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genya0407/datasciencerb.ipynb

Created May 18, 2017 13:47
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datasciencerb.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 赤ワインと白ワインのどっちがおいしい？\n",
"\n",
"https://archive.ics.uci.edu/ml/datasets/wine\n",
"←このデータから、赤ワインの評価と白ワインの評価に差があるかを調べる"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"if(window['d3'] === undefined ||\n",
" window['Nyaplot'] === undefined){\n",
" var path = {\"d3\":\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\",\"downloadable\":\"http://cdn.rawgit.com/domitry/d3-downloadable/master/d3-downloadable\"};\n",
"\n",
"\n",
"\n",
" var shim = {\"d3\":{\"exports\":\"d3\"},\"downloadable\":{\"exports\":\"downloadable\"}};\n",
"\n",
" require.config({paths: path, shim:shim});\n",
"\n",
"\n",
"require(['d3'], function(d3){window['d3']=d3;console.log('finished loading d3');require(['downloadable'], function(downloadable){window['downloadable']=downloadable;console.log('finished loading downloadable');\n",
"\n",
"\tvar script = d3.select(\"head\")\n",
"\t .append(\"script\")\n",
"\t .attr(\"src\", \"http://cdn.rawgit.com/domitry/Nyaplotjs/master/release/nyaplot.js\")\n",
"\t .attr(\"async\", true);\n",
"\n",
"\tscript[0][0].onload = script[0][0].onreadystatechange = function(){\n",
"\n",
"\n",
"\t var event = document.createEvent(\"HTMLEvents\");\n",
"\t event.initEvent(\"load_nyaplot\",false,false);\n",
"\t window.dispatchEvent(event);\n",
"\t console.log('Finished loading Nyaplotjs');\n",
"\n",
"\t};\n",
"\n",
"\n",
"});});\n",
"}\n"
],
"text/plain": [
"\"if(window['d3'] === undefined ||\\n window['Nyaplot'] === undefined){\\n var path = {\\\"d3\\\":\\\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\\\",\\\"downloadable\\\":\\\"http://cdn.rawgit.com/domitry/d3-downloadable/master/d3-downloadable\\\"};\\n\\n\\n\\n var shim = {\\\"d3\\\":{\\\"exports\\\":\\\"d3\\\"},\\\"downloadable\\\":{\\\"exports\\\":\\\"downloadable\\\"}};\\n\\n require.config({paths: path, shim:shim});\\n\\n\\nrequire(['d3'], function(d3){window['d3']=d3;console.log('finished loading d3');require(['downloadable'], function(downloadable){window['downloadable']=downloadable;console.log('finished loading downloadable');\\n\\n\\tvar script = d3.select(\\\"head\\\")\\n\\t .append(\\\"script\\\")\\n\\t .attr(\\\"src\\\", \\\"http://cdn.rawgit.com/domitry/Nyaplotjs/master/release/nyaplot.js\\\")\\n\\t .attr(\\\"async\\\", true);\\n\\n\\tscript[0][0].onload = script[0][0].onreadystatechange = function(){\\n\\n\\n\\t var event = document.createEvent(\\\"HTMLEvents\\\");\\n\\t event.initEvent(\\\"load_nyaplot\\\",false,false);\\n\\t window.dispatchEvent(event);\\n\\t console.log('Finished loading Nyaplotjs');\\n\\n\\t};\\n\\n\\n});});\\n}\\n\""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"true"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"require 'daru'\n",
"require 'rbplotly'\n",
"require 'daru_plotly'\n",
"require 'statsample'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## csvを読み込む"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
" <tr>\n",
" <th colspan='14'>Daru::DataFrame(10x13)</th>\n",
" </tr>\n",
"\n",
" \n",
" <tr>\n",
" <th></th>\n",
" \n",
" <th>type</th>\n",
" \n",
" <th>fixed acidity</th>\n",
" \n",
" <th>volatile acidity</th>\n",
" \n",
" <th>citric acid</th>\n",
" \n",
" <th>residual sugar</th>\n",
" \n",
" <th>chlorides</th>\n",
" \n",
" <th>free sulfur dioxide</th>\n",
" \n",
" <th>total sulfur dioxide</th>\n",
" \n",
" <th>density</th>\n",
" \n",
" <th>pH</th>\n",
" \n",
" <th>sulphates</th>\n",
" \n",
" <th>alcohol</th>\n",
" \n",
" <th>quality</th>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
" <tr>\n",
" <td>0</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.4</td>\n",
" \n",
" <td>0.7</td>\n",
" \n",
" <td>0</td>\n",
" \n",
" <td>1.9</td>\n",
" \n",
" <td>0.076</td>\n",
" \n",
" <td>11</td>\n",
" \n",
" <td>34</td>\n",
" \n",
" <td>0.9978</td>\n",
" \n",
" <td>3.51</td>\n",
" \n",
" <td>0.56</td>\n",
" \n",
" <td>9.4</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.8</td>\n",
" \n",
" <td>0.88</td>\n",
" \n",
" <td>0</td>\n",
" \n",
" <td>2.6</td>\n",
" \n",
" <td>0.098</td>\n",
" \n",
" <td>25</td>\n",
" \n",
" <td>67</td>\n",
" \n",
" <td>0.9968</td>\n",
" \n",
" <td>3.2</td>\n",
" \n",
" <td>0.68</td>\n",
" \n",
" <td>9.8</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>2</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.8</td>\n",
" \n",
" <td>0.76</td>\n",
" \n",
" <td>0.04</td>\n",
" \n",
" <td>2.3</td>\n",
" \n",
" <td>0.092</td>\n",
" \n",
" <td>15</td>\n",
" \n",
" <td>54</td>\n",
" \n",
" <td>0.997</td>\n",
" \n",
" <td>3.26</td>\n",
" \n",
" <td>0.65</td>\n",
" \n",
" <td>9.8</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>3</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>11.2</td>\n",
" \n",
" <td>0.28</td>\n",
" \n",
" <td>0.56</td>\n",
" \n",
" <td>1.9</td>\n",
