilde{y}_i)$의 그래프를\n",
        "그려보자."
      ],
      "id": "6a87974d-ebbd-427f-9972-bd98bd84b3f2"
    },
    {
      "cell_type": "code",
      "execution_count": 199,
      "metadata": {},
      "outputs": [],
      "source": [
        "def tilde(x):\n",
        "    xx = x-np.mean(x)\n",
        "    xxx = xx / np.sqrt(np.sum(xx**2))\n",
        "    return xxx "
      ],
      "id": "fc5d5027-a669-46c3-a17f-fe9f4d41c493"
    },
    {
      "cell_type": "code",
      "execution_count": 200,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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GDb76KO0H8gEyRpDYFujlV44dPhgYGXg5ViSSiFbBV1VaeuLLGzABZyTpXG88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\n"
          }
        }
      ],
      "source": [
        "fig, (ax1,ax2) = plt.subplots(1,2,figsize=(4,2))\n",
        "ax1.plot(x,y1,'.'); ax1.plot(x,y2,'x'); ax1.set_title(r'$(x_i,y_i)$')\n",
        "ax2.plot(tilde(x),tilde(y1),'.'); ax2.plot(tilde(x),tilde(y2),'x'); ax2.set_title(r'$(\\tilde{x}_i,\\tilde{y}_i)$')\n",
        "fig.tight_layout()"
      ],
      "id": "f2a14f95-bc03-48e1-9c56-2e526cb08174"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`#`\n",
        "\n",
        "# 7. 산점도 응용예제2 – 앤스콤의 4분할\n",
        "\n",
        "`-` Anscombe’s quartet: 교과서에 나오는 그림임."
      ],
      "id": "fe094950-7293-49e7-8ddb-605e2ce03261"
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [],
      "source": [
        "x1 = [10, 8, 13, 9, 11, 14, 6, 4, 12, 7, 5]\n",
        "y1 = [8.04, 6.95, 7.58, 8.81, 8.33, 9.96, 7.24, 4.26, 10.84, 4.82, 5.68]\n",
        "\n",
        "x2 = x1 \n",
        "y2 = [9.14, 8.14, 8.74, 8.77, 9.26, 8.10, 6.13, 3.10, 9.13, 7.26, 4.74]\n",
        "\n",
        "x3 = x1 \n",
        "y3 = [7.46, 6.77, 12.74, 7.11, 7.81, 8.84, 6.08, 5.39, 8.15, 6.42, 5.73]\n",
        "\n",
        "x4 = [8, 8, 8, 8, 8, 8, 8, 19, 8, 8, 8]\n",
        "y4 = [6.58, 5.76, 7.71, 8.84, 8.47, 7.04, 5.25, 12.50, 5.56, 7.91, 6.89]"
      ],
      "id": "71c430ae-03bf-4bb3-9847-b3c2bf7adb14"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` corr coef 체크"
      ],
      "id": "4ea431ce-481c-4d55-9146-3609c6f3ce12"
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [],
      "source": [
        "np.corrcoef([x1,y1]),np.corrcoef([x2,y2]),np.corrcoef([x3,y3]),np.corrcoef([x4,y4])"
      ],
      "id": "71a11616-d568-44ed-8cf6-debde742e0b2"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "-   모두 0.816..\n",
        "\n",
        "`-` 교훈1: 데이터를 분석하기 전에 항상 시각화를 하라."
      ],
      "id": "db3357e3-d102-4c78-90be-211b28a96922"
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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OJRnOP9Ot3TrT5mWoqKTMK3EEUk4JlHMC5ygQASAAudoN6EKbDpz0cCQAgJqq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\nt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          }
        }
      ],
      "source": [
        "fig, ((ax1,ax2),(ax3,ax4)) = plt.subplots(2,2,figsize=(6,4))\n",
        "ax1.plot(x1,y1,'o'); ax1.set_title('corrcoef= 0.81642052')\n",
        "ax2.plot(x2,y2,'o'); ax2.set_title('corrcoef= 0.81623651')\n",
        "ax3.plot(x3,y3,'o'); ax3.set_title('corrcoef= 0.81628674')  \n",
        "ax4.plot(x4,y4,'o'); ax4.set_title('corrcoef= 0.81652144') \n",
        "fig.tight_layout()"
      ],
      "id": "b6130ef6-b8ff-4225-adb1-a6fa7a9de86a"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 앤스콤플랏의 4개의 그림은 모두 같은 상관계수를 가진다. $\\to$ 하지만\n",
        "4개의 그림은 느낌이 전혀 다르다.\n",
        "\n",
        "`-` 같은 표본상관계수를 가진다고 하여 같은 관계성을 가지는 것은 아니다.\n",
        "표본상관계수는 x,y의 비례정도를 측정하는데 그 값이 1에 가깝다고 하여 꼭\n",
        "정비례의 관계가 있음을 의미하는게 아니다. $(x_i,y_i)$의 산점도가\n",
        "선형성을 보일때만 “표본상관계수가 1에 가까우므로 정비례의 관계에 있다”\n",
        "라는 논리전개가 성립한다.\n",
        "\n",
        "-   앤스콤의 1번째 플랏: 산점도가 선형 $\\to$ 표본상관계수가 0.816 =\n",
        "    정비례의 관계가 0.816 정도\n",
        "-   앤스콤의 2번째 플랏: 산점도가 선형이 아님 $\\to$ 표본상관계수가 크게\n",
        "    의미없음\n",
        "-   앤스콤의 3번째 플랏: 산점도가 선형인듯 보이나 하나의 이상치가 있음\n",
        "    $\\to$ 하나의 이상치가 표본상관계수의 값을 무너뜨릴 수 있으므로\n",
        "    표본상관계수값을 신뢰할 수 없음.\n",
        "-   앤스콤의 4번째 플랏: 산점도를 그려보니 이상한 그림 $\\to$\n",
        "    표존상관계수를 계산할수는 있음. 그런데 그게 무슨 의미가 있을지?\n",
        "\n",
        "`# 예제` – 하나의 이상치가 상관계수를 무너뜨리는 경우\n",
        "\n",
        "`-` 아래와 같이 앤스콤의 첫번째 플랏을 다시 그려보자."
