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@whan0623
Created September 24, 2021 03:50
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Part3_데이터살펴보기.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Part3_데이터살펴보기.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyMjcytei/C3ruIUBqWfYphw",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/whan0623/abd44e8edfbaf9e5df5f3e9e17f41dcf/part3_.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IcKqccNTonzR"
},
"source": [
"# 데이터프레임의 구조"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PexUnfnAov_D"
},
"source": [
"## 데이터 내용 미리보기 ##\n",
"- 앞부분 미리 보기 : df.head(n)\n",
"- 뒷부분 미리 보기 : df.tail(n)\n"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "0ADnwlEdlpQE",
"outputId": "e8548a03-9837-419e-aa45-482f01196cbe"
},
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"./harim0102.csv\")\n",
"\n",
"df.set_index('번호')\n",
"print(\"\\n\", df.head())\n",
"print(\"\\n\", df.tail())\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
" 번호 이름 성별 국어 영어 수학\n",
"0 1 강민경 여 98 96 76\n",
"1 2 강순애 여 94 79 60\n",
"2 3 강영하 남 55 47 93\n",
"3 4 강혜정 여 99 76 78\n",
"4 5 권명숙 여 98 73 61\n",
"\n",
" 번호 이름 성별 국어 영어 수학\n",
"95 96 하혜연 여 96 96 71\n",
"96 97 한경규 남 96 94 95\n",
"97 98 한수정 여 93 97 77\n",
"98 99 한의병 남 93 59 63\n",
"99 100 한정희 여 93 78 52\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "RAILudDAveBo"
},
"source": [
"## 데이터 요약 정보 확인\n",
"- df.shape\n",
"- df.info()\n",
"- df.dtypes / df.열이름.dtypes\n",
"- df.describe()\n"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "T5buG94U2bHp",
"outputId": "25c5295a-c5a6-4b19-b608-e1f88111935b"
},
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"./harim0102.csv\")\n",
"\n",
"print(df.shape)\n",
"print(\"\\n\", df.info())\n",
"print(\"\\n\", df.dtypes)\n",
"print(\"\\n\", df['국어'].dtypes)\n",
"print(\"\\n\", df.describe())\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(100, 6)\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 100 entries, 0 to 99\n",
"Data columns (total 6 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 번호 100 non-null int64 \n",
" 1 이름 100 non-null object\n",
" 2 성별 100 non-null object\n",
" 3 국어 100 non-null int64 \n",
" 4 영어 100 non-null int64 \n",
" 5 수학 100 non-null int64 \n",
"dtypes: int64(4), object(2)\n",
"memory usage: 4.8+ KB\n",
"\n",
" None\n",
"\n",
" 번호 int64\n",
"이름 object\n",
"성별 object\n",
"국어 int64\n",
"영어 int64\n",
"수학 int64\n",
"dtype: object\n",
"\n",
" int64\n",
"\n",
" 번호 국어 영어 수학\n",
"count 100.000000 100.000000 100.000000 100.000000\n",
"mean 50.500000 87.250000 81.330000 76.060000\n",
"std 29.011492 12.401837 14.281481 12.754734\n",
"min 1.000000 55.000000 47.000000 46.000000\n",
"25% 25.750000 77.750000 73.000000 67.000000\n",
"50% 50.500000 93.000000 84.500000 76.000000\n",
"75% 75.250000 96.000000 93.250000 90.000000\n",
"max 100.000000 99.000000 99.000000 95.000000\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7kvG0Jj_0u3h"
},
"source": [
"## 데이터 개수 확인 ##\n",
"- df.count() : 각 열의 데이터 개수를 Series 형으로 반환\n",
"- df['열이름'].value_counts() : 열의 고유값의 개수"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "qesZuAWd2xEi",
"outputId": "4e4fe479-d265-45dd-c08d-7a4cf48a88b6"
},
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"./harim0102.csv\")\n",
"\n",
"print(df.count())\n",
"print(\"\\n\", df['성별'].value_counts())\n",
"print(\"\\n\", df['국어'].value_counts())"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"번호 100\n",
"이름 100\n",
"성별 100\n",
"국어 100\n",
"영어 100\n",
"수학 100\n",
"dtype: int64\n",
"\n",
" 여 50\n",
"남 50\n",
"Name: 성별, dtype: int64\n",
"\n",
" 95 11\n",
"94 10\n",
"90 10\n",
"99 8\n",
"98 8\n",
"92 6\n",
"97 5\n",
"96 5\n",
"93 4\n",
"91 4\n",
"64 3\n",
"77 3\n",
"66 3\n",
"71 2\n",
"56 2\n",
"75 2\n",
"74 2\n",
"78 2\n",
"79 2\n",
"72 1\n",
"73 1\n",
"69 1\n",
"68 1\n",
"67 1\n",
"63 1\n",
"57 1\n",
"55 1\n",
"Name: 국어, dtype: int64\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TqK6IeUo1GIf"
},
"source": [
"## 통계함수 적용 ##\n",
"- df.mean() / df['열이름'].mean() : 평균\n",
"- df.median() / df['열이름'].median() : 중간값\n",
"- df.max() / df['열이름'].max() : 최대값\n",
"- df.min() / df['열이름'].min() : 최소값\n",
"- df.std() / df['열이름'].std() : 표준편차\n",
"- df.corr() / df[['열이름1', .. '열이름n']].corr() : 상관계수\n"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "EPeWyr16osMm",
"outputId": "b46215f0-3ac4-4bf5-fa77-df61b412daf8"
},
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"./harim0102.csv\")\n",
"\n",
"print(df.mean())\n",
"print(\"\\n\", df.median())\n",
"print(\"\\n\", df.max())\n",
"print(\"\\n\", df.min())\n",
"print(\"\\n\", df.std())\n",
"print(\"\\n\", df.corr())\n",
"\n",
"print(\"\\n\", df['국어'].mean())\n",
"print(\"\\n\", df['국어'].median())\n",
"print(\"\\n\", df['국어'].max())\n",
"print(\"\\n\", df['국어'].min())\n",
"print(\"\\n\", df['국어'].std())\n",
"print(\"\\n\", df[['국어','영어']].corr())"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"번호 50.50\n",
"국어 87.25\n",
"영어 81.33\n",
"수학 76.06\n",
"dtype: float64\n",
"\n",
" 번호 50.5\n",
"국어 93.0\n",
"영어 84.5\n",
"수학 76.0\n",
"dtype: float64\n",
"\n",
" 번호 100\n",
"이름 한정희\n",
"성별 여\n",
"국어 99\n",
"영어 99\n",
"수학 95\n",
"dtype: object\n",
"\n",
" 번호 1\n",
"이름 강민경\n",
"성별 남\n",
"국어 55\n",
"영어 47\n",
"수학 46\n",
"dtype: object\n",
"\n",
" 번호 29.011492\n",
"국어 12.401837\n",
"영어 14.281481\n",
"수학 12.754734\n",
"dtype: float64\n",
"\n",
" 번호 국어 영어 수학\n",
"번호 1.000000 0.021238 -0.037508 0.032975\n",
"국어 0.021238 1.000000 0.311257 0.176915\n",
"영어 -0.037508 0.311257 1.000000 0.171293\n",
"수학 0.032975 0.176915 0.171293 1.000000\n",
"\n",
" 87.25\n",
"\n",
" 93.0\n",
"\n",
" 99\n",
"\n",
" 55\n",
"\n",
" 12.401836781523757\n",
"\n",
" 국어 영어\n",
"국어 1.000000 0.311257\n",
"영어 0.311257 1.000000\n"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JPSK5uDR3yU5"
},
"source": [
"# 판다스 내장 그래프 도구 #\n",
"- df.plot() / df[['열1',..,'열n']].plot(): 선 그래프\n",
"- df.plot(kind='bar') / df[['열1',..,'열n']].plot(kind='bar'): 막대 그래프\n",
"- df.plot(kind='hist') / df[['열1',..,'열n']].plot(kind='hist') : 히스토그램\n",
"- df.plot(x='열', y='열', kind='scatter') : 산점도\n",
"- df.plot(kind='box') / df.plot(['열1',..,'열n'], kind='box'): 박스 플롯"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "toiwJdgKot--",
"outputId": "596cabcd-e2fb-4472-e19f-617d7e936c0e"
},
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"./harim0102.csv\")\n",
"df.columns = ['no', 'name', 'gender', 'kor', 'eng', 'mat']\n",
"\n",
"df.plot()\n",
"df[['kor', 'eng', 'mat']].plot()\n",
"\n",
"df.plot(kind='bar')\n",
"df[['kor', 'eng', 'mat']].plot(kind='bar')\n",
"\n",
"df.plot(kind='hist')\n",
"df[['kor', 'eng', 'mat']].plot(kind='hist')\n",
"\n",
"df.plot(x='kor', y='eng', kind='scatter')\n",
"\n",
"df.plot(kind='box')\n",
"df[['kor', 'eng', 'mat']].plot(kind='box')"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fabf49371d0>"
]
},
"metadata": {},
"execution_count": 23
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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wyruA93RtT2OhU6LB/CnwJ0nuYO9vRLcAL14NB1S9/YDUmCRHA091Y8iXAG+uqgvHXZcOLcfopPa8AvjLLBx9fRz4lTHXozGw5y5JDXLMXZIaZLhLUoMMd0lqkOEuSQ0y3CWpQf8PDJxT0AAPx1cAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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0L6/cJalB9rlLUoMMd0lqkOEuSQ0y3CWpQYa7JDXo/wEZ1IeFQNcP2AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
}
]
}
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