" \n",
" <td>0.075</td>\n",
" \n",
" <td>17</td>\n",
" \n",
" <td>60</td>\n",
" \n",
" <td>0.998</td>\n",
" \n",
" <td>3.16</td>\n",
" \n",
" <td>0.58</td>\n",
" \n",
" <td>9.8</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>4</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.4</td>\n",
" \n",
" <td>0.7</td>\n",
" \n",
" <td>0</td>\n",
" \n",
" <td>1.9</td>\n",
" \n",
" <td>0.076</td>\n",
" \n",
" <td>11</td>\n",
" \n",
" <td>34</td>\n",
" \n",
" <td>0.9978</td>\n",
" \n",
" <td>3.51</td>\n",
" \n",
" <td>0.56</td>\n",
" \n",
" <td>9.4</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>5</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.4</td>\n",
" \n",
" <td>0.66</td>\n",
" \n",
" <td>0</td>\n",
" \n",
" <td>1.8</td>\n",
" \n",
" <td>0.075</td>\n",
" \n",
" <td>13</td>\n",
" \n",
" <td>40</td>\n",
" \n",
" <td>0.9978</td>\n",
" \n",
" <td>3.51</td>\n",
" \n",
" <td>0.56</td>\n",
" \n",
" <td>9.4</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>6</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.9</td>\n",
" \n",
" <td>0.6</td>\n",
" \n",
" <td>0.06</td>\n",
" \n",
" <td>1.6</td>\n",
" \n",
" <td>0.069</td>\n",
" \n",
" <td>15</td>\n",
" \n",
" <td>59</td>\n",
" \n",
" <td>0.9964</td>\n",
" \n",
" <td>3.3</td>\n",
" \n",
" <td>0.46</td>\n",
" \n",
" <td>9.4</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>7</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.3</td>\n",
" \n",
" <td>0.65</td>\n",
" \n",
" <td>0</td>\n",
" \n",
" <td>1.2</td>\n",
" \n",
" <td>0.065</td>\n",
" \n",
" <td>15</td>\n",
" \n",
" <td>21</td>\n",
" \n",
" <td>0.9946</td>\n",
" \n",
" <td>3.39</td>\n",
" \n",
" <td>0.47</td>\n",
" \n",
" <td>10</td>\n",
" \n",
" <td>7</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>8</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.8</td>\n",
" \n",
" <td>0.58</td>\n",
" \n",
" <td>0.02</td>\n",
" \n",
" <td>2</td>\n",
" \n",
" <td>0.073</td>\n",
" \n",
" <td>9</td>\n",
" \n",
" <td>18</td>\n",
" \n",
" <td>0.9968</td>\n",
" \n",
" <td>3.36</td>\n",
" \n",
" <td>0.57</td>\n",
" \n",
" <td>9.5</td>\n",
" \n",
" <td>7</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>9</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.5</td>\n",
" \n",
" <td>0.5</td>\n",
" \n",
" <td>0.36</td>\n",
" \n",
" <td>6.1</td>\n",
" \n",
" <td>0.071</td>\n",
" \n",
" <td>17</td>\n",
" \n",
" <td>102</td>\n",
" \n",
" <td>0.9978</td>\n",
" \n",
" <td>3.35</td>\n",
" \n",
" <td>0.8</td>\n",
" \n",
" <td>10.5</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
"</table>"
],
"text/plain": [
"#<Daru::DataFrame(10x13)>\n",
" type fixed acid volatile a citric aci residual s chlorides free sulfu total sulf density pH sulphates alcohol quality\n",
" 0 red 7.4 0.7 0 1.9 0.076 11 34 0.9978 3.51 0.56 9.4 5\n",
" 1 red 7.8 0.88 0 2.6 0.098 25 67 0.9968 3.2 0.68 9.8 5\n",
" 2 red 7.8 0.76 0.04 2.3 0.092 15 54 0.997 3.26 0.65 9.8 5\n",
" 3 red 11.2 0.28 0.56 1.9 0.075 17 60 0.998 3.16 0.58 9.8 6\n",
" 4 red 7.4 0.7 0 1.9 0.076 11 34 0.9978 3.51 0.56 9.4 5\n",
" 5 red 7.4 0.66 0 1.8 0.075 13 40 0.9978 3.51 0.56 9.4 5\n",
" 6 red 7.9 0.6 0.06 1.6 0.069 15 59 0.9964 3.3 0.46 9.4 5\n",
" 7 red 7.3 0.65 0 1.2 0.065 15 21 0.9946 3.39 0.47 10 7\n",
" 8 red 7.8 0.58 0.02 2 0.073 9 18 0.9968 3.36 0.57 9.5 7\n",
" 9 red 7.5 0.5 0.36 6.1 0.071 17 102 0.9978 3.35 0.8 10.5 5"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wine = Daru::DataFrame.from_csv('./winequality-both.csv')\n",
"wine.head 10 # 最初の10行を表示"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[\"red\", \"white\"]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wine['type'].uniq.to_a"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[3, 4, 5, 6, 7, 8, 9]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wine['quality'].uniq.to_a.sort"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Object"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"include Daru::Plotly::Initializer # plot"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <script>\n",
" requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min'] }})\n",
" </script>\n",
"\n",
"\n",
"<div id=\"466ec171-a977-41e1-8b52-d869927741b1\" style=\"height: 100%; width: 100%;\"></div>\n",
"\n",
"<script>\n",
" require(['plotly'], function(Plotly) { \n",
"Plotly.newPlot(\n",
" '466ec171-a977-41e1-8b52-d869927741b1',\n",
