05. 기술통계치.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "sns.set(style = 'ticks', color_codes = True)\n",
    "iris = sns.load_dataset('iris')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(action='ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.057333</td>\n",
       "      <td>3.758000</td>\n",
       "      <td>1.199333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.435866</td>\n",
       "      <td>1.765298</td>\n",
       "      <td>0.762238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       sepal_length  sepal_width  petal_length  petal_width\n",
       "count    150.000000   150.000000    150.000000   150.000000\n",
       "mean       5.843333     3.057333      3.758000     1.199333\n",
       "std        0.828066     0.435866      1.765298     0.762238\n",
       "min        4.300000     2.000000      1.000000     0.100000\n",
       "25%        5.100000     2.800000      1.600000     0.300000\n",
       "50%        5.800000     3.000000      4.350000     1.300000\n",
       "75%        6.400000     3.300000      5.100000     1.800000\n",
       "max        7.900000     4.400000      6.900000     2.500000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width     species\n",
       "0           5.0          3.0           1.4          0.2      setosa\n",
       "1           NaN          NaN           1.5          NaN  versicolor\n",
       "2           NaN          NaN           NaN          NaN   virginica"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 최빈값\n",
    "iris.mode()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>setosa</th>\n",
       "      <th>versicolor</th>\n",
       "      <th>virginica</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">sepal_length</th>\n",
       "      <th>count</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.006000</td>\n",
       "      <td>5.936000</td>\n",
       "      <td>6.588000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.352490</td>\n",
       "      <td>0.516171</td>\n",
       "      <td>0.635880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.300000</td>\n",
       "      <td>4.900000</td>\n",
       "      <td>4.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4.800000</td>\n",
       "      <td>5.600000</td>\n",
       "      <td>6.225000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.900000</td>\n",
       "      <td>6.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.200000</td>\n",
       "      <td>6.300000</td>\n",
       "      <td>6.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.800000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">sepal_width</th>\n",
       "      <th>count</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.428000</td>\n",
       "      <td>2.770000</td>\n",
       "      <td>2.974000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.379064</td>\n",
       "      <td>0.313798</td>\n",
       "      <td>0.322497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.200000</td>\n",
       "      <td>2.525000</td>\n",
       "      <td>2.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.400000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.675000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>3.175000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>4.400000</td>\n",
       "      <td>3.400000</td>\n",
       "      <td>3.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">petal_length</th>\n",
       "      <th>count</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.462000</td>\n",
       "      <td>4.260000</td>\n",
       "      <td>5.552000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.173664</td>\n",
       "      <td>0.469911</td>\n",
       "      <td>0.551895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.400000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>5.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.500000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>5.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.575000</td>\n",
       "      <td>4.600000</td>\n",
       "      <td>5.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.900000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>6.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">petal_width</th>\n",
       "      <th>count</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.246000</td>\n",
       "      <td>1.326000</td>\n",
       "      <td>2.026000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.105386</td>\n",
       "      <td>0.197753</td>\n",
       "      <td>0.274650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.100000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.200000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.300000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.300000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>2.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.600000</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "species                setosa  versicolor  virginica\n",
       "sepal_length count  50.000000   50.000000  50.000000\n",
       "             mean    5.006000    5.936000   6.588000\n",
       "             std     0.352490    0.516171   0.635880\n",
       "             min     4.300000    4.900000   4.900000\n",
       "             25%     4.800000    5.600000   6.225000\n",
       "             50%     5.000000    5.900000   6.500000\n",
       "             75%     5.200000    6.300000   6.900000\n",
       "             max     5.800000    7.000000   7.900000\n",
       "sepal_width  count  50.000000   50.000000  50.000000\n",
       "             mean    3.428000    2.770000   2.974000\n",
       "             std     0.379064    0.313798   0.322497\n",
       "             min     2.300000    2.000000   2.200000\n",
       "             25%     3.200000    2.525000   2.800000\n",
       "             50%     3.400000    2.800000   3.000000\n",
       "             75%     3.675000    3.000000   3.175000\n",
       "             max     4.400000    3.400000   3.800000\n",
       "petal_length count  50.000000   50.000000  50.000000\n",
       "             mean    1.462000    4.260000   5.552000\n",
       "             std     0.173664    0.469911   0.551895\n",
       "             min     1.000000    3.000000   4.500000\n",
       "             25%     1.400000    4.000000   5.100000\n",
       "             50%     1.500000    4.350000   5.550000\n",
       "             75%     1.575000    4.600000   5.875000\n",
       "             max     1.900000    5.100000   6.900000\n",
       "petal_width  count  50.000000   50.000000  50.000000\n",
       "             mean    0.246000    1.326000   2.026000\n",
       "             std     0.105386    0.197753   0.274650\n",
       "             min     0.100000    1.000000   1.400000\n",
       "             25%     0.200000    1.200000   1.800000\n",
       "             50%     0.200000    1.300000   2.000000\n",
       "             75%     0.300000    1.500000   2.300000\n",
       "             max     0.600000    1.800000   2.500000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.groupby('species').describe().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 종류에 따라 데이터 분포가 차이가 있음\n",
