{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2022-04-16T04:47:01.637979Z", "start_time": "2022-04-16T04:47:01.603979Z" }, "execution": { "iopub.execute_input": "2023-09-05T05:11:54.958165Z", "iopub.status.busy": "2023-09-05T05:11:54.958165Z", "iopub.status.idle": "2023-09-05T05:11:54.972625Z", "shell.execute_reply": "2023-09-05T05:11:54.972625Z", "shell.execute_reply.started": "2023-09-05T05:11:54.958165Z" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Intel64 Family 6 Model 154 Stepping 3, GenuineIntel\n", "16(GB)\n", "Windows\n", "10.0.22621\n", "C:\\DataScience\\Lecture\\[DataScience]\n", "2023-06-18 23:59:34.955734\n", "2023-09-05 14:11:29.341924\n", "2023-09-05 14:11:29.341924\n", "2023-09-05 14:11:54.970165\n", "다음 출력을 파일명으로 설정하고 제출하시오: 김경원_20211011_비즈니스혁신을위한데이터사이언스응용_1반_InputNumpy\n" ] } ], "source": [ "# 반드시 이 cell을 실행하시오\n", "# 실행하지 않을 시 직접 하지 않은 것으로 간주\n", "# 마지막 줄 출력으로 파일명을 설정하고 제출 필수\n", "import platform, psutil, os, datetime\n", "print(platform.processor())\n", "print(str(round(psutil.virtual_memory().total / (1024.0 **3)))+\"(GB)\")\n", "print(platform.system())\n", "print(platform.version())\n", "print(os.getcwd())\n", "print(datetime.datetime.fromtimestamp(os.path.getctime(os.getcwd())))\n", "print(datetime.datetime.fromtimestamp(os.path.getmtime(os.getcwd())))\n", "print(datetime.datetime.fromtimestamp(os.path.getatime(os.getcwd())))\n", "print(datetime.datetime.now())\n", "title = 'InputNumpy' # 고정값\n", "name = '김경원' # 본인 이름을 작성\n", "studentid = '20211011' # 본인 학번을 작성\n", "course = '비즈니스혁신을위한데이터사이언스응용' # '비즈니스데이터사이언스이해', '비즈니스혁신을위한데이터사이언스응용'\n", "course_number = '1반' # 학수번호 끝자리\n", " # 비즈니스데이터사이언스의이해 (0010885001) => 1반\n", " # 비즈니스데이터사이언스의이해 (0010885002) => 2반\n", " # 비즈니스혁신을위한데이터사이언스응용 (1002667001) => 1반\n", "print('다음 출력을 파일명으로 설정하고 제출하시오:', name + '_' + studentid + '_' + course + '_' + course_number + '_' + title)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# **[시각화 라이브러리: Matplotlib](https://matplotlib.org/stable/gallery/index)**\n", "\n", "[![Open in Colab](http://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/thekimk/Tutorial-Python-Programming/blob/main/Practice1-9_Basic_Visualization_Matplotlib_KK(Practice).ipynb)\n", "\n", "- **목적:** **`데이터 시각화(Data Visualization)`** 는 효과적으로 정보를 전달하는 수단\n", "\n", "> - 인간은 눈으로 입력된 정보가 뇌에 전달될 때 정보의 의미를 파악하도록 진화된 동물\n", "> - 인간의 감각 중 대부분은 시각에 의존하는데 약 77%\n", "> - 빅데이터 시대에 데이터를 단순히 눈으로 볼 수 있는 한계를 넘어섬\n", "> - 데이터 시각화 분석은 빅데이터를 일일이 보지 않고 인싸이트 도출 과정\n", "\n", "- `파이썬 표준 시각화 도구`라고 불릴만큼 다양한 기능 지원\n", "- 세부 옵션을 통하여 아름다운 스타일링 지원 다양한 그래프 시각화 가능\n", "- `pandas`와 연동이 용이하고 사용하기 쉬움\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 설치" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:31.866382Z", "start_time": "2022-04-15T15:37:28.305386Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: matplotlib in c:\\users\\kk\\anaconda3\\lib\\site-packages (3.4.3)\n", "Requirement already satisfied: cycler>=0.10 in c:\\users\\kk\\anaconda3\\lib\\site-packages (from matplotlib) (0.10.0)\n", "Requirement already satisfied: pyparsing>=2.2.1 in c:\\users\\kk\\anaconda3\\lib\\site-packages (from matplotlib) (3.0.4)\n", "Requirement already satisfied: pillow>=6.2.0 in c:\\users\\kk\\anaconda3\\lib\\site-packages (from matplotlib) (8.4.0)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\users\\kk\\anaconda3\\lib\\site-packages (from matplotlib) (1.3.1)\n", "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\kk\\anaconda3\\lib\\site-packages (from matplotlib) (2.8.2)\n", "Requirement already satisfied: numpy>=1.16 in c:\\users\\kk\\anaconda3\\lib\\site-packages (from matplotlib) (1.22.3)\n", "Requirement already satisfied: six in c:\\users\\kk\\anaconda3\\lib\\site-packages (from cycler>=0.10->matplotlib) (1.16.0)\n" ] } ], "source": [ "# Anaconda 사용자, 미사용자 모두 가능\n", "\n", "# Anaconda 사용자만 가능\n", "# !conda install matplotlib" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:32.261381Z", "start_time": "2022-04-15T15:37:31.867382Z" } }, "outputs": [], "source": [ "# 패키지 로딩\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 기본 사용법\n", "\n", "- Python 라이브러리 중 그래프 그릴때 주로 사용되는 `2D, 3D 시각화 패키지`\n", "- `Pandas`의 Series나 DataFrame도 plot이라는 `시각화 내장함수`를 사용하는데 `Matplotlib을 불러오는 것`\n", "\n", "- **사용 방법:** \n", "\n", "> ```python\n", "> # 1단계: 라이브러리 불러오기\n", "> # 통상 `mpl` 또는 `plt` 라는 별칭으로 import 하여 사용하는 편\n", "import matplotlib as mpl\n", "import matplotlib.pylab as plt\n", ">\n", "> # 2단계: X, Y 축에 표현할 데이터 불러오기\n", "> # X와 Y의 갯수는 같아야 함\n", "x = [1, 2, 3]\n", "y = [10, 20, 30]\n", ">\n", "> # 3단계: matplotlib 내장 plot() 함수에 데이터 입력하기\n", "plt.plot(x, y)\n", ">\n", "> # 4단계: 그래프 출력하기\n", "> # 실제 차트로 렌더링하라는 의미로 그래프외 출력값을 가려주는 효과도 존재\n", "plt.show()\n", "\n", "\n", "- **예제:** https://matplotlib.org/stable/gallery/index.html" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:32.396384Z", "start_time": "2022-04-15T15:37:32.262383Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plt 모듈의 plot(X축값, Y축값) 함수는 선(Line) 또는 마커(Marker) 그래프 그리기에 사용\n", "# plt.show()는 그래프를 출력 및 그래프코드가 종료되었음을 알려주는 코드\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **용어정리:**\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:32.518382Z", "start_time": "2022-04-15T15:37:32.398386Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# title 함수로 제목 추가 가능\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:32.638385Z", "start_time": "2022-04-15T15:37:32.519384Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\KK\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:240: RuntimeWarning: Glyph 53580 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "C:\\Users\\KK\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:240: RuntimeWarning: Glyph 49828 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "C:\\Users\\KK\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:240: RuntimeWarning: Glyph 53944 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "C:\\Users\\KK\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:240: RuntimeWarning: Glyph 44536 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "C:\\Users\\KK\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:240: RuntimeWarning: Glyph 47548 missing from current font.\n", " font.set_text(s, 0.0, flags=flags)\n", "C:\\Users\\KK\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:203: RuntimeWarning: Glyph 53580 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n", "C:\\Users\\KK\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:203: RuntimeWarning: Glyph 49828 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n", "C:\\Users\\KK\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:203: RuntimeWarning: Glyph 53944 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n", "C:\\Users\\KK\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:203: RuntimeWarning: Glyph 44536 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n", "C:\\Users\\KK\\anaconda3\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py:203: RuntimeWarning: Glyph 47548 missing from current font.\n", " font.set_text(s, 0, flags=flags)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# title 함수로 제목 추가 가능\n", "# 한글은 별도 설정 필요\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:32.790383Z", "start_time": "2022-04-15T15:37:32.640385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# title 함수로 제목 추가 가능\n", "# 한글은 별도 설정 필요\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:32.816384Z", "start_time": "2022-04-15T15:37:32.791383Z" }, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "['DejaVu Sans Mono',\n", " 'STIXSizeFourSym',\n", " 'STIXGeneral',\n", " 'DejaVu Sans',\n", " 'cmex10',\n", " 'DejaVu Serif Display',\n", " 'STIXNonUnicode',\n", " 'DejaVu Sans',\n", " 'STIXSizeThreeSym',\n", " 'STIXSizeFourSym',\n", " 'STIXGeneral',\n", " 'STIXSizeOneSym',\n", " 'STIXSizeTwoSym',\n", " 'STIXGeneral',\n", " 'cmb10',\n", " 'STIXNonUnicode',\n", " 'DejaVu Serif',\n", " 'cmsy10',\n", " 'DejaVu Sans Display',\n", " 'DejaVu Sans Mono',\n", " 'cmss10',\n", " 'STIXNonUnicode',\n", " 'DejaVu Sans Mono',\n", " 'cmtt10',\n", " 'STIXGeneral',\n", " 'DejaVu Serif',\n", " 'STIXNonUnicode',\n", " 'cmmi10',\n", " 'STIXSizeOneSym',\n", " 'cmr10',\n", " 'DejaVu Sans',\n", " 'DejaVu Serif',\n", " 'DejaVu Serif',\n", " 'DejaVu Sans',\n", " 'STIXSizeTwoSym',\n", " 'DejaVu Sans Mono',\n", " 'STIXSizeThreeSym',\n", " 'STIXSizeFiveSym',\n", " 'Times New Roman',\n", " 'Candara',\n", " 'HCR Batang Ext',\n", " 'Gabriola',\n", " 'Franklin Gothic Medium',\n", " 'Courier New',\n", " 'Corbel',\n", " 'Microsoft JhengHei',\n", " 'Comic Sans MS',\n", " 'Candara',\n", " 'HCR Batang',\n", " 'Microsoft YaHei',\n", " 'Trebuchet MS',\n", " 'Pyidaungsu Numbers',\n", " 'Consolas',\n", " 'Verdana',\n", " 'Javanese Text',\n", " 'Arial',\n", " 'HancomEQN',\n", " 'Leelawadee UI',\n", " 'Consolas',\n", " 'Adobe Devanagari',\n", " 'Cambria',\n", " 'Batang',\n", " 'Corbel',\n", " 'Segoe UI',\n", " 'MS Outlook',\n", " 'Segoe Script',\n", " 'Microsoft JhengHei',\n", " 'Arial',\n", " 'Cambria',\n", " 'Nirmala UI',\n", " 'Consolas',\n", " 'Hancom Gothic',\n", " 'HCR Dotum',\n", " 'Trebuchet MS',\n", " 'Cambria',\n", " 'Times New Roman',\n", " 'Magic R',\n", " 'Leelawadee',\n", " 'Microsoft YaHei',\n", " 'Times New Roman',\n", " 'Georgia',\n", " 'Trebuchet MS',\n", " 'Mongolian Baiti',\n", " 'Bookman Old Style',\n", " 'HYGothic-Medium',\n", " 'Calibri',\n", " 'Verdana',\n", " 'Microsoft Uighur',\n", " 'Segoe MDL2 Assets',\n", " 'Segoe Print',\n", " 'Yu Gothic',\n", " 'Segoe UI',\n", " 'Hancom Hoonminjeongeum_V',\n", " 'Impact',\n", " 'Myanmar Text',\n", " 'Phetsarath OT',\n", " 'Segoe UI',\n", " 'SimSun-ExtB',\n", " 'Haan Wing2',\n", " 'Segoe UI',\n", " 'Webdings',\n", " 'Leelawadee UI',\n", " 'Tahoma',\n", " 'Constantia',\n", " 'Adobe Devanagari',\n", " 'Segoe UI',\n", " 'Yu Gothic',\n", " 'Yet R',\n", " 'Corbel',\n", " 'Georgia',\n", " 'Garamond',\n", " 'Courier New',\n", " 'Microsoft New Tai Lue',\n", " 'Arial',\n", " 'Calibri',\n", " 'Nirmala UI',\n", " 'Corbel',\n", " 'Microsoft YaHei',\n", " 'Candara',\n", " 'Arial',\n", " 'HCR Batang ExtB',\n", " 'Arial',\n", " 'Dubai',\n", " 'Microsoft Yi Baiti',\n", " 'HYShortSamul-Medium',\n", " 'Microsoft Tai Le',\n", " 'Bookshelf Symbol 7',\n", " 'Times New Roman',\n", " 'Constantia',\n", " 'Book Antiqua',\n", " 'Gadugi',\n", " 'Sitka',\n", " 'Comic Sans MS',\n", " 'Comic Sans MS',\n", " 'Book Antiqua',\n", " 'Palatino Linotype',\n", " 'Palatino Linotype',\n", " 'Pyunji R',\n", " 'Marlett',\n", " 'Franklin Gothic Medium',\n", " 'Segoe UI',\n", " 'Wingdings 3',\n", " 'Calibri',\n", " 'Century Gothic',\n", " 'Courier New',\n", " 'Han Santteut Dotum',\n", " 'MingLiU-ExtB',\n", " 'Calibri',\n", " 'Symbol',\n", " 'Segoe UI Historic',\n", " 'Sitka',\n", " 'Comic Sans MS',\n", " 'Headline R',\n", " 'Courier New',\n", " 'Verdana',\n", " 'Segoe UI',\n", " 'Microsoft Tai Le',\n", " 'Bahnschrift',\n", " 'HYPost-Light',\n", " 'Leelawadee',\n", " 'HYGraphic-Medium',\n", " 'Microsoft PhagsPa',\n", " 'Leelawadee UI',\n", " 'HYPost-Medium',\n", " 'Segoe Print',\n", " 'Garamond',\n", " 'Gadugi',\n", " 'Gulim',\n", " 'HYPMokGak-Bold',\n", " 'Constantia',\n", " 'Segoe Fluent Icons',\n", " 'MT Extra',\n", " 'Corbel',\n", " 'Hancom Gothic',\n", " 'Yu Gothic',\n", " 'HCR Batang',\n", " 'Corbel',\n", " 'ZWAdobeF',\n", " 'Verdana',\n", " 'HCR Batang ExtB',\n", " 'Lucida Sans Unicode',\n", " 'Han Santteut Dotum',\n", " 'TeamViewer15',\n", " 'Malgun Gothic',\n", " 'Consolas',\n", " 'Book Antiqua',\n", " 'Dubai',\n", " 'Hancom MalangMalang',\n", " 'Palatino Linotype',\n", " 'Dubai',\n", " 'Calibri',\n", " 'Book Antiqua',\n", " 'Segoe UI Emoji',\n", " 'Ebrima',\n", " 'Century Gothic',\n", " 'Garamond',\n", " 'Trebuchet MS',\n", " 'Pyidaungsu',\n", " 'Microsoft Himalaya',\n", " 'Arial',\n", " 'HYGothic-Extra',\n", " 'Hancom MalangMalang',\n", " 'NewJumja',\n", " 'SimSun',\n", " 'HCR Dotum',\n", " 'HYHeadLine-Medium',\n", " 'Georgia',\n", " 'Calibri',\n", " 'Candara',\n", " 'Adobe Devanagari',\n", " 'Tahoma',\n", " 'Adobe Devanagari',\n", " 'Lucida Console',\n", " 'Arial',\n", " 'Arial',\n", " 'HoloLens MDL2 Assets',\n", " 'Century Gothic',\n", " 'Monotype Corsiva',\n", " 'Segoe UI',\n", " 'New Gulim',\n", " 'Candara',\n", " 'Segoe UI',\n", " 'Pyidaungsu',\n", " 'Malgun Gothic',\n", " 'MS Reference Sans Serif',\n", " 'MV Boli',\n", " 'Yu Gothic',\n", " 'Bookman Old Style',\n", " 'HYSinMyeongJo-Medium',\n", " 'Georgia',\n", " 'Dubai',\n", " 'MS Reference Specialty',\n", " 'HyhwpEQ',\n", " 'Century',\n", " 'Microsoft New Tai Lue',\n", " 'Segoe UI',\n", " 'Bookman Old Style',\n", " 'Nirmala UI',\n", " 'Ami R',\n", " 'Palatino Linotype',\n", " 'Segoe UI',\n", " 'Candara',\n", " 'Malgun Gothic',\n", " 'Microsoft JhengHei',\n", " 'HYGungSo-Bold',\n", " 'HCR Dotum Ext',\n", " 'Myanmar Text',\n", " 'Ink Free',\n", " 'Cambria',\n", " 'Microsoft Sans Serif',\n", " 'MoeumT R',\n", " 'Arial',\n", " 'Microsoft Uighur',\n", " 'Constantia',\n", " 'Century Gothic',\n", " 'MS Gothic',\n", " 'HYMyeongJo-Extra',\n", " 'Microsoft PhagsPa',\n", " 'Wingdings',\n", " 'Sylfaen',\n", " 'Segoe UI Variable',\n", " 'Ebrima',\n", " 'Bookman Old Style',\n", " 'Segoe Script',\n", " 'Segoe UI Symbol',\n", " 'Segoe UI',\n", " 'Wingdings 2']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 한글을 사용하려면 본인 PC에 설치된 폰트의 종류를 알아야 함\n", "# 본인 PC에 설치되지 않은 폰트는 사용할 수 없음\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:32.956384Z", "start_time": "2022-04-15T15:37:32.818387Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 한글을 사용하려면 본인 PC에 설치된 폰트의 종류를 알아야 함\n", "# 본인 PC에 설치되지 않은 폰트는 사용할 수 없음\n", "# 설치된 font 하나 선택 후 mpl 내부 rc 함수에 입력값으로 사용하여 그림 전체에 적용 가능\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:32.971382Z", "start_time": "2022-04-15T15:37:32.957384Z" } }, "outputs": [], "source": [ "# 음수기호 표시\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:33.108383Z", "start_time": "2022-04-15T15:37:32.973384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# legend 함수로 표시된 데이터의 종류 레이블 표시\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:33.243384Z", "start_time": "2022-04-15T15:37:33.109384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# legend 함수로 표시된 데이터의 레이블 표시\n", "# 레이블을 legend로 표시하려면 legend 내부 값은 제거\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:33.380383Z", "start_time": "2022-04-15T15:37:33.245386Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# legend 함수로 표시된 데이터의 레이블 표시\n", "# 레이블을 legend로 표시하려면 legend 내부 값은 제거\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:33.501384Z", "start_time": "2022-04-15T15:37:33.381386Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# legend 함수로 표시된 데이터의 레이블 표시\n", "# 2개 이상의 레이블도 표시 가능\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:33.638384Z", "start_time": "2022-04-15T15:37:33.502386Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# legend 함수로 표시된 데이터의 레이블 표시\n", "# 데이터를 추가하여 축에 음수 기호가 표지되지 않을 수 있음\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:33.773384Z", "start_time": "2022-04-15T15:37:33.640388Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# legend 함수로 표시된 데이터의 레이블 표시\n", "# 데이터를 추가하여 축에 음수 기호가 표지가 가능하도록 설정 필요\n", "# 유니코드에서 음수 부호설정\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **기타 legend 옵션:** https://matplotlib.org/3.5.0/api/_as_gen/matplotlib.pyplot.legend.html" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:33.893382Z", "start_time": "2022-04-15T15:37:33.774384Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# legend 함수로 표시된 데이터의 레이블 표시\n", "# legend 내부 인자 loc로 위치 지정 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **색상표:** https://matplotlib.org/2.0.2/examples/color/named_colors.html" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:34.013383Z", "start_time": "2022-04-15T15:37:33.894383Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot 함수 내부 인자 color에 색상을 반영하여 색상 지정가능\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:34.149383Z", "start_time": "2022-04-15T15:37:34.014385Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# X축과 Y축이 무엇을 뜻하는지 표시\n", "# matplotlib 내부 함수 xlabel, ylabel로 X, Y축 이름 설정 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **선종류:** https://matplotlib.org/3.5.1/gallery/lines_bars_and_markers/linestyles.html" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:34.329383Z", "start_time": "2022-04-15T15:37:34.150384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# matplotlib 내부 인자 linestyle에 값을 반영하여 선모양 설정 가능\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:34.450384Z", "start_time": "2022-04-15T15:37:34.330384Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# matplotlib 내부 함수 xlim, ylim로 X, Y축이 표시될 범위 지정 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- **마커종류:** https://matplotlib.org/stable/api/markers_api.html" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:34.570384Z", "start_time": "2022-04-15T15:37:34.451383Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# matplotlib 내부 함수 xticks, yticks로 축상 표시 지점(Tick)을 수동으로 입력 가능\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:34.810382Z", "start_time": "2022-04-15T15:37:34.676385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# matplotlib 내부 함수 grid로 틱 위치를 상세 표현 가능\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:34.945384Z", "start_time": "2022-04-15T15:37:34.811384Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# matplotlib 내부 함수 grid로 틱 위치를 상세 표현 가능\n", "# 특정 축만 grid 생성 가능\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:35.080381Z", "start_time": "2022-04-15T15:37:34.946384Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# matplotlib 내부 함수 grid로 틱 위치를 상세 표현 가능\n", "# grid 설정도 여러가지 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 시각화 구조 변경\n", "\n", "- **그림의 구조:** \n", "\n", "> - `Figure, Axes, Axis`로 구성\n", ">> - `Figure`: [그림이 그려지는 캔버스나 종이](https://matplotlib.org/stable/api/figure_api.html)\n", ">> - `Axes`: [하나의 그림](https://matplotlib.org/stable/api/axes_api.html)\n", ">> - `Axis`: [그림의 X축이나 Y축 등의 축을 의미](https://matplotlib.org/stable/api/axis_api.html)\n", "> - `Figure`는 1개 이상의 `Axes`를 포함하고, Axes는 다시 2개 이상의 `Axis` 포함\n", "> - 일반적인 plot 명령 등을 실행하면 자동으로 Figure를 생성해주기 때문에 별도로 `Figure, Axes, Axis` 생성 명령어를 사용하진 않아도 됨\n", "> - 세부 구조를 변경/응용 하고 싶은 경우 `Figure, Axes, Axis` 사용하여 반영\n", ">\n", ">
" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:35.215384Z", "start_time": "2022-04-15T15:37:35.081383Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# matplotlib 내부 함수 figure 옵션 설정으로 전체 크기 변경 가능\n", "# figure 함수로 캔버스를 새롭게 만들면서 동시에 크기 설정\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- `하나의 Figure` 안에 `여러개의 그림(Axes)`가 반영되어야 하는 경우 존재\n", "- `subplot` 함수로 Axes를 핸들링 할 수 있는 변수가 출력됨\n", "- `Axes`는 Figure 행렬의 값들이라고 생각해도 무방" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:35.366384Z", "start_time": "2022-04-15T15:37:35.216385Z" } }, "outputs": [ { "data": { "image/png": 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vf1kz220fN5I8MTn+epITy1zYPuy2l08meWSMcSLJe3Nr/2rzoXnf59bai/l1MB2WGWZ+7WBRcXWY7oq8214+lOSXY4wLt8BgSnbYS1Udy+ZNFD9YVV/I5pv58yta4zR2+558P8n9k+MzSX681JXNbre9vDrJrybHv07yquUurdVhet/fSnsxvw6mwzLDzK+djDHaP7IZbf+UzX/wT2TzH+rFJEey+bPXf09yOcm/ZPNy20LWsYS9PJHkPyd7uZzkI6te7373su15l5O8dNXr3ef35BXZvJR+Ocm/JfnLVa93jr28Nsl3kvxHNi+xv2nV651yT2eSfHpyfBjf97fMXsyvg/lxWGaY+bXzh5uIAgA0chNRAIBG4goAoJG4AgBoJK4AABqJKwCARuIKAKCRuAIAaCSuAAAa/S8KpRRd+rH9uAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Figure & Axes의 관계\n", "# subplot(행갯수, 열갯수, 행열값들 중 인덱스)\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:35.593381Z", "start_time": "2022-04-15T15:37:35.371383Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Figure & Axes의 관계\n", "# subplot(행갯수, 열갯수, 행열값들 중 인덱스)\n", "# 각 subplot에 맞게 그림 그리기\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:35.850383Z", "start_time": "2022-04-15T15:37:35.594383Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Figure & Axes의 관계\n", "# subplot(행갯수, 열갯수, 행열값들 중 인덱스)\n", "# 각 axes 마다 그림을 그려도 가능\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:36.075383Z", "start_time": "2022-04-15T15:37:35.851387Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Figure & Axes의 관계\n", "# subplot(행갯수, 열갯수, 행열값들 중 인덱스)\n", "# axes들을 생성한 후 넘버링을 붙여서 그림 그리기 가능\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:36.378383Z", "start_time": "2022-04-15T15:37:36.076384Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Figure & Axes의 관계\n", "# subplot(행갯수, 열갯수, 행열값들 중 인덱스)\n", "# tight_layout 함수로 fig의 plot간 간격을 자동으로 맞춤\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- `여러개의 Plot`을 `하나의 Axes`에 표현할 때 `Y값의 범위가 다를 경우` `twinx` 함수를 사용해 축을 추가" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:36.513384Z", "start_time": "2022-04-15T15:37:36.379384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 5)) \n", "\n", "x = [1, 2, 3]\n", "x_second = [-3, -1, 1, 3, 5]\n", "y = [10, 20, 30]\n", "y_second = [150, 200, 250, 300, 350] \n", "\n", "plt.plot(x, y, label='first values', linestyle='--',\n", " linewidth=5, marker='*', markersize=15, \n", " markeredgecolor='red', markeredgewidth='2', markerfacecolor='yellow') \n", "plt.plot(x_second, y_second, label='second values', color='red')\n", "plt.title('테스트 그림')\n", "plt.legend(loc='lower right') \n", "plt.xlabel('Time') \n", "plt.ylabel('Sales') \n", "plt.xlim(0, 4) \n", "plt.ylim(5, 35) \n", "plt.grid(axis='y') \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:36.649384Z", "start_time": "2022-04-15T15:37:36.514384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 2개의 그래프 중 하나의 값이 사라진 것은 아님\n", "# 값을 범위가 맞지 않아 빨간색 그래플가 표시되지 않음\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:36.860383Z", "start_time": "2022-04-15T15:37:36.650385Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# twinx 함수로 axes를 생성하여 새로운 축으로 그림 생성\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 여러가지 시각화 종류" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [**Pie Chart:** 카테고리 별 비율 비교](https://matplotlib.org/3.5.1/api/_as_gen/matplotlib.pyplot.pie.html)\n", "\n", "- 카테고리 별 값의 `상대적인 비율`을 효과적으로 표현\n", "\n", ">```python\n", "plt.pie(data) # 데이터\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:36.920382Z", "start_time": "2022-04-15T15:37:36.861383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pie chart 기본\n" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:37.042383Z", "start_time": "2022-04-15T15:37:36.921384Z" } }, "outputs": [ { "data": { "image/png": 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41gZW/M27S1wUw0dMB2gN199czi5regjoYjpLa7Th6Npby2d36hHY5MuN2NzER0tc2G2wjumdpkO0xAsjnnfjkdIBSNBt/CMN8T7PNs5dIiseFs/6EyyT0jkv1496vFA8HzUdIHeqzcb0x2bclziybXd6qm/2QnKLIw2smfQSk03ncDHXF4+rL7Wyc3cOc8GlTd1MpwcFFiy9IXzj5JCqK+W3em2RSLOtz9N0P5FE1k9qmasvt9w+4rkOT5cOgAruzFw14/7E4SM16Q95YnKXW6U1tWNeoFxKp1VuNB2gJW4vnptNB7DL2YmHcxOrZOJhHrSmbvYian28ro7dbjIdoCWuvdSqiifbY11m+e7yRJGunR362tZJZb+4zHQWL8gucbHqf7ZzqeksHuPayy03j3im48PSgbMTD++77FeJrStPZgYcMJ3H7R7cyitSOnlx7eWWm4tnlukAxXZKD5zyYMPW9ouS339ZJh427+XDLPn86/K2eZ5c++6Wmy+1qoGJpnM4pQ3H1v6f8tmdegY2ysTDrF1nWDlkHpMy7v4H0u166Jg+YjrEuVz5Da2KJztDaU2DT9B1/NyG1/s+2/iobLWMtcTFqOcZI6VTMFdeorr1mzoD92YrIlW+MX3rzPsSR7eX8sRDWeLCVu8yHaA5bv3h9v39nZakaDf8D40LRjze8HzJrXgoS1zYToonByVdPBYV3JWZPeP+RO3RzakbV5tO4wStSX7kVbbJEhe2mqzmKNdt0+S64qmKJ7sDY03ncIsMoQFPJ/8wcW6ielmd7nrcdJ5iim1gxV/3IkvK2iuCA9vV5Mp1xQNcDrKR3rkO63FX/DyxL7Uq9QVfrnj41z0s+e6mYu6XVtJcd7nlxuKR0c55aII9Fvhw4uH6Eyy7UZa4KCbXvbPlxuJx3RKnbnN24uHC5A88P/FQlrhwhIx4WkGKp1VUp5Wpu6Y/kDi47nBmtCe3Wk6k2T7s7wxuzBA2ncXnRqs5qoPpEE25qniyy5yOMJ3DS85OPHym8X+XpHVZ0nSe1kprase9QEiWuHBEEJhkOkRTrioeYDgGdgr1PlW+KX3LjPsTR3bsTk93/cRDram/ajGHt5xmgOksJUSKpwWjTQfwMmvi4UsjHm94wbUTD7Um89nVrF18WL7XDrvIdICm3FY8cn+nYCq4K3OlaycePriVV369zX03O0uAqxZQc1vxyL+CNjk78fCRRPVSt0w8fKVWlrgwqJ/pAE25rXhcNRz0g1o9bqo18fCLr5rMsfsMK2ctkgmCBsmIpwWe2PfZa6yJhz+5/JeJrStPZgY6PvHwrSSbRz3P6LQm6PS5xT/1UnNUmekQZ7mteOSJ5CJ6Sw+c8mDDlvYLk1WOTTxMZthX8RzdzqRp78T5xHkFgD6mQ5zlmuKpiie7gEwkKz7VaWXqq9MfSBxcX+yJh1pz8tJ/UC9LXLiGay63XFM8yGWWoxJ0HVfMiYdnl7iIH+diu48t8uaaG8xSPCXtnxMPd+5Kz9ho55FliQtXkhFPM6R4DEnRbtjjjfNHPt7w4pJG3f5Mocd7cq8sceFSMuJphhSPUSqwKzNrxk8Th49vSn0k74mHG0+y7IZlMlfHpWTE04zupgMIyBDq/0zysYmPJFbnPPHwSANrLpkvS1y4WBfTAc5yU/HIO1ouUqvHTv15Yl9qZfLLrZp4mEizfcRzDJIlLlzNNQ9gu6l43JRFYE08XJj60eW/TGxrceLh2SUujjXS2cF4IncygbAZbsoimnhLD5jyYMOWDguTP3zHxENZ4sJTZMTTDJlO72qq48rUndN/mji0/nBm7Hawlrj4nCxx4SWuKR7XDL1wVwmK82igy7i5DdUNI4NPLE7UfjIxr7Yx2r8Th0znEhemNadNZzjLTcUjIx7PUOWb0zfPvPHNo4veGLpwV3hidUOwz4GLVUC75lkg0SzX7EzipuKREY/HLKn4UP8bXz4xLBm3JigH++95Izx55YHQ8De7Ud4wWin5nrpM2nSAs6R4RN5qO/cZdqZNh+r2idOTANJ7B4yo3ztgRD2g2p05Gr7k9ZrQ+DUq0O3oaKVkUXcXkOJpRsZ0AJG7V8ZeE7x21V/f8Xld175bw9JpVzQsnQaBdKps6Na14cmrjpcN2jlAhVKyN7oZUjzNOGU6gMjdjj4joo3B0OZwOnn+/bkzwbLUlhHjU1usnYsCXY7uDU+u3h4avaGd6vjWGKVo41TeEueanzE3Fc9J0wFEflZVzDh+xcZ/tPrrM8e79U/Mv6Z/Yv41EGqsC43auDI8aXUi2HffxSqg+xYxaqk7ZjrAWVI8omDrh0y69F2bFu4J6kzukwiT4XbJtdEpybVRAIJ9974ZnrJqf2j4G11pkxitlLzbaaOjpgOcJcUjCqZVILhx0MTt43asKnj2cnp//+H1T/Ufnr1BfSw0Ib45PGGNCnQ/MkopeSSjQDLiacYR0wFE/laMnDFp7I5Vx5WNT0DruvZdG1+dekXjq1NBZdJlQ7etC09eeaxs8I5+KpQaZtd5SogUTzMOmw4g8pcqC7ff2Xt49eCDbxZnLR4dCKa2DhuX2mr1jep8fF/5pFXbQmM3tFUdT41RirZFOa+/uOZSS2ntyGYDF1QVT/YF9pnOIfLXLnG69rb5P+ukoNzRE5cl60OjNm0IT6yuD/bbN0QFM65Z8Mplrgf9nOkQ4K4RTy2gAWU6iMhPXZsOPWo793ml54kD0xw9cSrUNrlu/OTkuvEABPvs3xKevHJfWcUbXVSb+jFyg/qfXHM7wzUjHoCqeHI/Ltr7R+Su66nDO25a/PAg5ZJ/QFTbuhOhCWs2hSfEdaBH7Uil6Go6k0G9Qef0QK9S6gl4x9/ZMK11Qbv+umnEA/AGUjyedqxTz8Gn20ZWdKw/eanpLAC6vl3nxuWXX964/HJQmUzZkO3rw5NXHS0bvL2PCidHmM7noDO5lg6A1vqmcz+nlPpLoWHcVjw1wEzTIURhloy/tu17X/uT6RjvpAOB1LaLx6a2WVt9qc7H94cnVm8Nj13fRnU6NUYp2hlOWEx2bt5Y8HOVbiueN0wHEIXb03PouIay8vXlqYaxprO0RJ/o0rdhwdV9GxZcDWXJRKhic3V4cnVdsN9eP96g3p7LFyulrga+eZ4/7qOUWgxUaa1fyCeMFI8oitdGzTozY11e/02akQq1SW4YNym5YRwAgd4HtpVPXrmnrKKms2pbP0Yp1/2s5Komly/WWr8EvFSkLK67uTwE2GY6h7CB1plPz/vh7qDODDIdpWBt6k+Gx6/ZFI7GM4GehyuUopvpSHn4BOhHc32RUmoN73w3rL/WuqKQMG5r8Z1AAuRpZc9TKrB26KW7L9m6fJDpKAVLtI00rrjsssYVl4HKZIKDdm4on7zySNnQbb1VOFnQD6CDchrxNHFEa31V008opQoeyrpqxANQFU+uB8aYziEKF0ynEnf8/UdvKXQP01mKRXU6eSA8qXpreOy6sIqcHKMU7U1nakYG6AI652UxlFL/aK54tNbXFhLIbSMegM1I8fhCOljWZmvfihXD9m/27ZbG+lSkT8PC2X0aFs6GYKohVFGzOjxp1enggD2DVTAz0HS+rM35lE7WwOyN5KaGFJjHlcWzAviI6RDCHkvHXjP24v2b6xS+fqvaki4rT24cMzG50fp3M9Dz4PbwlFV7QhWbO6l2dWOUMra9zIp8X6i1Hm5nkLPcWDxLTQcQ9kmUt+t6sGv/l/sc2zvddBanZQ73HpKY974hiXnvg/LEqfD4tavD0ddTgZ6HR6iAo5efrzl4rlZx4z2eEHCCUvgXskRETh/dfcvCX/dTsoVRltbBQTs3lU9eWVs2dFsvwo0VShX1EZPxoNcV8fg5c13xAFTFkwuBWaZzCPvcsuDB5Z3PHL/MdA43Uh1PHQpPrH4zPG5dSHU+MUYpOth4+NNABLSrNlNwa/HMAb5tOoewT98juzZ94NXHRpnO4XrBVGPZiDc2lE9adTo4cPdFKpgp6GFMYBHoK23JZiM33uMBuc/jO/u7XzQqEWq7pk2yfoLpLK6WLgunNo2+JLXJ2o4+0OPwjvDklbtDozZ3VO3OjM3jBrXr7u+Ae0c8HbDu88g9AR8ZvmfdqtnxeZNN5/CscMNb4XHrNoYvWZ0K9DrU2hvUV4Nu/RYgDnFl8QBUxZPVwETTOYSNtNZ3/P3e7WWZtGzoVzCtgwN3bQ5PWXU4dPGWnoQbRzZzg/oM0A10g4mELXHrpRZYD6hJ8fiJUio+7PIDk994RYqnYEqldw8aVb970Kh6QHV4qzZ8yeo3QuPXlgW6HB+tFB2BxW4sHXD3iGcysNJ0DmGvQCbdeMe8e48F0L1NZ/GtQDpZNvzNDaERNQ+EJ6z5X9NxmlPwgj7FUhkNrQJ2m84h7JUJBMNvDhgjy58UUyYYStWMjNY//aGFpqOcj2uLJ+tJ0wGE/ZaNvmqCtuaXiOJZHYnF9pgOcT5SPMJxjeG2kX3dL1ptOofPPWU6QEvcXjzLgJwXqBbut3j8dRdrSJnO4WNPmQ7QElcXT2U0lAH+ZjqHsN9b7bv0O96he95PTYsWbY3EYhtMh2iJq4sn66+mA4jiWBS9vrvpDD71B9MBLsQLxbMY2Vfdlw536Teirry93OuxVwr4jekQF+L64qmMhlLAXNM5RHEsHXO16Qh+80wkFttnOsSFuL54sh7CWjdW+My2fqMmJoMhmddjn1+ZDtAaniieymhoF/Cc6RyiOKqHTz13+xSRn5pILLbAdIjW8ETxZHmiyUXu1g699NKMUq6/PPCAh0wHaC0vFc8L5LgNq/AGHQiUbR44YavpHB5XB/zWdIjW8kzxVEZDGg81usjN8lFXXqLhpOkcHvZYJBbzzN+fZ4onay7WTqPCZ5Kh8o67ew6Nm87hYb80HSAXniqeymjoKB6YHCXys2T8e0ZqaDSdw4OWR2KxtaZD5MJTxZN1D/KMjy+dadup19FOvWQNptx5arQDHiyeymhoO/Co6RyiOBZFr++jwZ2r07lTDfAn0yFy5bniyfoeMiT3pSOR3kPPtOlYbTqHh/x3JBbz3BWAJ4unMhraDTxsOocojpfHXWtqj3GvWRaJxZ4yHSIfniyerHuQd7h8aVfvYRMay8KbTOfwgK+ZDpAvzxZPZTS0H5nX41srKmZ4Zk6KIU9GYrHlpkPky7PFk1WFNWNT+MzGwROnpFVAFvtvXgqoNB2iEJ4unspo6BDwY9M5hP20CgQ3DJ64w3QOl/pNJBbbYjpEITxdPFk/ALaZDiHst7Ji5mQNx0zncJnTwBzTIQrl+eKpjIYSwOdN5xD2S5WF2u3oM2Kd6Rwu86NILOb5FTk9XzwAldHQi8ATpnMI+7089prRWt69POsA8BPTIezgi+LJ+gpwynQIYa/6Nh16HO7cVx6jsHw5EoudMR3CDr4pnspo6ABwt+kcwn6LotcP1LL07WORWOzPpkPYxTfFk/VLQHYt8JnjHXsMeqtdpJRHPXvw2X1MXxVPdgPAzyBPr/vOknHXtTedwRAN3O6lRb5aw1fFA1AZDa0GYqZzCHvt7Tl4bEOoTSm+w/VAJBZbaDqE3XxXPFlVwD9MhxD2Wj5qVr3pDA7bCPy36RDF4MviyV5yfRzZgdRXNg+cMCUdCJbKbOYk8LFILObLqQS+LB6AymjoIPBvyKJS/qGUWjtkyl7TMRzynUgstsZ0iGLxbfEAVEZDL+CTCVfCUj1i2mSNqjWdo8iWAT80HaKYfF08Wd8ASvmtWF9JB8vabOk3aqPpHEV0CrgtEoulTQcpJt8XT2U0lAQ+iuzZ5BtLx149XoMvZvCeIw3cHInFfL9xpe+LB6AyGtoB3ITM7/GFhnC7Lge6DvDjusx3RWKxF0yHcEJJFA9AZTQ0H/iS6RzCHosnXD9UWyMEv/h1JBZ7wHQIp5RM8QBURkMPAj83nUMU7mSHrv1Ptu+6wnQOmywCvmA6hJNKqniy7gSeNR1CFG7RhOu6mM5gg03ADV7coqYQJVc8ldFQGutm82ums4jCHOw2cGR9uK2X91vfC1wbicWOmw7itJIrHoDKaKgOeB/wpuksojDLRl/t1fs8J7BKZ4/pICYorb07sVcp9WmgTGv9q3xeXxVPDgYWAwPtzCWcdce8e7eWZVIXm86RgwTw7kgs9kquL1RK1WCNlJq6SGs9zJZkDvHsiEcpdTFwPXBt9tc5y77NPgPYaWM04bDXh11+0HSGHDRizdXJuXSydmqtr2r6gQc3O/DciEcpdQswHWuo+n2s8vw20AVYprV+JNdjVsWTA7HeWRhiX1LhlEAm3XjHvHuPBdC9TWe5gDPAByOxWN4rJ/hlxOPF4hkK7NNaJ875fDugv9Y6r/s2VfFkf2Ah4KlvoLDMXDNv8cjd62aaztGC48B1kVgsrzc1lFLlQMcmn7oRKAP+2ORzb2mtG/KP6BxPFY9SajYXXp/kXq31/HyOXxVP9sUqnxH5vF6YE04mTn7i+fsC6l9/ON3iANY9nQ35HkApNQb44AW+7BmttScWS/NU8ZxLKfUxrJvLv7XrmFXxZC+s8hll1zGFM967/PElA2p3zDCd4xzbgavteP5KKdULeKyZPzqttf5gocd3kmdvLhdLdlvkmcDrhqOIHC0ef91wbS2g5RYbgKl2PfSptT507o3l7M3lDnYc30lSPM2ojIZqgWnAX0xnEa13ul2kz7GOPdyyBMoKYEYkFjtgOogbeb14DgFFeSs1O8nwJuC7xTi+KI7FE67vYToD1nrfsyOxmFP7vj/n0Hls4+l7PE6piidvAeYCbUxnERd224sPVLdvODPJ0Ol/C3wmEos1Gjq/J0jxtFJVPDkFeBpw+1yRkjdkf83r11Q/eYnDp60DPheJxf7X4fN6ktcvtRxTGQ2tBCYDXn4osSRs71txSTIYqnHwlBuByVI6rSfFk4PKaGgvMBX4teksomWrRkw76tCpHgWmRGKxTQ6dzxfkUitPVfHk+4GHATfczBTnUJlM6tN//+GhgNb9inSKM1iXVr8r0vF9TUY8eaqMhp4BxgLPm84i3kkHAmWbLopuLdLhN2BdWknp5ElGPDaoiie/APwIedfLVUKphtOffO4naQURGw87F/hCJBYrte2UbSXFY5OqeHIU8AdgvOks4m3vWfHE4kGHts604VAHgDsjsdifbDhWyZNLLZtURkObgCnA3VhvrQoXWDLuPaM0FPLEdhL4MTBCSsc+MuIpgqp4cgBwH9bSBcKwG5fMfaXHyYPT8njpS8CXIrGYk2/NlwQpniKqiievxNpOR550N6jryUPbb1ryyGAFqpUv2QV8NRKLPVnMXKVMLrWKqDIaWoh1z+curD2xhQHHIr2GnG7baVUrvjSB9WzeSCmd4pIRj0Oq4snewD3AbVgrxwkHDTy0de31K55o6cb/s8BXSmHfcjeQ4nFYdmeLSuB2IGw2TWn55HM/3hhONY4+59PLgP8bicXyWrVS5EeKx5DsDeivA58Cyg3HKQljdlQvn7Z+/mXZ384H7onEYi+bzFSqpHgMq4on+wD/BXwGaGs4jr9pnfzE8/c9Vp5q+GUkFqs2HaeUSfG4RFU82RP4AvAJoFjPF5Wq01gPc/6sMhoq1mMUIgdSPC5TFU8GgfcAd2BtWBg0m8jTNgOPAA9XRkMnTYcRb5PicbHsdjv/jnUfaJDZNJ5xCHgc+H1lNCQL9ruUFI8HVMWTCrgK652w64DOJvO4UB3wFPB74KXKaChtNo64ECkej6mKJ8uwtnB+H/B+Snfb5VNY204/CTxZGQ2dNpxH5ECKx+Oq4snRvF1Cl+Lf2ehpoBrrbfD5wGuV0VDKbCSRLykeH6mKJ3tgjYauwFqiNYq3Z0lvx9rV9UVgQWU0dNxwHmETKR4fq4on2wETgUlNPobR+oclnZLEegcqDqzJ/u/aymjohMFMooikeEpMtoyGNPkY2uTXgyneLOo6YB+wt8n/bsEqmY2V0ZDsQ1VCpHjEP2XfPesH9AI6ZT86NvPrjlj3XBpa+KgD9pMtGrlMEk1J8QghHOfXd0CEEC4mxSOEcJwUjxDCcVI8QgjHSfEIIRwnxSOEcJwUjxDCcVI8QgjHSfEIIRwnxSOEcJwUjxDCcVI8QgjHSfEIIRwnxSOEcJwUjxDCcVI8QgjHSfEIIRwnxSOEcJwUjxDCcVI8QgjHSfEIIRwnxSOEcJwUjxDCcVI8QgjHSfEIIRwnxSOEcJwUjxDCcVI8QgjHSfEIIRwnxSOEcJwUjxDCcVI8QgjHSfEIIRz3/wEgVtF7phVBsgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pie chart 기본\n", "# 표시 레이블과 색상을 원하는 대로 변경 가능\n" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:37.147383Z", "start_time": "2022-04-15T15:37:37.043385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pie chart 기본\n", "# 그림자 정도, 시작위치, 값의 표시 가능\n" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:37.254383Z", "start_time": "2022-04-15T15:37:37.148387Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pie chart 기본\n", "# 값의 위치 강조 표시 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [**Bar Chart:** 카테고리 별 실수 값 차이 확인](https://matplotlib.org/3.5.1/api/_as_gen/matplotlib.pyplot.bar.html)\n", "\n", "- 카테고리 항목에 따른 `실수 값, 평균, 편차 등을 비교`하는데 사용\n", "\n", ">```python\n", "plt.bar(x, y) # X데이터, Y데이터\n", "```" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:37.344382Z", "start_time": "2022-04-15T15:37:37.255384Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Bar chart 기본\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:37.451383Z", "start_time": "2022-04-15T15:37:37.346385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Bar chart 꾸미기\n", "# bar 함수 내부 인자 xerr 또는 yerr 사용하여 오차 정도를 표현 가능\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:37.556384Z", "start_time": "2022-04-15T15:37:37.452383Z" } }, "outputs": [ { "data": { "image/png": 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kgauqnprkZ5L8Snd/89D93X1BkguSZM+ePb2+vj60nosv3zf0/Mej9bPXjvk59dOxNaKPktXopxNOvleS5B5nPmzmSrbmZ2k16KfVMOq6d7QmDVxV9fAkP9PdvzpluwAAc5p6hOtJSR5TVRvL91d19/MmrgEAYFJTT5p/Q5I3TNkmAMDcLHwKADCYwAUAMJjABQAwmMAFADCYwAUAMJjABQAwmMAFADCYwAUAMJjABQAwmMAFADCYwAUAMJjABQAwmMAFADCYwAUAMJjABQAwmMAFADCYwAUAMJjABQAwmMAFADCYwAUAMNiuuQsAmNIbL3rH3CUAxyEjXAAAgwlcAACDCVwAAIMJXAAAgwlcAACDCVwAAIMJXAAAgwlcAACDCVwAAIMJXAAAgwlcAACDCVwAAIMJXAAAgwlcAACDCVwAAIMJXAAAgwlcAACDCVwAAIMJXAAAgwlcAACDCVwAAIMJXAAAgwlcAACDTR64quo1VXVpVV1WVT8ydfsAAFObNHBV1WOSrHX3Y5P8apLfmrJ9AIA57Jq4vScmeUuSdPdnq+q+hx5QVXuT7F2+/XZVfX7C+ra705J8Y+4iOCJ9tBr002rQT9ufPrq9+x9ux9SB6weSXL3p/YGqOqG7bzm4obsvSHLBxHWthKr6WHfvmbsODk8frQb9tBr00/anj47e1HO4/l+SUze9v2Vz2AIA2ImmDlwfTPLMJKmqs5N8eeL2AQAmN/UtxXcneXJVfTDJtVlMnOfoudW6/emj1aCfVoN+2v700VGq7p67BgCAHc3Cp3CMVNV6Ve3a9P5xVXXKnDUBsD1MfUuR79FycdifTXJSkg909yVV9f1Jzu3u/zpvdVTViUnOXr59eZJXVtX1Sb6W5DlJvpjF7XOAHaOq/ijJoUs7Pai7D7sswvFO4NrGqur+WSwO+y+SXJfkN6rq3kk+lWQ9icA1v5OTnLN8/aEkP5nku0n+12wVsaXlen+7uvs/zl0Lt1dVn8sdP1B1/+5+0Bz1cOe6++cO3VZVb5ujllXhluL2dnMWfXTS8mtXkhtmrYjb6e5vJbkkyWOS3DPJw5Oc0N0C1zZVVQ9M8pQkT1q+Znu5srvP2fyV5AtzF8VRkSmOwAjXNtbdX6mqF2Xxy+HEJG9O8tkk3z9rYRzqvCQv7u4vJUlVva+qfnu579yq+lB3f3Ku4lioql/IYgRyf5JfzOKXwyur6tQkl3X3H8xYHrc5q6ouPmSb21TbRFX9VBbTJ+7M36mqjSSv7+4/n66q1SBwbVNVVUkuTNJJTk/yg0kemuRbSd40Y2nc0buSvL6q3pXkrCRf6e5bFl2Y7yaxuO/28JEk7+juzaPEL62qeyY5Y6aaWKqqk5KckuQnlpuemcXvqLcu95+W5NruvnGeCkmS7n5/kvfPXccqsizECqiqn0zy41kErVcm+b4sVun/5VkL41ZV9Xez+MXwsoO3E6vqwiSv7e4r56yNpKqekORfb3HYG7r7fVPUwx1V1UOTPH2Lw/6kuz89QTlsoao+mTs+Q/GM7n7IDOWsBCNc21xVnZPbJmX/ehZzuG5I8vHZiuJWyzlAD05ytyx+nh5QVWfNWhR30N2XZDHXLklSVb+YxaT5i2Yritvp7s9W1dVZTJ041Le7++kTl8SRfWM5v+5WVeU24hEIXNvf55J8+5Btpyf5J0n+x/TlcIgTs3g+6C1Jzk9yUxaBeH+Sx89WFayg7t6X2/6Beas7mdMFK0fg2v5+OcnTspi7tZl/SWwD3X15ksvvbF9VueUL7FRnLifIb/ZDcxSyKgSu1XBg+bXZD89RCEfPHLttbV8Wt4FZDX82dwHcXnc/eO4aVo1J8wAAg1mkDABgMIELAGAwgQtgk6p6VFW9eO46gJ3FpHlgR6qqRyR5bRbPIU2SG5P8m+7+1HL/qUn+IIvVzU9KcmF3/+ck90hy3+krBnYygQvYcapqVxZh6hndfdVy25lJ/riq/mF3H8jiGZhv6u53VdUJSTaq6o9nKxrY0dxSBHaiM5NccTBsJcny9RXLfcliaYiTl6/vlsVad5ufswhwzAhcwE70pSQPrKpHH9xQVT+R5IHLfUnye0nuV1WvSfJvk/yr5cgXwDFnHS5gR1o+DPk9WTweq7J45uWTu/uzm455UJKfvpNv/0h3f2SSQoHjgjlcwE61P8kl3f2CJKmqC5fbNrs2yd8esu1Hkjw5icAFHDMCF3A8e0iSXztk232SvHuGWoAdzC1FYEepqp9K8vItDnt9d/95VT0rycndfdH4yoDjmcAFHLeWgesVSb56yK5PdfdLZygJ2KEELgCAwSwLAQAwmMAFADCYwAUAMJjABQAwmMAFADCYwAUAMJjABQAw2P8HiUOGKB8rydkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Bar chart 꾸미기\n", "# bar 함수 내부 인자 alpha는 그래프의 투명도 (0:투명, 1:불투명)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [**Histogram Plot:** 실수 변수 내 데이터 분포(절대량) 집계](https://matplotlib.org/3.5.1/api/_as_gen/matplotlib.pyplot.hist.html)\n", "\n", "- `특정 구간별 데이터의 집계`를 확인하는데 유용 \n", "- 통계적으로 `데이터의 분포`를 확인하는데 필수!