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5, 5, 5, 6, 6, 6, 7, 5, 4, 3, 6, 6, 6, 6, 5, 4, 4, 6, 8, 6, 8, 5, 4, 4, 4, 8, 8, 6, 7, 6, 5, 5, 5, 6, 6, 6, 4, 4, 6, 6, 5, 5, 6, 6, 5, 4, 6, 6, 4, 4, 4, 5, 6, 5, 5, 5, 7, 5, 5, 6, 5, 6, 6, 6, 6, 6, 5, 5, 5, 6, 6, 4, 5, 6, 5, 6, 5, 6, 5, 5, 5, 5, 5, 6, 6, 6, 5, 5, 7, 6, 5, 6, 6, 6, 6, 5, 5, 5, 5, 7, 5, 5, 5, 6, 6, 5, 5, 7, 6, 6, 7, 5, 6, 7, 6, 6, 5, 6, 6, 6, 5, 6, 5, 6, 6, 6, 6, 5, 6, 4, 4, 5, 5, 5, 5, 6, 5, 5, 4, 4, 6, 6, 6, 7, 6, 5, 6, 6, 6, 5, 7, 7, 6, 6, 7, 5, 5, 7, 8, 5, 5, 8, 7, 6, 6, 5, 6, 4, 4, 5, 7, 6, 6, 6, 6, 5, 5, 6, 5, 6, 6, 6, 5, 5, 6, 5, 5, 6, 5, 7, 7, 7, 5, 7, 7, 5, 6, 5, 6, 5, 6, 5, 7, 5, 6, 6, 5, 6, 5, 5, 5, 6, 5, 5, 7, 6, 5, 7, 7, 7, 7, 7, 7, 6, 7, 4, 6, 7, 5, 5, 7, 5, 5, 6, 5, 6, 7, 5, 6, 7, 7, 6, 6, 6, 6, 6, 5, 5, 7, 5, 5, 7, 7, 7, 7, 6, 5, 5, 7, 7, 5, 5, 7, 7, 6, 5, 6, 7, 5, 5, 5, 6, 5, 5, 6, 6, 6, 5, 5, 5, 6, 7, 7, 5, 6, 6, 5, 5, 7, 5, 5, 5, 4, 7, 7, 6, 6, 6, 6, 8, 7, 5, 7, 7, 6, 5, 7, 7, 7, 6, 7, 7, 6, 6, 5, 6, 6, 6, 6, 5, 6, 7, 6, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 6, 6, 7, 5, 5, 5, 6, 6, 6, 5, 6, 5, 5, 5, 5, 6, 6, 6, 5, 6, 6, 6, 7, 5, 7, 6, 6, 5, 6, 6, 6, 7, 5, 5, 5, 7, 6, 6, 6, 7, 5, 7, 6, 5, 6, 6, 6, 7, 6, 6, 8, 6, 8, 6, 6, 8, 5, 5, 6, 5, 6, 6, 6, 5, 5, 6, 6, 6, 6, 6, 6, 5, 7, 6, 7, 7, 8, 8, 8, 6, 7, 5, 5, 6, 6, 6, 6, 5, 6, 5, 5, 5, 6, 5, 5, 7, 5, 8, 7, 5, 7, 7, 5, 5, 6, 8, 8, 6, 5, 5, 6, 7, 7, 5, 6, 7, 7, 5, 5, 7, 4, 6, 5, 5, 5, 6, 6, 6, 6, 7, 7, 5, 5, 5, 6, 7, 6, 6, 6, 6, 7, 7, 6, 6, 6, 6, 5, 7, 7, 5, 5, 5, 5, 5, 5, 6, 6, 7, 7, 8, 7, 6, 6, 6, 6, 6, 6, 6, 7, 7, 5, 6, 7, 6, 7, 8, 7, 6, 5, 5, 6, 6, 5, 7, 5, 7, 7, 6, 5, 5, 4, 6, 8, 6, 5, 7, 7, 5, 5, 5, 5, 5, 6, 7, 5, 6, 7, 5, 5, 6, 6, 6, 5, 5, 7, 5, 6, 6, 6, 7, 6, 5, 4, 6, 8, 6, 6, 5, 8, 7, 7, 6, 8, 8, 6, 6, 5, 4, 5, 5, 8, 8, 6, 5, 5, 8, 6, 8, 6, 6, 6, 6, 5, 5, 5, 5, 7, 5, 6, 6, 5, 7, 7, 6, 5, 7, 5, 8, 6, 6, 5, 6, 5, 5, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 6, 6, 6, 7, 7, 7, 7, 6, 7, 7, 7, 7, 7, 6, 8, 6, 7, 7, 7, 7, 7, 7, 6, 6, 6, 7, 7, 6, 5, 6, 6, 6, 6, 6, 6, 6, 8, 6, 6, 4, 5, 6, 6, 7, 6, 5, 6, 8, 8, 6, 5, 6, 6, 7, 5, 6, 6, 6, 5, 6, 6, 6, 6, 6, 6, 5, 6, 5, 4, 5, 7, 5, 6, 6, 5, 5, 5, 6, 5, 5, 8, 5, 5, 6, 5, 4, 6, 8, 8, 7, 6, 5, 5, 7, 5, 5, 5, 5, 6, 5, 6, 7, 6, 6, 7, 3, 6, 7, 6, 6, 6, 7, 6, 6, 7, 5, 7, 7, 7, 6, 6, 7, 5, 6, 6, 6, 5, 4, 6, 7, 5, 6, 6, 6, 7, 7, 7, 5, 6, 5, 6, 5, 6, 5, 7, 5, 6, 6, 6, 5, 6, 6, 6, 6, 5, 6, 6, 6, 6, 7, 6, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 5, 7, 7, 6, 6, 5, 7, 7, 6, 6, 6, 7, 6, 6, 6, 6, 8, 8, 8, 6, 6, 5, 6, 4, 6, 6, 5, 6, 7, 6, 4, 7, 8, 5, 7, 6, 6, 5, 5, 6, 7, 6, 7, 7, 7, 6, 7, 7, 5, 7, 7, 6, 5, 5, 5, 6, 5, 6, 6, 6, 5, 5, 4, 7, 5, 6, 6, 6, 6, 7, 6, 6, 6, 7, 6, 6, 5, 6, 6, 6, 6, 7, 5, 7, 6, 7, 6, 7, 7, 5, 6, 6, 7, 7, 6, 6, 8, 8, 5, 6, 6, 6, 6, 6, 6, 5, 7, 8, 6, 3, 6, 6, 6, 5, 5, 7, 7, 7, 5, 4, 8, 7, 5, 6, 5, 6, 7, 6, 6, 7, 7, 7, 6, 5, 5, 8, 5, 7, 6, 5, 5, 5, 6, 7, 5, 8, 6, 7, 7, 7, 7, 3, 6, 7, 7, 7, 7, 7, 6, 7, 6, 6, 7, 5, 5, 6, 7, 6, 6, 7, 5, 7, 5, 6, 6, 6, 7, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 7, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 6, 6, 7, 6, 6, 7, 6, 6, 6, 6, 7, 6, 6, 6, 7, 6, 6, 6, 7, 5, 6, 6, 6, 8, 5, 7, 7, 7, 6, 6, 6, 8, 5, 6, 7, 6, 8, 6, 6, 5, 5, 6, 6, 5, 6, 6, 5, 6, 5, 6, 6, 6, 5, 6, 3, 7, 6, 6, 6, 7, 7, 6, 4, 6, 7, 5, 8, 8, 5, 6, 6, 6, 6, 6, 5, 6, 6, 5, 7, 6, 6, 6, 5, 5, 5, 5, 5, 7, 6, 5, 8, 6, 6, 7, 8, 7, 7, 5, 6, 5, 6, 5, 7, 7, 6, 6, 8, 6, 7, 5, 6, 6, 5, 8, 6, 8, 6, 6, 8, 6, 6, 8, 7, 6, 7, 8, 5, 8, 7, 8, 7, 6, 6, 6, 8, 7, 6, 7, 7, 6, 7, 7, 6, 6, 7, 7, 6, 5, 7, 7, 7, 6, 7, 5, 6, 6, 7, 6, 6, 6, 7, 7, 7, 5, 7, 5, 7, 5, 5, 6, 6, 6, 6, 4, 7, 5, 5, 6, 6, 5, 5, 6, 5, 7, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 6, 6, 4, 6, 5, 6, 5, 6, 6, 6, 6, 7, 6, 6, 4, 6, 6, 6, 7, 5, 7, 4, 7, 5, 7, 6, 6, 7, 7, 7, 6, 6, 6, 7, 5, 7, 7, 7, 7, 7, 6, 7, 6, 6, 7, 6, 7, 6, 5, 5, 6, 6, 6, 5, 6, 6, 6, 5, 6, 5, 5, 7, 6, 7, 7, 6, 6, 7, 5, 5, 5, 6, 6, 6, 6, 6, 6, 7, 6, 7, 7, 7, 6, 6, 6, 6, 6, 7, 6, 7, 7, 5, 6, 4, 6, 6, 6, 6, 7, 7, 8, 7, 8, 8, 6, 4, 6, 8, 8, 7, 8, 5, 7, 6, 7, 8, 7, 5, 6, 7, 6, 5, 7, 6, 8, 7, 6, 7, 6, 5, 5, 6, 8, 7, 6, 7, 7, 5, 6, 7, 6, 6, 5, 5, 5, 6, 6, 6, 6, 6, 6, 5, 5, 5, 6, 5, 5, 4, 6, 5, 6, 5, 5, 7, 5, 5, 7, 6, 6, 7, 7, 7, 5, 6, 6, 5, 6, 5, 6, 4, 5, 6, 7, 7, 7, 7, 7, 7, 7, 5, 6, 5, 6, 7, 5, 5, 5, 8, 6, 5, 5, 5, 6, 6, 7, 5, 5, 8, 5, 5, 5, 6, 5, 4, 6, 6, 5, 5, 6, 5, 6, 7, 7, 5, 6, 6, 5, 6, 7, 5, 5, 5, 6, 5, 5, 6, 6, 5, 6, 6, 5, 5, 5, 5, 6, 5, 6, 5, 6, 5, 5, 6, 6, 3, 5, 5, 5, 5, 7, 5, 6, 6, 6, 5, 6, 6, 5, 7, 6, 6, 5, 6, 7, 7, 5, 5, 6, 5, 5, 6, 6, 5, 5, 6, 6, 6, 7, 6, 5, 6, 5, 6, 5, 6, 7, 6, 7, 6, 6, 6, 6, 6, 5, 5, 6, 6, 6, 7, 6, 6, 5, 6, 6, 6, 6, 4, 5, 5, 7, 5, 5, 5, 4, 6, 6, 5, 6, 6, 6, 6, 6, 6, 6, 6, 5, 5, 5, 6, 6, 6, 6, 7, 5, 5, 4, 6, 6, 7, 7, 7, 7, 7, 7, 6, 6, 7, 6, 7, 7, 6, 5, 7, 6, 6, 5, 7, 5, 5, 5, 6, 5, 5, 5, 6, 6, 8, 4, 6, 5, 6, 5, 6, 6, 5, 5, 6, 6, 6, 6, 6, 7, 5, 5, 5, 5, 6, 7, 5, 6, 5, 5, 6, 6, 6, 5, 7, 7, 5, 4, 6, 4, 6, 6, 7, 6, 6, 4, 6, 7, 7, 6, 7, 6, 5, 7, 7, 6, 7, 6, 6, 6, 6, 6, 6, 5, 7, 7, 7, 5, 7, 7, 6, 6, 6, 5, 6, 6, 7, 6, 6, 5, 6, 6, 6, 7, 6, 6, 6, 5, 5, 6, 6, 5, 4, 5, 5, 6, 6, 6, 6, 5, 6, 6, 5, 5, 5, 6, 5, 6, 5, 5, 5, 4, 5, 5, 7, 7, 7, 7, 7, 6, 6, 6, 7, 6, 5, 7, 7, 6, 5, 6, 6, 6, 5, 5, 6, 5, 5, 8, 6, 5, 6, 6, 5, 6, 7, 5, 4, 6, 5, 6, 6, 6, 6, 6, 6, 5, 8, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 6, 5, 6, 5, 6, 6, 5, 5, 7, 7, 7, 5, 6, 6, 6, 5, 6, 6, 6, 6, 6, 6, 6, 8, 7, 5, 6, 6, 6, 7, 5, 5, 5, 5, 7, 6, 5, 5, 6, 6, 5, 6, 5, 6, 7, 6, 6, 6, 6, 6, 6, 7, 7, 6, 7, 5, 6, 6, 5, 5, 5, 5, 7, 7, 7, 7, 