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@self-methods
Created January 11, 2021 15:11
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 【seaborn】グラフの作成方法と主な使い方【まとめ】"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import japanize_matplotlib\n",
"sns.set(font=\"IPAexGothic\")\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## スタイルの設定\n",
"set_style()\n",
"<table>\n",
"<thead>\n",
"<tr>\n",
"<th align=\"left\">スタイル名</th>\n",
"<th align=\"left\">背景</th>\n",
"<th align=\"left\">グリッド線</th>\n",
"</tr>\n",
"</thead>\n",
"<tbody><tr>\n",
"<td align=\"left\">darkgrid(デフォルト)</td>\n",
"<td align=\"left\">暗</td>\n",
"<td align=\"left\">あり</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"left\">whitegrid</td>\n",
"<td align=\"left\">白</td>\n",
"<td align=\"left\">あり</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"left\">dark</td>\n",
"<td align=\"left\">暗</td>\n",
"<td align=\"left\">なし</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"left\">white</td>\n",
"<td align=\"left\">白</td>\n",
"<td align=\"left\">なし</td>\n",
"</tr>\n",
"<tr>\n",
"<td align=\"left\">ticks</td>\n",
"<td align=\"left\">白</td>\n",
"<td align=\"left\">なし, 軸に刻み線あり</td>\n",
"</tr>\n",
"</tbody></table>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 折れ線グラフ\n",
"sns.lineplot(x, y, data=dataframe)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<table class=\"\"><thead><tr><th role=\"textbox\" aria-multiline=\"true\" aria-label=\"ヘッダーラベル\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">引数</th><th role=\"textbox\" aria-multiline=\"true\" aria-label=\"ヘッダーラベル\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">説明</th></tr></thead><tbody><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">x, y(省略可)</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">データフレームのカラム名</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">data</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">データフレーム</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">hue</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">カラムのカテゴリを異なる色で描画</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">style</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">カラムのカテゴリを異なる線種で描画</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">ci</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">信頼区間の幅(デフォルト=95)で半透明のエラーバンドを表示<br data-rich-text-line-break=\"true\">表示しない場合はNone</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">ax</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">グラフを描画したい領域(axesオブジェト)</td></tr></tbody></table>"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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>subject</th>\n",
" <th>timepoint</th>\n",
" <th>event</th>\n",
" <th>region</th>\n",
" <th>signal</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>s13</td>\n",
" <td>18</td>\n",
" <td>stim</td>\n",
" <td>parietal</td>\n",
" <td>-0.017552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>s5</td>\n",
" <td>14</td>\n",
" <td>stim</td>\n",
" <td>parietal</td>\n",
" <td>-0.080883</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>s12</td>\n",
" <td>18</td>\n",
" <td>stim</td>\n",
" <td>parietal</td>\n",
" <td>-0.081033</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>s11</td>\n",
" <td>18</td>\n",
" <td>stim</td>\n",
" <td>parietal</td>\n",
" <td>-0.046134</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>s10</td>\n",
" <td>18</td>\n",
" <td>stim</td>\n",
" <td>parietal</td>\n",
" <td>-0.037970</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" subject timepoint event region signal\n",
"0 s13 18 stim parietal -0.017552\n",
"1 s5 14 stim parietal -0.080883\n",
"2 s12 18 stim parietal -0.081033\n",
"3 s11 18 stim parietal -0.046134\n",
"4 s10 18 stim parietal -0.037970"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fmri = sns.load_dataset('fmri')\n",
"fmri.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='timepoint', ylabel='signal'>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"signal\", data=fmri)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='timepoint', ylabel='signal'>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"signal\", data=fmri, ci=None)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='timepoint', ylabel='signal'>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"signal\", data=fmri, hue=\"region\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='timepoint', ylabel='signal'>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(x=\"timepoint\", y=\"signal\", data=fmri, hue=\"region\", style=\"event\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 棒グラフ\n",
"sns.barplot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<table class=\"\"><thead><tr><th role=\"textbox\" aria-multiline=\"true\" aria-label=\"ヘッダーラベル\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">引数</th><th role=\"textbox\" aria-multiline=\"true\" aria-label=\"ヘッダーラベル\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">説明</th></tr></thead><tbody><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">x, y(省略可)</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">データフレームのカラム名(xに数値型の変数、yにカテゴリ変数を指定した場合は横棒グラフを描画)</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">data</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">データフレーム</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">order</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">表示する並び(リストで指定)</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">hue</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">カラムのカテゴリを異なる色で描画</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">ci</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">信頼区間の幅(デフォルト=95)で半透明のエラーバンドを表示<br data-rich-text-line-break=\"true\">表示しない場合はNone</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">ax</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" style=\"white-space: pre-wrap;\" contenteditable=\"true\">グラフを描画したい領域(axesオブジェクトでの指定)</td></tr></tbody></table>"
]
},
{
"cell_type": "code",
"execution_count": 7,
"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>total_bill</th>\n",
" <th>tip</th>\n",
" <th>sex</th>\n",
" <th>smoker</th>\n",
" <th>day</th>\n",
" <th>time</th>\n",
" <th>size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>16.99</td>\n",