\n", "- 가로축에는 분포를, 세로축에는 빈도가 시각화\n", "\n", ">```python\n", "plt.hist(data) # 데이터\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:37.680382Z", "start_time": "2022-04-15T15:37:37.557384Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Histogram plot 기본\n" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:37.816383Z", "start_time": "2022-04-15T15:37:37.681385Z" } }, "outputs": [ { "data": { "image/png": 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qS7f7GuB0wMAlSZJG3gO6FKvqb4GfVNUNVXUD8MyuJeppVfWhqrqS3iSo+3Mp8C5gD3A0sGPavh3Aitk+lOSCJJuSbNq+ffuD/HYkSZKGz1xjuN477fVp3Z97pm3bzTySvBy4s6q+1W26Gzh22iErgFnTVFVdXlWrq2r1ypUr57uMJEnSkjDXtBCZ9vq+JIcDSZKqKuDw/Zz3ZcA9ST4N/AK9GetPSXJCVf0dMA783sJKlyRJWhrmClw17fUe4DDgc8AfJ/kRcNN8J62qc/e+TvJO4GZ63YhXJ9kFXFtVmw++bEmSpKVjrsB1UpKL6bV0nQr8TFVd1j11eBTw3w/0AlX1zmlvTz/YQiVJkpaquQLXK6a93lBV9wBU1dXtS5IkSRotswauqpq3y1DSYG1Yt46dk5MLOsfmiYkFL5siSTo4rqUoLQE7JycXHJZu3bixT9VIkh4s11KUJElqzBYuaR796MpbPjbG2ePjfapI0nxum5iAtWsP+vP+vKqVeQNXkpMBquq7gylHGi796Mpbv3Vrn6qRtD+7p6YW9DPrz6ta2V+X4pO7r30keVKbciRJkkbPA1q4knwSOH7v227bbwJVVc/rtn8AeNZAKpQkSVriHhC4qupVB/C57P8QSZIkwRxdiknOT/K4eT5X8+yTJEnSNHMNmr8IOCPJzwK/XVULe0xLkiTpEDbXoPltVfVq4N3AlUnGBliTJEnSSJn3KcWq+jbw28Cn0rMuyReBewdSnSRJ0giYq0vx63tfVNXmJOuBl1aVs8FJkiQ9SHMtXv07MzZ9eAC1SJIkjaQDXUvxmVW1q2klkiRJI2quaSEOm7HpLQOoRZIkaSTNNYZrW5Jvdq/3DKoYSZKkUTRX4PrLqlqz902SPx9QPZIkSSNnrsA1cyb5hyV59oxt/7uq7mtQkyRJ0kiZK3DNdBRwKj9dQ7GAGwEDlyRJ0n4caODaWlWXNq1EkiRpRM01LcRPZrx3sWpJkqSDNGvgqqpfn7Epsx0nSZKk/TvQiU//sGkVkiRJI+yAAldVbWhdiCRJ0qg60BYuSZIkHSQDlyRJUmMGLkmSpMYMXJIkSY0ZuCRJkhozcEmSJDVm4JIkSWrMwCVJktSYgUuSJKkxA5ckSVJjBi5JkqTGDFySJEmNPWSxC5BG3W0TE7B27YLOsXligjWrVvWpIknSoBm4pMZ2T00tOCzdunFjn6qRJC0GuxQlSZIaM3BJkiQ1ZuCSJElqzMAlSZLUmIFLkiSpMQOXJElSYwYuSZKkxgxckiRJjRm4JEmSGms203ySY4EPAw+nF+xeDRwBXAYsA75WVW9sdX1JkqRh0XJpn6OAC6tqW5JzgYuARwPnVdWWJFclOa2qvtGwBkmSpEXXrEuxqrZV1bbu7Y+AXcCyqtrSbbsGOL3V9SVJkoZF8zFcSU6g17r1AWDHtF07gBWzHH9Bkk1JNm3fvr11eZIkSc01DVxJng9cDJwP3AUcO233CuABiaqqLq+q1VW1euXKlS3LkyRJGohmgSvJLwJrqup1VbWjqnYCR3YtXgDjwHWtri9JkjQsWg6aPwc4M8n13fs7gQuBq5PsAq6tqs0Nry9JkjQUmgWuqnov8N5ZdjlQXpIkHVKc+FSSJKmxll2KkiQdcjasW8fOyckFnWP52Bhnj4/3qSINAwOXJEl9tHNykjWrVi3oHOu3bu1TNRoWdilKkiQ1ZuCSJElqzMAlSZLUmIFLkiSpMQOXJElSYwYuSZKkxpwWQiOrH3PhbJ6YWPDj3ZIkGbg0svoxF86tGzf2qRpJ0qHMLkVJkqTGbOGSJKlz28QErF27oHM4FEGzMXBJktTZPTXlUAQ1YZeiJElSYwYuSZKkxgxckiRJjRm4JEmSGnPQvCRJQ6YfT0suHxvj7PHxPlWkhTJwSZI0ZPrxtOT6rVv7VI36wS5FSZKkxgxckiRJjRm4JEmSGjNwSZIkNWbgkiRJaszAJUmS1JjTQmgobVi3jp2Tkws6x+aJiQU/Vi1JUj8YuDSUdk5OLjgs3bpxY5+qkSRpYexSlCRJaszAJUmS1JiBS5IkqTEDlyRJUmMGLkmSpMYMXJIkSY0ZuCRJkhpzHi5JkkbQbRMTsHbtgs7xne99j8eddNKCzrF8bIyzx8cXdI5RYOCSJGkE7Z6aWvAE0u/auJE1Z565oHOs37p1QZ8fFXYpSpIkNWYLl/bRjzUMbT6WJGlfBi7tox9rGNp8LEnSvuxSlCRJaswWLvVdP56M2TwxseCWNkmShoWBS33Xjydjbt24sU/VSJK0+AxcI6QfA95tWZIkqf8MXCOkHwPebVmSJKn/HDQvSZLUmC1cQ8LuQEmSZjcKc0QauIaE3YGSJM1uFOaItEtRkiSpsYG3cCX5A+AZ3bUvqKrbB13DTAttquzHaup2B0qSRpFzM/YMNHAlORMYq6pnJvkF4H3A8wZZw2wW2lTZj9XU7Q6UJI0i52bsGXSX4rOBKwGq6jbguAFfX5IkaeBSVYO7WPIR4ENd2CLJjcAzqmrPtGMuAC7o3p4C3DGwAuF44IcDvJ4OnvdqafF+LR3eq6XDezV8HlVVK2fbMegxXP8ArJj2fs/0sAVQVZcDlw+0qk6STVW1ejGurQfHe7W0eL+WDu/V0uG9WloG3aX4VeBFAEkeDyzuM5qSJEkDMOgWri8Az0vyVWAKeN2Ary9JkjRwAw1cXffh6wd5zQdpUboydVC8V0uL92vp8F4tHd6rJWSgg+YlSZIORc40L0mS1JiBq5PkD5LckOSmJE9Y7Hr0U0mOTfLpJNcn2ZjkpCSnJLmuu1/vW+wa9UBJ/iLJOd6r4ZbkKd3P1U1J3uT9Gl5JLpz2e+pJ3qulxcWrGd4Z8PXPjgIurKptSc4FLgIeDZxXVVuSXJXktKr6xuKWqb2SvAg4pnt7Cd6roZTkcOBi4AVV9aNu2xfxfg2dJMcCvwacBZwMfJDe73Dv1RJhC1ePM+APsaraVlXburc/AnYBy6pqS7ftGuD0xahND5TkaOCVwKfo/ULwXg2v5wLfB67sWkqegvdrWO2m9zv7CHoTnm7He7WkGLh6fo7ef7x73Z/Ev5shk+QEeq1bHwB2TNu1g30n1NXiuhR4F7AHOBrv1TB7LL1/YD4fOA/4DN6voVRVU8BGYDNwLfAJvFdLil2KPfudAV+LK8nzgTXA+cA9wLHTdq9g38CsRZLk5cCdVfWtrvv3brxXw+x+4MtVdT+wJcld7Pv/Qu/XkOh+ng6n1524gl6L1vTfU96rIWcrTo8z4A+xJL8IrKmq11XVjqraCRzZtXgBjAPXLV6FmuZlwOOTfJrez9SbgSd4r4bW1+l1K5JkjN6E1Ed4v4bSo4DJ6s3l9GN6rcfHea+WDlu4epwBf7idA5yZ5Pru/Z3AhcDVSXYB11bV5sUqTj9VVefufZ3kncDN9Lo6vFdDqKq+meSOJDfRa+26kN4/xL1fw+cK4ONJbgCOBD4C3IL3aslw4lNJkqTG7FKUJElqzMAlSZLUmIFLkiSpMQOXJElSYwYuSYeEJKcn+Q/7OeaRSZ42qJokHToMXJJGSpLlST6RZEOSG5P8SrfrSOCh3TEv7/ZvSHJ7kld0xzwaeNZi1C1ptDkPl6RR80Z6s6dfmeQo4Pok36c34/0N3TET9NamA3gmQJKLgMfRm+dNkvrKwCVp1DwZeD9AVd3TTZj7SXoL/p7RHTMO/A29iVlvprckyrruGAOXpL4zcEkaNZuBX6K3bA3d61PpdRdO93DgJGA5UFX1nCRn8dNQJkl9Y+CSNGreA3w0yTbgBHrdiMuAY4Cd3TEb6AWrJwH30gtpktSMS/tIGklJVgBTVXV/9/4s4Iyqelf3PsDL6a3VuYJet+Lngc+V/2OU1GcGLkkjJ8lrgPur6k/mOeYiYCXwQXoLbI8B7wCur6pPDaJOSYcOp4WQdKh6JPDVqvpBVd1XVVvpDaB/5CLXJWkE2cIlaeR0LVxvBiZn7PpmVb2pO+Y44BLg54E99P4BegdwUVXtRJL6yMAlSZLUmF2KkiRJjRm4JEmSGjNwSZIkNWbgkiRJaszAJUmS1JiBS5IkqTEDlyRJUmP/H/wkE8TmpR+BAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Histogram plot 기본\n", "# 색상, 투명도, 엣지색상, 구간 갯수 설정 가능\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:37.966383Z", "start_time": "2022-04-15T15:37:37.817384Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAm0AAAFLCAYAAACEFrsIAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAdhElEQVR4nO3df7RndV3v8ecr4mchDDhMxYQgIgT0w+sskQJBU8PBSSIqfyRpCCzq3psRkZaShmZJJMvW0qQueisvJjAR6tVsKDgjSYqNFK652A9HLpLnjgMoyWFymPf9Y+8jX8+c75kf55z9/e45z8darPnuvT97f98ze82cF5/P3p9PqgpJkiSNt28bdQGSJEnaOUObJElSDxjaJEmSesDQJkmS1AOGNkmSpB4wtEmSJPWAoU3SXiXJCUmuGHUdkrTQ4jxtkvomySbgh6rq4YF9r2r3vXYXzr8E+FhVfWGRSpSkBWdPm6Sl6GeAQxbygkmykNeTpJm+fdQFSNJCSnIm8NqqOifJSuCPgIOBg4AfA94G/BDwx0k+UVWvTfJf2v37te3+Z1W9q73ekcAf0oS8rwH3A1+uqjcleVN7zg8C/5rkzcD72rZPAt5ZVdclORr4S+DjwLOBA4ALgTcA3w08BvzkYM+hJM1kaJPUVx9Osm1g+7uAj81ocxlwS1W9O8k+AFX1miRPowl2n01yCPBBYE1VbUxyEPDxJJ+vqnU0IezaqrohyQHAOuDLA99xJvDcqtqaZBnw36pqU5LDgHuTvLdtdyLws1X1q0neAPw18Myqui/Ju4BXAn+wUH84kvY+hjZJffXi2Z5pm9Hmr4HfTfIo8IGq2jrLdX4YuLOqNgJU1aNJrgPOSvIJ4ISquqE99liSm4HvHDj/o9PXraqHkjw7ycXA09p2T2rb/UtV/VP7+U7gtKq6r93eAJywu38AkpYWn2mTtNeqqo8ALwSOBT7bDpfOtA+wfZb9j9MMlW6bsX//GduPTH9I8kbgHODPaHrOHgSmn3UbDIzbaIZEp32jrUOShjK0SdprJfnuqnqgqq4APgM8sz00xRM9YH8HnJbk+PacA4Hzgb+oqgeB/0jywvbYocBL5/jKZwFrq+pzwDNonleTpAXh8KikvdlrkpwDPAxsAv6q3X8d8J4kH26fMXt5ux2ggHdX1Z1t25cDf9jO/fb/aIZcHx/yfb8HvDPJ62iGQO8b0k6SdpvztEnSbkjyDuDuqnrfqGuRtLQ4PCpJc0hy0vQcbO3UHefQ9LZJUqccHpWkuZ0HnJPkazQvFVxUVV8acU2SliCHRyVJknrA4VFJkqQeMLRJkiT1wF7zTNuTn/zkOvroo0ddhiRJ0k595jOf+UpVLd+dc/aa0Hb00Udz1113jboMSZKknUryxd09x+FRSZKkHjC0SZIk9YChTZIkqQcMbZIkST1gaJMkSeoBQ5skSVIPGNokSZJ6wNAmSZLUA4sW2pIsT/LWJFe228cnuTXJHUmuGmh3ZZLb2/0nzdVWkiRpqVrMnrarga3Avu32NcAFVfUjwNFJTklyOrCiqs4ALgauGtZ2EeuUJEkae4sW2qrqfGACIMm3AwdU1ab28E3AqcALgevb9vcAh83RVpIkacnqau3R5cCWge0twPcBRwCbB/ZvA1YMabuDJBcBFwEcddRRC1iuJEnqo3Vr1zI1OTmvaxy4YgXPP/fcBapo4XQV2h4GDh3YXkYT1g5sP0/bDjw4pO0Oqupa4FqAVatW1UIVK0mSds9ChKXPf+ELPP2YY+Z1jY0bNnD5mjXzusaH7r9/Xucvlk5CW1VNJdk/yZFV9SXgXODNwNOA84D1SU4E7p+jrSRJWgQLEbgWIiy9ZWKCNaefPq9r3D0xMa/zx1lXPW0AlwI3JtkK3FJVG5PcC6xOsh54hOZlhFnbdlinJElLytTkJGtWrpzXNfbmsDQuFjW0VdVtwG3t508z44WCqtoOXDLLeTu0lSRJO1qoXrL5hjYtvi572iRJ0oBxGZa0l6wfDG2SJI2Iw5LaHS5jJUmS1AOGNkmSpB4wtEmSJPWAz7RJkrQHfGtTXTO0SZK0B3yJQF1zeFSSJKkHDG2SJEk9YGiTJEnqAZ9pkyQtSfN9kcCXCNQ1Q5skaUma74sEvkSgrjk8KkmS1AOGNkmSpB4wtEmSJPWAoU2SJKkHDG2SJEk9YGiTJEnqAaf8kCT1jou1aykytEmSesfF2rUUOTwqSZLUA4Y2SZKkHjC0SZIk9YChTZIkqQcMbZIkST1gaJMkSeoBQ5skSVIPGNokSZJ6wMl1JUmdcjUDac8Y2iRJnXI1A2nPODwqSZLUA4Y2SZKkHjC0SZIk9YChTZIkqQcMbZIkST1gaJMkSeoBQ5skSVIPGNokSZJ6wNAmSZLUA4Y2SZKkHjC0SZIk9YBrj0qSdpmLvUujY2iTJO0yF3uXRqfz4dEklya5PckdSZ6R5Pgkt7bbVw20u3Kg3Uld1ylJkjROOu1pS3Io8OPAmcCxwDvaGi6oqk1JbkhyCrAfsKKqzkhyMnAVsLrLWiVJksZJ18Ojj9P07u0HPBnYDBxTVZva4zcBpwKHA9cDVNU9SQ7ruE5JkqSx0unwaFU9AkwAG4FbgPcCWwaabAGWAUfQBLpp25L4pqskSVqyuh4ePRvYl2ZodBlNz9r2gSbLaMLage3nadurarDd9PUuAi4COOqooxapakmSpNHruvfqKcBkVRXwNeBg4LAkR7bHzwVuBdYD5wEkORG4f7aLVdW1VbWqqlYtX7580YuXJEkala6faXsfcF2S24H9gfcAnwVuTLIVuKWqNia5F1idZD3wCHBxx3VKkiSNlU5DW1U9Crx0lkOnzmi3Hbikk6IkSZJ6wIf7JUmSesDQJkmS1AOGNkmSpB4wtEmSJPWAoU2SJKkHDG2SJEk9YGiTJEnqAUObJElSDxjaJEmSesDQJkmS1ANdrz0qSRqRdWvXMjU5Oa9rbNywgTUrVy5QRZJ2h6FNkpaIqcnJeQeuuycmFqgaSbvL4VFJkqQeMLRJkiT1gKFNkiSpBwxtkiRJPWBokyRJ6gFDmyRJUg/sUmhL8v2LXYgkSZKGmzO0JfmJJEcDV3dTjiRJkmazs562FwIPAumgFkmSJA0xNLQlOQJIVX2tw3okSZI0i1mXsUryIuBC4JKBfc8ZaPJwVf3jItcmSZKk1rC1R0+jGRLdMss+gE2AoU2SJKkjs4a2qvqNJKuAy4Dfaff9dpeFSZIk6QlDn2mrqruApybZB6juSpIkSdJMO3t79NPAU/HtUUmSpJEa9kzbtD+uqkry3k6qkSRJ0qzmDG1VVe2v/6ubciRJs1m3di1Tk5PzusbGDRtYs3LlAlUkqWs7hLYkJwKrhp1QVX+S5LVVdc1iFiZJesLU5OS8A9fdExMLVI2kUZjtmbbtwOOz/Hc+sLxts7qT6iRJkgTM0tNWVf8nyeeB5wL/BOwLvAz4Z+BDbTNfTJAkSerQsLdH30Gz7ugftW2eBLwP+Pf2uFOASJIkdWjYiwjfX1XPS/KjwLNpnnH7F5qh009jT5skSVKnhvW0TfekbQf+kybcPQZ8Y8ZxSZIkdWBYT9vGJL8FfD/NCwhnV9UHk/x5ksPmOE+SJEmLYFj4+iXgBcC7q+qRJPsCVNXPdFaZJEmSvmnYgvGPAx8b2PUb3ZQjSZKk2exs7VEAquqBxS5EkiRJw822IsJPAt8xW+Oq+pO2zeVV9fZFrk2SJEmt2XraZlsNYfq/aWctfmmSJEmaNtuKCDcDJDkIOBr4t6p6bEYz52mTJEnq0KzPtCV5Ac2SVT8H3JTk9BlNnKdNkiSpQ8Om/HgdsLqqtibZD/hzYH13ZUmSJGnQsLdHH6+qrQBV9Z/AN5Lsk+SoJE8BDtjTL0zyrCQTSe5IcnmS45Pc2m5fNdDuyiS3t/tP2tPvkyRJ2hsM62n79yQvAT4C/BjwIHA48Mb2+Of25MvaSXqvAF5SVQ+1+z4KXFBVm5LckOQUYD9gRVWdkeRk4Cpg9Z58pyRJ0t5gWGj7BeD1wGuAu4Bfrqop4MJ5ft+LgC8C17cB7vXAAVW1qT1+E3AqTUC8HqCq7mmXzpIkSVqyhq2I8HXgDYvwfccBhwEvBlYCfwt8ZuD4FuD7gCOAzQP7tyX5tqravgg1SZIkjb1dWhFhAW0DPl5V29retQeBZQPHl9GEta/O2L99tsCW5KIkdyW5a/PmzTMPS5Ik7TWGDY8ulk8ClwHvTbICeATYL8mRVfUl4FzgzcDTgPOA9UlOBO6f7WJVdS1wLcCqVauchkTSWFq3di1Tk5PzusbGDRtYs3LlAlUkqY86DW1V9akk9ya5g6bX7VKa3r4bk2wFbqmqjUnuBVYnWU8T7C7usk5JWkhTk5PzDlx3T0wsUDWS+qrrnjaq6o088RbqtFNntNkOXNJZUZIkSWNuzmfakvxMko8l+fsktyR5dleFSZIk6QlDe9qSvBI4G3hFVW1JcjTw7iSvr6rPdlSfJEmSmLun7dXAa6pqC0D7tuerWJypQCRJkjSHuUJbquo/BndU1SRwyOKWJEmSpJnmCm3DptDYZzEKkSRJ0nBzvT16ZJK/A8ITAS5866S3kiRJ6sDQ0FZVx3dZiCRJkoab6+3Rpw87VlWfX5xyJEmSNJu5hkdfP2R/AT+/CLVIkiRpiLlC269U1YOdVSJJkqSh5np79ENJPpjkRUnSWUWSJEnawdDQVlU/AvwmcAZwZ5LfTnJcZ5VJkiTpm+ZcML6qNgKva3vang/8ZpLvqarndVKdJEmSgJ0sGD/gNOCngWOBv1q8ciRJkjSbuab8OB44n2bR+E8C/6Oq7uyqMEmSJD1hruHRa4D3Ab9VVVs7qUaSJEmzmmtFhBclOQh4SZLvBf4V+EhVfaOz6iRJkgTM8UxbkmOBW4GVNIHtOOBv2gAnSZKkDs01PPp7wPlV9c/TO5L8b+BqmpcSJEmS1JG53h5dNhjYAKrqc8Dhi1uSJEmSZportG3fg3MkSZK0COYKYBuSvGpwR5KfAj63qBVJkiRpB3M90/YG4NokLwM2AscDjwA/30VhkiRJesJcU35MAa9McjhwDPB/q2qys8okaQysW7uWqcn5/dO3ccMG1qxcuUAVSVqq5loR4Y+BS6pqC7Cl3XcQcEVVva6j+iRppKYmJ+cduO6emFigaiQtZXM903bczIl0q+pRYNXiliRJkqSZ5gpt+w3ZP9dzcJIkSVoEc4W2e5OcPrgjyUnAVxe3JEmSJM00V6/ZZcDNSdYBnwWeBrwMeGkHdUmSJGnA0J62qvoKcCbwT8AJwAPAmTNXSZAkSdLim/P5tKraBtzUUS2SJEkawiWpJEmSesDQJkmS1AOGNkmSpB6YM7QluaqrQiRJkjTcDi8iJHke8GwgwJlJfh14GHgPcDlwIPC2dm1SSZIkdWC2t0c3AY+3nz/R/voYcAXwlfb47wOXLHJtkiRJau0wPFpV/wZ8vapur6rbgTOq6u+BH66qP6iq62km2pUkSVJHhj3T9vaBz6e0v24f2Pc4kiRJ6syw0JaBz99Isi+QJNP7913csiRJkjRo2IoINfB5O7APcDPw+0keAu5Y5LokSZI0YFhoOybJFTQ9bicA31ZV70pyHnAQ8KddFShJkqThoe1nBz6vq6pHAarqxsUvSZIkSTPNGtqqyuFPSZKkMTKyZayS/EOSs5Icn+TWJHcMrsCQ5Mokt7f7TxpVnZIkSeNg2PDoomqfjTuk3bwGuKCqNiW5IckpwH7Aiqo6I8nJwFXA6lHUKkmSNA46D21JDgZeCby//f4DqmpTe/gm4FTgcOB6gKq6J8lhXdcpSZI0Tna2YPyxSY5d4O98J/AWmqlEDga2DBzbAiwDjgA2D+zflmSHWpNclOSuJHdt3rx55mFJkqS9xs562p7Z/vqvgzuTPKOqNuzulyV5BXBfVX06ydk0C9EfOtBkGU1YO7D9PG17VQ2uyABAVV0LXAuwatWqmnlc0tK2bu1apiYn53WNjRs2sGblygWqSJL23A6hLcmfAE+e3mz3vRqoqpp+ruxq4Hl78H0vBx5N8gHgZOBM4PgkR1bVl4BzgTfTrG16HrA+yYnA/XvwXZKWuKnJyXkHrrsnJhaoGkmanx1CW1WdvwvnZedNdlRVZ3/zAsmbgDtphkRvTLIVuKWqNia5F1idZD3wCHDxnnyfJEnS3mLW4dEkFwK3V9Xnh5w376HIqnrTwOapM45tBy6Z73dIkiTtLYY903YZcFqS7wB+sarm91CIJEmS5mXY26MPVNXPAW8Drk+yosOaJEmSNMOcU35U1WeAXwTen8baJB8FHuukOkmSJAHDh0c/Of2hfTHgQ8DLqurcbsqSJEnSoGELxv/6jF1/2EEtkiRJGmJXF4w/o6q2LmolkiRJGmrW0JZknxm7XtdBLZIkSRpi2DNtDyT5VPt5h+WjJEmS1K1hoe0fq2rN9EaSv+moHkmSJM1iWGibueLB4UleOGPf31bVNxahJkmSJM0wLLTNdBBwAk+sOVrAJwBDmyRJUgd2NbTdX1XvXNRKJEmSNNSwKT++PmN73gvES5Ikac/NGtqq6idm7Mps7SRJktSNXZ1c962LWoUkSZLmtEuhrarWLXYhkiRJGm5Xe9okSZI0Qrv69qgkdWrd2rVMTU7O6xobN2xgzcqVC1SRJI2WoU3SWJqanJx34Lp7YmKBqpGk0XN4VJIkqQcMbZIkST1gaJMkSeoBQ5skSVIPGNokSZJ6wNAmSZLUA4Y2SZKkHjC0SZIk9YChTZIkqQcMbZIkST1gaJMkSeoBQ5skSVIPGNokSZJ6wNAmSZLUA4Y2SZKkHjC0SZIk9YChTZIkqQcMbZIkST1gaJMkSeqBbx91AZL2PuvWrmVqcnJe19i4YQNrVq5coIokqf8MbZIW3NTk5LwD190TEwtUjSTtHRwelSRJ6gFDmyRJUg8Y2iRJknrA0CZJktQDnYa2JIcm+UCS25JMJDkmyfFJbk1yR5KrBtpemeT2dv9JXdYpSZI0brp+e/Qg4NKqeiDJ2cBlwFOBC6pqU5IbkpwC7AesqKozkpwMXAWs7rhWSZKksdFpaKuqBwY2HwK2AgdU1aZ2303AqcDhwPXtOfckOazLOiVJksbNSJ5pS3IkTS/b1cCWgUNbgGXAEcDmgf3bkuxQa5KLktyV5K7NmzfPPCxJkrTX6Dy0JXkxcAVwIfAgcOjA4WU0Ye2r7edp26tq+8xrVdW1VbWqqlYtX7588YqWJEkasa5fRPgBYE1VXVxVW6pqCti/7XkDOBe4FVgPnNeecyJwf5d1SpIkjZuuX0Q4Czg9yW3t9n3ApcCNSbYCt1TVxiT3AquTrAceAS7uuE5JkqSx0vWLCG8H3j7LoVNntNsOXNJJUZIkST3g5LqSJEk9YGiTJEnqAUObJElSDxjaJEmSeqDrt0cl9cC6tWuZmpzc4/M3btjAmpUrF7AiSZKhTdIOpiYn5xW67p6YWMBqJEng8KgkSVIvGNokSZJ6wNAmSZLUA4Y2SZKkHjC0SZIk9YChTZIkqQcMbZIkST1gaJMkSeoBQ5skSVIPGNokSZJ6wGWspL3MfNcNBdcOlaRxZGiT9jLzXTcUXDtUksaRw6OSJEk9YGiTJEnqAUObJElSDxjaJEmSesDQJkmS1AO+PSqNEafrkCQNY2iTxojTdUiShnF4VJIkqQcMbZIkST1gaJMkSeoBQ5skSVIPGNokSZJ6wNAmSZLUA075IS0Q51iTJC0mQ5u0QJxjTZK0mBwelSRJ6gFDmyRJUg8Y2iRJknrA0CZJktQDhjZJkqQe8O1RCafrkCSNP0ObhNN1SJLGn8OjkiRJPWBokyRJ6gGHR9V7Po8mSVoKDG3qPZ9HkyQtBWMd2pJcCTyHps6LqupzIy5JC8xeMkmSds3YhrYkpwMrquqMJCcDVwGrR1yWBixU4Lp8zZp5XcNeMknSUjC2oQ14IXA9QFXdk+SwEdczNhYiLH3+C1/g6cccM69rGLgkSepOqmrUNcwqyXuAP6iqe9rtTwDPqartA20uAi5qN48H7u280N3zZOAroy5Cs/LejC/vzfjy3owv7834mr43T6mq5btz4jj3tH0VWDawvX0wsAFU1bXAtZ1WNQ9J7qqqVaOuQzvy3owv78348t6ML+/N+JrPvRnnedrWA+cBJDkRuH+05UiSJI3OOPe0fQRYnWQ98Ahw8YjrkSRJGpmxDW3tUOglo65jgfVmKHcJ8t6ML+/N+PLejC/vzfja43szti8iSJIk6Qnj/EybJEmSWoa2jiS5MsntSe5IctKo61nKkhya5ANJbksykeSYJMcnubW9P1eNukZBkn9Icpb3ZnwkeVb7d+aOJJd7b8ZHkksHfsY8w3szOkmWJ3lru6oTw+7FnuSCsX2mbW/i6g5j5yDg0qp6IMnZwGXAU4ELqmpTkhuSnFJVfz/aMpeuJOcBh7Sb1+C9Gbkk+wJXAC+pqofafR/FezNySQ4Ffhw4EzgWeAfNz3fvzWhcDfwLzc8amOXfMGA/9iAX2NPWjW9Z3QFwdYcRqqoHquqBdvMhYCtwQFVtavfdBJw6itoESQ4GXgm8n+YHj/dmPLwI+CJwfdtr8Cy8N+PicZqf5/vRTNy6Ge/NyFTV+cAEQJJh/4btUS4wtHXjCJq/RNO2JfHPfsSSHEnTy3Y1sGXg0Ba+dWJndeudwFuA7cDBeG/GxXE0P1heDFwA/Dnem7FQVY/QhISNwC3Ae/HejIvlzH4v9igXODzajZ2u7qBuJXkxsAa4EHgUOHTg8DK+9S+TOpLkFcB9VfXpduj6Ybw342Ib8PGq2gZsSvIg3/rvmvdmRNq/K/vSDI0uo+nNGfwZ470ZnYeZ/d+wA9mDXGBvTzdc3WGMJPkBYE1VXVxVW6pqCti/7XkDOBe4dXQVLmkvB05M8gGavzO/BpzkvRkLn6QZIiXJCppJz/fz3oyFpwCT1czh9TWaHurDvDejN8fPlz3KBfa0dcPVHcbLWcDpSW5rt+8DLgVuTLIVuKWqNo6quKWsqs6e/pzkTcCdNMMJ3psRq6pPJbk3yR00vW6X0vyPv/dm9N4HXJfkdmB/4D3AZ/HejIsdfr4kuZc9yAVOritJktQDDo9KkiT1gKFNkiSpBwxtkiRJPWBokyRJ6gFDm6S9SpJTk/z3XWh3VJIf7qKmge88NMmqge3vSPKjXdYgqb+c8kNSLyU5EHgX8L3AAcAbq+pvaaY8eNJAu1cAr243vxt4W1X9Gc16s6cBfzfk+jcD3znLoamqWjPQ7gaaWc8Bnk0zTQnAg1V1btvmKJrVBI4FfjzJO9o2X6FZsss5tCTtlKFNUl/9Ks0M/dcnOQi4LckXaWYfv32g3QaatRkBzgBIchnwdJo5+mZVVee0K2esr6qvtmuiPreqbpnR7qfaa/4yzejFzVV1zYzLnQicTDNr/Sbg+e3+D+zOb1jS0ubwqKS+eibwlwBV9ShwG/Bm4K0z2p3b/non8LvAXwAvaM/fmRcAK9rP30WzyPM3JfmeJG9Ich3wb1X1HOD+JH/a7j+qre9j7fnH0fQCngF8cNd/q5JkT5uk/toI/CDN8kq0n0+gGfac6buAY2jW+6uq+rEkZ9IMj87l6zwxRHpwuz1oEnhvVX1pekdV3Ugz+/lx7XGSHAMcXlWvbrfPBM6nmcn+KUnOo5kp/T93Uo+kJczQJqmvfgf4oyQPAEfSDIkeABwCTA20W0cTzp4BPEYT9uaU5ADgwzTPoD0/yfR6jiuSPBN4SVV9HbgOODLJ9KnfN+P6XwZ+lmZdwRVJfgl4CPhpml5BgKJZFkqS5uQyVpJ6Lcky4JGq2tZunwmcVlVvGWgT4BU0684uAzbTDK3eXHP8I5jkLcCHq+rO9q3P86rqdXO0X1dVzx9ybB/gp4BzgF+oqgeTrATeUlWv2vXfsaSlyp42Sb2V5FXAtvZtUACq6jaa59sG/QrNG56X0SxAvwL4TeAg4P3zrOFC4L6q+qs52pwF7NPWcABN792BwJeGnSNJMxnaJC0FR9G8afrldvv+JHe2+3eQ5P00Q64Apw0Mf5LkNuDLVfXSdtf+NG+FAryU2R1CE9o2A38KbKWZ7uNre/KbkbQ0OTwqqbfanrZfo33gf8CnqurygXaHAdcA3wNsp3lz/l7gsqqaYh6S/FfgYpoevEF/XVUz32Sdea7Do5J2maFNkiSpB5ynTZIkqQcMbZIkST1gaJMkSeoBQ5skSVIPGNokSZJ6wNAmSZLUA4Y2SZKkHvj/xgGWsCtxmmMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Histogram plot 기본\n", "# 누적 히스토그램\n" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:38.146383Z", "start_time": "2022-04-15T15:37:37.967385Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Histogram plot 기본\n", "# 여러 데이터 중복\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [**Box Plot:** 카테고리 별 실수 분포 확인](https://matplotlib.org/3.5.1/api/_as_gen/matplotlib.pyplot.boxplot.html)\n", "\n", "- 정확한 명칭은 `Box-and-Whisker Plot` \n", "- 분포의 `통계수치도 함께 표현`되기 때문에 데이터 특성 이해하는데 수월 \n", "- 여러 변수들의 `데이터 범위/중앙값/이상치` 등을 `한번에 확인/비교`하는데 많이 사용\n", "- 아래와 같이 데이터를 4등분 하여 5개의 포인트로 표현 \n", "\n", ">\n", ">\n", ">
(https://www.wellbeingatschool.org.nz/)
\n", "\n", "- **Maximum:** `Q3에서 1.5 * Interquartile Range(IQR, Q3-Q1)` 위 범위까지 중 최상위\n", "- **Quantile 25%(Q3):** 등수 상 상위 25%\n", "- **Quantile 50%(Q2, Median):** 등수 상 가운데\n", "- **Quantile 25%(Q1):** 등수 상 하위 25%\n", "- **Minimum:** `Q1에서 1.5 * Interquartile Range(IQR, Q3-Q1)` 아래 범위까지 중 최하위\n", ">\n", ">
\n", ">\n", ">```python\n", "plt.boxplot(data, ...) # 데이터\n", "```" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:38.221381Z", "start_time": "2022-04-15T15:37:38.147385Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Box plot 기본\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:38.357382Z", "start_time": "2022-04-15T15:37:38.222384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Box plot 기본\n", "# 제목, 라벨, 중앙값의 표현 가능\n" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:38.478383Z", "start_time": "2022-04-15T15:37:38.358385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Box plot 기본\n", "# 여러 데이터로 확장 및 비교 가능\n" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:38.599414Z", "start_time": "2022-04-15T15:37:38.479384Z" } }, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Box plot 기본\n", "# 수평으로 변환 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [**Violin Plot:** 카테고리 별 실수 분포 확인](https://matplotlib.org/3.5.1/api/_as_gen/matplotlib.pyplot.violinplot.html)\n", "\n", "- `세로 방향으로 분포`를 함께 표시하며 `좌우 분포가 대칭`이 되어 바이올린처럼 보임\n", "- 여러 변수들의 분포를 한번에 파악하고 비교하는데 많이 사용 \n", "- `Box Plot`과 비슷하지만 실제 분포를 알 수 있는 장점\n", ">```python\n", "plt.violin(data) # 데이터\n", "```" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:38.705383Z", "start_time": "2022-04-15T15:37:38.600419Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Violin plot 기본\n" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:38.825383Z", "start_time": "2022-04-15T15:37:38.706384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Box plot 기본\n", "# 4분위 Quantile 표현 가능\n" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:38.960383Z", "start_time": "2022-04-15T15:37:38.827387Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Box plot 기본\n", "# 여러 데이터로 확장 및 비교 가능\n" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:39.081383Z", "start_time": "2022-04-15T15:37:38.962385Z" } }, "outputs": [ { "data": { "image/png": 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NahxhcSSDzwsRkaVaKTLebGSMdsbkq0E4wF+H04gAIT+fFyIiKxVaGNViF5jO8V2tQSwcQIgJmKOkokH4fGJ3GEREPWVtvfmoVrlioMJyQB1hptFARLAvxbIGTjKRYhE/IiKrtbqTkd1gOsPka4upwSjCQf5anCAVDWI0EbY7DCKinlIzFPldanw1YrHVzjDL2CLg9+HERBI+/mZsFQz4cPu+JEQ45UhEZKVMYb3pTsdNywV2hOkEU4xtpKIh3DaeBN/37eH3C+6aTKEvxMrJRERWW1xtvbh1prCO9SrXfbWLydcOxpIRnJjkCJjVggEf3nYwjWQ0aHcoREQ9xzAU89lSG/cHrudavz9tYG/HXYzEI3jbAT9OX8ugXGFmb7ZYJIA7JpOIhvhnSRse+tTTpj5+zVBUaoYl/ek++8j9ph+DaK9ms0VU2yxsPb1cwGS6j8tE2sBxnSaS0SDuOzSAdH/I7lA8bTwVwb1TA0y8yFLn53J49XqehXyJsDHqdflGoe2fK6zXMM/Rr7ZY+k4nIs8D+HkAlwD8FwARAE+p6s9ZGUe7wgE/7jmQwtXlAi4srra8EHEnjz7+cncC28H0csGS4wDAR959dE8/H/ALjo0nMJqIdCki8hKzR4u+97e+glK1hk+//15OdVPPm14poFTprHDqhYU1jMQj8LMuY0ssG/kSkX8EIFn/9pMAPqiq3wpgSkS+xao4OiUiODjYj3unBpDo44t0NwzFw3j7TYNMvMg2BjZGvNZZKJJ6XKlSw8XFtT39/KUbq12MyNssGfkSkTiAHwLwP+vHjKjq5frNnwdwP4CvWRHLXsUjQdw7lcaVpQIu3uhsFGyvo0XNbI54mX2cTgUDPhwZjWMsyaSL7LU528jki3rdubkcasbept+vLBUwHI8gyQGKpqwa+fpPAH4FgAEgDmCp4bYlAOntfkhEHhaRUyJyanFx0fwoWyQimBrqx9tvGkS6n39k7RhLRnD/TYNMvMgRNtd6cas89bLp5QKWV/der0sVODub3XMS1wtMT75E5J8AuKqqz9WvygBINdwlDWDbzEpVH1PVk6p6cnh42NQ4OxENBXDPgTSOjsfh93OeezfhoA937k/h+ESS/TPJMTbfI8pVNgim3pQvVfDaQr5rj1co1/DyfK5rj+dVVkw7/iCAgoj8IYDjAB4EcEREJlT1GoD3AvioBXGYQkQwmY5iKBbG+bkclrrw6cFrJtJ9uGUkhqCfSRc5R6VmQOsjXyWWkqEeVKkZODOT3fMmsq3mMiWkoyH2St6F6cmXqn735mUR+SUAz2BjqvFzIlIG8AVVPW92HGaLBP24+0Aa1zJFvHo9j1qbdVK8KBz04bbxBAZj7M9IztO4q6uwzubA1FtUFWdncyismzPq+/J8DrFIAIkIl+Zsx9JSE6r6Sw3ferLi4ESqDwPREM7OZpEp9G7D0dFEBEfH4xztIsdqfNMpVWpQVRaJpJ5x8cYabuRbbyPULsMATk9nce+hNMIBtorbiu+MJugL+fG2g2kcGu63OxTL+X2CY/sSODGZZOJFjpYvfXO0yzBg2ggAkdNcz5VwaQ9lJVpVqtTq05qcCdqqpZEvEXkHgA9hY3G8D4Cq6rebGZjbiQhuHo4h2RfES9eybbdrcKO+kB93TCYR5zAzucBq+c1TjflSFf1hdlggb8uVKjg3a92C+EyhgvPzOdy+L9n8zj2k1VeaTwF4P4DzALyfRXTRUCyM+w4N4MXpDApl736yTveHcAdHu8hFcsU3LwvIlSosgUKeVqrU8OLVjOWlIOYyJURDARwa6r3ZoJ20+k45raovqGpJVcuqat5EsQdFQwHcOzWAlEfbl4wlI7h7f4qJF7lGYb36ltpe2WLvrtEk76vUDLxwNWNbTbsLC6uYz7L/46ZW3y1fEpGPi8i7ReRdIvIuU6PyoKDfh7sPpDEY81aD7v0DUdy+LwEf+3mRi2y3GSZXrLA4JHmSYShOz2SxVrZ3V++5uSyW11iOCWg9+VoDsA7g7djYpfh20yLyML9PcOdkCkNxb5ReODAYxZGxOHeIkets9wagCmQKfGMgb1FVnJvLYcUBSY9hAN+YySBf4ihzS2u+VPWjACAig6q61Oz+tDOfT3BiIokXpzOOOBk6tS/Vh1tH43aHQdSRlR2SrOW1ddalI0953WHTfbWa4sXpDO6dGkAk2LslKFoa+RKRvy8iLwD4tIh8VUTuNTkuT9sYAUsiFnHnzqqheBjHxpl4kTutlqso71DRfsnFH4iItrq6VMCVpYLdYbxFuWLg+asrqPRwQ/tWpx1/CcCDqvp9AL4LwMdNi6hHBPw+3LU/5bo+h7FIACcmkpxqJNfarYHwaqnKPo/kCddzJbx6vXs9G7utUK7hG9OZnq0B1uo7f1lVswBQ/9edQzYOEwlu1MVySx4TDGwkjH4uricXW26yrmtljetRyN1W1tZxdjZrdxhNZQoVvDSbfaPHai9pNfnKisi3Am8UXC2aF1JvSUVDODzijim82/clenqOntxPVXdc77WJu7HIzdbKVXxjJtP1ZtlmWciV8frCqt1hWK7V5OvHAfyYiDwF4KcAPGJeSL3nwGDU8SUoDg5GMcSFyORyuVK1adN77ngkt1qvGnhxOuO6jipXlgqYXnbe2jQztbrbcR7AD5kcS0+7bV8Cz1xcRsWmAni7iUUCuHk4ZncYRHuWbaHZfWG9hlKlxlFecpWNWl4ZFF3ao/TV63lEQ/6e2W2868iXiGyWmHhaRJ5q/LImvN4RDvhxbMx5048+H1hElTwjU2xtVGtr6yEipzs3l9u2eLBbqAKnr2Xf0nPVq5qNfP0aAKjq/RbE0vNGEhGMJsq4nnNOTZapwX42yibPaLWFULZYwUiCfR7JHZxWy6tTtZrixasZnJxKe37kedeRL1UtAYCIfKbxehH5tIkx9bRbx2II+J0xyhSLBDA1yEao5A2lSm3H+l5bsc8jucW1TBGXb6zZHUbXlCobJSiqHq8BtuvIl4jcCeAHADwoIr9avzoCgEVWTRIO+HFkLI6z13K2xiECHBvndCN5RztTiflSFYah/PsnR7ueK+H8rL3vFWbIlzZ2bN61P+3Z0kbNdjteAvD/AKwAeLz+9b8BfJvJcfW08WSf7bsfDwxEkezjdCN5R6aN5KtmKPI9svaE3GkhX8JL15xfy6tTK2sVfGMm49lm982mHXOq+iSA71LVJ+tfX9ksuErmOTaegN+m6cdoyI+buLuRPKbd+l1u7r1K3jafLeHMTBZer026vLqOF6dXPDkF2Wqdr/8lIn/T+GVqVIRI0G9b4+rb9iU8O9RLvalUqWG11N5I1tJa2aRoiDo3vVzAS9e8n3htWlmr4PmrGc+1/Wq1TdB3Nlw+DOC7TYiFtphI9WEhV8LSLr3ouu3gYBSpqLMLvhK1azHffiKVKVRQrtYQDnh71xW5g2EoXl3IY2a59xrM5IoVPHdpBXfuT3pm931LI1+qWm74eglAn8lxUd2x8QSCFjXfZjFV8qrZTPtvWKrwxPZ9cr/1