7, 7, 5, 5, 7, 7, 8, 6, 7, 7, 5, 6, 5, 6, 7, 6, 6, 7, 5, 6, 6, 6, 7, 7, 5, 5, 6, 6, 5, 6, 5, 6, 6, 6, 8, 6, 5, 5, 6, 6, 6, 6, 5, 6, 6, 6, 7, 6, 6, 6, 6, 4, 4, 5, 5, 5, 4, 6, 5, 6, 6, 4, 4, 7, 5, 7, 7, 6, 6, 6, 6, 6, 6, 6, 5, 5, 5, 5, 7, 6, 6, 7, 6, 5, 5, 6, 6, 6, 6, 6, 6, 6, 4, 5, 5, 5, 5, 6, 6, 6, 7, 6, 6, 6, 6, 7, 7, 6, 5, 6, 5, 6, 6, 6, 6, 7, 5, 4, 6, 6, 5, 5, 6, 6, 6, 6, 5, 6, 6, 5, 5, 6, 5, 5, 5, 6, 6, 6, 6, 5, 5, 6, 6, 6, 6, 6, 7, 6, 6, 6, 5, 6, 6, 7, 7, 5, 7, 7, 7, 5, 6, 7, 6, 6, 5, 5, 5, 5, 5, 5, 5, 8, 8, 8, 8, 8, 8, 8, 8, 8, 6, 6, 6, 6, 6, 6, 7, 6, 5, 6, 6, 5, 6, 6, 6, 5, 6, 5, 6, 5, 6, 6, 5, 6, 5, 6, 5, 6, 6, 5, 5, 6, 6, 5, 6, 5, 6, 5, 5, 6, 6, 6, 6, 5, 5, 6, 6, 6, 4, 5, 5, 5, 6, 6, 5, 5, 5, 5, 5, 5, 6, 6, 5, 5, 5, 7, 6, 5, 7, 5, 7, 7, 7, 7, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 6, 6, 5, 6, 6, 5, 6, 6, 6, 6, 5, 5, 5, 6, 5, 5, 6, 6, 6, 6, 5, 6, 6, 5, 5, 6, 6, 5, 5, 5, 7, 5, 6, 6, 6, 6, 5, 5, 5, 5, 6, 6, 6, 6, 5, 5, 6, 6, 6, 5, 5, 5, 5, 5, 6, 4, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 5, 6, 6, 6, 6, 7, 5, 5, 6, 5, 4, 5, 6, 6, 6, 6, 5, 6, 6, 6, 6, 6, 5, 5, 6, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 6, 6, 6, 5, 6, 5, 6, 6, 5, 5, 6, 6, 6, 6, 5, 5, 6, 6, 6, 6, 6, 5, 5, 6, 6, 7, 6, 6, 7, 7, 7, 5, 5, 5, 6, 6, 6, 7, 7, 6, 7, 7, 5, 6, 7, 6, 6, 6, 6, 6, 6, 6, 6, 6, 5, 6, 6, 6, 6, 6, 6, 6, 6, 6, 6, 7, 6, 6, 6, 6, 6, 6, 5, 6, 7, 4, 6, 5, 5, 5, 5, 7, 5, 7, 7, 5, 6, 7, 7, 6, 6, 5, 6, 6, 6, 7, 7, 7, 6, 6, 6, 6, 5, 6, 5, 6, 6, 6, 7, 6, 6, 7, 7, 7, 5, 5, 5, 7, 5, 7, 7, 7, 7, 7, 6, 6, 6, 5, 6, 7, 7, 6, 5, 7, 7, 5, 6, 5, 5, 7, 7, 6, 6, 7, 6, 5, 4, 6, 6, 6, 6, 5, 4, 6, 6, 6, 6, 7, 5, 6, 7, 7, 6, 7, 6, 5, 5, 6, 6, 7, 6, 6, 7, 6, 6, 6, 7, 6, 6, 6, 7, 6, 6, 6, 6, 6, 5, 6, 6, 6, 6, 6, 6, 6, 6, 5, 5, 6, 6, 6, 6, 6, 6, 7, 6, 6, 5, 6, 6, 5, 5, 3, 6, 6, 5, 6, 5, 6, 7, 6, 6, 6, 7, 7, 6, 6, 6, 6, 7, 7, 6, 8, 8, 7, 6, 6, 6, 6, 5, 7, 4, 6, 6, 6, 6, 4, 5, 5, 6, 6, 5, 7, 8, 8, 5, 6, 6, 6, 6, 6, 5, 7, 7, 6, 5, 6, 7, 7, 8, 7, 4, 6, 6, 6, 5, 6, 5, 6, 7, 5, 6, 7, 6, 6, 6, 6, 5, 6, 6, 7, 5, 6, 6, 6, 5, 7, 6, 6, 5, 6, 7, 6, 5, 6, 6, 4, 7, 6, 6, 5, 6, 5, 6, 7, 6, 5, 6, 5, 5, 5, 6, 6, 6, 6, 5, 6, 6, 6, 6, 7, 5, 6, 6, 6, 6, 6, 7, 6, 5, 6, 6, 6, 7, 5, 4, 6, 6, 6, 5, 6, 5, 6, 7, 7, 5, 6, 6, 6, 5, 6, 5, 6, 7, 6], :type=>:histogram}], @layout={:width=>1000, :height=>500}, @config={:linkText=>\"Export to plot.ly\", :showLink=>true}, @embedded=true>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"#<CZTop::Socket::PUB:0x7f9423cb50f0 last_endpoint=\"tcp://127.0.0.1:54062\">"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(wine['quality'], type: :histogram, x: :quality).show"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 赤ワインと白ワインを分ける"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
" <tr>\n",
" <th colspan='14'>Daru::DataFrame(10x13)</th>\n",
" </tr>\n",
"\n",
" \n",
" <tr>\n",
" <th></th>\n",
" \n",
" <th>type</th>\n",
" \n",
" <th>fixed acidity</th>\n",
" \n",
" <th>volatile acidity</th>\n",
" \n",
" <th>citric acid</th>\n",
" \n",
" <th>residual sugar</th>\n",
" \n",
" <th>chlorides</th>\n",
" \n",
" <th>free sulfur dioxide</th>\n",
" \n",
" <th>total sulfur dioxide</th>\n",
" \n",
" <th>density</th>\n",
" \n",
" <th>pH</th>\n",
" \n",
" <th>sulphates</th>\n",
" \n",
" <th>alcohol</th>\n",
" \n",
" <th>quality</th>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
" <tr>\n",
" <td>0</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.4</td>\n",
" \n",
" <td>0.7</td>\n",
" \n",
" <td>0</td>\n",
" \n",
" <td>1.9</td>\n",
" \n",
" <td>0.076</td>\n",
" \n",
" <td>11</td>\n",
" \n",
" <td>34</td>\n",
" \n",
" <td>0.9978</td>\n",
" \n",
" <td>3.51</td>\n",
" \n",
" <td>0.56</td>\n",
" \n",
" <td>9.4</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.8</td>\n",
" \n",
" <td>0.88</td>\n",
" \n",
" <td>0</td>\n",
" \n",
" <td>2.6</td>\n",
" \n",
" <td>0.098</td>\n",
" \n",
" <td>25</td>\n",
" \n",
" <td>67</td>\n",
" \n",
" <td>0.9968</td>\n",
" \n",
" <td>3.2</td>\n",
" \n",
" <td>0.68</td>\n",
" \n",
" <td>9.8</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>2</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.8</td>\n",
" \n",
" <td>0.76</td>\n",
" \n",
" <td>0.04</td>\n",
" \n",
" <td>2.3</td>\n",
" \n",
" <td>0.092</td>\n",
" \n",
" <td>15</td>\n",
" \n",
" <td>54</td>\n",
" \n",
" <td>0.997</td>\n",
" \n",
" <td>3.26</td>\n",
" \n",
" <td>0.65</td>\n",
" \n",
" <td>9.8</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>3</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>11.2</td>\n",
" \n",
" <td>0.28</td>\n",
" \n",
" <td>0.56</td>\n",
" \n",
" <td>1.9</td>\n",
" \n",
" <td>0.075</td>\n",
" \n",
" <td>17</td>\n",
" \n",
" <td>60</td>\n",
" \n",
" <td>0.998</td>\n",
" \n",
" <td>3.16</td>\n",
" \n",
" <td>0.58</td>\n",
" \n",
" <td>9.8</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>4</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.4</td>\n",
" \n",
" <td>0.7</td>\n",
" \n",
" <td>0</td>\n",
" \n",