" <td>1.01</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10.34</td>\n",
" <td>1.66</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>21.01</td>\n",
" <td>3.50</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>23.68</td>\n",
" <td>3.31</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>24.59</td>\n",
" <td>3.61</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" total_bill tip sex smoker day time size\n",
"0 16.99 1.01 Female No Sun Dinner 2\n",
"1 10.34 1.66 Male No Sun Dinner 3\n",
"2 21.01 3.50 Male No Sun Dinner 3\n",
"3 23.68 3.31 Male No Sun Dinner 2\n",
"4 24.59 3.61 Female No Sun Dinner 4"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tips = sns.load_dataset('tips')\n",
"tips.head()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='day', ylabel='total_bill'>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=\"day\", y=\"total_bill\", data=tips)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='tip', ylabel='day'>"
]
},
"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": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Y軸に数値データじゃない値を入れると横棒グラフとなる\n",
"sns.barplot(x=\"tip\", y=\"day\", data=tips)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='total_bill', ylabel='sex'>"
]
},
"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": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=\"total_bill\", y=\"sex\", data=tips, order=[\"Male\",\"Female\"], ci=None)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='day', ylabel='total_bill'>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#hue\n",
"sns.barplot(x=\"day\", y=\"total_bill\", hue=\"sex\", data=tips)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 散布図\n",
"sns.scatterplot()\n",
"※x,yの数値データの指定は必須"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<table class=\"\"><thead><tr><th role=\"textbox\" aria-multiline=\"true\" aria-label=\"ヘッダーラベル\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">引数</th><th role=\"textbox\" aria-multiline=\"true\" aria-label=\"ヘッダーラベル\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">説明</th></tr></thead><tbody><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">x, y</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">データフレームのカラム名</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">data</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">データフレーム</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">hue</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">カラムのカテゴリを異なる色で描画</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">style</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">カラムのカテゴリを異なる線種で描画</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">size</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">カラムのカテゴリを異なるサイズで描画</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">alpha</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">透明度</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">ax</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">グラフを描画したい領域(axesオブジェクトでの指定)</td></tr></tbody></table>"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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",
" </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": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris = sns.load_dataset('iris')\n",
"iris.head()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='sepal_length', ylabel='sepal_width'>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"sepal_length\", y=\"sepal_width\", data=iris)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='sepal_length', ylabel='sepal_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": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"sepal_length\", y=\"sepal_width\", data=iris, hue=\"species\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='sepal_length', ylabel='sepal_width'>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"sepal_length\", y=\"sepal_width\", data=iris, style=\"species\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='sepal_length', ylabel='sepal_width'>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"sepal_length\", y=\"sepal_width\", data=iris, size=\"species\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='sepal_length', ylabel='sepal_width'>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"sepal_length\", y=\"sepal_width\", data=iris, hue=\"species\", size=\"sepal_length\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 散布図行列\n",
"sns.pairplot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<table class=\"\"><thead><tr><th role=\"textbox\" aria-multiline=\"true\" aria-label=\"ヘッダーラベル\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">引数</th><th role=\"textbox\" aria-multiline=\"true\" aria-label=\"ヘッダーラベル\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">説明</th></tr></thead><tbody><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">data</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">データフレーム</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">hue</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">カラムのカテゴリを異なる色で描画</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">kind</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">描画するグラフの種類 :scatter・reg</td></tr><tr><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">diag_kind</td><td role=\"textbox\" aria-multiline=\"true\" aria-label=\"\" class=\"rich-text block-editor-rich-text__editable wp-block-table__cell-content\" contenteditable=\"true\" style=\"white-space: pre-wrap;\">対角線上に描画するグラフの種類 :hist・kde</td></tr></tbody></table>"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x29ecce01ca0>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=iris)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x29ecd752490>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 809.85x720 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=iris, hue=\"species\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x29ecece40a0>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 809.85x720 with 20 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(data=iris, hue=\"species\", kind=\"reg\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x29ecfbdf580>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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