{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from scipy import stats\n",
    " \n",
    "df = pd.read_csv(\"9-2_Sample.csv\",index_col=\"名前\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_1sampResult(statistic=-3.308465799422135, pvalue=0.0036942099833501985)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_1samp(df[\"反復横跳び(1回目)\"],popmean=60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_relResult(statistic=3.0455242459636036, pvalue=0.006654790139035558)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_rel(df[\"反復横跳び(1回目)\"],df[\"反復横跳び(2回目)\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=-1.3457681280292728, pvalue=0.20568502161401878)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.ttest_ind(df[df[\"性別\"]==\"女性\"][\"反復横跳び(1回目)\"],df[df[\"性別\"]==\"男性\"][\"反復横跳び(1回目)\"],equal_var=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BartlettResult(statistic=1.5881897459271868, pvalue=0.2075849593836162)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.bartlett(df[df[\"性別\"]==\"女性\"][\"反復横跳び(1回目)\"],df[df[\"性別\"]==\"男性\"][\"反復横跳び(1回目)\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "WilcoxonResult(statistic=6.0, pvalue=0.015270703918089788)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.wilcoxon(df[\"腕立て伏せ(1回目)\"],df[\"腕立て伏せ(2回目)\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MannwhitneyuResult(statistic=20.0, pvalue=0.015249132623633525)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats.mannwhitneyu(df[df[\"性別\"]==\"女性\"][\"腕立て伏せ(1回目)\"],df[df[\"性別\"]==\"男性\"][\"腕立て伏せ(1回目)\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.27777777777777773, 0.5981614526835279, 1, array([[6., 2.],\n",
       "        [9., 3.]]))"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross = pd.crosstab(df[\"性別\"],df[\"バク転\"])\n",
    "stats.chi2_contingency(cross)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>バク転</th>\n",
       "      <th>×</th>\n",
       "      <th>○</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>性別</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>女性</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>男性</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "バク転  ×  ○\n",
       "性別       \n",
       "女性   7  1\n",
       "男性   8  4"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>性別</th>\n",
       "      <th>反復横跳び(1回目)</th>\n",
       "      <th>反復横跳び(2回目)</th>\n",
       "      <th>腕立て伏せ(1回目)</th>\n",
       "      <th>腕立て伏せ(2回目)</th>\n",
       "      <th>バク転</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>名前</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>Aさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>53</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>○</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Bさん</td>\n",
       "      <td>女性</td>\n",
       "      <td>42</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Cさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>57</td>\n",
       "      <td>56</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Dさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>63</td>\n",
       "      <td>59</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Eさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>62</td>\n",
       "      <td>58</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>○</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Fさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>53</td>\n",
       "      <td>56</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Gさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>49</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Hさん</td>\n",
       "      <td>女性</td>\n",
       "      <td>57</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Iさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>53</td>\n",
       "      <td>51</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Jさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>60</td>\n",
       "      <td>57</td>\n",
       "      <td>35</td>\n",
       "      <td>30</td>\n",
       "      <td>○</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Kさん</td>\n",
       "      <td>女性</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Lさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>56</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Mさん</td>\n",
       "      <td>女性</td>\n",
       "      <td>58</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Nさん</td>\n",
       "      <td>女性</td>\n",
       "      <td>60</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Oさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>58</td>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Pさん</td>\n",
       "      <td>女性</td>\n",
       "      <td>55</td>\n",
       "      <td>57</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Qさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>65</td>\n",
       "      <td>56</td>\n",
       "      <td>50</td>\n",
       "      <td>40</td>\n",
       "      <td>○</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Rさん</td>\n",
       "      <td>女性</td>\n",
       "      <td>47</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Sさん</td>\n",
       "      <td>男性</td>\n",
       "      <td>56</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>×</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>Tさん</td>\n",
       "      <td>女性</td>\n",
       "      <td>61</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>○</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     性別  反復横跳び(1回目)  反復横跳び(2回目)  腕立て伏せ(1回目)  腕立て伏せ(2回目) バク転\n",
       "名前                                                         \n",
       "Aさん  男性          53          42           0           0   ○\n",
       "Bさん  女性          42          50           0           0   ×\n",
       "Cさん  男性          57          56           2           1   ×\n",
       "Dさん  男性          63          59           4           1   ×\n",
       "Eさん  男性          62          58           3           3   ○\n",
       "Fさん  男性          53          56           6           2   ×\n",
       "Gさん  男性          49          48           0           1   ×\n",
       "Hさん  女性          57          54           1           1   ×\n",
       "Iさん  男性          53          51           2           1   ×\n",
       "Jさん  男性          60          57          35          30   ○\n",
       "Kさん  女性          45          42           0           0   ×\n",
       "Lさん  男性          56          52           1           0   ×\n",
       "Mさん  女性          58          54           1           2   ×\n",
       "Nさん  女性          60          56           3           1   ×\n",
       "Oさん  男性          58          50           2           0   ×\n",
       "Pさん  女性          55          57           2           2   ×\n",
       "Qさん  男性          65          56          50          40   ○\n",
       "Rさん  女性          47          44           0           0   ×\n",
       "Sさん  男性          56          54           4           4   ×\n",
       "Tさん  女性          61          58           0           0   ○"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}