" <td>1.9</td>\n",
" \n",
" <td>0.076</td>\n",
" \n",
" <td>11</td>\n",
" \n",
" <td>34</td>\n",
" \n",
" <td>0.9978</td>\n",
" \n",
" <td>3.51</td>\n",
" \n",
" <td>0.56</td>\n",
" \n",
" <td>9.4</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>5</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.4</td>\n",
" \n",
" <td>0.66</td>\n",
" \n",
" <td>0</td>\n",
" \n",
" <td>1.8</td>\n",
" \n",
" <td>0.075</td>\n",
" \n",
" <td>13</td>\n",
" \n",
" <td>40</td>\n",
" \n",
" <td>0.9978</td>\n",
" \n",
" <td>3.51</td>\n",
" \n",
" <td>0.56</td>\n",
" \n",
" <td>9.4</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>6</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.9</td>\n",
" \n",
" <td>0.6</td>\n",
" \n",
" <td>0.06</td>\n",
" \n",
" <td>1.6</td>\n",
" \n",
" <td>0.069</td>\n",
" \n",
" <td>15</td>\n",
" \n",
" <td>59</td>\n",
" \n",
" <td>0.9964</td>\n",
" \n",
" <td>3.3</td>\n",
" \n",
" <td>0.46</td>\n",
" \n",
" <td>9.4</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>7</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.3</td>\n",
" \n",
" <td>0.65</td>\n",
" \n",
" <td>0</td>\n",
" \n",
" <td>1.2</td>\n",
" \n",
" <td>0.065</td>\n",
" \n",
" <td>15</td>\n",
" \n",
" <td>21</td>\n",
" \n",
" <td>0.9946</td>\n",
" \n",
" <td>3.39</td>\n",
" \n",
" <td>0.47</td>\n",
" \n",
" <td>10</td>\n",
" \n",
" <td>7</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>8</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.8</td>\n",
" \n",
" <td>0.58</td>\n",
" \n",
" <td>0.02</td>\n",
" \n",
" <td>2</td>\n",
" \n",
" <td>0.073</td>\n",
" \n",
" <td>9</td>\n",
" \n",
" <td>18</td>\n",
" \n",
" <td>0.9968</td>\n",
" \n",
" <td>3.36</td>\n",
" \n",
" <td>0.57</td>\n",
" \n",
" <td>9.5</td>\n",
" \n",
" <td>7</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>9</td>\n",
" \n",
" <td>red</td>\n",
" \n",
" <td>7.5</td>\n",
" \n",
" <td>0.5</td>\n",
" \n",
" <td>0.36</td>\n",
" \n",
" <td>6.1</td>\n",
" \n",
" <td>0.071</td>\n",
" \n",
" <td>17</td>\n",
" \n",
" <td>102</td>\n",
" \n",
" <td>0.9978</td>\n",
" \n",
" <td>3.35</td>\n",
" \n",
" <td>0.8</td>\n",
" \n",
" <td>10.5</td>\n",
" \n",
" <td>5</td>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
"</table>"
],
"text/plain": [
"#<Daru::DataFrame(10x13)>\n",
" type fixed acid volatile a citric aci residual s chlorides free sulfu total sulf density pH sulphates alcohol quality\n",
" 0 red 7.4 0.7 0 1.9 0.076 11 34 0.9978 3.51 0.56 9.4 5\n",
" 1 red 7.8 0.88 0 2.6 0.098 25 67 0.9968 3.2 0.68 9.8 5\n",
" 2 red 7.8 0.76 0.04 2.3 0.092 15 54 0.997 3.26 0.65 9.8 5\n",
" 3 red 11.2 0.28 0.56 1.9 0.075 17 60 0.998 3.16 0.58 9.8 6\n",
" 4 red 7.4 0.7 0 1.9 0.076 11 34 0.9978 3.51 0.56 9.4 5\n",
" 5 red 7.4 0.66 0 1.8 0.075 13 40 0.9978 3.51 0.56 9.4 5\n",
" 6 red 7.9 0.6 0.06 1.6 0.069 15 59 0.9964 3.3 0.46 9.4 5\n",
" 7 red 7.3 0.65 0 1.2 0.065 15 21 0.9946 3.39 0.47 10 7\n",
" 8 red 7.8 0.58 0.02 2 0.073 9 18 0.9968 3.36 0.57 9.5 7\n",
" 9 red 7.5 0.5 0.36 6.1 0.071 17 102 0.9978 3.35 0.8 10.5 5"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reds = wine.where(wine['type'].eq('red'))\n",
"reds.head 10"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
" <tr>\n",
" <th colspan='14'>Daru::DataFrame(10x13)</th>\n",
" </tr>\n",
"\n",
" \n",
" <tr>\n",
" <th></th>\n",
" \n",
" <th>type</th>\n",
" \n",
" <th>fixed acidity</th>\n",
" \n",
" <th>volatile acidity</th>\n",
" \n",
" <th>citric acid</th>\n",
" \n",
" <th>residual sugar</th>\n",
" \n",
" <th>chlorides</th>\n",
" \n",
" <th>free sulfur dioxide</th>\n",
" \n",
" <th>total sulfur dioxide</th>\n",
" \n",
" <th>density</th>\n",
" \n",
" <th>pH</th>\n",
" \n",
" <th>sulphates</th>\n",
" \n",
" <th>alcohol</th>\n",
" \n",
" <th>quality</th>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
" <tr>\n",
" <td>1599</td>\n",
" \n",
" <td>white</td>\n",
" \n",
" <td>7</td>\n",
" \n",
" <td>0.27</td>\n",
" \n",
" <td>0.36</td>\n",
" \n",
" <td>20.7</td>\n",
" \n",
" <td>0.045</td>\n",
" \n",
" <td>45</td>\n",
" \n",
" <td>170</td>\n",
" \n",
" <td>1.001</td>\n",
" \n",
" <td>3</td>\n",
" \n",
" <td>0.45</td>\n",
" \n",
" <td>8.8</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1600</td>\n",
" \n",
" <td>white</td>\n",
" \n",
" <td>6.3</td>\n",
" \n",
" <td>0.3</td>\n",
" \n",
" <td>0.34</td>\n",
" \n",
" <td>1.6</td>\n",
" \n",
" <td>0.049</td>\n",
" \n",
" <td>14</td>\n",
" \n",
" <td>132</td>\n",
" \n",
" <td>0.994</td>\n",
" \n",
" <td>3.3</td>\n",
" \n",
" <td>0.49</td>\n",
" \n",
" <td>9.5</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1601</td>\n",
" \n",
" <td>white</td>\n",
" \n",
" <td>8.1</td>\n",
" \n",
" <td>0.28</td>\n",
" \n",
" <td>0.4</td>\n",
" \n",
" <td>6.9</td>\n",
" \n",
" <td>0.05</td>\n",
" \n",
" <td>30</td>\n",
" \n",
" <td>97</td>\n",
" \n",
" <td>0.9951</td>\n",
" \n",
" <td>3.26</td>\n",
" \n",
" <td>0.44</td>\n",
" \n",
" <td>10.1</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1602</td>\n",
" \n",