qoEXpjM9mXhtKlVqOHV5BQsOKsW0Fy2NfInIuxq+nQBwlynR0FtEgn4cG4/j9LS5y+x8PuD4RJK7u8hzltfWkW9zynHT9HIR+9NRnhdkm2yhgtPXMi2XSfGymqE4PZPFwcEKbh6Oufq8bHXacbPIqgJYAvBBc8Kh7YzEI5hIr+Painmfeg6PxBELt/rnQOQeFxc7b9pbqtRwLVPE/oFoFyMias30cgGvLeRd0yTbKleWCsgWKzg+kXRtMdZWezt+VEQOANgP4GVVXTI3LNrq1tE4MoUK1kzY/j4cD/PNhTxpLlvcc8uVC4urGEmEufaLLFOtGTg/l3dUtxOnyRQq+NqlZRzfl3BlP8iWFhOJyL8B8GkA3wPgT0XkB02Nit7C7xMcn0jA1+XlX+GgD8fGE919UCIHKFVqeGU+v+fHqdYU5+f2/jhErVgtV/HspWUmXi2oVA28cDWDSzfWoC7b/tnqPNN7AdynqioiYQBPAvhf5oVF24lHgjg8Eu/KG8qm28YTCFm0oJ/IKjVDceZaFtVad16Qb+TLuHxjDVNDbLdF5lnIlXB2NufZwqJmubCwilyxgtv2JRD0u+P9rNUor2s9rVTVMjbWfbVMRFIi8oci8oSIfElEDonIERH5ooh8VUQ+0W7gvWoy3Yd0f3dKQewfiLpyuJZoN6qKs7NZZPc43bjV6wurntlpRc5zYXEVp2eyTLw6tJgv47nLyyiuu6MeWLPejg/XL14SkT8C8EVs9HWca/M4UQAfUtVZEfluAB8GcBOAD6rqZRH5YxH5FlX9WpuP23NEBLeNJ/DMxaU9naR9IT9uGWFZCfIWVcW5uRwWcuYUSH1pNosTIhiO80MLdYdhKM7P5zCXYWK/V4VyDc9dXsZdB1JIOLweWLORr3L96xSAPwdQAvDl+lfLVHVWVWfr367UHzOiqpfr130e39xRSU30hfw4tMfpjyNjcVaxJ08xDMXZWXPfxAwDOHMtwxEw6grDUJy+lmXi1UXrVQNfv7yCTMHZ7cF2HflS1f/ezYOJyAQ2Rr3+BYDfbLhpCcCxbh7L6w4MRDGbKaLQwRDrYCyEIU43kodUawbOXMta0g3CMIDTM1kcGTO4S5g6ZtTXJd7ooPsC7a5mKF6YzuCe/Wkko84cAdt15EtEHq3/+7SIPFX/elpEnmr3QCLyHgC/COBHASwDSDXcnAawuM3PPCwip0Tk1OLiW27uaT6fdNz8mtON5CXF9RpOXVmxtA0XALwyn8fL8zkYXKNDHTg/n+uo7RW1plZTvDC9gsJ698szdcOuyZeqfqR+8SFVfUf9635VfUc7BxGROwB8j6o+oqpLqloEEK6PhAEbuym/uM3xH1PVk6p6cnh4uJ1D9oTRRBjRUHu1h4bjYc/0xiJaWi3j2cvLbTfN7paZ5SJemF7xXNNfMtfVpQKnGi1QrSlenM6gUnNeldpWdzv+jz0e5zsBPFDf7fiEiPw+gA8B+JyIPAHgWVU9v8dj9BwRaXva4wCnScgDVBUXFlfxwtUMKlV7X1hX1ir42sVlLK85e40JOUO2UMFrC6wbZ5VCuYaXHVinr9U6X8+IyK8AeApAFQBU9S9bPYiqPgrg0W1u4iL7PRpLRlpuPxEN+btWpoLILsX1Gs7OZvdcub6b1qsGnr+ygqmhKG4acnfPOTJPzdgog+KyeqCudz1XwnA2jLFkxO5Q3tBq8lWo/3tv/V8F0HLyReYJ+n0YjkVaqobspD88ok7MZop45XoetS4VT+22yzcKWFpdx+0TSfZKpbe4vLTW0SYp2rtXrucxFAsh4JAirK2+Ojypqk9sfiMif8eccKgTI4lwS8nXSILJF7lTqVLDy/N5V+wMy5eqePbSEm4ejuHAQBQiHAWjjb/hq0uF5nckU1SqBi4vreGWkbjdoQBovttR6u2EfklEgiISEpEEgN+yJjxqxWB/CM1e3/tCfn4SJ1eazRTxzMUlVyRemwwDeO36Kk5dWcFq2Zm7rchaV5cLrF5vs+nlomMW3zd7N34HgF8BcCeAxwEINtZ8fcbcsKgdAb8PqWgQK2s7r4EZjHGtF7lLcb2G8/M5LFtcQqKbsoUKnr20hKnBfkwN9nMtWI+q1gxcyxTtDqPn1QzFbKaIg4P292htVmT1qwD+roj8vKr+qkUxUQcG+sO7Jl8DXGhPLqGquLpcwMXFNU+MFBgGcHFxDfO5Em4bTyAV5bnYaxZXy45dp9hrZjMlRyRfra48OwsAIpIQkU+IyNtNjIk6kG5SxTfNF3xygWyxgmcvLeO166ueSLwaFco1nLq8gvNzOcdMfZA1zOo1Su1bK1cdUXi11eTrZ+v/fgjAXwH4uDnhUKcSkeCOvRpjkQCCDtnhQbSdas3AK/N5PHdpGXmbCqZa5dpKEU9fWMJ8lkU2e8WKw/sM9hon1ORr9R3ZLyKHAETr9b24ctthfD5Bom/70S+OepGTLeRKePriEqaXe2cn2HrVwEvXsnj+qnPbn1B3FNarqHLK0VFyRfvPuVaTr18H8BsAfktEIqhPQ5KzpHaYetzpeiI7lSo1vDidwemZLMqV3pyGW15dxzMXl3Dpxhp7RHrUWpl1vZzGCR94WhrBUtUvAPhCw1U/YU44tBfJHUa+drqeyA6qiunlIi4sem9dVycMA7iwsIr57MaC/CQ/LHkK+346T9nmlmRAk+RLRB5V1Y+IyNPYqGq/uahI222uTebbLskKB32IBNtrvk1kltVyFefncsg6qDWQU6yVq3ju8jIODEZx83BsxzWc5C5WfcB49PGXTX38zWUBZh8HAD7y7qOmPn7VAR/6mpWa+Ej9X/ZgdIGg34do6M2JViLCT9FkP1XF5aUCLt1YbakPaS+7ulTAYr6MY+MJlojxAAe8z9MWTpjibzrtKCLvAPB+AAcAvA7gP6jqZZPjog5tXXS/0yJ8Iquslas4O5tDrsjRrlYV12t4/soK9g9EccsIR8HczKpnzuzRos0RL7OPYwUndPxqNu34XQA+XP+6DOAOAP9dRD6gqpfMD4/aFY8Edv2eyErTywW8tpDnaFeHppcLWFor48REEnGOYrsSE2fnCfjsL73ULIKfAfADqvq8qi7Xm2v/MwAfMzsw6szW/o3s50h2qNQMfGM6g1fmmXjtVaFcw3OXl3uqFIeXhIP2v9HTmznhOWn2zhxU1YXGK1T1goiMmhgT7UF/Q7IV8AsX25Pl8qUKzsxkUVjnLq9uMQzglfk8ssUKjo0nOJriInwNdp5IwP7npFnytdOqNPvTRtpWJOiHiEBVOepFllvMl/HStSxLSJhkPlvCWrmKO/en+KbuErFQACKA8pRwjJgDluM0i+BtIvLUlusEwDGT4ukJD33qaVMff2a5AAXwK39+HuGAuXnyZx/hRljaMLNSwCvzeb7JmCxfquLU5RXcfSD1ppFuciafT9AfDmDV422z3MQJa6GblZpIWhUIdc/xCT5tZK3p5Y3Eq9tYu2h7pUoNX7+ygrcdTDMBc4GB/hCTL4fw+YCUA6oA8Ky1AUeLyEvmsyVTEi/a3XrVwPNXV3Dv1ACnIB1uoD+Eq0vcMOEEyb4gAn77V04x+SKijuVKFZyby5r2+KxdtLtyxcCZa1m87UAaPi7Cd6yBaAgBv7DBtgOMxCN2hwCAC+eJqEOGoTg3m2MpCZtlCxVcYRkKR/P5BKMJZ7zp9zKfDxhJhO0OAwCTLyLq0Gy2yHUsDnHpxiobODvc/oGo3SH0vJF4BGEHlJkAmHwRUYeucrTFMQwDmM2U7A6DdhELBzAYY69OOx0cdE4CzOSLiNpWXK+hUOZIi5PcWC3bHQI1cctIzO4QetZYMuKoFl1MvoiobfkSm2Q7DZ8T54tHgphI99kdRs/x+8VxiS+TLyJqW4UV7B3HMDY2QZCzHR6JIRpyxrqjXnF0LO64cixMvoiobX5hWQOnEdn4ImcL+H04Pplkf06L7Ev1YTzpvNFGW5MvEfmYiDwpIl8VkdvtjIWIWhcJ8nOb04QDG31dyfkSkSDumEwyWTbZUDyMo2Nxu8PYlm2voCLyAIBRVX0ngEcAfMKuWIioPbFwgG8cDuOEfnXUusFYGCcmkvDxc4wpBmKh+u/XmS9Udj7t7wLwBwCgqi8BGLAxFiJqQ8DvQ4w9BR0lHWUZA7cZSURw1/40/H5nJghuNZaM4K7JlKOndu1MvkYALDZ8XxURfgYgcgnWLHKWdL9zttFT6wb6Qzh5MM1F+F1y03A/bt+XcOyI1yY7k50sgHTD94aqvqlRiYg8LCKnROTU4uIiiMg5Bvud0aaDgHDQ56gaRtSeeCSI+w4NsAXRHoQCPtxzMI2bhmOuWPtoZ/L1ZQD/CABE5DYAM1vvoKqPqepJVT05PDxsdXxEtItkX9DRw/q9hFOO7hfw+3BiMolj+xKchmzTYCyE+w4NYKDfPeeBnYs2/hzAd4nIlwHksbHonohcwucTJKNBLK+u2x1Kz3PTmw7tbiLVh8H+EM7O5rCyxnNrN36/4MhoHPtSzisl0YxtyVd9ivHH7To+Ee1dqo/JlxOkopxy9JJI0I97DqRwLVPE6wurqNZYPHer4XgYRxxYPLVV3K5ERB3jOiP7BfyCaIgv5V4jIphMRzEUC+O166u4nmPjdGBjfeOR0ThGXL4+jmcsEXWMtaXsx5If3hYJ+nFiMonx1Qhemc+juN67De33D0Rx03A/gn73F0bgWUtEHQsHfPD7BDX2FLQNR716w1AsjPRNIVy6sYYrS2vQHjrl4pEAjo4nkOzzzkg7z1oi6piIoC/kx2qpancoPYv1oXqH3ye4ZSSGsWQE5+dyyBYqdodkKr9PcPNwDPsH+lxRPqIdTL6IaE+iTL5sxeSr98TCAZw8mMbMShGvL66i5sEF+YOxEI6OJdDn0b9vJl9EtCf94QCAst1h9Kx+rvnqSSKC/QNRDMfDODeX88yu44BfcGQsjvGk+8pHtINnLRHtCRfd28fvF4589biNshRpXMsU8er1vKtHwQZjIRwbT7i2fEQ7+KpJRHuSjoYggp5aAOwUG797b62Foc5MpPqQjgZxZiaLvMuWAfh8wOGROPYPRO0OxTLu369JRLYK+n1Is8K6LUbi7K9J3xQNBXDv1AAmB9wzZdcX8uNtBwd6KvECmHwRURdMurC9h9sF/MLki97C5xMcHUvg2L4EnD4omooGce/UgKdKSLSKyRcR7dlwPIwY135ZamqwHwEPFJskc0yk+nDn/pRjm3SPJiK450AaoUBv/g335v+aiLpKRHBszPmftL2iPxzAgR6bpqH2DcXCuHt/Cn6fs07M0UQExycS8DksLisx+SKirkhGg5ga6rc7DM/z+dDzb1zUulQ0hBOTSfgc8m4/FA/j9n2Jnt8o4pCng4i84Kahfoy6vOGt0x3fl2RDc2rLUCyMwyNxu8NANOzH8X384AAw+SKiLhIR3L4vgYEYdz+a4eh4HCNMbqkD+weiGEnYt0HD7xPcMZniOsU6/haIqKt8PsGdkykMMgHrqqPjcUymuc6LOnd0LIGATQvwDw31I8ZuDG9g8kVEXeevJ2BjSY7S7JXPB5yYTDLxoj0LBXw4PGr99CM3iLwVky8iMoXPtzEFyUX4nQv4BXfvT3MdHXXNvmTE8rIwh0djXOe1BccAicg0IoJbRmLoD/txfi4Hw2jv5x99/GVzAqubXi5YchwA+Mi7j7Z1/2jIj7sOpBAN8WWaukdEcHgkhheuZiw5Xro/hKEYiwFvxZEvIjLdeLIP9xxII9ijBRXble4P4d5DA0y8yBSDsTDS/dbsmL1lOGbJcdyGZzYRWSIVDeG+qQG8ML2CQrnW0s+0O1rUrs0RL7OP046JdB+OjMY5TUOmumU4jufWlk09xnA8jGSUZVG2w4+hRGSZvpAf904NsBH3Dg6PxnBsnHWQyHzJaNDUtYQiG3/PtD0mX0RkqaDfh7v3cydkIxHg+EQSBwe5OYGsc8tIzLTK9/sHopw23wWTLyKy3OZOyMmBPrtDsZ3PB9zJZJRs0BfyY8qEhD8U8OEQdznviskXEdlCRHB0rLcTMJ8PuHMyxd1gZJupwX5EQ/6uPuato3EEWcl+V/ztEJGtjo4lMJ7qvVEfEeCOyRQGmXiRjXw+wdHxRNcebzAW4ihuC5h8EZHtjo0leq4d0dHxBEe8yBEG+kPYl9r7CLTfJzjWxUTOy5h8EZHtfD7B8Ylk16c/nOrAYBQTXXizI+qWw6MxhPZYh++WkRgiwd44h/fK9ORLREIi8jsi8oSIPCMiJ+vXj4nIn4nIl0XkMyLCYiBEPSzo9+GO/Sn4PV5mIRUN4vAIt+CTswT9Phwd67zvY6IviMk0P1C0yoqRrxCA31DVBwF8EMBH69d/HMCvquoDABYBvNeCWIjIwWLhAG7dwxuA0wX8GyN8It5OMMmdRhIRDHQ4/X90PM6/6zaYnnyp6qqqbjZOWwGwVr98RFWfql/+PID7zY6FiJxvItWH4bg310LdNp7gtAw52pHRONrNoSbSfUhEOHnVDsvWfIlICsBvAPjlbY69BCBtVSxE5GzHxhOe6wM5loxgxMSK4kTd0B8OtLX43u8T1vTqgCmvbiJyX32N1xMi8pCIvB3AfwLwr1X1pc27NfxIGhtTj1sf52EROSUipxYX33IzEXlUKODDMQ9NP4YCPhzx0P+HvO3QUH/Lle8n030cze2AKcmXqj6rqg/W13l9CcCHAfyIql5puNs1Ebmnfvl9AP56m8d5TFVPqurJ4eFhM0IlIocaSUQ8Uy/o2HiCRSfJNSJBP0bizc89kY02QtQ+KxovPQDgHgBfrC/GW1fVdwH4VwB+V0QMAM8BeNyCWIjIRY6MxbFSWEe5YtgdSsf2eXgNG3nX/oEo5rOlXe8zHA9z1KtDpidfqvpHAP5om+svAHin2ccnIvcK+n24bTyBF65m7A6lI30hP24dZVkJcp9kXxDRkB+F9dqO9/HKyLQdOA5ORI42GAvj4KD7pjZEgOP7kghwupFcarcNIn6fYKifI7qd4qsCETnezcMxJPrctZX95uEYklF3xUzUaGiXml/p/hB8Hi+IbCYmX0TkeD6f4MREEgG/O17sh+LuHK0japSIBHfsODEQ7a1erN3G5IuIXKEv5Mft+5J2h9HURpwJVvsm1/P5BPHI9kvDE31W7NfzLiZfROQaw/Ewphxc0NHnA05MJllWgjxju+l+ESDOivZ7wlcIInKVm4f7ke535pTHkbEE26yQp8TCbx3h6gv5d5yOpNYw+SIiVxERHJ9IIBx01svXWDKCiTbashC5Qf82ydd2CRm1x1mvXkRELQgH/DgxkWy7AbBZ+sMBHBtP2B0GUddFQ28tohoNMfnaKyZfRORKqWjIEQ19N9d5cRqGvCjo9yG0pcn9dgkZtYfJFxG51qGhfqRsrqV1eCTOaRjytK3JFpOvvWPyRUSuJSK4bV/CtlGndH8Ik2mu8yJv69uSbG39ntrH5IuIXC0aCuDmYev7J/p9gtvGWc+LvK9xjZffLwgHmHztFZMvInK9/QN9lrcfunk4xhEA6gl9Qf+2l6lzTL6IyPVEBEfH45btfoxFAtg/wOlG6g2NHzK43qs7mHwRkSckIkHss6jO1tGxOKcbqWdw5Kv7mHwRkWfcPBwzvfn2aCKCFJsKUw8JBXxvfNiIMPnqCiZfROQZoYAPNw2Zt/je5wMOj1q/uJ/IbpsbirnOsTuYfBGRp0ym+xANm/MGcXCwn5/8qSf5OPLVVUy+iMhTfD7BraPxrj9uOOjD1KD9FfWJ7PBG8hVg2tAN/C0SkecMxcIYioe7+piHR+JsIUQ9yyeAQBDwM23oBv4WiciTbh2NwdelV7hUNIixZKQ7D0bkQiICfvboHiZfRORJ0VAABwb2Pk0oAhwZ6/40JpGb+AQsr9JFTL6IyLMODe19gfxkOop4xN7m3UR2ExHLihj3AiZfRORZfp/g1j2UhggFfLhpmIvsiaT+Rd3B5IuIPG0kEcFArLOiqLeMxBDkAmMiCKcdu4qvKkTkeUdG2+/7mIwGMc5F9kRkAiZfROR5/eEA9g9E2/qZW0fZv5FokwBc89VFTL6IqCccGupvue/jWDKCZB8X2RO9gZlXV1mafInIn4jIj9Uvj4nIn4nIl0XkMyLCVzoiMk3Q78OhoeaL532+jQbdRERmsSz5EpF7ARxvuOrjAH5VVR8AsAjgvVbFQkS9aTIdRahJe5TxZB+bBxNtwd2O3WVJ8iUiAQD/FsBvNlx9RFWfql/+PID7rYiFiHqX3yc4sMvaLxGwfyMRmc6qka9/B+AzAFZ3OPYSgPTWHxKRh0XklIicWlxcNDdCIuoJE+m+HXs0jsQjHPUiItOZknyJyH0i8kT9698BmFDVP9l6t4bLaWxMPb6Jqj6mqidV9eTw8LAZoRJRjwn6fRhNbF9CYiLdZ3E0RNSLAmY8qKo+C+BBABCRxwAMiMgfAjgEwCciLwG4JiL3qOrzAN4H4K/NiIWIaKt9qQhmM8U3XRcJ+pGOct8PEZnPlOSrkao+vHlZRD4AIKKqXxGROQC/KyIGgOcAPG52LEREAJCKhhAOvnngfzQRZl0vIrKE6clXI1X9TMPlCwDeaeXxiYg2DcfDu35PRGQWS5MvIqJ2PPSpp0177ErNwPRyAQDwib98BSmTi6p+9hFu6CaiDUy+iKgnBf0+HJ9I2h0GEfUgJl9E5FgcLSIiL2JvRyIiIiILceSLiIjI5cxcHwkA5+ZyMAw1/ThAb4x4M/kiIiKiXd02nkDNULvD8AwmX0RERC7XC6NFXsI1X0REREQWYvJFREREZCEmX0REREQWYvJFREREZCEmX0REREQWYvJFREREZCEmX0REREQWYvJFREREZCEmX0REREQWYvJFREREZCEmX0REREQWElV3NMoUkUUAV+yOw0WGANywOwh6Cz4vzsPnxJn4vDgPn5P2HFTV4e1ucE3yRe0RkVOqetLuOOjN+Lw4D58TZ+Lz4jx8TrqH045EREREFmLyRURERGQhJl/e9ZjdAdC2+Lw4D58TZ+Lz4jx8TrqEa76IiIiILMSRLyIiIiILMfnyABEZFpGPi8jHtlwfE5E/EJEvicifikjCrhh7zS7PyX4RmRWRJ+pft9kVY68RkZSI/GH99/4lETnUcBvPFZs0eV54vthAREIi8n/rv/MnRWSi4TaeK13A5MsbfgNAGUBwy/X/EsD/VdVvA/BXAH7c6sB62E7PSQrAZ1X1wfrXOcsj611RAB9S1QcB/DqADzfcxnPFPrs9LynwfLFDFcBD9efkdwD8cMNtPFe6gMmXB6jq+wF8aZubvh3AH9cvfx7A/ZYF1eN2eU5SAFasjYYAQFVnVXW2/u0KgLWGm3mu2KTJ85ICzxfLqaqhqoX6t4cBnGm4medKFzD58rawqlbql5cApO0MhgBsfMp/n4h8VUQ+KSJbR8bIZPUplA8D+GTD1TxXbLbD88LzxSYi8nMi8hqAkwD+puEmnitdwOTL2wwR2XyO0wAW7QyGAFV9XFXvBPAAgDyAH7U5pJ4iIu8B8IsAfrRhtAXguWKrnZ4Xni/2UdVPqOphAP8ZwG833MRzpQuYfHnb1wD8w/rl9wH4axtjIQAiEgA2hvWx8amRLCIidwD4HlV9RFW3/u55rthkt+eF54s9RCQuIlL/9iqAWMPNPFe6gMmXB4nIr4tICMCvAXhYRJ4A8DYAv2drYD2s4Tn5fhH5iog8CeBuAP/N5tB6yXcCeKBh59zv81xxhN2eF54v9jgK4Csi8jcAHgXwczxXuotFVomIiIgsxJEvIiIiIgsx+SIiIiKyEJMvIiIiIgsx+SIiIiKyEJMvIiIiIgsx+SIiIiKyEJMvIiIiIgsx+SIiIiKy0P8HAFk93CRzn1cAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Box plot 기본\n", "# 여러 데이터에 4분위 Quantile 표현 가능\n" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:39.217382Z", "start_time": "2022-04-15T15:37:39.082385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Box plot 기본\n", "# 수평그래프 표현 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [**Scatter Plot:** 실수 변수들의 관계성 확인](https://matplotlib.org/3.5.1/api/_as_gen/matplotlib.pyplot.scatter.html)\n", "\n", "- `2차원의 데이터 표현 및 관계`를 살펴보는데 많이 사용 \n", "- 특히 `실수인 데이터`의 관계성을 한눈에 보는데 효과 \n", "\n", ">```python\n", "plt.scatter(x, y) # X데이터, Y데이터\n" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:39.322383Z", "start_time": "2022-04-15T15:37:39.218384Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. 2. 4. 6. 8. 10. 12. 14. 16. 18. 20. 22. 24. 26. 28. 30. 32. 34.\n", " 36. 38. 40. 42. 44. 46. 48.]\n", "[ 2.71429209 4.81340643 15.69243351 21.84115749 22.76139847\n", " 36.53858134 35.8332401 32.44397866 66.6425137 58.14681413\n", " 66.57848782 56.17192767 62.94926451 87.4831178 82.83491018\n", " 109.04025499 107.03598737 99.99373996 116.75924363 114.32110442\n", " 128.48272468 155.61021699 137.91509248 166.61769262 180.69640362]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Scatter plot 기본\n" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:39.459383Z", "start_time": "2022-04-15T15:37:39.323385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Scatter plot 기본\n", "# 여러 옵션들\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:39.625383Z", "start_time": "2022-04-15T15:37:39.460383Z" } }, "outputs": [ { "data": { "image/png": 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wfL+SlogpaREREWmT7Oo9jWmJkiotIiIi6WaWwuAE7G6FijCD2Z+ChMHxg6ONTeh00rSI5XJGXBERkYMGJ+DaUbDP4Y2mYNvaCh8fCVX6nTpKmqdFRESko6MGw+0TYGU4vuWIkoNVF4mUuodERCRWmndCSwOUVEEiqp8IgxPqDooZjWkREZHYaNkLa++BbS+AAUUVUH0FDD8x6sgkDuKatGhMi4hIAVrzE9j2Jxg8EQZXgxXD6/8XGtZGHZnERRzHtChpEREpMI31sONFGDwJLPwpUDQErAi2PhltbBIPGogrIiKx0Lo3mDHfOvzamiiFxq3RxCTxE8fuISUtIiIFpmQMJEqgdT8kSw+2t+yCocdFF5fEh8a0iIhILCRLYNJl0LgR9m+Cph3QsDoY2zLy5KijkzhQ95CIiMTGqNOhdCxs+T00b4fKd8LI06CoLOrIJC7iWGlR0iIiUqCGHBFsIh3FtXtISYuIiIgcIo5Ji8a0iIiISF5QpUVERETaUfeQiIiI5AUlLSIiIpI3lLSIiIhI7KnSIiIiInlBSYuIiIjkDSUtIiIiEnuqtIiIiEjeUNIiIiIDijdA63KgERLTITEm6ogkE1RpERGRAaV1Fez/FtAQ/JAzg+L5UHxh8FryWyrqADqRtaTFzKqA64CUu3/ZzD4AfBIYAvzK3b8eHvcSUB+etsjd781WTCIiA8WWV+CV38GeLTB2Fsw4B8pH5u7zvRn2fxesBGx02NYCzb+G5CxITstdLJJ5hVhpuR14FWhb6PxVd59jZgngOTP7kbvXAZvdfW4W4xARGVDW/gme/R4Ul8OgMlj5O1jzBzj3f+UucUmtBnaBTT7YZkXgRdBaq6Ql7xl4DFcnzFpI7n458FTafm34Z4qgstIUvhXHCpSISCylWuHP90L5aKgYDSVDoLIamnbDqseijg4wgl/TJe95ovdbtuU8jzKzfwSedvedZlYOTDOzp8zsv8xsUq7jERHJJ/t2wP5dUFLevn3wcNi0PHdxJKYAQ8B3H2zzVvAmSP5D7uKQ7HAKPGkxswoz+wGwxd3/FcDd97r7NHd/B/BDgi6lw52/wMxqzay2rq4uR1GLiMTLoHJIJKG1uX17UwNU5PDJHRsEJf8IvhdSa6B1Nfg6GPTu4CkiyXMWz6Qll08PfRf4mruvbGsws6S7t4316TITcfdFwCKAmpoaFR9FpCAVl8KMubD8YaicBMliaNwDzQ3BYNxcKjoKkrdB61LwRkgeAYkJuY1BsigZdQCHymXS8i5gsh18Du5fgDfN7C6C8S1NwDU5jEdEJC8de0nw58rHIdUCgyvh1Guh6ojcx2IVUHRy7j9XClNWkxZ3XwIsCV8fbkz7qdmMQURkoEkWwwnvh1kXBRWW0mFBl5FIxhgFX2kREZEMKi4NNpGMU9IiIiIieUNJi4iIiMSeEcGkKN1T0iIiIiKHUqVFREREYk9jWkRERCRvZCFp6WQx5Y8ANwFbgCZ3P7er85W0iIiISHvZq7R0XEy5ErjJ3Rf35OQYDrMRERGRSLUlLb3dutFxMWWCpGV7T8NSpUVEREQO1bdKyygzq03bXxQuw3M4RcCtZtYM/KybY5W0iIiISAd97x7a6u41PT3Y3b8CfMXMyoDFZvasuy873PFKWkRERKS9HD09ZGZF7t4C7AN2A10uiKykRURERA6Vm0eev25mJxHkIw+4+/KuDlbSIiIiIu1lsdLSYTHlhb05V0mLiIiIHEqTy4mIiEjsaUZcERERyQsxTVo0uZyIiIjkBVVaRERE5FAxrLQoaREREZH2Yto9pKRFREREDqWkRURERGJPlRYRERHJC0paRETynzusWQtb6mDUSHjLFDCLOiqRLFDSIiKSv/bvh+/9CF5afjBROfIIuHYBlJVFG5tIRsW00tKreVrMbG62AhERibvfPAp/XwaTJwVb9URYsRIe/G3UkYlkQbIPW5b1KGkxs4+a2RHAF7Icj4hIbC15BsaNOVhlMYPxY+GJp4NuI5EBwwgyhN5uWdbTjzgVWE/wZYiIFKSWFkh0+K6ZSEBrazTxiGRVPlZazGwasMPd92U/HBGR+Dp1Nmzc3L5t42Y4ZXbvBuM27oelf4KnfwMr/xYkQyKx0jamJWZJS5cDcc3sGuA84CNpbZenHbLJ3X93mHOrgOuAlLt/2cxmAncCpcBz7r4wPO5m4B1hLAvcfVnfvxwRGajcYc0uWLsLhgyCWSOhNMePElw4D155Fda8AYkkpFJB99AlF/b8Gtu3wk9vhW1bgipNKgWTpsOHPweDy7MXu0ivxHQgbnf/5Nvy/1SHtrbfKboqit4OvAq0jam/A7ja3deY2S/NbDYwCBjj7meY2THAbcD5vYhfRApAawp+shSeeROcoKoxogRueBuMH5K7OIYOhS8vhKUrYOMmGDMajj0aBg3q+TX+5z7YvR3GTznYtu5V+MPv4Kz5GQ9ZpO/yLWlx9x+a2e+BLwL/HLbd25MLu/vlZjYHmGdmRUCpu68J3/4VcDIwEvh5ePxSMxvRh69BRAa4FzbBk+th6jBIhL8ybWmAH/0dvnxybudJKS6Gtx4XbL3V3AwrXoQxk9q3jxgDf3laSYvESEwrLd2OaXH314DhZlZC8EtOX1QB9Wn79cBwYDRQl9beYmY5GH8sIvnkmTehsuRgwgJQNRhW74L6PBptZxZ0K3mqfbunIKlZsyRuYjimpacJwlPABPr+9NAOoDJtfzhBsrIzfN0m5d7xn3PAzBaYWa2Z1dbV1XV2iIgMUANlxtmiIjjhFKjbcLDNHbZthredGV1cIoeI6UDcHiUt7n6fu78OfL0vHxI+eVRiZhPCpkuAx4GngUsBzOxogseqD3eNRe5e4+41VVVVfQlDRPLUaeNhRyOk0mq9Wxpg6lAYObjn10ml4JX1sOTv8JfXoKk587F2Z+57YcJbYOMbB7djToKTzs59LCL5pscFSTNb4O6L+vFZ1wP3m1kj8KC7rzCzV4DzzexpYDfwiX5cX0QGqJqxcMYkeGZ9OBAXGFEKHz+u51WYxmb43kPwt9XBvhmMqYSFl8CoYVkKvBPlFXD1F2H9a7BrezCeZVz1wKkmyQAR0zEtvelFnQv0Kmlx9yXAkvD1CwSDb9PfTwHX9OaaIlJ4kgm4+hiYWw1rd0NFMRw9Ekp68R1syd/hr6/D1LQZbTdsg/9cAp+9KCthH1YiAdVH5PYzRXotn5IWM3s3cC0HB98mzex3BPlX2y877u7nZj1KESl4ZjBlWLD1xVPLoGpY+4rG2MogkdnXCINLMhKmyMCQb5UWd38QeLBju5klgWJ335/NwEREMsnaft0Ske7FNGnpciCumd3TYT8B/BDQkDERyStnHANbdrVf2HDjdjhxuqosIp2K4dND3fUIj217EU4UdxPwY3d/OIsxiYhk3BnHwIp18OfXgn0Dxo2AD82JMiqRmIpppaW7pOWtZvYIcCLQCJzv7i9lPywRkcwaVAzXXgivb4IN9VA5BI6aBEUx/MYsEguJTqdNi1R3Sctf3X1eOI7lXOBWM/uFu9+d/dBERDLLDKaNCzYR6YrT9fKC0ehucrlWAHdvdfffEixmeLSZfSbrkYmIiEiEWvuwZVd3CybO67DvwBfMbExWoxIREZEIxbPS0qclutx9c6YDERERkbjIs6TFzM4CJnb2nrvfEx7zeXe/PUuxiYiISGTil7R0NaalieCJoc62NudlLzQRERGJRlulJU/GtLj7M2Z2pLu/3NZmZm8L1xA60JTV6ERERCQC8ewe6u7poTvbXpjZGcCnOryvSbFFREQGpDyqtIRKzewY4L1ANbAg6xGJiIhIxOJZaekuaZkC/G/gKOAz7t5kZkOBuQRdQ6OzGp2IiIhIqLuk5RV3v9TMyoFbwqrLPUBV+P73sxqdiIiIRCT/Ki1/BXD3vcBnzex7QJm7/3u2AxOR+HCc3QTfMMo0/l6kAORh95C7fw7AzI4G6ty940BcEckDLQQLnxV1O/b+UOtIcTetrMYxoIYEHyLJUCUvIgNYniUtZjaBgwtTnw68ZmYrgb3AIKAYaHX3N7MepYj0yXaa+SUbeZ4dAJzCcN7LWIZS3KPzd+F8gxYcmETwbayWVrbhfJEiTImLyACWR0kLcC0wlINzsZxA2/es4NHn54E9wBeyGJ+I9FEzKW7jNbbQxHhKcOBZtrOefXyJI0j2IOGoJcVenMlhhcYIpsl+lRRrcKYqaREZoPKs0uLuN5rZh939P8zM3N3N7O1AJVDv7v+YsyhFpNeWsYcNNDKFwQfaqillNftYyV6OYki319iKU9QhMbGwvrIr0wGLSMzEL2nproP78nANoufM7F8JuosmZD8sEemvepo43PyP22jq0TXegtHcoa0Vx4HxqrKIDGDxnMb/sEmLmY0mqAZ/EpgHzAHKgNKsRyUi/TaWEsDCFCPQ9noMJT26xvEkmI6xmhS7cbbjrAHOIUGVkhaRASzPkhbglvDPYe6+E2gGriMYhCsiMXckQ5hBOWvYxz5aaaCV1ezjWCqYRlmPrlGM8XmKeD9JyjBGY1xDkg8cGKMvIgNXqg9bdnU1puVjZvYo8JKZXUzQNfTPBLPhqjtbJOaSGNcxlf+hjqfZhmG8j3Gcw6hePfUzGON8ijg/i7GKSNzk2UDcNP8HuBH4LMFXkHD3S7MalYhkRBlJ5jOW+YyNOhQRyTuZT1rMrIqg1ybl7l82s5kEizOXAs+5+8Kuzu9uIO673H2Hu9/o7i8Aa4HFGYhbRApMq8OmZtjREnUkItK9rI1puR1ohAOTRd0BXO3upwJTzGx2Vyd3NyNuY4f9ncDOnkQlItJmaQPcVQ87wu9pJ5bBFSOhQkNjRGIs85UWd7/czOYA88ysCCh19zXh278CTiaYB65TPekeEhHps43N8K06qExA9SBIOfy5ARodrh8NpoeQRGIoJ2NaqoD6tP164KiuTshp0mJmnwbSx8McA3wOuAnYAjS5+7m5jElEsuuZ3cGfbVWVhMGkYli6Dza3wNierSggIjnV56RllJnVpu0vcvdFhzl2B8GEtW2GA3VdXTynSYu7fxf4LoCZvQeYShDwTe6usTIiA9DWVijtUE0xCyaB2tMKPVwGSURyrk9Jy1Z3r+nJge6+z8xKzGxCuI7hJcBXuzqn90u+ZoCZJQjWL/ouQdKyPYo4RCT7jimF3R2mb2hMQZHBeM36JFLorgfuN7MlwJ/cfUVXB0c1puUi4FF33x8OxLnVzJqBnx2ujGRmC4AFANXV1bmLVET65W3l8Pvd8HojDE8GY1n2poKBuGWR/NokIt3L3pgWd18CLAlfv0Aw+LZHokpargKuBnD3rwBfMbMyYLGZPevuyzqeECYziwBqamo6X1BFRGKnNAELx8Jze6C2AYYlYc4QOGpw9+eKSJTyc3K5jDKzkQSPOG0J94vcvQXYB+zmcCu8iUjeKkvA3KHBJiL5IH9nxM20dwB/SNv/upmdFMbygLsvjyAmEREROUBJCwDu/gDwQNp+l1P2ioiISBSUtIiIiEjsqdIiIiIieUFJi4iIiOQNJS0iIiISe6q0iIiISN5Q0iIiIiKxp0qLiIiI5AUlLSIiIpI3lLSIiIhI7DmQ6vaoXFPSIiIiIp1QpUVERERiz7EYVloSUQcgIiIi0hOqtIiIiEg7BrGstChpERERkUMoaREREZE8EM8xLUpaREREpB0DklEH0QklLSJZ4DgrWMOT/IU97OMkjubtzKKEQVGHJiLSI0paRArEI/yRn/Mo5ZRSTBEv8Rp/ZCnX80GK9c9ORGJOlRaRArGLvdzPE0xi9IEEZTgVLGM1f2MVNRwVcYQiIt2LY9KieVpEMmw9W3C8XUXFMMooYTmrI4xMRKRnjCBB6O2Wbaq0iGRYOaWkcBzHsAPtTTQzgqERRiYi0nOqtIjkQIoUG3mN1/gLO6nL+edXM5ZpTGAD9TgOBF1GSYqYzaycxyMi0lttY1p6u2WbKi0yoOxhB4v5NptZg2E4zomcyzt4P4kc5eiGcS2X8mP+m6W8jmEMp4LP8X6qGN6ra21gJ3/hTVpIcRzjmcLwdtUbEZFs0EBckRx4nHuoYx2jmQxAilZe4DeMYxozOSlncVRSwee5jHp20kgTYxhBspffAp7kNe6m9kCK8gBLeTdHM59jlbiISNYpaRHJogZ28xp/YRSTDrQlSDKE4fydJ3KatLQZybA+nbeTfdzDi4ylgpLwn2kLKR5kOTVMorqXFRsRkd6Ia6VFY1pkwGilBeCQKkSCJE00RhFSn61iKyn8QMICUESCBMZyNkcYmYgUgriOaVHSIgPGECoZw2R2UX+gzXF2U89RnBxhZL1XdJh/mimgOJa//4jIQKOkRSSLDOMcrsKALbzBVtazmTVUczTHcHrU4fXKkYymjGJ2sf9A2z6aSWIcz/gIIxORQhDXSkvOx7SY2Utw4FfhRcCLwJ1AKfCcuy/MdUwycIymmiu5hVW8yG62MY5pTOEYknk2fKuUYq7jdL7NM6xlO05QYfkkb2cU5VGHJyIFII413Si+k29297ltO2b2W+Bqd19jZr80s9nu/nwEcckAUcZQjufMqMPotyOo4nYuZBVbaSXFdEZRrgUXRaSARZG0pNpemFkRUOrua8KmXwEnA0paRIASijiGsVGHISIFRk8PAWZWDkwzs6fM7L+AcZA2ajJ43emznGa2wMxqzay2ri73s5yKiIgUCo1pAdx9LzANwMzOAb4JVKYdMhw6n3fd3RcRjIGhpqbGsxqoiIhIgVOlxSz9HtQBDpSY2YSw7RLg8VzGJCIiIu2p0hKYbmZ3AU3hdg0wErjfzBqBB919RY5jEhERkQ7iWGnJdffQK8CpHZpfhzyb+UtERGQAi+tA3PyavEJERESyTkmLiIiI5A0lLSIiIhJ7qrSIiIhI3lDSIiIiIrGnSosUDMcxLOowRESkj5S0SKy5O/g68A1glWBH0H4uwO7t4e9s49c08gYlTGQE8xnCidkJOAcaw/8qqFASJiIFJ6ezz/aQkhbBvRlv+RGeeh7CH85m1VD8Ocwqe3SNvSxlI7eTpJJBVNPCLjZyB+O4Lu8Sl0YaeYD7eYoltNDCOMbzIS5nBjOjDk1EJCfiWmmJYyIlOeatT+Op54DJmAWb+3q85d4eX2MbD5BkGEUMxzCKGEaSkdTz6+wFniX38jMe43eMZgyTqGYve/gWt7GBDVGHJiKSM3Gcxl9Ji0DqCaAKs/QukAmQqsV9f48u0chakgxr15ZkKE28iZM/61vuYAd/5DmqmUwRRRhGZbjw+DM8FXF0IiK5ka21h8zsJTNbEm6X9TYudQ8J0Ern+asDqR5doYTJNLOFIkakXXUnJUzMq/EgO9mJYSQ63I/BlLGJjRFFJSIyYGx297l9PVmVFoHEacCWYDBuG9sMdixmZT26xAjm08pOWtiGk6KF7bSwjRG8JzsxZ8loRpMkSRNN7dp3s5uZHBlRVCIiuZel7qGe/SZ8GEpaBEuehdksYA3ub+C+BqMCK/5wj69RzizG8wWKqaKZDRQxnPHcwBBOyFrc2TCYwVzMe1jPOrZRz172spY3GMlITuG0qMMTEcmJfnQPjTKz2rRtwYFrmpUD08zsKTP7LzOb1Nu41D0kmJVC8Q2Yv4yn1mE2EhLHBu29UM4sypmVpShzZy7nUsVoHud37GAH5/JO5nIuFVREHZqISE704+mhre5e09kb7r4XmAZgZucAtwPv683FlbQIQDAni83CEvmfdPSXYZzAWzmBt0YdiohIZDL9NJCZJd29Ndyt68s1lLSIiIhIO1map2W6md0FNIXbNb29gJIWEREROUSmkxZ3fwU4tT/XUNIiIiIi7cR1RlwlLSIiItKOkhYRERHJG0paREREJPZUaREREZG8kejX3LXZoaRFYmUna1nNY+xiHSOYwVTOppzRUYclIlJQzMGUtIgcXj0reY5vkCDJICpYw2Os4xlO40tUMC7q8ERECkockxatPSSx4DjLuJdBlFPBeEqoYCiTSNHMqzwUdXgiIgXHUr3fsk2VFomFVprYyRsMpbpd+2BGsoWlEUUlIlKg1D0kcnhJiimmnFYaKeLgQo0t7KOMkRFGJiJSoFq7PyTX1D0ksWAkmM757OZNWmkGoIX97KOe6VwQcXQiIhIHOa20mFkl8ANgLEHCdAVwGnATsAVocvdzcxlTRuzbC4kklJR2f6wc1ls4j1YaeZXf4rSSpITj+ShjOTHq0ERECosTy0pLrruHyoDr3X2DmV0A3AC8DNzk7otzHEv/1b0Jj/wHrH0ZEgk45mQ4+wNQNiTqyPJSgiQzmc803kkjuyllGEkGRR2WiEjhUdIC7r4hbXc7sBeoBP6WyzgyomE3/Oc3oLkZxlRDKgUvPQc7tsKH/wnMchuPO3gTWBFYHOcx7LkiStuNaxERkQgUetLSxswmEFRZPg18ArjVzJqBn7n7oihi6rWXa2Hvbhg7OdhPJmH0pKDqsukNGDcld7E0rIJN98L+1ZAsgxHnw8h5kNA4axER6QNVWgJm9i7gQuDj7l4PfAX4ipmVAYvN7Fl3X9bJeQuABQDV1dUd38697XWQ7HD7zMASsGdH7uLYvx7e+AYkyqBkclBt2fILSDXAmPflLg4RERk4Ypq05PTpITM7DrjQ3T8RJiyYWdtP/n3AboJbdQh3X+TuNe5eU1VVlZuAuzJ+KrQ0tW9LpYJumlHjcxfH9t8HyVLxiODPREmQvGx7FFobcheHiIgMLK192LIs15WWecDpZrYk3F8LbDazk8JYHnD35TmOqW+mHw/j3wIbV8OwKmhtgZ1b4aRzYHgO18rZvw4SHQb+JoqAFLTsCrqLREREeiOmlZZcD8S9Fbg1l5+ZNcWD4IM3QO3jsOwPMLgczpgPx56a2zjKZkD9a1A07GBbqhGsGIqH5zYWEREZOAo9aRlwBpfD6e8OtqgMPxN2PAmNb0LxKGjdBy31MPbyoKtIRESkt1RpkawYNAqmfhm2PgR7/g6DRsK4D0PFP0QdmYiI5CslLZI1g8bA+KujjkJERAYSJS0iIiISe6q0iIiISN5IRR3AoZS0iIiISHuqtIiIiEjeUNIiIiIisRfTSktOp/EXERER6StVWkRERKS9mFZalLSIiIjIoZS0iIiISOyp0hJTLS1gBslk1JGIiIjEh5KWGNm+HX75S3j++WD/1FPh0kth6NBo4xIREYmaKi0x0twMt90GW7bA+PHgDs88A+vWwZe+pKqLiIgUtpgmLYX5yPOyZbBhA0ycGCQoRUVQXQ2rV8PKlVFHJyIiEr3WPmxZVpiVlvr6w7+3bVvu4hAREYmjmFZaCjNpGTs26BJyDwbhQvAaYMyY3Maybzus/C28WQslFTD9PJj0dkgUZhFMRERiQklLTBx5JMycCa+8cjCB2bQJjj8epk3LXRyNe+DJW6ChHspHQ+MueOH7sGcTzLokd3GIiIiki2mlpTB/nU8m4brr4OKLoakpeOz50kvhU586WHnJhXV/gL1bobIaikuhdBgMmwwrH4b9u3IXh4iISLq2pEVjWmKirAzmzw+2qNSvgkFl7duSRYDB3i1QqsevRUQkIqq0SDtDJ0LzvvZtngJvhcHDo4lJREQkppUWJS1RmnwqFJXA3rpgXE1rM+x4IxiIWzYy6uhERKRQKWmRQ5SNhHfcCEMnwM610LAVZpwPb70y6shERKTQxTBpKdwxLXFRORnecRO07IdEcTimRUREJEIxfXpIPyHjwAyKB0cdhYiISKwpaREREZFDqdIiIiIisedAKuogDhWbgbhmdrOZPWlmz5rZrKjjERERKWgxHIgbi6TFzE4Hxrj7GcAngNsiDklERKRwZemR5/4WKOLSPXQu8HMAd19qZiMijkdERKRwZeHpofQChZkdQ1CgOL8314hL0jIaqEvbbzGzhLvHsEdNRESkAGS+u6ffBYq4JC07gfR561MdExYzWwAsAKiurs5haCIiIgUmO/O09LtAEZek5WngUuBpMzsaWN/xAHdfBCwCMLM6M3sjg58/CtiaweuJ7mmm6X5mnu5pZul+Zl76PZ2cyw9+cePG/7GvfnVUH04tNbPatP1F4c9v6EGBojtxSVoeBs43s6eB3QSDcQ/L3asy+eFmVuvuNZm8ZqHTPc0s3c/M0z3NLN3PzIvynrr7vCxcttsCRXdikbSEmdY1UcchIiIiWdOrAkVnYpG0iIiIyMCWiQJFLOZpiYFF3R8ivaR7mlm6n5mne5pZup+Zp3vagbl71DGIiIiIdEuVFhEREckLBZ+0aM2j/jOzKjP7mpndHO7PNLPHw3uqJRl6ycwqzew+M1tiZk+Z2VTd0/4xs0Fm9t/hPX3SzCbonmaGmf3ZzObpfvafmb0U/h1dYmaX6Z4eqqCTFq15lDG3A41Acbh/B3C1u58KTDGz2VEFlqfKgOvdfQ7wDeAGdE/7qwV4f3hPfwhcge5pv5nZpcCwcPcOdD/7a7O7zwm3e9E9PURBJy10mFIY0JpHfeDulwNPAZhZEVDq7mvCt38FnBxRaHnJ3Te4+4ZwdztBQqh72g/unnL3hnD3COAldE/7xcwqgI8A/0nwJKruZ/8dmGhN30s7V+hJS6dTCkcVzABRBdSn7dfTfgZE6SEzm0BQZbkd3dN+M7OFZrYKqAH+jO5pf30H+D8EP2gr0P3sFzMrB6aFXcL/BYxD9/QQhT5PS7+nFJZD7AAq0/aH0z4xlB4ws3cBFwIfBxrQPe03d78NuM3M3gl8E93TPjOzDwFr3f0FM7sA/bvvN3ffC0wDMLNz0N/RThV6VaFtSmH6OqWwtOfu+4CSsEoAcAnweIQh5R0zOw640N0/4e71uqf9Z2YVZmbh7logie5pf1wGHG1m9xF8D/0nYJbuZ9+ZWTJtt45gyUL9He2g0Cst/Z5SWDp1PXC/mTUCD7r7iqgDyjPzgNPNbEm4vxbd0/46ErgjvH/7gE8TLEane9oH7n5B22sz+9/AHwm6L3Q/+266md0FNIXbNcBIdE/b0eRyIiIikhcKvXtIRERE8oSSFhEREckLSlpEREQkLyhpERERkbygpEWkAJjZd3pwzCAzm9yD46rNbE4PjjsznDCru+Nmm9lnujtORERJi8gAYmaPpL2eY2Y3hrszOhw3z8w+3eG88cCX09quTFu87c9m9oPwrWpgTtpxt6cdt8TMtoZvfYi0yRvNbLiZ/drMHg1n/bw8fGswWkJDRHqg0OdpERloRpjZHeHriUBt+NrM7DRglbtvJpj/oaqrC7n73cDd4ck3AVvDuWOGAYvTjvt8+nlm9tvDXPI64C53fyhcLmOJmf26p1+YiIiSFpGBZRvBekUAZwBvC18bQRLTthDj2cAQMyt19/3A8cB/AC93vKCZzSJYqO0id/9hmPzM7XBMEZB090baV3CHmllZuFjhZqA0bE8Cu4D9/fliRaSwqHtIZGD5PfCv4fZO4PmwPeXu97n762b2ybD9X4C7zWwU8Dfgwx0vFq4r87+AK4AZYaXl/3byuacBC8PXrWnt/wS8P3z9A2CCmd0MfBVY6O4tff1CRaTwqNIiMoC4+61mdhnBuBOA2WY2G3gMwMwmAVXufnO4fwtBFaadsPvmbmAZ8GF3bwa2A3PM7GTgzC7C2JH2+ivuviaMLWVmvwHOC98728zODl//ppdfqogUICUtIgPPn4DlHdq+C/ybu68DbjazYuBLBF1IDpQTrL11AwQJBnC5mZUAt5rZCUALUEywzsyXDvfh7n5ZF7HtBl7t0DYLOD+MW0TksJS0iAw8nwZO6NA2vcP+F4CdwFlhBcTC864n6A5qs5Bg8O7n2hrMbGF47B1m9lGCbqixwBgzO4UgCaqlc0dycMxNm2EEi5eKiHRJSYvIwHOku8/p5phBwPqwooK7e/io8sQOx3W2omoCSIWvfwbcG+63eNoKrGb2o07OHQv8R/hkkohIryhpERl4is3ssU7ar3P3peHrrxN0+1xBMHA2SfDkUMcqyL8B/2pmT3Cwe+h54J8BwoG0vR1Mu9DMOg76/VvHR6dFRDqytF+MRERERGJLjzyLiIhIXlDSIiIiInlBSYuIiIjkBSUtIiIikheUtIiIiEheUNIiIiIieUFJi4iIiOSF/w8QX6EEJ0B8ngAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Scatter plot 기본\n", "# 값별 색상부여 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [**Stem and Leaf Plot:** 실수 값 변화 추적](https://matplotlib.org/3.5.1/api/_as_gen/matplotlib.pyplot.stem.html)\n", "\n", "> Bar Chart와 유사하지만, 막대의 폭이 없으며 주로 `시간흐름에 따른 확률 변화`에 많이 사용\n", ">```python\n", "plt.stem(x, y) # X데이터, Y데이터\n", "\n", ">
(https://zephyrus1111.tistory.com/103)
" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:39.791382Z", "start_time": "2022-04-15T15:37:39.626384Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Stem and Leaf plot 기본\n" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:39.912381Z", "start_time": "2022-04-15T15:37:39.793385Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Stem and Leaf plot 기본\n", "# 여러 옵션들\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [**Imshow:** 2차원 데이터 그림처럼 표현](https://matplotlib.org/3.5.1/api/_as_gen/matplotlib.pyplot.imshow.html)\n", "\n", "- `2차원의 행과 열을 가진 데이터`를 이미지처럼 색깔로 표현 \n", "- 주로 이미지와 같은 2차원 그림을 표현하는데 주로 사용\n", ">```python\n", "plt.imshow(data) # 2차원 데이터\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:40.714382Z", "start_time": "2022-04-15T15:37:39.913383Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8, 8)\n", "\n", "[[ 0. 0. 5. 13. 9. 1. 0. 0.]\n", " [ 0. 0. 13. 15. 10. 15. 5. 0.]\n", " [ 0. 3. 15. 2. 0. 11. 8. 0.]\n", " [ 0. 4. 12. 0. 0. 8. 8. 0.]\n", " [ 0. 5. 8. 0. 0. 9. 8. 0.]\n", " [ 0. 4. 11. 0. 1. 12. 7. 0.]\n", " [ 0. 2. 14. 5. 10. 12. 0. 0.]\n", " [ 0. 0. 6. 13. 10. 0. 0. 0.]]\n" ] } ], "source": [ "from sklearn.datasets import load_digits\n", "\n", "digit_data = load_digits()\n", "print(digit_data.images[0].shape)\n", "print()\n", "print(digit_data.images[0])" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:40.820382Z", "start_time": "2022-04-15T15:37:40.716386Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Imshow 기본\n" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:40.986383Z", "start_time": "2022-04-15T15:37:40.821385Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Imshow 기본\n", "# 주변 데이터 핸들링, 칼라변경 가능\n" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:41.106385Z", "start_time": "2022-04-15T15:37:40.987386Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Imshow 기본\n", "# 주변 데이터 핸들링, 칼라변경 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [**Surface Plot:** 3차원 데이터 표현](https://matplotlib.org/stable/gallery/mplot3d/surface3d.html)\n", "\n", "- 3차원 전용 `Axes`를 추가하여 입체적으로 표현 \n", "- 3차원에 대응되는 2차원 입력값 `x, y`는 `meshgrid`로 포인트별 행렬 변환 필수\n", ">```python\n", "axes.plot_surface(x, y, z) # X데이터, Y데이터, Z데이터\n" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:41.333383Z", "start_time": "2022-04-15T15:37:41.108385Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Surface 기본\n", "# meshgrid 함수로 x, y 데이터를 필수로 묶음\n", "# meshgrid 함수는 인수로 반드시 array를 입력받음\n" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:41.560383Z", "start_time": "2022-04-15T15:37:41.336384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Surface 기본\n", "# 색상, 제목 변경 가능\n" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:41.786382Z", "start_time": "2022-04-15T15:37:41.563386Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Surface 기본\n", "# 색상, 제목 변경 가능\n" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:42.102382Z", "start_time": "2022-04-15T15:37:41.787385Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Surface 기본\n", "# legend bar 추가\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### [**Contour Plot:** 3차원 데이터 등고선 표현](https://matplotlib.org/3.5.1/api/_as_gen/matplotlib.pyplot.contour.html)\n", "\n", "- 3차원 데이터를 명암이 아닌 `등고선`을 사용하여 표현 \n", "- 3차원에 대응되는 2차원 입력값 `x, y`는 `meshgrid`로 포인트별 행렬 변환 필수\n", ">```python\n", "plt.contour(x, y, z) # X데이터, Y데이터, Z데이터\n" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:42.208383Z", "start_time": "2022-04-15T15:37:42.103385Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Contour 기본\n" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:42.328382Z", "start_time": "2022-04-15T15:37:42.209384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Contour 기본\n", "# 제목, 선색상 변경 가능\n" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:42.434382Z", "start_time": "2022-04-15T15:37:42.330385Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Contour 기본\n", "# contourf 함수로 색깔도 반영 가능\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:42.555383Z", "start_time": "2022-04-15T15:37:42.435383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Contour 기본\n", "# contourf 함수로 색깔도 반영 가능\n" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:42.675383Z", "start_time": "2022-04-15T15:37:42.556384Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Contour 기본\n", "# contourf & contour 함수 중복 가능 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# **시각화 라이브러리: Pandas**\n", "\n", "- 기본적 시각화 기능은 `Matplotlib` 라이브러리와 연동\n", "- `Pandas` 데이터 형태인 `DataFrame`에서 직접 시각화 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 설치" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:46.100382Z", "start_time": "2022-04-15T15:37:42.676385Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: pandas in c:\\users\\kk\\anaconda3\\lib\\site-packages (1.3.4)\n", "Requirement already satisfied: python-dateutil>=2.7.3 in c:\\users\\kk\\anaconda3\\lib\\site-packages (from pandas) (2.8.2)\n", "Requirement already satisfied: pytz>=2017.3 in c:\\users\\kk\\anaconda3\\lib\\site-packages (from pandas) (2021.3)\n", "Requirement already satisfied: numpy>=1.17.3 in c:\\users\\kk\\anaconda3\\lib\\site-packages (from pandas) (1.22.3)\n", "Requirement already satisfied: six>=1.5 in c:\\users\\kk\\anaconda3\\lib\\site-packages (from python-dateutil>=2.7.3->pandas) (1.16.0)\n" ] } ], "source": [ "# Anaconda 사용자, 미사용자 모두 가능\n", "\n", "# Anaconda 사용자만 가능\n", "# !conda install pandas" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:46.554383Z", "start_time": "2022-04-15T15:37:46.101384Z" } }, "outputs": [], "source": [ "# 패키지 로딩\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## [기본 사용법](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.html)\n", "\n", "- **사용 방법:** \n", "\n", "> ```python\n", "> # 1단계: 라이브러리 불러오기\n", "> # 통상 `pd` 라는 별칭으로 import 하여 사용하는 편\n", "import pandas as pd\n", ">\n", "> # 2단계: DataFrame 데이터 불러오기\n", "df_plot = pd.read_csv()\n", ">\n", "> # 3단계: 기본 내장 plot() 함수로 그래프 출력하기\n", "> # kind 키워드 인수로 시각화 종류 결정하기\n", "df_plot.plot(kind='...', figsize=(10,5), ...)\n", "> # 또는\n", "df_plot[col_name].plot(kind='...')\n", ">\n", "> # 4단계: 그래프 출력하기\n", "> # 실제 차트로 렌더링하라는 의미로 그래프외 출력값을 가려주는 효과도 존재\n", "plt.show()\n", "\n", "\n", "- **종류:** `kind` 키워드 인수로 시각화 종류 결정\n", "> - `pie`: pie plot\n", "> - `line`: line plot (default)\n", "> - `area`: area plot\n", "> - `bar`: vertical bar plot\n", "> - `barh`: horizontal bar plot\n", "> - `box`: boxplot\n", "> - `hist`: histogram\n", "> - `kde`: Kernel Density Estimation plot\n", "> - `scatter`: scatter plot (DataFrame only)\n", "> - `hexbin`: hexbin plot (DataFrame only)\n" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:46.570384Z", "start_time": "2022-04-15T15:37:46.555384Z" } }, "outputs": [], "source": [ "# 한글을 사용하려면 본인 PC에 설치된 폰트의 종류를 알아야 함\n", "# 본인 PC에 설치되지 않은 폰트는 사용할 수 없음\n" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:46.691383Z", "start_time": "2022-04-15T15:37:46.572385Z" } }, "outputs": [ { "data": { "text/html": [ "
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05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
..................
1456.73.05.22.3virginica
1466.32.55.01.9virginica
1476.53.05.22.0virginica
1486.23.45.42.3virginica
1495.93.05.11.8virginica
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150 rows × 5 columns

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" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa\n", "2 4.7 3.2 1.3 0.2 setosa\n", "3 4.6 3.1 1.5 0.2 setosa\n", "4 5.0 3.6 1.4 0.2 setosa\n", ".. ... ... ... ... ...\n", "145 6.7 3.0 5.2 2.3 virginica\n", "146 6.3 2.5 5.0 1.9 virginica\n", "147 6.5 3.0 5.2 2.0 virginica\n", "148 6.2 3.4 5.4 2.3 virginica\n", "149 5.9 3.0 5.1 1.8 virginica\n", "\n", "[150 rows x 5 columns]" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 예제 데이터 로딩\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| **변수명** | **의미** | **자료형(data type)** |\n", "|:---:|:---:|:---:|\n", "| **sepal_length** | 꽃받침의 길이 | 실수(float) |\n", "| **sepal_width** | 꽃받침의 너비 | 실수(float) |\n", "| **petal_length** | 꽃잎의 길이 | 실수(float) |\n", "| **petal_width** | 꽃잎의 너비 | 실수(float) |\n", "| **species** | 붓꽃의 종류 (setosa / versicolor / virginica) | 문자열(str) |" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:46.721385Z", "start_time": "2022-04-15T15:37:46.692384Z" } }, "outputs": [ { "data": { "text/html": [ "
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survivedpclasssexagesibspparchfareembarkedclasswhoadult_maledeckembark_townalivealone
003male22.0107.2500SThirdmanTrueNaNSouthamptonnoFalse
111female38.01071.2833CFirstwomanFalseCCherbourgyesFalse
213female26.0007.9250SThirdwomanFalseNaNSouthamptonyesTrue
311female35.01053.1000SFirstwomanFalseCSouthamptonyesFalse
403male35.0008.0500SThirdmanTrueNaNSouthamptonnoTrue
................................................
88602male27.00013.0000SSecondmanTrueNaNSouthamptonnoTrue
88711female19.00030.0000SFirstwomanFalseBSouthamptonyesTrue
88803femaleNaN1223.4500SThirdwomanFalseNaNSouthamptonnoFalse
88911male26.00030.0000CFirstmanTrueCCherbourgyesTrue
89003male32.0007.7500QThirdmanTrueNaNQueenstownnoTrue
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891 rows × 15 columns

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" ], "text/plain": [ " survived pclass sex age sibsp parch fare embarked class \\\n", "0 0 3 male 22.0 1 0 7.2500 S Third \n", "1 1 1 female 38.0 1 0 71.2833 C First \n", "2 1 3 female 26.0 0 0 7.9250 S Third \n", "3 1 1 female 35.0 1 0 53.1000 S First \n", "4 0 3 male 35.0 0 0 8.0500 S Third \n", ".. ... ... ... ... ... ... ... ... ... \n", "886 0 2 male 27.0 0 0 13.0000 S Second \n", "887 1 1 female 19.0 0 0 30.0000 S First \n", "888 0 3 female NaN 1 2 23.4500 S Third \n", "889 1 1 male 26.0 0 0 30.0000 C First \n", "890 0 3 male 32.0 0 0 7.7500 Q Third \n", "\n", " who adult_male deck embark_town alive alone \n", "0 man True NaN Southampton no False \n", "1 woman False C Cherbourg yes False \n", "2 woman False NaN Southampton yes True \n", "3 woman False C Southampton yes False \n", "4 man True NaN Southampton no True \n", ".. ... ... ... ... ... ... \n", "886 man True NaN Southampton no True \n", "887 woman False B Southampton yes True \n", "888 woman False NaN Southampton no False \n", "889 man True C Cherbourg yes True \n", "890 man True NaN Queenstown no True \n", "\n", "[891 rows x 15 columns]" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 예제 데이터 로딩\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| **변수명** | **의미** | **값** | **자료형(data type)** |\n", "|:---:|:---:|:---:|:---:|\n", "| **survived** | 생존여부 | 0 (사망) / 1 (생존) | 정수(int) |\n", "| **pclass** | 좌석등급 (숫자) | 2001-02-03 | 정수(int) |\n", "| **sex** | 성별 | male / female | 문자열(str) |\n", "| **age** | 나이 | 0 ~ 80.0 | 실수(float) |\n", "| **sibsp** | 형제자매 + 배우자 인원수 | 0 ~ 8 | 정수(int) |\n", "| **parch** | 부모 + 자식 인원수 | 0 ~ 6 | 정수(int) |\n", "| **fare** | 요금 | 0 ~ 512.3292 | 실수(float) |\n", "| **embarked** | 탑승 항구 | S (Southampton) / C (Cherbourg) / Q (Queenstown) | 문자열(str) |\n", "| **class** | 좌석등급 (영문) | First / Second / Third | 문자열(str) |\n", "| **who** | 성별 | man / woman | 문자열(str) |\n", "| **deck** | 선실 고유 번호 가장 앞자리 알파벳 | A / B / C / D / E / F / G | 문자열(str) |\n", "| **embark_town** | 탑승 항구 (영문) | Southampton / Cherbourg / Queenstown | 문자열(str) |\n", "| **alive** | 생존여부 (영문) | no(사망) / yes(생존) | 문자열(str) |\n", "| **alone** | 혼자인지 여부 | True (가족 X) / False (가족 O) | 참거짓(bool) |" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:46.751383Z", "start_time": "2022-04-15T15:37:46.722384Z" } }, "outputs": [ { "data": { "text/html": [ "
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total_billtipsexsmokerdaytimesize
016.991.01FemaleNoSunDinner2
110.341.66MaleNoSunDinner3
221.013.50MaleNoSunDinner3
323.683.31MaleNoSunDinner2
424.593.61FemaleNoSunDinner4
........................
23929.035.92MaleNoSatDinner3
24027.182.00FemaleYesSatDinner2
24122.672.00MaleYesSatDinner2
24217.821.75MaleNoSatDinner2
24318.783.00FemaleNoThurDinner2
\n", "

244 rows × 7 columns

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" ], "text/plain": [ " total_bill tip sex smoker day time size\n", "0 16.99 1.01 Female No Sun Dinner 2\n", "1 10.34 1.66 Male No Sun Dinner 3\n", "2 21.01 3.50 Male No Sun Dinner 3\n", "3 23.68 3.31 Male No Sun Dinner 2\n", "4 24.59 3.61 Female No Sun Dinner 4\n", ".. ... ... ... ... ... ... ...\n", "239 29.03 5.92 Male No Sat Dinner 3\n", "240 27.18 2.00 Female Yes Sat Dinner 2\n", "241 22.67 2.00 Male Yes Sat Dinner 2\n", "242 17.82 1.75 Male No Sat Dinner 2\n", "243 18.78 3.00 Female No Thur Dinner 2\n", "\n", "[244 rows x 7 columns]" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 예제 데이터 로딩\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| **변수명** | **의미** | **값** | **자료형(data type)** |\n", "|:---:|:---:|:---:|:---:|\n", "| **total_bill** | 총 계산 요금 (달러) | 3.07 ~ 50.81 | 실수(float) |\n", "| **tip** | 팁 (달러) | 1.0 ~ 10.0 | 실수(float) |\n", "| **sex** | 성별 | Male / Female | 문자열(str) |\n", "| **smoker** | 흡연 여부 | Yes / No | 문자열(str) |\n", "| **day** | 요일 | Thur / Fri / Sat / Sun | 문자열(str) |\n", "| **time** | 식사 시간 | Lunch / Dinner | 문자열(str) |\n", "| **size** | 식사 인원 | 1 ~ 6 | 정수(int) |" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:46.766383Z", "start_time": "2022-04-15T15:37:46.752384Z" } }, "outputs": [ { "data": { "text/html": [ "
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yearmonthpassengers
01949Jan112
11949Feb118
21949Mar132
31949Apr129
41949May121
............