      ],
      "id": "42099c77-a497-4117-ac23-17c9cc0f9048"
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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26eWXX9apU6d07NgxzZ07V+Xl5Zo+fbq++OILWyUCALzEWsuopqZGklRVVaWFCxdq1qxZ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\nhBEAwDrCCABgHWEEALCOMAIAWPf/ESVTa9miEukAAAAASUVORK5CYII=\n"
          }
        }
      ],
      "source": [
        "plt.plot(x1,y1,'x')"
      ],
      "id": "0315908e-4488-4977-b44a-fff944f0004e"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`-` 하나의 점을 추가하여 이 상관계수 값을 -1에 가깝게 만들 수 있다."
      ],
      "id": "d2b61e6b-b084-4701-b7f7-943ff76992c5"
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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          }
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Exception ignored in atexit callback: <bound method InteractiveShell.atexit_operations of <ipykernel.zmqshell.ZMQInteractiveShell object at 0x7f195d0b92d0>>\n",
            "Traceback (most recent call last):\n",
            "  File \"/home/cgb2/anaconda3/envs/torch/lib/python3.11/site-packages/IPython/core/interactiveshell.py\", line 3875, in atexit_operations\n",
            "    self._atexit_once()\n",
            "  File \"/home/cgb2/anaconda3/envs/torch/lib/python3.11/site-packages/IPython/core/interactiveshell.py\", line 3854, in _atexit_once\n",
            "    self.reset(new_session=False)\n",
            "  File \"/home/cgb2/anaconda3/envs/torch/lib/python3.11/site-packages/IPython/core/interactiveshell.py\", line 1373, in reset\n",
            "    self.history_manager.reset(new_session)\n",
            "  File \"/home/cgb2/anaconda3/envs/torch/lib/python3.11/site-packages/IPython/core/history.py\", line 597, in reset\n",
            "    self.dir_hist[:] = [Path.cwd()]\n",
            "                        ^^^^^^^^^^\n",
            "  File \"/home/cgb2/anaconda3/envs/torch/lib/python3.11/pathlib.py\", line 907, in cwd\n",
            "    return cls(os.getcwd())\n",
            "               ^^^^^^^^^^^\n",
            "FileNotFoundError: [Errno 2] No such file or directory"
          ]
        }
      ],
      "source": [
        "plt.plot(x1+[99],y1+[-99],'x')"
      ],
      "id": "3cac95f0-b107-46d4-9ea4-5182aa0a14ac"
    },
    {
      "cell_type": "code",
      "execution_count": 233,
      "metadata": {},
      "outputs": [],
      "source": [
        "np.corrcoef(x1+[99],y1+[-99])"
      ],
      "id": "2d119018-8ca0-492d-bfab-ec14979bb729"
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "`#`\n",
        "\n",
        "`-` 교훈2: 상관계수를 해석하기에 앞서서 산점도가 선형성을 보이는지\n",
        "체크할 것! 항상 통계학과에서 배우는 통계량 (혹은 논리전개)는 적절한\n",
        "가정하에서만 말이된다는 사실을 기억할 것!\n",
        "\n",
        "# 9. HW\n",
        "\n",
        "`1`. 아래와 같은 그림을 그려라."
      ],
      "id": "d9f07074-539b-4e29-8d9d-9e06b358ff88"
    },
    {
      "cell_type": "code",
      "execution_count": 202,
      "metadata": {},
      "outputs": [],
      "source": [
        "x,y = [1,2,3,4], [1,2,4,3] "
      ],
      "id": "3e2a88af-1764-4462-9dbc-d132f0d18f1f"
    },
    {
      "cell_type": "code",
      "execution_count": 206,
      "metadata": {},
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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          }
        }
      ],
      "source": [
        "#"
      ],
      "id": "44784a12-e40e-40d9-8243-b044adbe2b48"
    }
  ],
  "nbformat": 4,
  "nbformat_minor": 5,
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3 (ipykernel)",
      "language": "python"
    },
    "language_info": {
      "name": "python",
      "codemirror_mode": {
        "name": "ipython",
        "version": "3"
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.11.4"
    }
  }
}