" <td>white</td>\n",
" \n",
" <td>7.2</td>\n",
" \n",
" <td>0.23</td>\n",
" \n",
" <td>0.32</td>\n",
" \n",
" <td>8.5</td>\n",
" \n",
" <td>0.058</td>\n",
" \n",
" <td>47</td>\n",
" \n",
" <td>186</td>\n",
" \n",
" <td>0.9956</td>\n",
" \n",
" <td>3.19</td>\n",
" \n",
" <td>0.4</td>\n",
" \n",
" <td>9.9</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1603</td>\n",
" \n",
" <td>white</td>\n",
" \n",
" <td>7.2</td>\n",
" \n",
" <td>0.23</td>\n",
" \n",
" <td>0.32</td>\n",
" \n",
" <td>8.5</td>\n",
" \n",
" <td>0.058</td>\n",
" \n",
" <td>47</td>\n",
" \n",
" <td>186</td>\n",
" \n",
" <td>0.9956</td>\n",
" \n",
" <td>3.19</td>\n",
" \n",
" <td>0.4</td>\n",
" \n",
" <td>9.9</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1604</td>\n",
" \n",
" <td>white</td>\n",
" \n",
" <td>8.1</td>\n",
" \n",
" <td>0.28</td>\n",
" \n",
" <td>0.4</td>\n",
" \n",
" <td>6.9</td>\n",
" \n",
" <td>0.05</td>\n",
" \n",
" <td>30</td>\n",
" \n",
" <td>97</td>\n",
" \n",
" <td>0.9951</td>\n",
" \n",
" <td>3.26</td>\n",
" \n",
" <td>0.44</td>\n",
" \n",
" <td>10.1</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1605</td>\n",
" \n",
" <td>white</td>\n",
" \n",
" <td>6.2</td>\n",
" \n",
" <td>0.32</td>\n",
" \n",
" <td>0.16</td>\n",
" \n",
" <td>7</td>\n",
" \n",
" <td>0.045</td>\n",
" \n",
" <td>30</td>\n",
" \n",
" <td>136</td>\n",
" \n",
" <td>0.9949</td>\n",
" \n",
" <td>3.18</td>\n",
" \n",
" <td>0.47</td>\n",
" \n",
" <td>9.6</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1606</td>\n",
" \n",
" <td>white</td>\n",
" \n",
" <td>7</td>\n",
" \n",
" <td>0.27</td>\n",
" \n",
" <td>0.36</td>\n",
" \n",
" <td>20.7</td>\n",
" \n",
" <td>0.045</td>\n",
" \n",
" <td>45</td>\n",
" \n",
" <td>170</td>\n",
" \n",
" <td>1.001</td>\n",
" \n",
" <td>3</td>\n",
" \n",
" <td>0.45</td>\n",
" \n",
" <td>8.8</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1607</td>\n",
" \n",
" <td>white</td>\n",
" \n",
" <td>6.3</td>\n",
" \n",
" <td>0.3</td>\n",
" \n",
" <td>0.34</td>\n",
" \n",
" <td>1.6</td>\n",
" \n",
" <td>0.049</td>\n",
" \n",
" <td>14</td>\n",
" \n",
" <td>132</td>\n",
" \n",
" <td>0.994</td>\n",
" \n",
" <td>3.3</td>\n",
" \n",
" <td>0.49</td>\n",
" \n",
" <td>9.5</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
" <tr>\n",
" <td>1608</td>\n",
" \n",
" <td>white</td>\n",
" \n",
" <td>8.1</td>\n",
" \n",
" <td>0.22</td>\n",
" \n",
" <td>0.43</td>\n",
" \n",
" <td>1.5</td>\n",
" \n",
" <td>0.044</td>\n",
" \n",
" <td>28</td>\n",
" \n",
" <td>129</td>\n",
" \n",
" <td>0.9938</td>\n",
" \n",
" <td>3.22</td>\n",
" \n",
" <td>0.45</td>\n",
" \n",
" <td>11</td>\n",
" \n",
" <td>6</td>\n",
" \n",
" </tr>\n",
" \n",
"\n",
" \n",
"</table>"
],
"text/plain": [
"#<Daru::DataFrame(10x13)>\n",
" type fixed acid volatile a citric aci residual s chlorides free sulfu total sulf density pH sulphates alcohol quality\n",
" 1599 white 7 0.27 0.36 20.7 0.045 45 170 1.001 3 0.45 8.8 6\n",
" 1600 white 6.3 0.3 0.34 1.6 0.049 14 132 0.994 3.3 0.49 9.5 6\n",
" 1601 white 8.1 0.28 0.4 6.9 0.05 30 97 0.9951 3.26 0.44 10.1 6\n",
" 1602 white 7.2 0.23 0.32 8.5 0.058 47 186 0.9956 3.19 0.4 9.9 6\n",
" 1603 white 7.2 0.23 0.32 8.5 0.058 47 186 0.9956 3.19 0.4 9.9 6\n",
" 1604 white 8.1 0.28 0.4 6.9 0.05 30 97 0.9951 3.26 0.44 10.1 6\n",
" 1605 white 6.2 0.32 0.16 7 0.045 30 136 0.9949 3.18 0.47 9.6 6\n",
" 1606 white 7 0.27 0.36 20.7 0.045 45 170 1.001 3 0.45 8.8 6\n",
" 1607 white 6.3 0.3 0.34 1.6 0.049 14 132 0.994 3.3 0.49 9.5 6\n",
" 1608 white 8.1 0.22 0.43 1.5 0.044 28 129 0.9938 3.22 0.45 11 6"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"whites = wine.where(wine['type'].eq('white'))\n",
"whites.head 10"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## qualityのヒストグラムを書く"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" </script>\n",
"\n",
"\n",
"<div id=\"e45d27d2-2d87-4516-99fe-fd5d4080945d\" style=\"height: 100%; width: 100%;\"></div>\n",
"\n",
"<script>\n",
" require(['plotly'], function(Plotly) { \n",
"Plotly.newPlot(\n",
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7, 6, 5, 4, 6, 6, 6, 6, 5, 4, 6, 6, 6, 6, 7, 5, 6, 7, 7, 6, 7, 6, 5, 5, 6, 6, 7, 6, 6, 7, 6, 6, 6, 7, 6, 6, 6, 7, 6, 6, 6, 6, 6, 5, 6, 6, 6, 6, 6, 6, 6, 6, 5, 5, 6, 6, 6, 6, 6, 6, 7, 6, 6, 5, 6, 6, 5, 5, 3, 6, 6, 5, 6, 5, 6, 7, 6, 6, 6, 7, 7, 6, 6, 6, 6, 7, 7, 6, 8, 8, 7, 6, 6, 6, 6, 5, 7, 4, 6, 6, 6, 6, 4, 5, 5, 6, 6, 5, 7, 8, 8, 5, 6, 6, 6, 6, 6, 5, 7, 7, 6, 5, 6, 7, 7, 8, 7, 4, 6, 6, 6, 5, 6, 5, 6, 7, 5, 6, 7, 6, 6, 6, 6, 5, 6, 6, 7, 5, 6, 6, 6, 5, 7, 6, 6, 5, 6, 7, 6, 5, 6, 6, 4, 7, 6, 6, 5, 6, 5, 6, 7, 6, 5, 6, 5, 5, 5, 6, 6, 6, 6, 5, 6, 6, 6, 6, 7, 5, 6, 6, 6, 6, 6, 7, 6, 5, 6, 6, 6, 7, 5, 4, 6, 6, 6, 5, 6, 5, 6, 7, 7, 5, 6, 6, 6, 5, 6, 5, 6, 7, 6], :type=>:histogram, :marker=>{:color=>\"blue\"}}], @layout={}, @config={:linkText=>\"Export to plot.ly\", :showLink=>true}, @embedded=true>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"#<CZTop::Socket::PUB:0x7f9423cb50f0 last_endpoint=\"tcp://127.0.0.1:54062\">"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"red_quality = {\n",