1391960Aug606
1401960Sep508
1411960Oct461
1421960Nov390
1431960Dec432
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144 rows × 3 columns

\n", "
" ], "text/plain": [ " year month passengers\n", "0 1949 Jan 112\n", "1 1949 Feb 118\n", "2 1949 Mar 132\n", "3 1949 Apr 129\n", "4 1949 May 121\n", ".. ... ... ...\n", "139 1960 Aug 606\n", "140 1960 Sep 508\n", "141 1960 Oct 461\n", "142 1960 Nov 390\n", "143 1960 Dec 432\n", "\n", "[144 rows x 3 columns]" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 예제 데이터 로딩\n" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2022-03-31T09:32:31.245078Z", "start_time": "2022-03-31T09:32:31.226111Z" } }, "source": [ "| **변수명** | **의미** | **값** | **자료형** |\n", "|:---:|:---:|:---:|:---:|\n", "| **year** | 연도 | 1960 | 정수(int) |\n", "| **month** | 월 | Jan | 문자열(str) |\n", "| **passengers** | 승객수 | 622 | 정수(int) |" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:46.931383Z", "start_time": "2022-04-15T15:37:46.768386Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 전체 데이터 시각화\n" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:47.097383Z", "start_time": "2022-04-15T15:37:46.935386Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 전체 데이터 시각화\n" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:47.247383Z", "start_time": "2022-04-15T15:37:47.106383Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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TzWxI/PmGQF6R9gXxQFeMmQ0xs1wzy83Ly9v0aREREZFKJ1Xh7FxgJEAI4boQQifgGOAkM2sPrADqFmkfCyHENn2TEMLwEEJOCCEnOzs7Gf0WERERSaikhzMzqw9khRAWxR8XrntbA6wEAjCR+MYBM2sHLEh2P0VERERSIakbAuIOAz4o8vhmM+sQ78uLIYSZZjYb6G1mE/HAdn4K+ikiIiKSdEkPZyGEF4EXizy+qoQ2MeDCZPZLREREJApUhFZEREQkQhTORERERCJE4UxEREQkQhTORERERCJE4UxEREQkQhTORERERCJE4UxEREQkQhTORERERCJE4UxEREQkQhTORERERCJE4UxEREQkQhTOREREpPJbtQh+XZzqXlQIhTMRERGp/B47Du7cDyb9BwrWp7o35aJwJiIiIpXb4rmwaCbs0hDe/hvcfyh8Mz7VvdpuCmciIiJSuc0e7f88+zU49WnYsA4e+x388HFq+7WdFM5ERESkcpszBnbbH2o3gTa94Lz3wNL8eiWkcCYiIiKV16o8mD8F2vTeeK16PWicA1+/m7p+lYPCmYiIiFRec98EArQ5tvj1Vj3gx49hzbKUdKs8FM5ERESk8pozBmo1gV33K3691REQYvDthNT0qxwUzkRERKRyyl/jU5dtjgWz4s81Phiq1KyUU5sKZyIiIrJlBevgs2fgkb7wwT2p7s1G34yH/NXQtvfmz6VnQovDPJyFkPy+lUNGqjsgIiIiEZW/BsbdAp/8D1YvAUuHZd9Bp4s2H6lKhTmjfXSs2aElP9+qh7dZ+g3Ub5XcvpWDRs5ERESkZB/cDZPuhKad4cyXoPc/YcX3sOSrVPcMYjGY8wbs1RMyqpTcptUR/s9v3ktevyqAwpmIiIhsLgSY8ZwHs1Oe8FGoPXv6c1+NTW3fAH6YBr8ugjZ9Sm9TryXUbgpfK5yJiIhIZbfwC8ibDfsO2HitbnOo1wq+jkA4++QxyKgGex1VehszD5XfToANBcnrWzklPZyZ2QwzGxf/dZqZtTGzsWY2ycxuK9JumJmNj19vn+x+ioiI7NRmPAtpGdDu+OLX9zwS5r3vmwRSZfVS+OxZ2O9kqFZny21b9YB1v/hIWyWRipGzhSGEw+O/ngTuBAaFELoCzc2so5l1AxqFELoD5wO3beH9REREpCLFYvD589CyB9SoX/y5Vkf6DsnvP0hN3wA+fQIK1kCH87betkV3wCpVSY1UhLNY4b+YWQaQFUKYF7/0PNAZOBoYBRBC+Byol+Q+ioiIJF4s5uu63vwzbMhPdW82mj8FVsyHfU/a/Lnmh0JaZurWncU2wNQR0LQL7Lrv1ttXrweND4JZr/hrK4GkhjMzqwG0MrMJZvYMsBuwpEiTJUBdoCGQV+R6gZlpfZyIiOwYQoAv34QHDoPnB/muyPkfpbpXG33+nK/nKql+WNVdoGmn1IWzuW/DsnnQcUjZX9PxQlg0E6aPSli3KlJSA08I4dcQQqsQwmHAg8AdQJ0iTerioWxF/N8LxUIIMTZhZkPMLNfMcvPy8jZ9WkREJHpiMRh1Cjx5MqxfBf3uAkuDb8alumduQz588aJX3a9as+Q2ex4Ji76AX35Kbt8APhoONXeDtn3L/pp9B/hB6GP/DutWJa5vFSTZI2fpRR7mAQGoamaN49dOAMYCE4EB8de0AxaU9H4hhOEhhJwQQk52dnbiOi4iIlJR5r4JX74B3a+BS6bCwWfB7gdFJ5x9M84LzpY0pVmo1ZH+z2Sv41r8le8UzTnXTwAoKzPodTOsWuh12yIu2VOFe8Z3X74H3ApcAwwFnjOzccBHIYRZwGigiplNBP4F/DHJ/RQREal4IcCEf0GdpnDYVRsDRsvuvptw7S+p7R/4Ls2s2j46VppG+0CNhsktqRECTLnf17sddNa2v36PDrDPiTD5v7B8fsX3rwIl9fimEMIcoOsml7/BNwEUbRcDLkxWv0REZAew9hdf9P1rnpdaWLvCR6UaH5zqnm00byL8kAt9bof0Ij+CWx4OE2+H7yb5dGKqrMqDWa/6qFlG1dLbpaV59f25b/ki+7T00tuW1/pffdPE1BHw82ew/2lQs9H2vVfP62H2aBh7A5w4okK7WZF0tqaIiFR+IcCzZ28cyUmvCgRYPBfOHZPKnhU38Q4fcTrgjOLXm3SAjCw/yDuV4ez9f0PBWuhy6dbb7tkTPnvKS2o0L+Vsy/Ka+zY8NwjWrYCG7T3UHnD69r9fnabQ+WIPwp0u8l2cEaQdkCIiUvl98aIHs543wJ9+hL8shCOvg+8nw88zUt0798M0P+OxyyWQmVX8ucwsPyYplevOfvkRckfC/qdCg7223r5tb6heHybdlZj+rFkOL18CtXaHc96ACyfBIYMhs1r53rfrFZBZA6Y9XBG9TAiFMxERqdzWroA3roHd9vcRnyo1fAH4gad7OYiPhqe6h27iHb6WK+fckp9veTjkzYKVPye1W7+ZeDvECqD71WVrX6WGl6iY+yb89FnF9+ed6/3szOPvg2ad/c+0ImTVgnbHwecvwvrVFfOeFUzhTEREKrexw3ydWd87i699qlbXj/f57Flfg5ZKi2bD7Neg4wWll6do2d3/+e2E5PWr0PLvYdqjcOAZfn5mWXUYDFVq+nRoRfruAx/Z6nQR7H5gxb43wAGnwfqV/meyqVT/XUHhTEREKrMfpvlC8UPOK3n9UIchfszPJ48nv29FffSAj+J1OL/0Nrvu54EyFVObE27zkanDrtq211WrC4cMgpkvwZKvK6YvBevg1cugdlPo8aeKec9NNevq688+faL49ZU/w10HwpTUjrYqnImISOUUi8Frf4BdGsERfym5za77+A/iqSNSd3RP/lo/p3LvfpufU1lUWjo07+abAkJIXv+WfA2fPAEHnw21m2z76ztfDOlVKq5+2Pv/hsVfQt9/+9RpIqSl+a7Pb8YXL6sx5mrIX7PlMiJJoHAmIiKlCwE+fwG+/zB65xJ+8y78NN3LI2TVKr1dh/Ng+Xe+8y8VvnzD18Xtf8rW27Y8HH5ZUHGjUFuz9Ft4YoDvFO32f9v3Hrs09OnQT0fBih+23PaXH+Ht6+BfbWDy3Zs/P+cNH8XbZwDs1XP7+lNW+58CBN9xCjD7dZj5sq+5q98qsZ+9FQpnIiJSuumj4Llz4KFj4F97wYsXpGZNVEmmPQrV6sE+J2y5Xdu+UHN3n1pMhemj/PNbHr71toVtvh1XsX1YPBemjoRVizZe+2k6jDwa1iyDM1+Emrtu//t3uQxCzAu8lmTZPP+7c+d+MPku3xjx1p89iBX6Zhw8M9APM+9bwWvYSlKvBTQ7FD590mvkjf4/aNgOul6e+M/eCoUzEREp2fL5MOaP0LQLDHjIj+yZMwYeOw7yvkxt31YuhDmv+8LuLRVLBa/Cn3OuHzW0aHZy+ldo1SIfsdvv5LIVaq3X0tdCTX+qYqc2Rw/1X7e3hSdPgQ/ugYf7+HTkuW9C047le/+6zeCAU336ePFXxZ8rWA9PnOyjUocMgks/hgsnw36/h3dvhPf+4SOzo071EaszXtjySGhFOuA0WPoNPPl7WPkT/O6/23YsVIIonImIyOZiMXj5Yp/K7H+vH3tz4oNwSS5kVod3/57a/n36hJd9OPjssrXPOdf7Pek/Ce3WZmY8B2GD1w4rCzM47GpYMBU+e7pi+pA3x0c7OwzxUiM/fgJv/gnq7AGD34bsNhXzOUf8zWuQvfHH4sHyg//C4jlw0iNw7K0+YpWeAf3v82K842+FR/v5YeZnvgTV61VMf8qi3XFe8+z7yX5/muQk77O3QOFMREQ2N3UEfDsejrnJf5gW2iXbp7BmvQrzp6amb7EYfPyoT0mVpVgq+EL8gwbCjGdgxYLE9q+o6U96KYiGbcv+mgNO9yOn3v5bxZy1OXWkj5AddjUcdQP84Qs4+3UfMau1e/nfv1DNRnD4NfDVOz7CCr6mbfw/fTNE62OKt09L95GqjhdAvVYw8OXtP5Zpe1Xdxdee1WkKR/41uZ+9BQpnIiJS3OKvPBjseVTJI1OdL4Ya2fDOdcndVVho3gRfw1TWUbNCnS/2f35wT0X3qGQ/f+6nE+x/2ra9Li0Net/mU6Ljby1fH9at8jVv7fp7sAYftWreNTFThx2GQHZbLwqcvwZevxLSMqBXKb+PtDQfTbv4Qx/JS4Xet8HFU0uvP5cCCmciIlLcm9dCRhUf1SipKnvVXaD7H/2Q7lTsgJz2iNfX2rvftr2uTlPfBTjtkeQUGp0+CtIyfUp4WzU+GA46E6bc79OS2+uzp2HdL37sUTKkZ8Kx//TdsU+c5KNoPf4MtRsn5/O3R1r65sdppZjCmYhIKoy7FR7pG51zHwv99BnMfcunLmvtVnq7g86Cui38iJ1klthYlQezXvM1XNvzA7Xr5ZC/Gj56sPx9yV8Db/0Fvnxr8xHE+VN9UX/rY7Zc22xLjrzO63yNubpsI5RLvi4+1RyCT2nuui/s0WH7+rA9Wnb3kbp5E72wbochyfvsHYTCmYhIsi35Gib800eeHujuASd/Tap75d6/A6rW2vpIS0YVX6Oz6Av47JmK7cOEf/kC8Ul3eQkI8HIPs171yvGxfA+H26NRO2jdy0ek1v9avn6+/28vHfHkSfDwsX7k0LLv4LlzYWRPn87b3tphADUa+KjTN+M2ruEqzVdj/e/SyJ7w6hWwbiV8/4H/+RxyXsWdS1lWx9wEex0Nx93j06iyTSykYr1AAuTk5ITc3NxUd0NEZOueOcunA4e85zWfPnncR6FOHQUN905dvxZ/BXfnwKF/gJ7Xbb19LAYP9oDVS+K7OCtgamjFD3DXAT5itGaZX6u5G6xa6HW0Mmv4WrNe/9j+z/j+Q6/bdszN0Pmi7XuPJV/DvZ2hbR9ofqgvel/1sweytEwfoetyqU8Bl8eGfLi3E1i6l58oKehMewReG+o1upp3hSkP+PqtmrvDolnwf7MSV2lftpuZTQshlLg9VHFWRCSZFkzzcwi7/9FLGBx3D+x7Mjw/GJ46HYaMS16Np01N+rfXDOtUxsCSlua7/x47znd3drmk/H2Y/F8PYUPGg6V5df3vJkOD1l6gtfHBPmpXHk07QYvDYPwtvh5s0x2Ca1f49OCSr2DJXF+f1m2oTw+CTxe+fpXfq143e/HW/eM1vlb+7BsPKmqNVXqmT28+c6aXDzm4yIhhLAZjb/Bjk/Y8Ck562Be1t+sPL10I8z/0P0sFs0pHI2ciIskSgq8zWzwHLvuk+O6weZN8Km/vfl4PKtnTUCsWwH/293pgvW/bevui/ne81866fLpXft9eqxZ5Bfl9ToT+Cd5RuXgu3NcV2vb2+11o5UIY0RNWfO+Pq9YGw0ewjn8A2v3Oi6k+MxB63QKdLkxsP8H/3ow8GpZ/D5d97GErBK9onzvS/8yOva34qNr6X30zQPvjffOERM6WRs605kxEJFnmvgXfve+jZptu22/e1ddwzXypYharb6vCcw67XLrtr+15vU9BlrfA6wf3wIZ1Pq2aaA32gsOugi9e9PMcAdavhlGnwOrFcMoouPIruOY7L7PQqL2PXr17E7xxLTTa19dyJYMZHPV3nzb98F4PZmOu9mDW9XLoc8fm051VanhoUzCrlDStKSKSDLENfuBzvZal1+fqcrmvh3rzTz591+Tgivv8lQvh3WF+SHX9PaH+Xl5h/+cZ8PNnMONZP06nTtNtf+/d9vcSFR/c64FlS7s8wY/z+e59qF7fXws+dTh1BLQ/ARrsue192B5dL4fPn/MRqGad4aWLfATwlCd9RK1QzUZw1mvw6uW+kQNgwMPJXejerDO06QPv/8eP1fr4Ueh8CfS8IfmjrJJwmtYUEUmGqSP9bMOTHoX2/Utvt3qp77oDuGAiVKtT/s8OwUeECmuShU1KX1Sr52Gw351Qu8n2fcbSb+HuQ+DA06FfCSNoIfiuw8+f912Xa5f79bZ94Yi/wBcv+RqwCz/wHZXJ8v0U3xxQt5kXtt3SVGUIHiA35G//RoLyyJvjmwNCDDpe6OvdFMwqLW0IEJGdw+qlfpDy7gfC3n2jM6WzeqmPWjXv5mf5bUn1er6we+TRXl39xBHl//zpT/nC+mP+4TWnln3nC90tzRe519yt/D/k67XwabSpD8J+p/hIT1Hjb4VxN0OVmj4q1a4/LPzcNwDc29mPF2rbN7nBDPzA70MGeejqMMSPEiqNGXRI0lRmSbLbwNE3+Xqyw65UMNuBaeRMRHYMIfiaoFmv+uO0TGjVw3/Y7nlkavv22h9g2qNwwftlDx/jb4P3boQTHoT9Tt7+z/7lJ7i3I2TvDee87tXQE2XtChh+uNdsO3/ixuOCvhoLj5/ov49+dxUvubF6qdcL++IlOPXJjTsikyl/jfexdS/V5JKk0YYAEdnxffqEB7Oj/g7nvedTUwtnwpMn+9RVqvz4KeQ+7KMy2zIq1G0oNO3s66GWzSvba1Yu9BIQhQVtQ4DXroCCdV6yI5HBDHyn5kmPeuB6YbCvs1vxA7xwnp+32Pffm9dCq14Pjh4Gf5iRmmAGkFnNR1oVzCQiNHImIpXf0m/h/kN9OnPgyxtDyJrlRUZyJmxezyrRYjFfz7TsWy/Suq3rx5Z957+vhu3g7NElh4c5Y3zH4fwpG0NcelU/rqdOM/j0cZ/OLDz0OxmmPeqV/LtdCfPe9+nL896D7NbJ64NIxGnNmYhUjBU/+Nqln6bD4ddufVdeMmwogBcv8Arq/e8rPjpUrQ78/nGvW/XcOR7c0jMr9vND8KNy1iz1EaM1yzwM5q+BhTNgwUc+arU9C/vrNvMyCS8M9qm/7lcVf35BLjx1GlRvEF87Ndh3W87/CL4Z72cbNu285XVUiXDQQD86aOK//PGJIxXMKoH8/HwWLFjA2rVrU92VHUpWVhZNmjQhM7Ps3z1JDWdmVge4H9gVn1I9CzgUuBZYBKwPIRwdbzsMOCzexyEhhC+S2VcRiQsBch/yI2J+/mzj9cVfenmBVE8FvX+HV0I/4UE/smZTu+4Dv7vLp9bevq58x/5sav1qr46/4KPS2zTvBvuftv2fsd9JXh9t3M2+hq5J/H+0C9bBy5f4Yv6LPix+qkDhpoPVS33KLtHTmZsygz63e8mHPQ6BfQck9/NluyxYsICaNWvSvHlzTJsNKkQIgSVLlrBgwQJatGhR5tcl+1u1OjA0hPCjmfUBrgRmA9eGEF4ubGRm3YBGIYTuZrYPcBvQu8R3FJHEWbcKXrnEp812P8iLjbY+1mtjvTAY3v27r/FKlRnPwXs3+fFH+55Uerv9TvZRpg/vgd32g/1PKf9nF67nWjAVDrvaR7mq1/cdopnV47+yPDyllXN5b59/ef2z5wd7eY2qNWHiHZA3C057pvTjnqrXK9/nlkeVGnDO6NR9vmyztWvXKphVMDOjfv365OXlbdPrkhrOQgg/Fnm4DPgVqANM36Tp0cCo+Gs+N7MUfsOI7KSWfO1nPS6e44Uuu16+cet+w7bw/WSvCL9Hp+IFO5Pl24l+fmCzrvC7/269rMDRN8KimfDyxV6ItdUR5fv8jx7043F6/Bm6X12+99qarNpwwnB4pDeMucZrbE38l4fS1sck9rNlp6JgVvG2556mZLemmTXGR83uxAPiP81sopkNiTdpCBSNmQVmtllfzWyImeWaWe62plKRSFk+H965HqY/neqe+HTZlAdgeA9YtRDOeAEOvWLz8HPMzV7d/aULfOF6Mi38woNjvZZwyhOb7wAsSUYVb9ugDTw9EH76bOuvAQ+pb/wJxv/Tz2ME3/355rVeeqHbldv/+9gWzTpDt//zBf6PD4CsOl4wVUR2OElfLGJmfYF+wHkhhCXAdcB1ZlYdeNnMJgErgKLVI2MhhNim7xVCGA4MB9+tmfDOi1S0Hz6GD+72Gk9hgxcF3SW7/KM6JclfA8+c5cVHM6tDRpZPwTU+2NcF7X4QzHkdxt0CK+b7Wqnj7vHpupJkZnnZhAe6+6L0ga9AjfoV09cfP4UJt0HzQz0A1Yuv1Vg2zxe6j7sFqlSHM57ftkKzWbXhjOdgxFHwxAAY9Hbpv7+8L310asazvtkgVuBTqI329dBaew8/CLu8U5bbovsf4et34YdpMOChirvfIhIpyd4QsB/QL4RwfpFrGSGEAmANsBIIwERgADDRzNoBC5LZT5GEisVg7pt+0PR373vF9E4XwoFnwrNnw7PnwJBxGwNJRXn3Rv/cvX/n9acK1sAvP8LXY/04mEK7H+gL6Fv22PpUYb0WcPKjfjTQo319N+QuDcvXz1jMzzBc+DnMfg3euMZHuwrWwvL4CF3tpnDqqO07aqjW7h7QHjoGHj/BNzUU3XUaggfD9/7hi+k7XeSHgYcYzHwFvngBYvm+C7QijlbaFumZfiD39x9s/aQBkXK44dUvmPnjLxX6nu12r8V1/dqX+nzfvn256667aNmyJXPnzuVvf/sbderUYfbs2aSlpTFixAhatGjBzTffzNtvv83y5cu54YYb6NevH2effTbNmzdnzJgxTJ48mfT0JG+CqWDJHjnrBXQzs3Hxx98DC82sQ7wvL4YQZprZbKC3mU3EA9v5Jb6bSGXz+fPw3s0+elWriR/FctDAjQu6T33SpxOfOs1HdaruUjGf+/0U+OAeOPgcPz+xqLW/+EjMD9O8UGjbPtt2LEyrHr4ofdQp8EgfH0ErT4mNz56Gnz6F44f7iN6Xb/puxYxqftBzy+7QoHX5jq5puLf3+fETfR3XWa960AvBj1maeLtvMOh1C9RosPF1nS7wX6lUs9GWz+YUqaQuueQSHn74YYYNG8YDDzxA27ZtqV27Nvfddx8zZ87kxhtvZOTIkQwePJhrr72W7777jsGDB9OvXz8Adt99d6ZMSWHB6QqkIrQiyTL3HXjiRJ8WO/QKH/koqebW1+96aGjb16cNyzttlr8G7u/ma8kumuw7/RLhu8nwxEk+cnb2aB+h2lbrf4X/Huw7HAePTfyU4fyP/F5Xq+sBbeqDftbjwWdDn38nd8pSJMVmzZrF3nvvnbLPDyFw1FFH8corr9C/f3/23HNPpk6dSo0aNQDIzs7m6aef5q9//SsFBQVkZmbyzjvv8OGHH3L22Wdz5ZVXss8++6Ss/1tS0r1VEVqRVFuxwOtsNWwPg97y9VKlaXWEl6d46y/w2O+8sGpJ9bvK6r2bfKRu4MuJC2YAzbrAmS/C/473I5POeWPzkb/FX3n5hxU/wC8LvJJ954s3lnyY9B9Y+ROc9EhygtEeHWDgS97neztD/q9+zNKx/9Sh0iJJZmb079+fCy64gNNOO43ly5fTuXNnzjzzTABWr17NJ598wuLFi3nggQeYNm0a77zzzm+vz8jYcSLNjvM7EQFYNNvrby35ZuO1rFrQ9Qo4ZFDFV4cH2JDvo1Ol1ZoqWO9ryTbkw8mPbTmYFep8iS9ef+NauK8L9P6X1+oqKTCsXgrfTYLVSzZWqC9cQ7ZhPUwd4dOZLQ/f3t9h2e3RwYPVkyfDc+f6urC0dF9H9v7t8O5N+LJSPJjF8iF3pNdPa3UkTLoL2h8PTTslvq+FGh/so2ajToMOg71siIKZSEoMHDiQm266iQcffJANGzZwzjnnMGLECGrUqMFVV11Fhw4dmD17Nj169KBXr16p7m7CaFpTdhxfvAgvXezhZ7/fb7z+82fw7QSovyccNQzaHFsxP3wL1sEn/4P37/TRnvbHe6ja/YDi7d74kxc/PekRb7Mtln7rRxPN/xDa9feDo4sWFv3hYy8psbJICcH0qsVDaHZbHx1K5KjZpqaO8AO7O5wPR/wZXrwQ5oyGfQZAl0t8vV2NBl53bPSVXjOtSk0Pk5dMLX0HZSKFoFAmO7VUT2sCPP3008ycOZMbbrghpf2oaJrWlB3H6qW+FmhrPzDz1/rU3eS7oMkhPjpVdL1TCDD3bXjrz/DUqdCmDxx/f+kjXVuzapGXV5j8Xw9lTQ7xcg/Tn/Lrzbv5gdNrlvpo1vwpHlK2NZiB74Y853Wf7nvvH14l/rh7YK+evrngpYugRkNfhF+/FVSrV7aRuUQ7ZLAHyw/u9t2Nq5f64vqOFxT/82zU3n9/nz0DY/8OOeekJpiBgplIil122WXMnTuXZ555JtVdSTmNnEnZ/brEa3EVqt4gceuCZr7sJSUaHwTH/MOnywrlr/FF899N9uDz46c+PZYzCHrdDBlVS37PDfkw5X4/X7FBa59yK0u5ihBg+fdecuKLF2He+z5t2OxQP4i6RXf/wb52BUx7FKY97IGxej3/1bCdj9hlVCnfPfnpM3hhiK/ZanGYjwY27Qwn/89ro0VNLAbPn+t/TgMehuZdU90jEdmCKIyc7ai2deRM4Uy2bs1yPyZnzuvFr9ffy4+R2f9UrwdVUb58y0tJNGwLq/Jg1c/Q/gTYuy/Mfh3mjPGF2+lVPbzt0cFrcrXqUbb3/2acF2O1NB9la9Ft8zarl8L7//Zpw59nwLoVfr3+nt6X9v191CfZ8td6qYcP7oEDz4A+d5Q/9CVSCF5TLdWHo4vIVimcJY7CmVSshTPh6dN95Kjr5RunCwvW+VTUT5/6Yc8dL4BDh5b/h/C3E71ye3Ybn6pLy/Dpykl3edHUavVg734+Rdis6/YHkyVfe12upd/4bsHDrt64s3D+Rz5qt+pnL8i6677+q0kHD2RRmP5aszz5BVBFZIemcJY4WnNW2fzyk0+HFapW14tMRsHnL/gh0VVrehX1Zp2LP9/pIt8lOPm/vubrp+l+pExp04qlicVg2bceil6/Euo2hzNe3Bg+evzJdxsu+9bXd1XEjsv6rWDwO75Yf9J/4LNn4ZgbvWL+O9dDrcZeBLbxQeX/rERQMBMR2WEpnKXKT5/5ETGzXuW30gLgU21t+0KXy7w6ekVbs9wXqddrWfoIUAg+pTf2Btijkx/PU3PXzduZ+dmHzQ/1g7LHXO0lFH7/ROmV7QvWw8IZPlX426/PfZoSfNpw4MubnxlYa7fyVZ0vSVZt6H8PHHwWjB7qpR/AR+Z+d7cCkIiIpITCWUWJxcq2OP7HT2DcrfDlGKhaC7oNhUZFKhr//BnkPgSzXoE9OsIRfy15TdS2yl/ri+En3g7rfvERuiYdfL3W3r+D7NYbfx9vXutt9xngBVDLMnXY8Xz//bx8EfyvP5z+7OYHUq9c6M8tmumPq9T06cIDz9g4ddiwXfLXUO3RAYaM97IYluZnXEZh6lJERHZKWnNWXisWwPhb4dNRUKWGn89Xq7Gf3de6l//gT0uHvDl+8PSsVyCrjk8Jdjy/5NGZdavgk8d90feK7z28HDWseH2rsopt8J2P71zvh0bvdQy06eUL3ed/BIvneLsmh8ABp/mary9egE4Xw9E3bvtuzFmv+ghUrd3hxJHQJD6d/suP8Gg/n8btfZtXk6/TTMfjiIhEhNacJY42BCTLLz/5WqupI4AA+58CaZnwyw9+NE3eLIgV+AL23fbzsgeZ1X3xeeeLfUpta/LXwLhb/HOq14Njb/WdgpuO6hSWeqhWd2Ptrl+X+EhQ7kMeyhq29zVVrY4o/tqVC2HGM/DJE95n8CDY9bLtvzfffwjPn+f34vBrYb+T4LH+8OtiOOO55FZ/FxGRMikWIMZc48tOKtKu+8Kxt2yxybx587jooouoXbs28+fPZ7fddmPEiBEMHDiQFStWEIvFePnll9mwYQMDBw5k5cqVtGnThhEjRnDDDTfw5ptvEovFeOaZZ2jcuDGXXHIJs2fPJi0tjREjRtCiRQs6depEz549GT9+PFWrVmX06NFUrVqVO++8k1GjRtGgQQOqV6/OoEGD6NWrF8OHD+d///sfsViMv/zlLxx77LGcffbZNG/enDFjxvDuu+9y7rnn8sMPP1C7dm1Gjx695Xsbpw0BFWH5fPjyDVgw1WtrLZvnU2AHnAbd/wh1mhZvv3YFfDXWXzN/CnS80KcwazQo+2dmVoOjboB9ToRXLvURqY9GwDE3bVyo/s14L975QzyYVq3lh0Yv+9arrTc71I/GaXecj+BtqmYj6HKpV7b/6VM/eLr5odtxg4po2gkumOgV4t+70UcWM6v7uYuJWEcnIiI7jFmzZjF9+nRq1arF9ddfz0svvcTjjz9OzZo1ueGGG3j99dfZZZddOPjggxk2bBixmB9X98ILL/Dpp59iZoQQGDlyJG3atOG+++5j5syZ3HjjjYwcOZK8vDxOP/10brzxRi677DLeeustWrduzVtvvcXkyZNJS0ujX79+AMyZM4e33nqLCRMmkJ+fz9FHH82xxx4LwO67786UKVOYPn06VapU4f333/+tL+WlcFZWC6b6TsJdGvlU5SGDofWx0GDPkttn1YZ9TvBf5bXbfjB4LHzymJ9N+GAP2Pdk+HWR1+yq1dinIEMsfqD0D36OYs45Pr1aFmZeNqKiVKsDA0bCXkf76OKxt0Z356OIiBS3lRGuROrQoQO1avksUMeOHcnNzeWaa66hZs2azJ49m0aNGnHKKafw7bffcvnll3PqqafSqVMn7r77bi677DLatm3LhRdeyMcff8zUqVN56aWXAMjO9mLdDRo0+G0Ua++992bp0qVMnz6do446ivR0H8Q46CD/eTV9+nSmT59Ojx5eR3PhwoUUFBQA0KVLFwD2339/jjjiCC699FL69OlTIWd+KpyV1V5HweXTfZ1UKhaLp2dAzrm+SP/9O+CDe31H5DH/8Mr4mVnJ71NZ7P97/yUiIlIGM2bMYO3atWRlZTF69GhGjx7Nk08+SefOnbn00ksBWL9+PVdccQUbNmzgoIMOYvr06eTk5NCtWzeuvfZaRo8eTevWrencuTNnnnkmAKtXrwbAivwMLxxla9q0KU8//fRv7zlhwgS6dOlC69at6d69OyNGjPjtPTIyPDoV/nPt2rWcffbZnHPOORx66KF06tSJOnXqlOseKJyVVdWayT04ujRZtXya8tA/+Bq3KJyjKCIiUkF22203zjjjDH7++WdycnIYPnw4gwYNYq+99qJx48YAjBs3juuvv54aNWrQv39/YrEYRx55JFWrVqV69eoMHTqUI488knPOOYcRI0ZQo0YNrrrqqt9GwDbVqVMnmjVrxiGHHELjxo3ZbbfdyMrK4oADDqBp06Z07tyZWrVq0bdv398CYqHZs2czZMgQdtllF9q3b1/uYAbaECAiIiJEY7fmvHnzuOaaa3jqqaeS/tkFBQVkZGSwbt06evbsyfPPP0/Dhg0r5L21IUBERERkGxQUFNCnTx/Wr1/PunXruOiiiyosmG0PhTMRERGJhObNm6dk1CwjI4M333wz6Z9bGlUAFREREYkQhTMREREBYEdZhx4l23NPFc5ERESErKwslixZooBWgUIILFmyhKysbSt3pTVnIiIiQpMmTViwYAF5eXmp7soOJSsriyZNmmzTaxTOREREhMzMTFq0aJHqbgia1hQRERGJFIUzERERkQhROBMRERGJkB3m+CYzywO+S/DHNAAWJ/gzKivdm9Lp3pRO96Z0ujel070pne5N6aJ2b5qFELJLemKHCWfJYGa5pZ2DtbPTvSmd7k3pdG9Kp3tTOt2b0unelK4y3RtNa4qIiIhEiMKZiIiISIQonG2b4anuQITp3pRO96Z0ujel070pne5N6XRvSldp7o3WnImIiIhEiEbORERERCJE4ayMzGyYmY03s0lm1j7V/UklM6tjZk+Z2Tgzm2BmLcysjZmNjd+f21Ldxygws4/NrJfuzUZm1iH+d2aSmV2te7ORmQ0t8h1z4M5+b8ws28xuMrNh8ccl3o+d8bu5hHtzSvz7ONfMri3Sbqe/N0WuH2dmHxZ5HOl7o7M1y8DMugGNQgjdzWwf4Dagd4q7lUrVgaEhhB/NrA9wJdASGBRCmGdmz5pZxxDClNR2M3XMbABQO/7wTnRvMLNM4G/AcSGEZfFrY9C9wczqAL8DDgdaAf/Gv5935ntzO/AV/n0DJfx3BFRh5/xu3vTefBVCONzM0oDJZjYCaIvuDQBmlg4MLPI48j/TNXJWNkcDowBCCJ8D9VLbndQKIfwYQvgx/nAZsA7ICiHMi197Huicir5FgZnVBM4EnsB/wOreuGPxQtGj4iMgHdC9KbQB/z6ughfKzGMnvzchhIHABAAzK+2/o53yu7novYk/zo3/MwYsAdaje1PUJfj3caHI3xuFs7JpiH9ZFiqI/x/KTs3MGuOjZrfjXwiFlgB1U9KpaLgLuBGIATXRvSm0F/4l2BcYBDyN7g0AIYSV+A+UWcArwMPo3hSVTcn3Q9/NRZjZRcDEEMIKdG8AiI+MdQ4hvFDkcuTvjaY1y2YFxb8YY/H/Q9lpmVlfoB9wHrAaqFPk6boU/4u/0zCz04HvQwhT41O+y9G9KVQAvBVCKADmmdlSiv93tdPem/jflUx8SrMuPjJU9Dtmp703ccsp+b+jaui7uXC0/jbgnRDCvfHLO/3PLTPLAv4DnLbJU5G/N5FKihE2ERgAYGbtgAWp7U5qmdl+QL8QwvkhhCUhhDVA1fhIGsAJwNjU9TClTgPamdlT+N+ZPwLtdW8A+ACf2sTMGgErgSq6NwA0AxYGr230Cz7iWk/3xm3hO0bfze5u4I4QwnNFrunewJH4INR/4t/Je5rZn6kE90YjZ2UzGuhtZhPxHyjnp7g/qdYL6GZm4+KPvweGAs+Z2TrglRDCrFR1LpVCCH0K/93Mrgc+xKdgdG9C+MjM5pjZJHwUbSj+P4g7/b0BHgEeMrPxQFXgAeBTdG+K2uw7xszmoO9m8KUCzcys8PHf0c8tQgij8fsAgJl9GEK4KT6FGel7oyK0IiIiIhGiaU0RERGRCFE4ExEREYkQhTMRERGRCFE4ExEREYkQhTMRqbTMrKaZ9ShDu8ZmllOGdnuZWduK+twSXveImTXZ1teJyM5FpTREJPLM7H7gAGAtsCqE0NfM3gAuAE4H3ou3qw4MB5oCS4HBIYTF+OkEhwK58XbXA8fhxSgLHQkcDGQBs+Pt0vEzHfcD0oGHQwgjgfpFP3eTvu6Pn5oBfiLCY/H3/HDTtpu87pMQwoFluyMisiNTOBORyuKUImcrluZy4N0QwkNmdgR+jNYFpbS9NITwftELRepEFRqCn/hwaTyoPWNmHwK/ltaBEMJ0oGf8/S4DvgAOKa19vObSX4CvzexvwI1Rq1YuIsmlaU0RqVTMrFF8ajC9hKe7AI8ChBDeBVps4a12NbPmZtZsC232BsbE328DMA5oU8Z+pgMdgHfjl/4MdCvyfEsz+2u8v5NDCAOAj4CnzexGMyvT54jIjkcjZyJS2QwBGlP8rMVCIR6iCm0ooU2h/kAOsMHMRgL/wKdDhxdp8wpwpZldgk9R9gdOBaqXoZ9XALeEEEJ8RG7TM/5+Bv5XdDQwhPAG8IaZ7QX8VIbPEJEdkMKZiFQqIYRhAPE1Z5taZWb1QghLzSyTLc8O3F90WtPMzgBOBqoU+ax34iNgd+FTmReFEBaZWfPS3jR+/mMv4NUQwpdF+wasL/L4PqBxCVOphX4GzthC/0VkB6VwJiKVRbqZVcFHrVaX0mY48C8z+ztwITBqC++3i5nVwadHq+GbDTZb6xVCeBN4cxv6uSK+aQAAMzsXP8z8Y3zack38fc8q+iIzeyeE0HMbPkdEdlAKZyJSGXwM3IwfmL4auLWkRiGEcfGRqAuBD0IIL5Xyfrn4FOVxeCD7FXi9aIP4uraj8PCWgY+oZQE1KGGXZpE+rCryHofjYbIasGcI4eMt/B5FRACFMxGpBEIIwym+FqyknZWFbcfhC/e39H6vAa9tet3MTinycBXwDb5urQCfklyPh8Mtfnea2XH42rS3Qwh3x69dbGZXAI+FEN7Z0utFZOemcCYiUoIQwnJgfEnPbWnNWdx44PUQQn6R97vHzB7ER9FKMn07uikiOyALIaS6DyIiIiISpzpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhGicCYiIiISIQpnIiIiIhHy/0zUYm6PagasAAAAAElFTkSuQmCC\n", "text/plain": [ "
