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March 1, 2016 05:04
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# カラーパレットの選び方(Choosing color palettes)\n", | |
| "[color_palettes](https://stanford.edu/~mwaskom/software/seaborn/tutorial/color_palettes.html)のまとめです。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# 準備\n", | |
| "%matplotlib inline\n", | |
| "import seaborn as sns, numpy as np\n", | |
| "from ipywidgets import interact, FloatSlider" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## color_palette()を用いた作成方法(Building color palettes with color_palette())\n", | |
| "- color_paletteを用いると、ほとんどのカラーパレットを作成できます。\n", | |
| "- set_paletteを用いると、デフォルトのカラーパレットを設定できます(例は後述)。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 定性的なカラーパレット(Qualitative color palettes)\n", | |
| "- カラーパレット名を指定しないと、現在のカラーパレットが取得できます。(下記は、デフォルトのカラーパレット)\n", | |
| "- palplotは、カラーパレットを表示します。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnfZVV2bHkCsAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x7f0f898>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "current_palette = sns.color_palette(n_colors=24)\n", | |
| "sns.palplot(current_palette)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "デフォルトのカラーパレットは、6つのテーマ(deep, muted, pastel, bright, dark, colorblind)があります。(デフォルトはdeep) \n", | |
| "Jupyterで、テーマをインタラクティブに確認できるようにしました。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnfZVV2bHkCsAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xa026160>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def show_pal0(palette):\n", | |
| " sns.palplot(sns.color_palette(palette, 24))\n", | |
| "interact(show_pal0, palette='deep muted pastel bright dark colorblind'.split());" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 色相カラーパレット(Using circular color systems)\n", | |
| "よく使われるのは、hlsです。color_paletteでも、hls_paletteでも作成できます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSQEAAACAaCIpAAAAABDtN0XwU8uxKeMTAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xa02bd68>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSQEAAACAaCIpAAAAABDtN0XwU8uxKeMTAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xa02bc18>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.color_palette(\"hls\",24))\n", | |
| "sns.palplot(sns.hls_palette(24))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "パラメータ l で明度を、s で彩度を指定できます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJAUAAAAAoomkAAAAAEC035VnUZFBwtZkAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb642c88>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUgAAAAAgmkgKAAAAAET7Aw/JVAWmnVP+AAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb642c50>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.hls_palette(24, l=0.2))\n", | |
| "sns.palplot(sns.hls_palette(24, s = 0.2))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "下記の様にするとくっきりしたカラーパレットになります。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNJEUAAAAAIj2DY/COOkHVa8cAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x9c07898>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.hls_palette(24, l=0.5, s=1))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Jupyterで、明度と彩度をインタラクティブに確認できるようにしました。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSQEAAACAaCIpAAAAABDtN0XwU8uxKeMTAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb5b8160>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def show_pal1(l, s):\n", | |
| " sns.palplot(sns.hls_palette(24, l=l, s=s))\n", | |
| "interact(show_pal1, l=FloatSlider(0.6, max=1), s=FloatSlider(0.65, max=1));" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "hlsの色相ごとの明度のばらつきを少なくしたhuslも利用できます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noZ8qAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb5bb908>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.husl_palette(24))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## カテゴリカラー(Using categorical Color Brewer palettes)\n", | |
| "名前のついたカラーパレットです。\n", | |
| "少し古いですが、[印刷用一覧](https://dl.dropboxusercontent.com/u/35689878/pdf/pal.pdf)を用意しました。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb6e36a0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.color_palette(\"Set1\", 24))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Jupyterでは、簡単に確認できます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAABGCAYAAACzDYzYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8sdIAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb75e208>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.choose_colorbrewer_palette('qualitative');" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "RGBで指定してカラーパレットを作成することもできます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\naU90KVVhSAyNCgAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb78a860>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "flatui = [\"#9b59b6\", \"#3498db\", \"#95a5a6\", \"#e74c3c\", \"#34495e\", \"#2ecc71\"]\n", | |
| "sns.palplot(sns.color_palette(flatui, 24))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 連続カラーパレット(Sequential color palettes)\n", | |
| "- 特定の名前で指定すると、連続的なカラーパレットになります。\n", | |
| "- 名前に\"_d\"をつけるとdarkになります。(つけないとlight) \n", | |