    "# 다른 데이터와 구분될 수 있음을 확인\n",
    "sns.boxplot(data=iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=iris, orient='h')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "41     2.3\n",
       "53     2.3\n",
       "57     2.4\n",
       "60     2.0\n",
       "62     2.2\n",
       "68     2.2\n",
       "80     2.4\n",
       "81     2.4\n",
       "87     2.3\n",
       "93     2.3\n",
       "119    2.2\n",
       "Name: sepal_width, dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# outliers\n",
    "iris[iris['sepal_width'] < 2.5]['sepal_width']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='species', ylabel='petal_width'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 종 별로 확인\n",
    "# 값이 명확히 차이 -> 머신러닝에서 좋은 피처가 되겠구나~ \n",
    "sns.boxplot(x='species', y='petal_width', data=iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = iris.copy()   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "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": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['sepal_length', 'sepal_width', 'petal_length', 'petal_width',\n",
       "       'species'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>feature</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>setosa</td>\n",
       "      <td>sepal_length</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>setosa</td>\n",
       "      <td>sepal_length</td>\n",
       "      <td>4.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>setosa</td>\n",
       "      <td>sepal_length</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>setosa</td>\n",
       "      <td>sepal_length</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>setosa</td>\n",
       "      <td>sepal_length</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>virginica</td>\n",
       "      <td>petal_width</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>virginica</td>\n",
       "      <td>petal_width</td>\n",
       "      <td>1.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>virginica</td>\n",
       "      <td>petal_width</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>virginica</td>\n",
       "      <td>petal_width</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>virginica</td>\n",
       "      <td>petal_width</td>\n",
       "      <td>1.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>600 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       species       feature  value\n",
       "0       setosa  sepal_length    5.1\n",
       "1       setosa  sepal_length    4.9\n",
       "2       setosa  sepal_length    4.7\n",
       "3       setosa  sepal_length    4.6\n",
       "4       setosa  sepal_length    5.0\n",
       "..         ...           ...    ...\n",
       "595  virginica   petal_width    2.3\n",
       "596  virginica   petal_width    1.9\n",
       "597  virginica   petal_width    2.0\n",
       "598  virginica   petal_width    2.3\n",
       "599  virginica   petal_width    1.8\n",
       "\n",
       "[600 rows x 3 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.melt(df, id_vars='species', value_vars=['sepal_length', 'sepal_width', 'petal_length', 'petal_width'], var_name ='feature')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='feature', ylabel='value'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 종류별로 각 데이터의 차이를 볼 수 있음 \n",
    "# 전부 다 비슷한 width값은 없는게 더 좋을 수도 있겠음\n",
    "sns.boxplot(x='feature', y='value', hue='species', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/eunbinpark/miniconda3/envs/da/lib/python3.8/site-packages/seaborn/axisgrid.py:645: UserWarning: Using the boxplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f3d15e44e80>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 여러 피쳐 등을 지정해 그릴 수 있음\n",
    "g = sns.FacetGrid(\n",
    "    df, col='feature', col_wrap=2, height=10)\n",
    "g.map(sns.boxplot, 'species', 'value', palette='Set2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/eunbinpark/miniconda3/envs/da/lib/python3.8/site-packages/seaborn/distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sepal_length', ylabel='Density'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 왼쪽으로 좀 치우쳐진듯 함\n",
    "sns.distplot(iris['sepal_length'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 도수분포표"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4.3, 4.7, 5.1, 5.5, 5.9, 6.3, 6.7, 7.1, 7.5, 7.9])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_v = iris['sepal_length'].min()\n",
    "max_v = iris['sepal_length'].max()\n",
    "\n",
    "bins = np.linspace(min_v, max_v, 10)\n",
    "bins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris_sepal_len_df = iris[['sepal_length']].copy()\n",
    "iris_sepal_len_df['bin'] = pd.cut(iris['sepal_length'], 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bin</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>(4.296, 4.66]</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(4.66, 5.02]</th>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(5.02, 5.38]</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(5.38, 5.74]</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(5.74, 6.1]</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(6.1, 6.46]</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(6.46, 6.82]</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(6.82, 7.18]</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(7.18, 7.54]</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(7.54, 7.9]</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               sepal_length\n",
       "bin                        \n",
       "(4.296, 4.66]             9\n",
       "(4.66, 5.02]             23\n",
       "(5.02, 5.38]             14\n",
       "(5.38, 5.74]             27\n",
       "(5.74, 6.1]              22\n",
       "(6.1, 6.46]              20\n",
       "(6.46, 6.82]             18\n",
       "(6.82, 7.18]              6\n",
       "(7.18, 7.54]              5\n",
       "(7.54, 7.9]               6"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_sepal_len_df.groupby('bin').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in list(iris.columns)[:-1]:\n",
    "    sns.distplot(iris[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f3d147069d0>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f3d12824f40>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(df, col = 'feature', hue='species', height=5, col_wrap=2)\n",
    "g.map(sns.distplot, 'value') # distplot에 들어갈 파라미터를 나열하면 됨"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f3d124fc940>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 데이터의 분포와 함께 boxplot 확인 >\n",
    "g = sns.FacetGrid(df, col='feature', col_wrap=2, height=10)\n",
    "g.map(sns.violinplot, 'species', 'value', palette='Set2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f3d11ba5130>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 데이터 퍼지는 모습까지 볼 수 있음\n",
    "g = sns.FacetGrid(df, col='feature', col_wrap=2, height=10)\n",
    "g.map(sns.violinplot, 'species', 'value', palette='Set2')\n",
    "g.map(sns.stripplot, 'species', 'value')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "da",
   "language": "python",
   "name": "da"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}