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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 특정 변수만 시각화\n" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:47.638383Z", "start_time": "2022-04-15T15:37:47.518384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 특정 변수만 시각화\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 여러가지 시각화 종류" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Pie Chart:** 카테고리 별 비율 비교\n", "\n", "- 카테고리 별 값의 `상대적인 비율`을 효과적으로 표현\n", "\n", ">```python\n", "df.plot(kind='pie')\n", "df.plot.pie()\n", "```" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:47.848384Z", "start_time": "2022-04-15T15:37:47.759386Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 기본사용\n", "# titanic\n" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:47.938383Z", "start_time": "2022-04-15T15:37:47.849384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 기본사용\n", "# tips\n" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:48.135382Z", "start_time": "2022-04-15T15:37:47.939385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 기본사용\n", "# flights\n" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:48.315383Z", "start_time": "2022-04-15T15:37:48.136383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 기본사용\n", "# flights\n", "# 값의 위치 강조 표시 가능\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Bar Chart:** 카테고리 별 실수 값 차이 확인\n", "\n", "- 카테고리 항목에 따른 `실수 값, 평균, 편차 등을 비교`하는데 사용\n", "\n", ">```python\n", "df.plot(kind='bar')\n", "df.plot.bar()\n", "```" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:48.481384Z", "start_time": "2022-04-15T15:37:48.316383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# iris\n" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:48.646383Z", "start_time": "2022-04-15T15:37:48.482383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# iris 수평 그래프\n" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:48.842384Z", "start_time": "2022-04-15T15:37:48.647385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# 특정 데이터만 출력 가능\n" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:49.007384Z", "start_time": "2022-04-15T15:37:48.843384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# titanic\n" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:49.173383Z", "start_time": "2022-04-15T15:37:49.008383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# titanic 수평 그래프\n" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:49.338384Z", "start_time": "2022-04-15T15:37:49.174383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# tips\n" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:49.503384Z", "start_time": "2022-04-15T15:37:49.339383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# tips 수평 그래프\n" ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:49.669386Z", "start_time": "2022-04-15T15:37:49.504385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# flights\n" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:49.835382Z", "start_time": "2022-04-15T15:37:49.670384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# flights 수평 그래프\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Histogram Plot:** 실수 변수 내 데이터 분포(절대량) 집계\n", "\n", "- `특정 구간별 데이터의 집계`를 확인하는데 유용 \n", "- 통계적으로 `데이터의 분포`를 확인하는데 필수!\n", "- 가로축에는 분포를, 세로축에는 빈도가 시각화\n", "\n", ">```python\n", "df.plot(kind='hist')\n", "df.plot.hist()\n", "```" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:50.105383Z", "start_time": "2022-04-15T15:37:49.836384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# iris\n" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:50.240382Z", "start_time": "2022-04-15T15:37:50.106384Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# titanic\n" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:50.361413Z", "start_time": "2022-04-15T15:37:50.242384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# tips\n" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:50.482383Z", "start_time": "2022-04-15T15:37:50.362383Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# flights\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Kernal Density Plot:** 실수 변수 내 데이터 분포(상대량) 집계\n", "\n", "- `Histogram Plot`이 `count(절대량)`을 표현한다면 `Kernel Density Plot`은 `ratio(상대량)`을 표현\n", "- 히스토그램과 유사한 모양이지만 `부드러운 라인`으로 시각화\n", "\n", ">```python\n", "df.plot(kind='kde')\n", "df.plot.kde()\n", "```" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:50.678382Z", "start_time": "2022-04-15T15:37:50.483384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# iris\n" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:50.829383Z", "start_time": "2022-04-15T15:37:50.679383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# titanic\n" ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:50.934384Z", "start_time": "2022-04-15T15:37:50.832385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# tips\n" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:51.054384Z", "start_time": "2022-04-15T15:37:50.935387Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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sH+bcPZZfTxxESUUNN/5zMWf9fgbPz99CdZ3mSxWR6KDwJuKB+Rv90z6doJsVWlxKYjxXndid//7wNB65YhipyfHc/epyTnngQx6dvp4D1XVelygiclQU3kQ8MG/jXjJSEujfqa3XpUSt+Djj/CGdeeN7p/DP60bSt0MGD7y7ilMf/JAnZ29UT5yIRCyFNxEPzNu4j+N75OharFZgZpzSpz3/vH4k/7n5ZPp1zOBXb37KGQ/P4N9LComV635FJHoovIm0st1lVWwoKtf4bh4Ymp/Fv64fybPXnUBWaiK3vbCUSyd/zLrdGmJERCKHwptIK2u43k3ju3nDzBjdJ5fXbz6F3144mNU7yzjn/2bx8PurqanzHX4HIiIeU3gTaWULNxXTJjGegZ11vZuX4uKMy07oxrQfjmHCkM78+b/ruOjRjzTlloiEPYU3kVa2eEsxQ7pmkhivX79w0D49md9fehx/++YIthZXcN6fZvPCgi26Fk5EwpY+PURaUWVNPZ9u38+I7tmHbyyt6uyBHXn31lM5Lj+Lu15Zzk/+vVynUUUkLCm8ibSiZYUl1Pkcw7spvIWjjpkp/PP6kdx8+jFMmb+VK//+MXsOVHtdlojIlyi8ibSixVtKABiunrewFR9n/Ojsfvzp8mEs31bKhX/9iM17y70uS0TkcwpvIq1o0eZierZPIyctyetS5DC+NrQzz08aRVlVLRc9OpeV20u9LklEBFB4E2k1zjmWbCnWKdMIclx+Fi/dOIqkeOOyv33M4i3FXpckIqLwJtJaNu+tYG95DcO7Z3ldihyB3nkZvHzTSbRLT+KaJ+azrLDE65JEJMYpvIm0koZeG91pGnk6Z7Xhue+cSFZaIlf9fR4rtukUqoh4R+FNpJUs2lxMenICffIyvC5FvoLOWW147voTSU9O4Kon5rF2l6bUEhFvKLyJtJLFW0oY1i1Lk9FHsPycVKZMOpHE+Di+9dQCdu2v8rokEYlBCm8ireBAdR2rd+5nmG5WiHjd26Xx1LeOp7iihmufWsCB6jqvSxKRGKPwJtIKlm4twedgeLcsr0uRFjCoSyZ/vXI4q3eV8d1/Laa2XjMxiEjrUXgTaQWLNvtvVlDPW/Q4rW8ev/n6IGauKeLXb37qdTkiEkMSvC5AJBYs3lJMn7x0Mtskel2KtKBLj+/Gut0HeHzWRgZ2yeQbBflelyQiMUA9byIh5vM5lmwp0RAhUequ8f04uXc7fvrvFXyytcTrckQkBii8iYTYpr3llFbWclx+ltelSAgkxMfxyOXDyWubzI3PLqKoTBPZi0hoKbyJhNjywICuQ7pmeVuIhEx2WhKTv1lASWUNt73wCT6f87okEYliCm8iIbZ0aynJCXEc2yHd61IkhAZ0bssvJgxk9ro9PDpjvdfliEgUU3gTCbFlhSUM7NyWhHj9ukW7S4/PZ8LQzjz8/moWbNrndTkiEqX0aSISQnX1PlZsL9Up0xhhZvzm64PIz0nl+1OWUFxe43VJIhKFFN5EQmhd0QGqan0Mzc/0uhRpJRkpifz58mHsOVDNj15ehnO6/k1EWpbCm0gILduqmxVi0ZCuWdw1vh9TP9vFiwu3el2OiEQZhTeREFpaWEJGcgI926V5XYq0sm+f3JNRvdrxqzc+Zeu+Cq/LEZEoovAmEkLLCksZ1CWTuDjzuhRpZXFxxkOXDMHMuOOlpRo+RERaTMjCm5nda2YzzGyOmQ0MWp9uZlPMbKaZvWZmbQPrJ5rZLDObZ2aXBtYNMbP3A+tfNLOkptqKhJvqunpW7dzPEF3vFrO6Zqfy8wkDmLdxH0/O2eh1OSISJUIS3sxsNNDBOTcGuAF4KGjzbcAbzrlTgQ+Am8wsDbgDOBMYC9xtZimAAyY450YDm4ELDtFWJKys2lFGbb1jqK53i2mXjOjKmf3zePC91azbXeZ1OSISBULV8zYOmALgnFsB5ARtGwu8FFh+BRgFnAhMc85VO+fKgXlAP+fccudcw1wzxUB5U21D9D5EvrJlhSUADOmqnrdYZmbcf+EQ0pLi+dHLy6jX6VMROUqhCm95QFHQ4zoza3itZOdcbWB5L5DdSPuG9QCY2cnAQOC9w7UNZmaTzGyhmS0sKipqrIlIyCwtLKVdWhJdstp4XYp4LDcjmZ9PGMCSLSU8O3eT1+WISIQLVXgr5cuByuec8zUsBwW5bPxB7OD22UCR+d2Nv7fuaudcfVNtGyvCOTfZOVfgnCvIzc096jclciSWFZYwuGsmZrpZQWDicV0Yc2wuD763msJi3X0qIl9dqMLbLOBiADMbABQGbZsHXBBYvgiYCswHxptZopmlAoOAVcCNwA7n3L2B4MYh2oqEjfLqOtbtPqDx3eRzZsZ9Xx8EwE9fW6HBe0XkKwtVeHsLSDKzWcDvgLvM7IHA3aL3A5PMbDowAnjKObcHeBqYDbwN3OOcqwMmADeY2fTA1+2HaCsSNlZu34/PwVBd7yZBumancse4vkxfXcR/PtnudTkiEqESQrHTwCnSmw5afVfg+x7gnEae8zjw+EHrzm1i///TViScfHGzQpandUj4ueakHry+dDu/fGMlo/u0p116stcliUiE0SC9IiGwtLCUzpkp5Gbog1m+LD7OeOCiIRyoruO+tz/zuhwRiUAKbyIh0HCzgkhj+nbM4Duje/Hq4m3M37jP63JEJMIovIm0sNKKWjbvrdApUzmk743tTZesNvzstRXU1vsO/wQRkQCFN5EWtmxbCYBmVpBDSk1K4J4JA1i9q4yn52zyuhwRiSAKbyItbFlhKYBOm8phnTWgA2P75fHHqWvYWVrldTkiEiEU3kRa2NKtJfRsn0Zmm0SvS5EwZ2b8YsJA6nyOe9/61OtyRCRCKLyJtLBlhaUM7qJeN2mebu1Sufn03ry1bAez1moaPxE5PIU3kRa0e38VO/dXaTJ6OSKTTu1Fj3ap/Pw/K6muqz/8E0Qkpim8ibSghuvdhuZneVuIRJSUxHh+8bWBbNxTrpsXROSwFN5EWtCywhLiDAZ2but1KRJhTuubxxn98vjzf9dRVFbtdTkiEsYU3kRa0NLCUo7tkEFqUkhmnpMo9//O6091XT2/e2+116WISBhTeBNpIc45/8wKullBvqJeuel866QevLhoKyu2lXpdjoiEKYU3kRZSWFxJcUUtQ3S9mxyFW87oQ05qEr98YyXOOa/LEZEwpPAm0kI+v1lBd5rKUWibksiPzu7Lgk3FvLlsh9fliEgYUngTaSHLCktIio+jX0fdrCBH55KCfAZ0asv9b39GZY2GDhGRL1N4E2khSwtL6N8pg6QE/VrJ0YmPM+6ZMIDtpVVMnrnB63JEJMzoU0akBfh8jhXb9ms+U2kxI3u147whnXh0xjq2l1R6XY6IhBGFN5EWsGFPOQeq6xjSNcvrUiSK/PicfvgcPPz+Gq9LEZEwovAm0gKWFZYAMFThTVpQ1+xUrj25B68uKWTldg0dIiJ+Cm8iLWBZYSmpSfH0zkv3uhSJMt89rTdZbRL5zdufaegQEQEU3kRaxNLCEgZ1ziQ+zrwuRaJMZptEvn9GH+as28v0NUVelyMiYUDhTeQo1db7+HS7blaQ0LlyZHd6tEvl/rc/o67e53U5IuIxhTeRo7RmVxnVdT6GKLxJiCQlxHHX+H6s2XWAlxcVel2OiHjsqMKbmY1rqUJEItUXMytkeVuIRLXxgzoyons2D3+whvLqOq/LEREPHXF4M7PkoId3t2AtIhFpWWEJmW0S6d4u1etSJIqZGf/vvP4UlVVr4F6RGHfY8GZmLxy06p3gzS1bjkjkWbq1lCFdMzHTr4OE1vBu2Zw3uBOTZ25g1/4qr8sREY80p+ct76DHwZ9Qum9dYlpVbT1rdpUxuIuud5PWcef4vtT5fPzhAw3cKxKrmhPeDg5oHc3sajO7JhQFiUSST3fsp87nNLOCtJru7dK4elQPXly4lVU793tdjoh44KvcsOCAusCXSExbtrUEgKH56nmT1nPL2N6kJydw/9urvC5FRDzwVcLbLufcc865f7V4NSIRZllhKbkZyXRsm+J1KRJDslKT+N7Y3sxYU8RH6/d4XY6ItLLmhLcuZvZ+4OsDYHeoixKJFEsLSxiqmxXEA1eP6kHnzBQeeGeVps0SiTGHDW/Oub7OuXGBr7Occ5cGbdYnlsSssqpaNuwpZ3CXLK9LkRiUkhjPbWcdy9LCUt5ZsdPrckSkFR3tDAv3NbXBzO41sxlmNsfMBgatTzezKWY208xeM7O2gfUTzWyWmc0zs0uD2vc3s5fNbHzQuifM7CMzm25mDx7lexD5SlZs249zMETXu4lHLhzelWM7pPPQe6up1bRZIjEj4VAbzewmILuxbc653zjnpprZb51zdx/0vNFAB+fcGDMbBDwEnBvYfBvwhnPuOTO7GbjJzB4B7gDOCNQ028z+A3TAPxDwgYNePgs4xzlXegTvVaRFLS0sATSzgngnPs64a3w/rntmIS8s2MpVJ3b3uiQRaQWH63lbBMxp4qvB8EaeNw6YAuCcWwHkBG0bC7wUWH4FGAWcCExzzlU758qBeUA/59xm59w1wKaD9p8B6B558dSywhLyc9qQk5bkdSkSw8b2y+P4Htn837S1VNRoEACRWHDI8Oacm++cm9HY12H2mwcUBT2uM7OG10p2ztUGlvfi79k7uH3D+iZLA6YHbqIY3VQjM5tkZgvNbGFRUVFTzUS+Ev/MCllelyExzsy4+5x+FJVV8+TsjV6XIyKtoDnTY71jZrPNbHlgeVoz9lvKl8OXzznXcEGGLyjIZeMPbQe3b1jfKOfc2c65McB1wF8O0W6yc67AOVeQm5vbjLJFmmfPgWq2lVRynMKbhIER3XMYN6ADj83YwL7yGq/LEZEQa87dpucAPwSeDiw3Z6iQWcDFAGY2ACgM2jYPuCCwfBEwFZgPjDezRDNLBQYBTY4+aWYN1+oVA7VNtRMJlWWB692GdNXNChIe7hzfl4qaOh757zqvSxGREDvkDQsHaRhIyAXC0xX4hwrp1Ejbt4BzzWwWUAbcYGYPAD8D7geeNbNbgXXAzc65ajN7GpgNVAL3OOcOdfHGu4Ea4oGfHMF7EGkRS7eWEmcwSHOaSpjonZfBNwryefbjTVx7cg/yc1K9LklEQuSw4c3MvgH0AfoGljPwB7nqQJNfH/ycwCnSmw5afVfg+x7gnEae8zjweGM1OOd+cdDjMw9Xt0goLSssoU9eBmnJR/L/H5HQ+sGZx/LvJdv4/Qdr+MOlx3ldjoiESHPGeWuD/7TntMDyZOdcvXPuhYavkFYoEmaccywtLNUpUwk7HTNT+PYpPXntk22s3K6RlESiVXOueXvmoK83WqMwkXBVWFzJvvIahuRneV2KyP+4ccwxtE1J5MF3V3tdioiEyNHOsCASc5YV+ns0dKephKPMNoncfPoxmrReJIopvIkcoaWFJSTFx9G3Y4bXpYg0SpPWi0Q3hTeRI7R0awn9O7clKUG/PhKeNGm9SHTTp4/IEaj3OVZsK+U43awgYU6T1otEL4U3kSOwvugA5TX1mhZLwl7DpPUb95TzwoKtXpcjIi1I4U3kCCzdWgLA0Hz1vEn4G9svjxN65PDHqWspr9ak9SLRQuFN5AgsKywlPTmBXu3TvS5F5LDMjLvO6ceeA5q0XiSaKLyJHIGlhSUM7pJJXJx5XYpIs4zons24AR3428wN7D1QffgniEjYU3gTaabquno+27GfITplKhGmYdL6v3y43utSRKQFKLyJNNOqHWXU1jsNzisRJ3jS+q37KrwuR0SOksKbSDMtKywB0LRYEpF+cOaxxMcZv3tf02aJRDqFN5Fm+mRrKe3Tk+icmeJ1KSJHrGNmCted0pP/fLKd5YWatF4kkim8iTTTJ1uLGdo1CzPdrCCR6YYxx5CTlsRv3v5M02aJRDCFN5FmKKmoYX1ROcO7Z3tdishX1jYlke+P7c3cDXuZvrrI63JE5CtSeBNphk8Cg/MO65blaR0iR+uKkd3p0S6V+9/5jHqfet9EIpHCm0gzLN5SQpzBUN1pKhEuKSGOO8f3Y82uA7y8SNNmiUQihTeRZliypZi+HduSlpzgdSkiR+2cQR0Z1i2L33+whooaTZslEmkU3kQOw+dzfLKlhOE6ZSpRwsz4ybn92bVf02aJRCKFN5HDWFd0gLLqOoZ1080KEj2O75HDuAEdeGzGBvZo2iyRiKLwJnIYizcXA6jnTaLOXef0o7K2nj9NW+t1KSJyBBTeRA5jyZYSslIT6dk+zetSRFrUMbnpXH5CPs/N28KGogNelyMizaTwJnIYi7cUMyxfg/NKdLr1jGNJTojjwXc1bZZIpFB4EzmE0spa1u4+oOvdJGrlZiRzw5hjeHflThZu2ud1OSLSDApvIoewNDA473CFN4li14/uSV5GsqbNEokQCm8ih7B4SzFmMDQ/0+tSREImNSmB2886lsVbSnhr+Q6vyxGRw1B4EzmExVtKODYvg4yURK9LEQmpSwry6d+pLfe/vYqq2nqvyxGRQ1B4E2mCf3DeYoZ3z/K6FJGQi48zfnZ+f7aVVPL3WRu8LkdEDkHhTaQJG/YcYH9VHcPydb2bxIaTjmnP2QM78Nfp69m1v8rrckSkCQpvIk1YuCkwOK963iSG/OTc/tTVOw0dIhLGQhbezOxeM5thZnPMbGDQ+nQzm2JmM83sNTNrG1g/0cxmmdk8M7s0qH1/M3vZzMYHrWu0rUhLmr9pHzlpSRyTm+51KSKtpnu7NK49pQevLC5kWWGJ1+WISCNCEt7MbDTQwTk3BrgBeCho823AG865U4EPgJvMLA24AzgTGAvcbWYpZtYduBs4ELTvRtuG4n1IbFuwaR/H98jW4LwSc753em/apyfxqzc+1dAhImEoVD1v44ApAM65FUBO0LaxwEuB5VeAUcCJwDTnXLVzrhyYB/Rzzm12zl0DbAp6fqNtQ/Q+JEbtLK1i675Kju+Rc/jGIlEmIyWRO8b1ZeHmYt5cpqFDRMJNqMJbHlAU9LjOzBpeK9k5VxtY3gtkN9K+YX1z9t1kWzObZGYLzWxhUVFRY01EGjU/MNL8CT0V3iQ2NQwd8tt3NHSISLgJVXgr5cuByuec8zUsBwW5bPxB7OD2Deubs+8m2zrnJjvnCpxzBbm5uUf4FiSWLdi4j7SkeAZ0aut1KSKeiI8zfn7+ALaVVPL4TA0dIhJOQhXeZgEXA5jZAKAwaNs84ILA8kXAVGA+MN7MEs0sFRgErGpi30fSVuQrWbBpH8O7Z5MQrxuyJXaNOqYd5wzqyF+mr6OwuMLrckQkIFSfTG8BSWY2C/gdcJeZPWBmScD9wCQzmw6MAJ5yzu0BngZmA28D9zjn6hrb8ZG0FfkqSitqWb2rTNe7iQA/PX8AhvGrNz71uhQRCUgIxU4Dp0hvOmj1XYHve4BzGnnO48DjTezvF81tK3K0Fm7eh3MovIkAXbLacMsZvXnw3dV8uGo3p/fL87okkZinc0IiB5m/aR+J8cawbllelyISFq4/pRe9ctP4xRsrdfOCSBhQeBM5yIKN+xjcJZOUxHivSxEJC0kJcfzqa4PYvLeCybp5QcRzCm8iQapq61m+rZTjNUSIyJec0qc95w3pxF8+XMfWfbp5QcRLCm8iQZZsKaG23nGCrncT+R8/Pa8/8XHGL99Y6XUpIjFN4U0kyNwNe4kzKFB4E/kfnTLbcOsZfZj62W6mfrrL63JEYpbCm0iQuev3MLhLJpltEr0uRSQsffuUnvTJS+ee11dSXq1RmkS8oPAmElBRU8eSLSWMOqa916WIhK3E+Dh+c+FgtpVU8vD7a7wuRyQmKbyJBCzYVEydz3HSMe28LkUkrB3fI4erTuzGUx9tZMmWYq/LEYk5Cm8iAR+t30NivFHQI/vwjUVi3F3j+9EhI4Ufv7qcmjrf4Z8gIi1G4U0k4KN1exmWn01qUkgmHhGJKhkpidw7cRCrdpbxtxnrvS5HJKYovIngn890xfZSTuqtU6YizXXWgA6cN6QTf/7vOtbtPuB1OSIxQ+FNBPh4416cg5N0s4LIEfnFhIG0SYrnx68uw+dzXpcjEhMU3kSAuev3kpIYx3H5WV6XIhJRcjOS+el5/VmwqZh/zN3kdTkiMUHhTQSYs24Px/fIISlBvxIiR+riEV05rW8uv313FeuLdPpUJNT0SSUxb3tJJWt3H+DUPrlelyISkcyMBy8aQkpiPLe/8Al19br7VCSUFN4k5s1YUwTAmL4KbyJfVV7bFO6bOJilhaX8dbruPhUJJYU3iXkzVhfRKTOFPnnpXpciEtHOG9KJC47rzJ+mrWV5YanX5YhELYU3iWm19T7mrNvDaX1zMTOvyxGJeL/62iDapydz24ufUFVb73U5IlFJ4U1i2uLNxZRV1zHmWJ0yFWkJmamJPHTJENbtPsBv3v7M63JEopLCm8S0GWuKSIgzTuqt8d1EWsroPrl8Z3RP/jF3M++u2OF1OSJRR+FNYtr01UUM755N25REr0sRiSo/OrsfQ/Oz+NHLy9i6r8LrckSiisKbxKzd+6v4dMd+nTIVCYGkhDgeuXwYAN+bskST14u0IIU3iVmfDxGi8CYSEvk5qTxw0RCWbi3hofdWeV2OSNRQeJOY9cGnu+jYNoWBndt6XYpI1Dp3cCe+eWJ3Hp+1kbeX6/o3kZag8CYxqbKmnplrixg3sIOGCBEJsZ+e35/h3bK446WlrN5Z5nU5IhFP4U1i0sy1RVTV+hg3oKPXpYhEveSEeB69agTpyQlMenYhpRW1XpckEtEU3iQmvb9yF21TEhjZK8frUkRiQoe2KTx61Qi2l1Ryy/NLqPc5r0sSiVgKbxJz6up9TFu1izP6dyAxXr8CIq1lRPdsfnXBIGauKeJ+DeAr8pUleF2ASGtbsKmYkopaxg3o4HUpIjHn8hO6sXpnGX+fvZH8nFSuOamH1yWJRByFN4k573+6k6SEOE7VECEinvjZ+QPYVlLJL99YSeesNpyl/0iJHBGdM5KY4pzj/ZW7GN27PWnJ+r+LiBfi44w/XTaMwV2zuGXKYpZuLfG6JJGIovAmMWXJ1hK2lVRyzuBOXpciEtPaJMXzxDUF5GYk8+2nF7C+6IDXJYlEjJCFNzO718xmmNkcMxsYtD7dzKaY2Uwze83M2gbWTzSzWWY2z8wuPUzbJ8zsIzObbmYPhuo9SPR5/ZPtJCXEcfZAnaYR8Vr79GSeufYEzODKx+dpDlSRZgpJeDOz0UAH59wY4AbgoaDNtwFvOOdOBT4AbjKzNOAO4ExgLHC3maU01jawjyzgHOfcac65O0PxHiT61Pscby3fwdi+eWRoInqRsNArN51nrxtJVV09lz/+MTtKK70uSSTsharnbRwwBcA5twIIHkxrLPBSYPkVYBRwIjDNOVftnCsH5gH9mmgLkAHsD1HtEqU+3rCXorJqJgzt7HUpIhKkf6e2/OPbJ1BaUcuVj89jd1mV1yWJhLVQhbc8oCjocZ2ZNbxWsnOuYXjtvUB2I+0b1jfWFsAB083s/UAvX6PMbJKZLTSzhUVFRU01kxjx+ifbSUuK54z+eV6XIiIHGdI1i6e/fTw791dx2eSP2V6iHjiRpoQqvJXyRdAC8DnnfA3LQUEuG39oO7h9w/rG2uKcOztwSvY64C9NFeGcm+ycK3DOFeTmaliIWFZVW887K3YwbmBHUhLjvS5HRBoxonsOz3z7BIr2V3PJY3PZuKfc65JEwlKowtss4GIAMxsAFAZtmwdcEFi+CJgKzAfGm1mimaUCg4BVTbTFzBrGeCgGNEmeHNb7n+5if1UdFw7v4nUpInIIx/fIYcqkE6msreeSx+by2Q5dISNysFCFt7eAJDObBfwOuMvMHjCzJOB+YJKZTQdGAE855/YATwOzgbeBe5xzdY21Dez/3cC6d4CfhOg9SBR5aeFWumS14eRj2ntdiogcxqAumbx4w4kkxBmX/m0uc9fv9bokkbBizsXG5MAFBQVu4cKFXpchHigsrmD0gx/y/bF9uO2sY70uR0Saaeu+Cr711Hy27Kvgvq8P5hsF+V6XJNJqzGyRc66gsW0apFei3suL/GftLx7R1eNKRORI5Oek8up3T2Zkz3bc+fIyfvvOKny+2OhwEDkUhTeJavU+x0sLCzn5mPbk56R6XY6IHKHMNok8de3xXDGyG4/NWM+kZxdSWqFLnSW2KbxJVJu+ejfbSiq57ASdbhGJVInxcdw3cRC/mDCA6auLOP+RWSwvLPW6LBHPKLxJVHv6o010bJvC2QM7el2KiBwFM+NbJ/fkxRtHUV/vuOjRj3h27iZi5bptkWAKbxK11u4qY9baPXxzVHcS4/WjLhINhnfL5q3vj+bk3u342X9W8p1/LNSMDBJz9IkmUeuZuZtISojjsuN1ylQkmmSnJfHENcfz0/P6M2vtHsb9YSZvLtvudVkirUbhTaJScXkNry7exgVDO9MuPdnrckSkhcXFGdeP7sVb3x9N93ZpfO+5JXz3X4vYWapeOIl+Cm8SlZ76aBMVNfV859ReXpciIiHUOy+dV24cxY/O7svUz3ZzxsPT+fusDdTW+w7/ZJEIpfAmUWd/VS1Pz9nI+IEdObZDhtfliEiIJcTHcfPpvZl62xhG9mrHr9/6jPP/NJt5GzQzg0QnhTeJOs/O3cz+qjpuPr2316WISCvq1i6VJ64pYPI3R3Cguo5LJ3/M9c8sZO2uMq9LE2lRCm8SVcqr63hy9kZO65vL4K6ZXpcjIq3MzBg3sCNTbx/Dj87uy7wNezn7jzO56+Vluh5OoobCm0SVyTM3sLe8hlvP6ON1KSLioTZJ8dx8em9m3Hk6157ck38v2capD33Iz/+zgu0llV6XJ3JUFN4kauzeX8XkmRs4b3AnhnXL9rocEQkDOWlJ/Oz8AUz74RguGt6FKfO3MOahD7n7lWVs2VvhdXkiX4nCm0SNP0xdQ53Px53j+3pdioiEmfycVO6/cAjTf3Q6V5zQjVeXbOP0h6dz2wufsHK7ptqSyJLgdQEiLWHl9lJeWLCVq0f1oHu7NK/LEZEw1SWrDb+8YBA3n96byTM38Nz8Lfx7yTZO7JXD9af0Ymy/POLizOsyRQ7JYmVeuIKCArdw4UKvy5AQqPc5vv7XOWwvqWTa7aeRmZrodUkiEiFKK2t5fv4WnvloE9tLq+jZPo1rT+7BxSO6kpqk/g3xjpktcs4VNLZNp00l4v1j7iaWFZby8wkDFdxE5IhktknkhjHHMOPO0/nz5cNo2yaRn/9nJSf+Zhq/efszXRcnYUk9bxLRtu6rYPwfZ1LQI4enrz0eM53uEJGvzjnH4i3FPDF7I++t3IXPOU47NperR/Xg1GNzidcpVWklh+p5U5+wRKzaeh/ff34JcWb8euIgBTcROWpmxojuOYzonsPO0iqem7+FKfO3cO3TC8jPacNVI7vzjYJ8stOSvC5VYph63iRiPfjuKv46fT2PXDGM84d09rocEYlStfU+3lu5k3/M3cz8jftISohjwpDOXD2qO0Pzs7wuT6KUet4k6kz9dBePzljPZcfnK7iJSEglxsdx/pDOnD+kM6t3lvHsx5v49+JtvLK4kCFdM/nmid2ZMLQzKYnxXpcqMUI9bxJxVm4v5ZLH5tI7L50XJo2iTZL+YIpI6yqrquXfS7bxj7mbWbf7AFmpiVwyoiuXn9CNXrnpXpcnUeBQPW8KbxJRCosruPjRuZjBf24+mby2KV6XJCIxzDnHxxv28ezHm3h/5S7qfI6RPXO4YmQ3zh7YUb1x8pXptKlEhcLiCi5//GPKa+p4YdIoBTcR8ZyZMeqYdow6ph27y6p4eVEhz8/fyq3Pf0JWaiIXDuvK5Sfk06dDhtelShRRz5tEhI17yrn6yXmUVNTyr+tHMqRrltcliYg0yudzzN2wl+fmb+H9lTuprXcUdM/m8hO6ce7gTrrUQ5pFp01ReItkc9fv5cZ/LiLO4Jlvn6DgJiIRY8+Bal5dXMiU+VvZuKecjJQEJgztzNeHdWFEt2xNxSVNUnhD4S0S+XyOx2dt4KH3VtOjfRpPXFOgeUtFJCI1XBv3/IItvLdyJ1W1PrpktWHiMH+Q652n06ryZQpvKLxFmk17yvnxq8uZu2EvZw/swIMXDyWzjaa+EpHIV15dx/uf7uTfS7Yze20RPgcDOrVl/KCOjBvYgb4dMjTouCi8gcJbpCitqOXRGet5cvZGEuONeyYM5JKCrvpDJiJRaXdZFW8u3cGby7azZGsJzkG3nFTGDejAWQM6MLx7NonxmoY8Fim8ofAW7naUVvLk7I08N28L5TX1XDS8K3eN76s7SkUkZuwuq2LaZ7t5f+VO5qzbS029j7SkeE7omcPJvdtz0jHt6dcxQ9fJxQiFNxTewlFxeQ3TVu3mtSXbmLN+D3FmTBjSiRvGHEP/Tm29Lk9ExDMHquuYvbaIOev2MmfdHjbsKQegbUoCQ/OzOC4/i6Fdsxian0VuRrLH1UooeBLezOxe4FT8Y8lNcs6tDKxPBx4HugD7gKudc/vNbCLwQyAJ+L1z7oUjaXu4ehTevOWco7C4kmWFpSzbVsLc9XtZvq0U56B7u1QmHteFi0d0JT8n1etSRUTCzo7SSuas28uizcUs3VrC6l1l1Pv8n9/t0pLonZdO77x0+uSl0zM3nS5ZbeiclUJqkoZzjVStHt7MbDTwTefcJDMbBDzonDs3sO1nwHrn3HNmdjOQDjwCvAecgT/szQZGAT9qblvnXNWhalJ4a3nOOarrfFTX+iitrKWksobiilpKKmooLq9hW0klW/dVsmVfBVv3VVBWXQdAQpxxXH4Wo/vkMqZvLkO7ZuqaNhGRI1BRU8fK7ftZurWEdbsPsHb3AdbsKqOsqu5L7XLSkuiclULHtinkpCWRnZZETqr/e3ZqEunJCaQmxZOWHE+bpARSE+NJTY4nKT5Of5c95sUMC+OAKQDOuRVmlhO0bSzw28DyK8BjwEJgmnOuGqg2s3lAvyNs+0mI3kuzPPPRJj74dBcOfxhuyMSffz94fcMTD7O9IVx/8fjg5ze1vak6vrxfDve8wHafc9TU+QJhrd7/vc73P/8OwZIT4sjPSaVbTirH98jm2I4ZDO6SSd+OGSQnaJBKEZGvKjUpgeN75HB8jy8+Xp1z7C6rZvPeCraVVLC9pIptJZVsK66ksLiS5dtKKS6vpab+0H+7AeLjjKT4OBLijYQ4IyE+LvDdSIiL+9I6MzCAQNizwKL/u33+2L/Nv+GLNvbFtsDjSHDvxEH0bO/d0FWhCm95QFHQ4zozi3PO+YBk51xtYP1eILuR9g3rj6Tt/zCzScAkgG7duh3VGzqc2noflbX1/tf9/PUD3/l84fNvn/8wf/7D+uUf4ODnHfyfHwv6Bfly+0Nv56D9NVVnU3UkJ8SRnBhHckL8F98T4khOiCOzTSJZqUlkp37xPTs1SRfWioi0EjOjQ9sUOrRNAXIabeOco6Kmnn3lNewrr6G8uo6KmnoqauuprKmjvLqeytp6KmrqqKnzUedz1NW7wPfA4+Dleh+OL/+H//NOB+fvEAjuRGh47ADnA4cvaFvk8Hl8v0CowlspXw5UvkBwA/AFBbls/EGsFOgd1L5h/ZG0/R/OucnAZPCfNj3qd3UI14/uxfWje4XyJURERI6KmZGWnEBacoKuMY5goRo8ZhZwMYCZDQAKg7bNAy4ILF8ETAXmA+PNLNHMUoFBwKojbCsiIiIS9ULV8/YWcK6ZzQLKgBvM7AHgZ8D9wLNmdiuwDrjZOVdtZk/jv/mgErjHOVdnZs1uG6L3ISIiIhJWNM6biIiISJg51N2mmnNDREREJIIovImIiIhEEIU3ERERkQii8CYiIiISQRTeRERERCKIwpuIiIhIBFF4ExEREYkgMTPOm5kVAZsDD9sDezwsR/x0HMKDjkN40HEIDzoO4UHHAbo753Ib2xAz4S2YmS1sauA7aT06DuFBxyE86DiEBx2H8KDjcGg6bSoiIiISQRTeRERERCJIrIa3yV4XIICOQ7jQcQgPOg7hQcchPOg4HEJMXvMmIiIiEqlitedNREREJCIpvImIiIhEkKgOb2aWZGaPm9l0M/vYzAoC6zua2ZtmNsvMnjazxMD6m8xsppnNM7Mx3lYf3czsXjObYWZzzGyg1/VEMzPLMrPnA78HM82sp5n1NbNpgX//h4La6ri0AjNbbGbjdRy8YWYnBH4X5pjZnToO3jCz24P+fYfpODRfgtcFhFgS8LBzblXggD8InAfcB/zGOfdR4AfkQjP7GJgAjAHygDeAEzyqO6qZ2Wigg3NujJkNAh4CzvW4rGiWCtzunNtuZucBdwC9gOucc5vM7CUzG4n/90XHJcTM7GIgM/Dwj+g4tKrAf9Z/DlzgnCsOrHsHHYdWZWZZwNeA04BjgD/gzyQ6Ds0Q1eHNOXcAWBV4WAyUB5b7Ouc+Ciy/AlwGpAMvOf8dHLvMbJ+ZZTnnSlqz5hgxDpgC4JxbYWY5HtcT1Zxz24MeFgPVQIpzblNg3SvAKKAdOi4hZWYZwDeBf+H/+6vj0PrOwT/bzpRAkPsxOg5eqMd/9i8J/2wKRUBPHYfmierTpg0CCf9h4FeBVcHvey+Qjb+3raiR9dLyDv63rjOzmPhZ9JKZdcHf6/Yw/p/vBk39Dui4tLw/Ab8GfEAGOg5e6APkAOcD1wEvoOPQ6pxzZcBM4DPgdeApdByaLep63szsBPynRwEexf8/rO8CdzvnGuY2taCnZOP/wSjly2GtYb20vIP/rX3OOZ9XxcQCMzsf/2UB3wEqgKygzQ0/623QcQkZM7sS2OKcWxA4fV2CjoMX6oD3nXN1wCYz20fjf/t1HEIo8DuQiP+UaTb+nrbgf18dh0OIuvTqnJvvnDvNOXca/lR/B3BtUHAD2GZmwwPLFwFTgVmBZcwsD0gInHaVljcLuBjAzAYAhd6WE93MbAgwwTl3g3Nur3OuEkgO9MQBXAhMQ8cl1K4ABpjZ8/j/ne8CBuo4tLq5+E+dYmYdgDIgSceh1XUHdgUuVdqPvyc6R8eheaKu5+0go4HhwDQzA6hxzo3D/0fzSTPzAQuA95xzzsyWmNlHQCXwA49qjgVvAeea2Sz8fzhv8LieaDceGG1m0wOPtwC3Ay+bWTXwunPuMzNbjY5LyDjnzmtYNrNfAB/jPzWk49CKnHPzzWy1mc3B3wt3O/6ODB2H1vU0/s/hGUAy8DfgE3QcmkUzLIiIiIhEkKg7bSoiIiISzRTeRERERCKIwpuIiIhIBFF4E5GoZWYZZnZ6M9p1scD0eYdp18fM+rXU64qIfBXRfrepiMQAM3sMOA6oAg445843s3eBG4ErgQ8D7VKByUA3YB9wvXNuD/6BW08BFgba/QK4AP+YhA3OAEYAKQRmbjGzePxTXA0B4oGnnHNP4B8V/vPXbaTeG4E9zrmXg9ZNBDo65x4LWvca/tlfDlbpnJvQjH8aEYlCCm8iEi0uC5papym3Av91zj1pZmPxz3ZwYxNtb3HOzQ5eERhyKNgk/APv3hIIci8G5kkuP7hhI35pZt8LetweeCS4gXNuopldBrzjnCsNTK81wTn3XDP2LyJRSuFNRKJKYODVRPw9YQc7CZgI4Jz7r5nddYhddTSzHv6mXxrkO1h//D15OOfqA2Pp9QUWN6PU14E5QY9PbKLdaPw9gqX4A96pgMKbSAxTeBORaDMJ6MKXp55q4Jxz9UGP6xtp02AiUADUm9kTwG/wn26dHNTmdeCOQA9aTuA5lwOph6nxDfzBL9h0/PM8HqycL06dptO8Xj0RiWIKbyISVZxz9wIErnk72AEzy3HO7TOzRA5909ZjwadNzewq4BtAUtBrTQ2cLv0T/lD1Xefc7kCPXaPM7F/4w2VT23c65y4zszbAO/iD4Elm1hX/1EBJgR6+8zWFn0hsUngTkWgRb2ZJ+MNORRNtJgO/M7NfATcBUw6xv3Qzy8J/+rUN/psh/mdCbOfce8B7zS3SOXdl8GMzm+qcO7ORdpXAaYdrJyKxR+FNRKLBYuB+/HNVVgAPNNbIOTc9cNPBTcBc59xrTexvIf5ToBfgD2zlwNvBDQI9YWfhD3cJ+HvkUoA0mrjLNOi53wKWOeeac22ciMiXKLyJSMRzzk3my9eiNXZnaEPb6fivLzvU/t4E3jx4feDOzwYHgA34r5urA2oCXxUc/m9rV2BTYPnqxho0dno1cLq0wU7n3GWISMxReBMR+QqccyXAjMa2HeqatyAPm1lxoH3Dug+dc/cF9n9lU08UkdhmzjmvaxARERGRZtL0WCIiIiIRROFNREREJIIovImIiIhEEIU3ERERkQii8CYiIiISQRTeRERERCKIwpuIiIhIBPn/g1E672l3a74AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# flights\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Box Plot:** 카테고리 별 실수 분포 확인\n", "\n", "- 정확한 명칭은 `Box-and-Whisker Plot` \n", "- 분포의 `통계수치도 함께 표현`되기 때문에 데이터 특성 이해하는데 수월 \n", "- 여러 변수들의 `데이터 범위/중앙값/이상치` 등을 `한번에 확인/비교`하는데 많이 사용\n", "- 아래와 같이 데이터를 4등분 하여 5개의 포인트로 표현 \n", "\n", ">\n", ">\n", ">
(https://www.wellbeingatschool.org.nz/)
\n", "\n", "- **Maximum:** `Q3에서 1.5 * Interquartile Range(IQR, Q3-Q1)` 위 범위까지 중 최상위\n", "- **Quantile 25%(Q3):** 등수 상 상위 25%\n", "- **Quantile 50%(Q2, Median):** 등수 상 가운데\n", "- **Quantile 25%(Q1):** 등수 상 하위 25%\n", "- **Minimum:** `Q1에서 1.5 * Interquartile Range(IQR, Q3-Q1)` 아래 범위까지 중 최하위\n", ">\n", ">