" x: reds['quality'].to_a,\n",
" type: :histogram,\n",
" marker: {\n",
" color: 'red'\n",
" }\n",
"}\n",
"white_quality = {\n",
" x: whites['quality'].to_a,\n",
" type: :histogram,\n",
" marker: {\n",
" color: 'blue'\n",
" }\n",
"}\n",
"\n",
"Plotly::Plot.new(data: [red_quality, white_quality]).show"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## t検定\n",
"\n",
"赤ワインと白ワインの `quality` の平均値に差があるのか仮説検定する。"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"5.6360225140712945"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reds['quality'].mean"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5.87790935075541"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"whites['quality'].mean"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:291.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:292.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:51.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:51.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:60.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:60.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:71.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:71.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:267.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:267.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:269.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:269.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:271.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:271.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:272.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:272.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:281.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:282.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analysis 2017-05-18 22:44:49 +0900\n",
"= Statsample::Test::T\n",
" == Two Sample T Test\n",
" Mean and standard deviation\n",
"+----------+--------+--------+------+\n",
"| Variable | mean | sd | n |\n",
"+----------+--------+--------+------+\n",
"| quality | 5.6360 | 0.8076 | 1599 |\n",
"| quality | 5.8779 | 0.8856 | 4898 |\n",
"+----------+--------+--------+------+\n",
"\n",
" Levene test for equality of variances : F(1, 6495) = 0.6213 , p = 0.4306\n",
" T statistics\n",
"+--------------------+----------+-----------+----------------+\n",
"| Type | t | df | p (both tails) |\n",
"+--------------------+----------+-----------+----------------+\n",
"| Equal variance | -9.6856 | 6495 | 0.0000 |\n",
"| Non equal variance | -10.1494 | 2950.7505 | 0.0000 |\n",
"+--------------------+----------+-----------+----------------+\n",
"\n",
" Effect size\n",
"+-------+---------+\n",
"| x1-x2 | -0.2419 |\n",
"| d | -0.2599 |\n",
"+-------+---------+\n",
"\n",
"\n"
]
}
],
"source": [
"Statsample::Analysis.store(Statsample::Test::T) do\n",
" t = Statsample::Test.t_two_samples_independent(reds['quality'], whites['quality'])\n",
" summary t\n",
"end\n",
"Statsample::Analysis.run_batch"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## アルコール度数に差はあるのか？"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10.422983114446502"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reds['alcohol'].mean"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"10.514267047770149"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"whites['alcohol'].mean"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:291.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:292.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:51.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:51.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:60.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:60.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:71.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:71.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:267.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:267.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:269.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:269.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:271.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:271.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:272.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:272.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:281.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:282.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analysis 2017-05-18 22:44:49 +0900\n",
"= Statsample::Test::T\n",
" == Two Sample T Test\n",
" Mean and standard deviation\n",
"+----------+---------+--------+------+\n",
"| Variable | mean | sd | n |\n",
"+----------+---------+--------+------+\n",
"| alcohol | 10.4230 | 1.0657 | 1599 |\n",
"| alcohol | 10.5143 | 1.2306 | 4898 |\n",
"+----------+---------+--------+------+\n",
"\n",
" Levene test for equality of variances : F(1, 6495) = 69.2651 , p = 0.0000\n",
" T statistics\n",
"+--------------------+---------+-----------+----------------+\n",
"| Type | t | df | p (both tails) |\n",
"+--------------------+---------+-----------+----------------+\n",
"| Equal variance | -2.6585 | 6495 | 0.0079 |\n",
"| Non equal variance | -2.8590 | 3100.4746 | 0.0043 |\n",
"+--------------------+---------+-----------+----------------+\n",
"\n",
" Effect size\n",
"+-------+---------+\n",
"| x1-x2 | -0.0913 |\n",
"| d | -0.0837 |\n",
"+-------+---------+\n",
"\n",
"\n"
]
}
],
"source": [
"Statsample::Analysis.store(Statsample::Test::T) do\n",
" t = Statsample::Test.t_two_samples_independent(reds['alcohol'], whites['alcohol'])\n",
" summary t\n",
"end\n",
"Statsample::Analysis.run_batch"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"これも `p < 0.01`を下回ってるので差がある。"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.311113195747343"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reds['pH'].mean"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3.1882666394446693"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"whites['pH'].mean"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:291.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:292.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:51.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:51.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:60.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:60.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:71.\n",
"NOTE: Daru::Vector#only_valid is deprecated; use reject_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#only_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/levene.rb:71.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:267.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:267.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:269.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:269.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:271.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:271.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:272.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:272.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:281.\n",
"NOTE: Daru::Vector#n_valid is deprecated; use count_values instead. It will be removed on or after 2016-10-01.\n",
"Daru::Vector#n_valid called from /Users/sangenya/.rbenv/versions/2.3.2/lib/ruby/gems/2.3.0/gems/statsample-2.0.2/lib/statsample/test/t.rb:282.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Analysis 2017-05-18 22:44:49 +0900\n",
"= Statsample::Test::T\n",
" == Two Sample T Test\n",
" Mean and standard deviation\n",
"+----------+--------+--------+------+\n",
"| Variable | mean | sd | n |\n",
"+----------+--------+--------+------+\n",
"| pH | 3.3111 | 0.1544 | 1599 |\n",
"| pH | 3.1883 | 0.1510 | 4898 |\n",
"+----------+--------+--------+------+\n",
"\n",
" Levene test for equality of variances : F(1, 6495) = 0.3282 , p = 0.5667\n",
" T statistics\n",
"+--------------------+---------+-----------+----------------+\n",
"| Type | t | df | p (both tails) |\n",
"+--------------------+---------+-----------+----------------+\n",
"| Equal variance | 28.0900 | 6495 | 0.0000 |\n",
"| Non equal variance | 27.7755 | 2667.0729 | 0.0000 |\n",
"+--------------------+---------+-----------+----------------+\n",
"\n",
" Effect size\n",
"+-------+--------+\n",
"| x1-x2 | 0.1228 |\n",
"| d | 0.3153 |\n",
"+-------+--------+\n",
"\n",
"\n"
]
}
],
"source": [
"Statsample::Analysis.store(Statsample::Test::T) do\n",
" t = Statsample::Test.t_two_samples_independent(reds['pH'], whites['pH'])\n",
" summary t\n",
"end\n",
"Statsample::Analysis.run_batch"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <script>\n",
" requirejs.config({paths: { 'plotly': ['https://cdn.plot.ly/plotly-latest.min'] }})\n",
" </script>\n",
"\n",
"\n",
"<div id=\"d9750d7c-f9ad-4ba4-abcc-26addb913d25\" style=\"height: 100%; width: 100%;\"></div>\n",
"\n",
"<script>\n",
" require(['plotly'], function(Plotly) { \n",
"Plotly.newPlot(\n",
" 'd9750d7c-f9ad-4ba4-abcc-26addb913d25',\n",
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" {\"width\":500,\"height\":500},\n",
" {\"linkText\":\"Export to plot.ly\",\"showLink\":true}\n",
")\n",
"\n",
"window.addEventListener('resize', function() {\n",
" Plotly.Plots.resize(document.getElementById('71afe47a-7d6e-4e6e-aa29-f69eb2650865'))\n",
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"</script>"
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]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"#<CZTop::Socket::PUB:0x7f9423cb50f0 last_endpoint=\"tcp://127.0.0.1:54062\">"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plot(whites.corr, type: :heatmap, layout: { width: 500, height: 500 }).show"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Ruby 2.3.2",
"language": "ruby",
"name": "ruby"
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