| "- 名前に\"_r\"をつけると逆順になります。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAA4JJREFUeJzt27+rz1EAxvHzReqSGAzXgMRwlUTEcAcJGSQGSUoWZFBS\nUsJEKSkpg7BISTKQDEIyGIhIyh3Ir8EdDCQ/In38Be7kOPK8Xuvp1DO/O6fXdV1XAAAAAABCjWo9\nAAAAAACgJZEUAAAAAIgmkgIAAAAA0URSAAAAACCaSAoAAAAARBNJAQAAAIBoI0bSruv+1g4AAAAA\ngGr6Bvf99mzMSBd7vV758OXnHx/0r5g0bnQZ/vi99Yxq+ieOLa/ef2s9o4pvP36WgSnjy9C7z62n\nVDEwZXx5/OZT6xnVzJs2odx78aH1jGoWz5xUbg29bz2jmmUDk8uVJ8OtZ1SzZm5/OffgbesZVWxa\nOLWcuPuy9YxqdgzOKIduPm89o5r9y2eV3VeHWs+o5ujqgbLl4tPWM6o5s35O2XD2UesZVVzYPL+s\nOnm/9Yxqrm1fVJYcu9t6RjV3dg2WBQdvt55RzcMDS8vsvddbz6jm2eGVZfrOq61nVPH6+OrSv/VS\n6xnVDJ9eVyZuPNd6RjUfz28qfWtPtZ5RzdfL20rfiiOtZ1Tz9caeEWPi/8p3ewAAAAAgmkgKAAAA\nAEQTSQEAAACAaCIpAAAAABBNJAUAAAAAoomkAAAAAEA0kRQAAAAAiCaSAgAAAADRRFIAAAAAIJpI\nCgAAAABEE0kBAAAAgGgiKQAAAAAQTSQFAAAAAKKJpAAAAABANJEUAAAAAIgmkgIAAAAA0URSAAAA\nACCaSAoAAAAARBNJAQAAAIBoIikAAAAAEE0kBQAAAACiiaQAAAAAQDSRFAAAAACIJpICAAAAANFE\nUgAAAAAgmkgKAAAAAEQTSQEAAACAaCIpAAAAABBNJAUAAAAAoomkAAAAAEA0kRQAAAAAiCaSAgAA\nAADRRFIAAAAAIJpICgAAAABEE0kBAAAAgGgiKQAAAAAQTSQFAAAAAKKJpAAAAABANJEUAAAAAIgm\nkgIAAAAA0URSAAAAACCaSAoAAAAARBNJAQAAAIBoIikAAAAAEE0kBQAAAACiiaQAAAAAQDSRFAAA\nAACIJpICAAAAANFEUgAAAAAgmkgKAAAAAEQTSQEAAACAaCIpAAAAABBNJAUAAAAAoomkAAAAAEC0\nXtd1XesRAAAAAACteEkKAAAAAEQTSQEAAACAaCIpAAAAABBNJAUAAAAAoomkAAAAAEA0kRQAAAAA\niPYLwAZVA0TTxnUAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb855588>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAKNQVSW2gB7XAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb8a2cf8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAANF+Aeh7Vku0adc8AAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb8a2da0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.color_palette(\"Blues\", 24))\n", | |
| "sns.palplot(sns.color_palette(\"Blues_d\", 24))\n", | |
| "sns.palplot(sns.color_palette(\"Blues_r\", 24))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Jupyterでは、簡単に確認できます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAABGCAYAAADIKU4UAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb999748>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.choose_colorbrewer_palette('sequential');" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## cubehelix_paletteを用いた連続カラーパレット(Sequential palettes with cubehelix_palette())\n", | |
| "cubehelixを使って色調を変化させながら、明るさを連続的に変化させたカラーパレットを作成できます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAEQTSQEAAACAaP8BYDJXO6wihi0AAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb9399e8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.color_palette(\"cubehelix\", 24))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "cubehelix_paletteは、違うカラーパレットになるようです。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nINovnl5Umbr8XTQAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xa0269b0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.cubehelix_palette(24))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "as_cmap=Trueとすることで、cmapパラメータを持つグラフ描画で使えるようになります。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAd8AAAFRCAYAAAA1uqfwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nnhFfAAA8+3/DcHssaENG1gAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb914828>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "np.random.seed(1)\n", | |
| "x, y = np.random.multivariate_normal([0, 0], [[1, -.5], [-.5, 1]], size=300).T\n", | |
| "cmap = sns.cubehelix_palette(light=1, as_cmap=True)\n", | |
| "sns.kdeplot(x, y, cmap=cmap, shade=True);" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Jupyterで、cubehelix_palette カラーパレットをインタラクティブに確認できるようにしました。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nINovnl5Umbr8XTQAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb91b550>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def show_pal2(start, rot):\n", | |
| " sns.palplot(sns.cubehelix_palette(24, start=start, rot=rot))\n", | |
| "interact(show_pal2, start=FloatSlider(max=1), rot=FloatSlider(0.4, max=1));" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## カスタム連続カラーパレット(Custom sequential palettes with light_palette() and dark_palette())\n", | |
| "light_paletteやdark_paletteを使うこともできます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb900c50>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ndr6xAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb900048>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.light_palette(\"blue\", 24))\n", | |
| "sns.palplot(sns.dark_palette(\"blue\", 24))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "先ほどの図の等高線に使ってみましょう。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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ZtSeVvft3sz9jH6b60xc68PP1IzAgmKCAIAIDggjwD0Sr0aJSqVEqlahUalwuJ/X19dSb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\nWL5EREQSY/kSERFJjOVLREQksf8FEFphSjkQG6UAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xba1f860>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "cmap = sns.dark_palette(\"palegreen\", as_cmap=True)\n", | |
| "sns.kdeplot(x, y, cmap=cmap);" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Jupyterで、インタラクティブに確認できるようにしました。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb6440f0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def show_pal3(light_or_dark, color, reverse):\n", | |
| " sns.palplot(eval('sns.%s_palette'%light_or_dark)(color=color, n_colors=24, reverse=reverse))\n", | |
| "interact(show_pal3, light_or_dark=('light', 'dark'), color=('blue', 'navy', 'green', 'palegreen', 'red'), reverse=False);" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 2色に分かれたカラーパレット(Diverging color palettes)\n", | |
| "両端が別の色で、中間が白色のカラーパレットです。 \n", | |
| "color_paletteで指定すれば作成できます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2i+cYVGnVAF+nQAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb7121d0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAov0CgWJR6/+kzsAAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb712eb8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLxfUUsscGpgEAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb8739e8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.color_palette(\"BrBG\", 24))\n", | |
| "sns.palplot(sns.color_palette(\"RdBu_r\", 24))\n", | |
| "sns.palplot(sns.color_palette(\"coolwarm\", 24))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Jupyterでは、簡単に確認できます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAABGCAYAAACzDYzYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSBAAANUN1o4l51U6Io8AAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb882940>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.choose_colorbrewer_palette('diverging');" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## 2色に分かれたカスタムカラーパレット(Custom diverging palettes with diverging_palette())\n", | |
| "diverging_paletteでカスタムできます。 \n", | |
| "中間を暗くすることもできます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAKL9Au6wUyt3/lNtAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb5e1438>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngGi/AGSyUnP2MLbMAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb5e1320>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCAAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb7c1e80>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.palplot(sns.diverging_palette(220, 20, n=24))\n", | |
| "sns.palplot(sns.diverging_palette(145, 280, s=85, l=25, n=24))\n", | |
| "sns.palplot(sns.diverging_palette(255, 133, l=60, n=24, center=\"dark\"))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Jupyterで、インタラクティブに確認できるようにしました。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "iVBORw0KGgoAAAANSUhEUgAABUkAAABGCAYAAADxchVLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAKL9Au6wUyt3/lNtAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb52c080>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def show_pal4(h_neg, h_pos, s, l, center):\n", | |
| " sns.palplot(sns.diverging_palette(h_neg, h_pos, n=24, s=s, l=l, center=center))\n", | |
| "interact(show_pal4, h_neg=FloatSlider(220, max=360), h_pos=FloatSlider(20, max=360), \n", | |
| " s=FloatSlider(75, max=99), l=FloatSlider(50, max=99), center=('light', 'dark'));" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## デフォルトカラーパレットの設定(Changing default palettes with set_palette())\n", | |
| "set_paletteでデフォルトカラーパレットを設定できます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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gcPJab1SuJyMjiiIH2o/wjxd/zKjPxY6Uh7BdLaEsNfcmZQygEBQUxufzYvHT/HHl72NQ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\nZX3nTlmn3HjhV7MoCtz3cMcV9rGKopBNB4mHJtg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VemcU4w0RD46xs/RDRJ2Fqs7fw2ip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xkJJ9jlsvH5nkbqFI5s3IhUbJbI8in0pgpcNfepXkeLbjUUvI8vyN7HpuYWVWtopePW9HnL2NC1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\nIAgzgAjIgiAIgjAD/P+p4ZwZ5B2p9wAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb4bc4e0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "def sinplot(flip=1):\n", | |
| " x = np.linspace(0, 14, 100)\n", | |
| " for i in range(1, 7):\n", | |
| " plt.plot(x, np.sin(x + i * .5) * (7 - i) * flip)\n", | |
| "\n", | |
| "sinplot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 26, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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8V+fcyZWZt2KXjK1jPRLt1a9Rtfu7pM28nayF9w06npY2viIl0gMPPPDAZCb0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\nD3t4Sz59QYnIAAAAAElFTkSuQmCC\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb755f28>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "sns.set_palette(\"husl\")\n", | |
| "sinplot()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "with句を使うと、局所的に変更できます。" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 27, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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xt7bG1dmVT7JLKWntpLqzB197GxZ5ubDIy4Xs3FwEQSA5VnwxkKkwUSq4d3ki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vzMrSRwW808uEPe1EfCKyNBosk0d7vrqS/f2uFuI0i+1Q+12WUV9GQmwykF2cegXH/cOzIK3JgJ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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0xb5cd3c8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "with sns.color_palette(\"PuBuGn_d\"):\n", | |
| " sinplot()" | |
| ] | |
| } | |
| ], | |
| "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": "3.5.1" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 0 | |
| } |
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http://nbviewer.jupyter.org/gist/Tsutomu-KKE/e578cc7b031795bdefdb