\n", ">\n", ">```python\n", "df.plot(kind='box')\n", "df.plot.box()\n", "```" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:51.189382Z", "start_time": "2022-04-15T15:37:51.055384Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# iris\n" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:51.355382Z", "start_time": "2022-04-15T15:37:51.190383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# titanic\n" ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:51.475383Z", "start_time": "2022-04-15T15:37:51.356385Z" } }, "outputs": [ { "data": { "image/png": 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SNCVNOEA+IjZWNoeBn1W2ZwGfPNxFM3NnZX1FgH8G9gKtmbm90nY3To4qSZKmgWpvI84ByMx/zMzPV9qeZTRwHZFKr9jHgT/hxY8hdwHzJvjMqojYEhFbhoaGjvRWkiRJU1K1SU1bI2LROOdX+8xBEfHbwO8AVzIa0uaOOTwPGDdJZebtwO0AS5YscYC+JElqaNWC0w+Aa8dpv/9wF42IM4DfycwPjWmbGRELMvNnwMXAZ46yVkmSpIZTbYD8h1/BdS8A3h4RD1T2dwBXA3dFxF5gY2YOvoLrS5IkNYQjeiR4tDLzBuCGcQ45KF6SJE0rLtcjSZJUkGFLkiSpIMOWJElSQYYtSZKkggxbkiRJBRm2JEmSCioy9YMmz5z21Zz+5dX1LqOYOe0AK+pdhiRJxRi2prhfDa5h+5rmDSOLV2+qdwmSJBXlY0RJkqSCDFuSJEkFGbYkSZIKMmxJkiQVZNiSJEkqyLAlSZJUkGFLkiSpIMOWJElSQYYtSZKkggxbkiRJBRm2JEmSCjJsSZIkFWTYkiRJKsiwJUmSVJBhS5IkqSDDliRJUkGGLUmSpIIMW5IkSQUZtiRJkgoybEmSJBV0bL0L0OEtXr2p3iUUc/yrZtS7BEmSijJsTXHb16yo6f0Wr95U83tKktTMfIwoSZJUkGFLkiSpIMOWJElSQYYtSZKkggxbkiRJBRm2JEmSCjJsSZIkFWTYkiRJKsiwJUmSVJBhS5IkqSDDliRJUkHFwlZEtEVET0R8rrJ/akTcHxHfjYgbS91XkiRpKinZs/UnwF5gRmX/i0BnZi4FFkfEWQXvLUkv0dfXR0dHBy0tLXR0dNDX11fvkiRNA8XCVma+H3gQICKOBVozc3vl8N3A2aXuLUmH6uvro7u7m7Vr17Jnzx7Wrl1Ld3e3gUtScbUas9UG7BqzvwuYV6N7SxI9PT309vayfPlyZsyYwfLly+nt7aWnp6fepUlqcrUKW08Bc8fszwOGxjsxIlZFxJaI2DI0NO4pknTUBgcHWbZs2Yvali1bxuDgYJ0qkjRd1CRsZeZzwMyIWFBpuhi4f4Jzb8/MJZm5pK2trRblSZoG2tvbGRgYeFHbwMAA7e3tdapI0nRxbA3vdTVwV0TsBTZmpv+dlFQz3d3dXHbZZcyePZsdO3awaNEidu/ezc0331zv0iQ1uaJhKzMfAB6obH8fB8VLmgIys94lSJpGnNRU0rTQ09PD+vXr2bZtG/v372fbtm2sX7/eAfKSijNsSZoWHCAvqV4MW5KmBQfIS6oXw5akaaG7u5vOzk76+/sZHh6mv7+fzs5Ouru7612apCZXy7cRJaluVq5cCUBXVxeDg4O0t7fT09NzsF2SSrFnS5IkqSB7tiRNCwfWRuzt7WXZsmUMDAzQ2dkJYO+WpKLs2ZI0Lbg2oqR6MWxJmhac+kFSvRi2JE0L7e3tXHrppbS2thIRtLa2cumllzr1g6TiDFuSpoUFCxZwzz33MDw8DMDw8DD33HMPCxYsqHNlkpqdYUvStHDfffcREbS1tQHQ1tZGRHDffffVuTJJzc6wJWla2L9/P9dffz1PPvkkmcmTTz7J9ddfz/79++tdmqQmZ9iSNG1s2LDhRWO2NmzYUO+SpEl3xhlnEBEHf84444x6lzTtGbYkTRsPPfQQ559/PkNDQ5x//vk89NBD9S5JmlRnnHEGjz76KBdddBFDQ0NcdNFFPProowauOnNSU0nTQktLCyMjI2zatIm2tjZaWloOtkvN4kDQOtBru2HDBt7znvewcePGOlc2vRm2JDWsxas3HfG5IyMjzD7zAnZvvR8YYYRjmH3mu9j9w28e1XW2r1nxMiqVaqe3t/cl+wdeDFF9GLYkNayjCT6tX5zJZ9//Lq6++l4Wr97E9jUruOmmm7juun4DlJpKZ2fni8YjHliWSvVj2JI0LVx55ZVcc801AOx//mRuuukmrrnmGq666qo6VyZNntNPP52NGzcSES9pV/0YtiRNC2vXrgXguuuuY+/evVw3cyZXXXXVwXapGTz11FNH1a7a8G1ESdPG2rVr2bNnDydf8w327Nlj0FLTefzxxznnnHPIzIM/55xzDo8//ni9S5vWDFuSJDWRu+66q+q+as+wJUlSE7nkkkuq7qv2DFuSJDWJk046ic2bN7N06VJ+/vOfs3TpUjZv3sxJJ51U79KmNQfIS5LUJHbs2MGiRYvYvHkz8+fPB0YD2I4dO+pc2fRm2JIkqYkYrKYew5YkSVPY0axwMFmc6HdyGbYkSZrCXm7wObBSgurPsCWp7s78zLd4+rnhmt6zlr0Fx79qBj/89Hk1u5+kqcWwJanunn5uuKn/B16Px0CSpg7DVpN6Jf+4v9zPNvMvS0mSXq7IzHrXMKElS5bkli1b6l2GpMJO/3LzL5L76AcerXcJqrN6PC6vJR+XQ0Q8kplLDm23Z0tS3f1qcE1T94z6GFHg4/LpzBnkJUmSCjJsSZIkFWTYkiRJKsgxW5KmhGYe73H8q2bUuwRNAXPaV3P6l1fXu4xi5rQDNO+YtFfCsCWp7mo9aNiZtVUPtX4j1e/51OFjREmSpIIMW5IkSQUZtiRJkgpyBnlJDaseg+odA6Na83veOCaaQb6mYSsiPge8g9GB+asy80fVzjdsSZKkRjFR2KrZY8SIeDvw65n5TuBDwI21urckSVK91HLM1nlAH0BmbgVOqOG9JUmS6qKWYetfAENj9vdFhAP0JUlSU6tl2HkamDdmf39m7j/0pIhYFRFbImLL0NDQoYclSZIaSi3D1t8AlwBExGnAE+OdlJm3Z+aSzFzS1tZWw/IkSZImXy2X69kEvDsi/gb4FaOD5CVJkppazcJW5ZHhh2t1P0mSpKnAAeqSJEkFGbYkSZIKMmxJkiQVNKXXRoyIIeCxetcxzZwI/FO9i5AK83uu6cDvee2dnJkvmUphSoct1V5EbBlvXSepmfg913Tg93zq8DGiJElSQYYtSZKkggxbOtTt9S5AqgG/55oO/J5PEY7ZkiRJKsieLUmSpIIMW5KaWkScW/nz6oiYX99qpHIi4vMR0VrvOvRShq0mceAXSpXjr4+IhYc556GJrh0Ra8Zpf3NEXFHZfiAiWic6V6qjNQCZeVNm7qx3MVIpmfmpzNxT7zr0UjVbiFrFrQH+VZXjvwc8BDwxWTfMzB8AP5is60mTLSLWAqdFxAPAPwJ/BOwBbgWeBk4Cfg5cnpnP16tO6eWIiDcAX2L0d/lfA8uAC4DPAm9jtEPlN4AzgOOBtcAMYDAz/0M9ap6u7NlqAmN/oUTEORHRX9n+dkS8LiJWAB8Ebqg8Sjk+IjZUznkwIuYdwW3mR8TXI+LhiLi1cl97sTSlZWYX8OPMPBd4dsyhduBDmbkM+BGwsg7lSa/UCuCOzHw7o/+RACAzP1n5zt8HXJGZTwI3A52ZuRx4JiLeXo+Cpyt7tppAZnZFxG9m5rkRsQW4MDOHIuI3gRsy85LK9kOZ+c3KM/0rMvNXEfFp4N3AnYe5zSnAOzLz+Yj484h4Z9m/lVTU9zLzl5XthwFn2VYj+hJwdUTcVNk+KCLOBzIzv1VpegvwFxEB8GrgkVoWOt0ZtppIRLQBOzNzCCAzvx8RC8Y59STgoxHxK0a7mH9xBJf/6zGPWR4GFgGPT0LZUmnj/Tt3ekS0Vsa3rAD+V41rkiZDZubnI+LXGP0O7wWIiJOA9zM6fOSAR4FLMvOpiJgJ7Kt5tdOYjxGbx7GMLjh6UkS8BiAi3gr8tHJ8BJhZ2f4DRrueV3PkgemtEXFMRBzD6JiAH05a5VJZD0bE93jh+w+j47TuiIgBYF9m/lV9SpNekfdFxN8CG4Evj2n/GvAm4DuV4SKnAZ8CvhER91fOPa7m1U5j9mw1jwcZ7XH6KLAhIp4HngIODIL8DvDfK28kbgR6I+IfgJ8d4fX/H/B14NeB/5mZf3+4NyClqSAzrx67HxGLgaHMfG99KpImR2b2Ar1jmtZV/pzoZallZSvSRJxBXtK0UglbawxbkmrFsKUXiYgLgNVjmoYy89/Vqx5JkhqdYUuSJKkgB8hLkiQVZNiS1HQi4uyI+INJutbCiHjbZFxL0vRk2JLUsCLigxHx3jH736xszgR+bZzzV0XEuMuURMSnIuKRiLiv8vO/K4feAJw32bVLmj6c+kFSo3tdRByYAf6EiLgLaAO+PfakyjpyK0Y341uZ+ZNxrvWxzHygcv6PIuI+YB6j055I0sti2JLU6M7khV76OZXlqc6lMqdQRKwE3sHovHNXVM79o8qaoN+tzFU0nscz84Kx15Kkl8OwJanRfT0zvwIHF0f/M+C1wN9Wjn+vcs6eMZ/5WETMAhYecq1XRcSrK9uL7NmSNBkMW5Ia3Ycr88PB6PiqSxjtiXpzRPxr4FqAygK8LxERN1QW6/0Ooz1gZ1YOfSEzv2TPlqRXynm2JDWsiDgOeA3QCvwzowvzPn0gIGXm5w85/wrg2Mz88wmudyzwh4yGqxFGHzkOAP/1wALvknS0fBtRUsPKzOeBU4HLM/OpzHy60v7AoUHrCH0c+CXwW5l5HqNvIQZw8WTVLGn6MWxJ0gtmAL/MSpd/Zu4HdgPH1bUqSQ3NMVuSmkFnRPzWIW0/zsxD59T6BdBS5To3Av85Ir4D7GM0ZH0PuG7SKpU07ThmS5IkqSAfI0qSJBVk2JIkSSrIsCVJklSQYUuSJKkgw5YkSVJBhi1JkqSCDFuSJEkF/X9e6uh/GaIIjQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# tips\n" ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:51.597384Z", "start_time": "2022-04-15T15:37:51.476385Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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zgRO6Gieq6lvDrFWSJGnYhhrMqurDwIcBkrwGeA69xWvPraqrtvZLcjxwYFWdmOQo4CJczFaSJC1yCzKUmeQpwL+mF9KWAT+a1uUU4BKAqroN2HeY9UmSJC2EhZpj9s+B66rqIXp37S5Msj7J1peiHwBM9fV/tAtzkiRJi9ZChZ3fBT4BUFXnVdWLgZcDr01yJHAfsLyv/5aq2jL9IkkmkkwmmZyampp+WJIkaZcy9GCWZD9gafdGAZJsnee2Gbif3svR19M9JJDkCOCema5VVauraryqxsfGxgZeuyRJ0iAtxCr+JwBf7dv/QJIXdbVcWVW3J7kTWJlkPb2wtmoB6pQkSRqqoQezqroSuLJv/10z9NkCuMCtJEkaKU6olyRJaoTBTJIkqREGM0mSpEYYzCRJkhphMJMkSWqEwUySJKkRBjNJkqRGGMwkSZIaYTCTJElqhMFMkiSpEQYzSZKkRhjMJEmSGmEwkyRJasSShS5AkqSWrTjnmoFcd8MFpw7kutq1GcwkSZrD9gaoFedcY9jSL8yhTEmSpEYYzCRJkhphMJMkSWqEwUySJKkRBjNJkqRGGMwkSZIaYTCTJElqhMFMkiSpEQYzSZKkRhjMJEmSGjH0VzIluRXY1O2uBm4BPgIsBW6sqnd1/c4HTuhqnKiqbw27VkmSpGFaiHdl3ltVJ2/dSfIF4Myq2pDksiTHAHsAB1bViUmOAi4CVi5ArZIkSUOzEMFsy9aNJEuApVW1oWu6AjgW2A+4BKCqbkuy77CLlCRJGrahzjFL8lTgkCTrklwKPIPHhzXptpcDBwBTfe2PJnE+nCRJWtSGesesqh4EDgFI8jLgPwHL+rospxfI9uq2t9pSVVuYJskEMAFw8MEHD6ZoSZKkIRn2HbPd+nangAL2THJQ13Y6sAZYD5zRnXMEcM9M16uq1VU1XlXjY2NjgytckiRpCIY9x+zQJJ8EHul+zqI3n+zyJA8DV1fVHUnuAlYmWQ/cD6wacp2SJElDN+yhzLuA46Y1/z96E/77+22hF9okSZJGhhPqJUmSGmEwkyRJaoTBTJIkqREGM0mSpEYYzCRJkhphMJMkSWqEwUySJKkRBjNJkqRGGMwkSZIaYTCTJElqhMFMkiSpEQYzSZKkRhjMJEmSGmEwkyRJasSShS5AkqRhO/q913Lf5p/N+3VXnHPNvF7v6XvtzjfPO2Ver6m2GcwkSSPnvs0/Y8MFpy50Gds030FP7XMoU5IkqREGM0mSpEYYzCRJkhphMJMkSWqEwUySJKkRBjNJkqRGGMwkSZIaYTCTJElqhMFMkiSpEQYzSZKkRgw1mCVZluSzSdYmWZfkOUl+O8ntXdu1fX3PT3J9khuSHDnMOiVJkhbCsN+VuTdwdlVtTHIq8E7gTuDcqrpqa6ckxwMHVtWJSY4CLgJWDrlWSdIitc/h5/CCT5+z0GVs0z6HA7T/Tk/Nn6EGs6ra2Lf7I+BBYBnwzWldTwEu6c65Lcm+QylQkjQS7r/jAl9iriYtyByzJAfRu1t2Mb1weGGS9Ukmui4HAFN9pzya5Em1JplIMplkcmpqavphSZKkXcrQg1mS04D3AG+tqo1VdV5VvRh4OfDabj7ZfcDyvtO2VNWW6deqqtVVNV5V42NjY0OpX5IkaVCGPfn/hcCrqmpVVW3q2rYOp24G7gcKWA+c0R0/ArhnmHVKkiQthGFP/n8FcHyStd3+d4B7k7yoq+XKqro9yZ3AyiTr6YW1VUOuU5IkaeiGPfn/QuDC7ei3BThr8BVJkiS1wwVmJUmSGmEwkyRJaoTBTJIkqREGM0mSpEYM+6lMSZKasCusqv/0vXZf6BI0ZAYzSdLIGcTrmFacc80u8Zontc2hTEmSpEYYzCRJkhphMJMkSWqEwUySJKkRBjNJkqRGGMwkSZIaYTCTJElqhMFMkiSpEQYzSZKkRrjyvyRJc9iRVzftSF/fEqCZGMwkSZqDAUrD5FCmJElSIwxmkiRJjTCYSZIkNcJgJkmS1AiDmSRJUiMMZpIkSY0wmEmSJDXCYCZJktQIg5kkSVIjDGaSJEmNSFUtdA3zIskU8O2FrkO7hP2BHyx0EZIWHb9btCOeXVVj0xsXTTCTtleSyaoaX+g6JC0ufrdoPjiUKUmS1AiDmSRJUiMMZhpFqxe6AEmLkt8t+oU5x0ySJKkR3jGTJElqhMFMkiSpEQYzSZKkRhjMtKgk+XyS53bbz0tySZKPJvlykjVJntMdOzfJl5J8I8mrurZPJfn3SW5OsttC/h6S5l+SFUn+uvte+EqSy5I8PclVSdYmWZdkeZL9u37rk3y8O/e8JDcmuSnJwUl2m+W75aYk7+vO/WKSPbv2t3ffLdd0n/uKrn2i63tDkld2bf3fRU9N8j+7eq9ZqL+dhsdgpsXmw8Bbuu1VwJ3AXVX1UuDfAO/ujn28qn4d+E3g9/vO31hVx1TVY8MqWNJQHQ6sqqpfA74FvBp4Y1WdBKwBVgLHAbdU1fHARHfe6cBxVfVi4Lv0vmdm+m4ZA/6qO/d24JQkhwGnAC8BTgP2AuhrPwF4KfDv+urcWFXHAIcCj3T1vmp+/xRq0ZKFLkCaZ38DvDPJ3sALgbuB05K8ujs+leQpwNuTLAF+BuzTd/6NwyxW0tB9rap+0m3fDIwDFyS5H3g+cC/wWeA5Sf4LcAlwE/A24ENJ7gQ+CvxT4Ff7v1u6f39QVXd023cA+wJHA9dt/Q9fkm90x4/ufr7c7R/YfS9B911UVd/s7u7/GXAN8L/n58+gVhnMtKhUVSX5HPDnwGeAZcBXq+ovAbrA9svA/lW1KsmvACf3XeLR4VYsachekGRpVT0EnNr9vL6qvtqFH4A9quribkrDN+iFp8mqWp/kA905f8eTv1sA+tegKiDAd4DfSnIxsBu9O2Q3dte4vqr+1dZrVNWjSaD7LkqyFPhUVf33bjjzpqr68QD+LmqEQ5lajP4CeBm9/+mupnfH7Pokfw0cQ2948/lJvswTQ5mkxe8fgf+R5Cv0ws8E8IkkV9ELTQAnJbkZuA74XHeXfU33nfFCenfQZvpumVFV3QR8G/g6cEVXw0NV9bfAd5J8NcnfAGfOcPrzgZuTfAn4lqFs8XOBWS06SX4LOKKqzlvoWiS1I8kK4IKqet0CfPaS7m7YnsAXgddU1feHXYfa51CmFpUkHwKeB/yLha5FkqAXyoBrkuwB7Al8xFCm2XjHTJIkqRHOMZMkSWqEwUySJKkRBjNJIy3JsUl+f9s9t+taz0zyovm4lqTRZDCTNBKS/E6S1/Xtb12oc0/gn8zQfyLJ781yrXcnuaV75c4Xk/yf7tCh9FZyl6Sd4lOZkkbJc5OMd9v7Jrmc3it0ruvvlORQeouIJsm1VXX3DNd6R1Wt7fp/K8kXgeXAlQOrXtKiZzCTNEqO5vGRgn2q6owkJwG/BpDkX9Jblf3HwBu7vu9Jshy4oao+Mct1v1tVr+i/liTtDIOZpFFyZVV9FiDJSUk+DjwD+Gp3/Gtdn4f6znlH97qdZ0671l5JntZtH+wdM0nzwWAmaZScleQV3fahwBn07nD9UpJ/BpwL0L2r8EmSXFhV1wJfondn7eju0H+uqo95x0zSL8oFZiWNhG7V9f2ApcCP6L3z/r6tYaqq3jet/xuBJVX1qVmutwT4Y3pB7DF6w55fAf5rVU0N6NeQtMj5VKakkVBVjwCHAW+oqh9X1X1d+9rpoWw7vRP4CXByVZ1C72nMAKfPV82SRo/BTJJ2zu7AT6obdqiqLcCDwB4LWpWkXZpzzCSNmjOTnDyt7faqmr5m2b3AbnNc5yLgPyb5EvAovUD2NeCP5q1SSSPHOWaSJEmNcChTkiSpEQYzSZKkRhjMJEmSGmEwkyRJaoTBTJIkqREGM0mSpEYYzCRJkhrx/wEo76HBAGr/OgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# flights\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Scatter Plot:** 실수 변수들의 관계성 확인\n", "\n", "- `2차원의 데이터 표현 및 관계`를 살펴보는데 많이 사용 \n", "- 특히 `실수인 데이터`의 관계성을 한눈에 보는데 효과 \n", "\n", ">```python\n", "df.plot(kind='scatter', x, y)\n", "df.plot.scatter()\n", "```" ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:51.793382Z", "start_time": "2022-04-15T15:37:51.599385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# iris\n" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:51.913383Z", "start_time": "2022-04-15T15:37:51.794384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# titanic\n" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:52.034383Z", "start_time": "2022-04-15T15:37:51.914384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# tips\n" ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:52.155384Z", "start_time": "2022-04-15T15:37:52.035384Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# flights\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Hexbin Plot:** 실수 변수들의 관계성 확인\n", "\n", "- 고밀도의 `Scatter Plot`\n", "\n", ">```python\n", "df.plot(kind='hexbin', x, y)\n", "df.plot.hexbin()\n", "```" ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:52.380384Z", "start_time": "2022-04-15T15:37:52.156385Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# iris\n" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:52.621382Z", "start_time": "2022-04-15T15:37:52.381385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# titanic\n" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:52.832383Z", "start_time": "2022-04-15T15:37:52.622385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# tips\n" ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.057383Z", "start_time": "2022-04-15T15:37:52.833383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# flights\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Line Plot:** 실수 변수들의 관계성 확인\n", "\n", "- `연속적인 실수들`의 관계확인에 주로 사용 \n", "- `시간흐름`에 따른 연속적인 데이터 해석에도 사용\n", "\n", ">```python\n", "df.plot(kind='line')\n", "df.plot.line()\n", "```" ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.224382Z", "start_time": "2022-04-15T15:37:53.058384Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n" ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.344384Z", "start_time": "2022-04-15T15:37:53.225386Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# flights\n" ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.465383Z", "start_time": "2022-04-15T15:37:53.345386Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# flights\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### **Area Plot:** 실수 변수들의 관계성 확인\n", "\n", "- `Line Plot`의 아래를 모두 색칠하여 시각화\n", "\n", ">```python\n", "df.plot(kind='area')\n", "df.plot.area()\n", "```" ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.631381Z", "start_time": "2022-04-15T15:37:53.467385Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# 양수값에서만 적용 가능\n" ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.828383Z", "start_time": "2022-04-15T15:37:53.632383Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 기본 사용\n", "# flights\n" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2022-04-13T09:30:24.489323Z", "start_time": "2022-04-13T09:30:24.472294Z" } }, "source": [ "# **Questions**\n", "\n", "기업의 마케팅 투자의 매출 효과 확인을 위해 관련성을 `시각화`를 통해 확인한다.\n", "\n", "- **데이터 정보**\n", "\n", "> - **파일명:** \n", ">> `Dummy_Sales.csv`\n", "> - **파일위치(`윈도우`기준):** \n", ">> `r'.\\Data\\DummyMarketingSales\\Dummy_Sales.csv'`\n", ">>\n", ">> `os.path.join('.', 'Data', 'DummyMarketingSales', 'Dummy_Sales.csv')`\n", ">\n", "> - **Column:** 총 5개로 사용한 마케팅 종류와 매출\n", "> - **Row:** 모든 마케팅 종류를 총 4572번의 비즈니스로 투자\n", ">\n", "> | **Name** | **Description** |\n", "|:---:|:---:|\n", "| **TV** | TV 마케팅 투자 비용 |\n", "| **Radio** | Radio 마케팅 투자 비용 |\n", "| **Social Media** | Social Media 마케팅 투자 비용 |\n", "| **Influencer** | 마케팅 투자에 사용한 인플로언서 종류 |\n", "| **Sales** | 매출 |\n" ] }, { "cell_type": "code", "execution_count": 125, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.843386Z", "start_time": "2022-04-15T15:37:53.829384Z" } }, "outputs": [], "source": [ "# 필요 라이브러리, 한글 폰트 및 음수기호 사용 세팅\n", "\n" ] }, { "cell_type": "code", "execution_count": 126, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.858384Z", "start_time": "2022-04-15T15:37:53.844385Z" } }, "outputs": [], "source": [ "# 데이터로딩\n", "# Local PC / Colab 파일 선택 / Colab 절대경로 설정 방식들 중 편한 방법 사용\n", "\n" ] }, { "cell_type": "code", "execution_count": 127, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.873385Z", "start_time": "2022-04-15T15:37:53.860385Z" } }, "outputs": [], "source": [ "# 불러온 데이터의 행과 열의 크기 출력\n", "\n" ] }, { "cell_type": "code", "execution_count": 128, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.888382Z", "start_time": "2022-04-15T15:37:53.875384Z" } }, "outputs": [], "source": [ "# 정보를 출력하여 데이터의 타입(Dtype)을 확인\n", "\n" ] }, { "cell_type": "code", "execution_count": 129, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.903383Z", "start_time": "2022-04-15T15:37:53.890385Z" } }, "outputs": [], "source": [ "# 수집된 데이터의 기초통계 출력\n", "# 문자값이 있다면 문자값도 통계정보를 출력\n", "\n" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.918383Z", "start_time": "2022-04-15T15:37:53.904385Z" } }, "outputs": [], "source": [ "# 각 특성(변수)에 따른 히스토그램을 모두 출력\n", "# 각 변수별 히스토그램은 별도로 출력하며 총 5개의 히스토그램이 될 것\n", "# 그림의 크기는 (10,5)\n", "# X축의 제목은 '값의 분포'\n", "# Y축의 제목은 '빈도'\n", "# 제목은 '각 특성(변수)에 따른 데이터 분포 확인'\n", "\n" ] }, { "cell_type": "code", "execution_count": 131, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.933383Z", "start_time": "2022-04-15T15:37:53.919383Z" } }, "outputs": [], "source": [ "# 위에서 그린 각 히스토그램 Y축에 표시되는 최대빈도를 아래 주석으로 숫자만 작성\n", "# \n", "# \n", "# \n", "# \n", "#" ] }, { "cell_type": "code", "execution_count": 132, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.948384Z", "start_time": "2022-04-15T15:37:53.934384Z" } }, "outputs": [], "source": [ "# 히스토그램의 절대량 대신 상대량을 출력하는 시각화 방식으로 5개의 그림을 1개로 출력\n", "# 혹시 에러가 발생하는 변수가 있다면 제외하여도 좋음\n", "# 그림의 크기는 (10,5)\n", "# X축의 제목은 '값의 분포'\n", "# Y축의 제목은 '절대량 빈도'\n", "# 제목은 '각 특성(변수)에 따른 데이터 분포 확인'\n", "\n" ] }, { "cell_type": "code", "execution_count": 133, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.963422Z", "start_time": "2022-04-15T15:37:53.949385Z" } }, "outputs": [], "source": [ "# 위에서 작성한 상대량 빈도를 비교했을 때 어떤 마케팅 투자의 빈도가 제일 높은가?\n", "# " ] }, { "cell_type": "code", "execution_count": 134, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.978413Z", "start_time": "2022-04-15T15:37:53.964385Z" } }, "outputs": [], "source": [ "# Influencer 변수를 제외한 변수들로 Boxplot을 1개의 시각화로 표현\n", "# 그림의 크기는 (10,5)\n", "# X축의 제목은 '변수 이름'\n", "# Y축의 제목은 '상대 빈도'\n", "# 제목은 '각 특성(변수)에 따른 분포 비교'\n", "\n", "\n", "\n", "# 위에서의 상대량 빈도에서 가장 높았던 투자 빈도는 Boxplot 상 4개의 변수 중 몇등인가?\n", "# 등수만 아래 주석으로 작성\n", "# " ] }, { "cell_type": "code", "execution_count": 135, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:53.993415Z", "start_time": "2022-04-15T15:37:53.979383Z" } }, "outputs": [], "source": [ "# Influencer 변수를 제외한 3개의 마케팅 투자의 평균값을 계산하고,\n", "# 각 마케팅 투자 채널 별 평균값을 Bar Chart를 사용하여 비교 출력\n", "# 그림의 크기는 (10,5)\n", "# X축의 제목은 '변수 이름'\n", "# Y축의 제목은 '평균값'\n", "# 제목은 '각 특성(변수)에 따른 투자 평균값 비교'\n", "\n" ] }, { "cell_type": "code", "execution_count": 136, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:54.008382Z", "start_time": "2022-04-15T15:37:53.994384Z" } }, "outputs": [], "source": [ "# 총 4572번의 비즈니스 투자 동안 참여한 Influencer의 '유일한 이름만' 출력\n", "\n" ] }, { "cell_type": "code", "execution_count": 137, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:54.023414Z", "start_time": "2022-04-15T15:37:54.009404Z" } }, "outputs": [], "source": [ "# 총 4572번의 비즈니스 투자 동안 참여한 Influencer의 참여 비율을 Pie Chart로 시각화\n", "# Matplotlib 라이브러리 사용할 것\n", "# 그림의 크기는 (10,10)\n", "# 참여 비율 라벨은 바로 위에서 계산한 Influencer 유일한 이름으로 표시할 것\n", "# Pie Chart에 그림자 효과(shadow) 표시할 것\n", "# 참여 비율을 소수점 4째 자리까지 표시할 것\n", "# 제목은 '각 특성(변수)에 따른 투자 평균값 비교'\n", "# Y축의 제목은 '인플루언서'\n", "\n" ] }, { "cell_type": "code", "execution_count": 138, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:54.038382Z", "start_time": "2022-04-15T15:37:54.024414Z" } }, "outputs": [], "source": [ "# 총 4572번의 비즈니스 투자 동안 참여한 Influencer의 참여 비율을 Pie Chart로 시각화\n", "# Pandas 라이브러리 사용하여 위와 100% 동일한 Pie Chart 출력\n", "\n" ] }, { "cell_type": "code", "execution_count": 139, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:54.053384Z", "start_time": "2022-04-15T15:37:54.039384Z" } }, "outputs": [], "source": [ "# 마케팅 매출을 Line Plot 사용하여 시각화\n", "# 0부터 4571번까지의 투자횟수 중 마지막 50번의 투자에 대한 매출만 시각화\n", "# 그림의 크기는 (10,5)\n", "# X축의 제목은 '비즈니스 투자횟수'\n", "# Y축의 제목은 '매출'\n", "\n" ] }, { "cell_type": "code", "execution_count": 140, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:54.068386Z", "start_time": "2022-04-15T15:37:54.054385Z" } }, "outputs": [], "source": [ "# 마케팅 매출과 'TV', 'Radio', 'Social Media' 투자와의 관계성을 Scatter Plot 시각화\n", "# Matplotlib 라이브러리 사용할 것\n", "# 각 마케팅 채널과 매출과의 관계를 별도로 출력하여 총 3개의 시각화\n", "# 그림의 크기는 모두 (10,5)\n", "# X축의 제목은 각 마케팅 투자명(TV', 'Radio', 'Social Media')으로 출력\n", "# Y축의 제목은 모두'매출'로 출력\n", "\n" ] }, { "cell_type": "code", "execution_count": 141, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:54.083383Z", "start_time": "2022-04-15T15:37:54.070385Z" } }, "outputs": [], "source": [ "# 마케팅 매출과 'TV', 'Radio', 'Social Media' 투자와의 관계성을 Scatter Plot 시각화\n", "# Pandas 라이브러리 사용하여 위와 100% 동일한 Scatter Plot 출력\n", "\n" ] }, { "cell_type": "code", "execution_count": 142, "metadata": { "ExecuteTime": { "end_time": "2022-04-15T15:37:54.098383Z", "start_time": "2022-04-15T15:37:54.084384Z" } }, "outputs": [], "source": [ "# 마케팅 투자 'TV' & 'Radio'와 매출과의 관계를 plot_surface 함수를 사용하여 시각화\n", "# x와 y는 각각 'TV'와 'Radio'를 사용\n", "# meshgrid 함수 입력값은 array이어야 함을 주의\n", "# meshgrid로 묶인 x & y 와 매출인 z와의 관계식은 'z = np.sin(np.sqrt(x + y))' 그대로 사용\n", "# 그림의 크기는 모두 (10,10)\n", "# 제목은 '마케팅 투자 크로스와 매출과의 관계'\n", "# 출력 내용중의 warning은 무시해도 좋음\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2022-04-16T04:47:10.231008Z", "start_time": "2022-04-16T04:47:10.216979Z" }, "execution": { "iopub.execute_input": "2023-09-05T05:12:04.539758Z", "iopub.status.busy": "2023-09-05T05:12:04.538758Z", "iopub.status.idle": "2023-09-05T05:12:04.548781Z", "shell.execute_reply": "2023-09-05T05:12:04.547776Z", "shell.execute_reply.started": "2023-09-05T05:12:04.539758Z" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Intel64 Family 6 Model 154 Stepping 3, GenuineIntel\n", "16(GB)\n", "Windows\n", "10.0.22621\n", "C:\\DataScience\\Lecture\\[DataScience]\n", "2023-06-18 23:59:34.955734\n", "2023-09-05 14:11:29.341924\n", "2023-09-05 14:11:29.341924\n", "2023-09-05 14:12:04.545078\n", "다음 출력을 파일명으로 설정하고 제출하시오: 김경원_20211011_비즈니스혁신을위한데이터사이언스응용_1반_InputNumpy\n" ] } ], "source": [ "# 반드시 이 cell을 실행하시오\n", "# 실행하지 않을 시 직접 하지 않은 것으로 간주\n", "# 마지막 줄 출력으로 파일명을 설정하고 제출 필수\n", "import platform, psutil, os, datetime\n", "print(platform.processor())\n", "print(str(round(psutil.virtual_memory().total / (1024.0 **3)))+\"(GB)\")\n", "print(platform.system())\n", "print(platform.version())\n", "print(os.getcwd())\n", "print(datetime.datetime.fromtimestamp(os.path.getctime(os.getcwd())))\n", "print(datetime.datetime.fromtimestamp(os.path.getmtime(os.getcwd())))\n", "print(datetime.datetime.fromtimestamp(os.path.getatime(os.getcwd())))\n", "print(datetime.datetime.now())\n", "title = 'InputNumpy' # 고정값\n", "name = '김경원' # 본인 이름을 작성\n", "studentid = '20211011' # 본인 학번을 작성\n", "course = '비즈니스혁신을위한데이터사이언스응용' # '비즈니스데이터사이언스이해', '비즈니스혁신을위한데이터사이언스응용'\n", "course_number = '1반' # 학수번호 끝자리\n", " # 비즈니스데이터사이언스의이해 (0010885001) => 1반\n", " # 비즈니스데이터사이언스의이해 (0010885002) => 2반\n", " # 비즈니스혁신을위한데이터사이언스응용 (1002667001) => 1반\n", "print('다음 출력을 파일명으로 설정하고 제출하시오:', name + '_' + studentid + '_' + course + '_' + course_number + '_' + title)" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.4" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "442px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }