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@xccds
Created November 30, 2014 04:03
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{
"metadata": {
"name": "",
"signature": "sha256:2683cac2187cd419060efce81038e1475914d0619d8aab1b43ac49dfcca7322f"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### seaborn\u753b\u56fe\u521d\u6b65\n",
"\n",
"python\u4e2d\u7684\u4e5f\u6709\u4e00\u4e9b\u4e0d\u9519\u7684\u7ed8\u56fe\u5305\uff0c\u4f8b\u5982seaborn\u3002\u57fa\u7840\u7684matplotlib\u8fc7\u4e8e\u5e95\u5c42\uff0c\u60f3\u628a\u4e00\u4e2a\u5206\u7c7b\u53d8\u91cf\u6620\u5c04\u5230\u989c\u8272\u4e0a\u53bb\u90fd\u8981\u8d39\u597d\u51e0\u884c\u4ee3\u7801\u3002seaborn\u5c31\u7c7b\u4f3c\u4e8eR\u4e2d\u7684lattice\uff0c\u753b\u4e00\u4e9b\u7edf\u8ba1\u56fe\u5f62\u975e\u5e38\u65b9\u4fbf\u3002\u4e0b\u9762\u662f\u603b\u7ed3\u7684\u51e0\u79cd\u5e38\u7528\u56fe\u5f62\u753b\u6cd5\u3002"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u52a0\u8f7d\u5305"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import numpy as np\n",
"from numpy.random import randn\n",
"import pandas as pd\n",
"from scipy import stats\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u8bbe\u5b9a\u53c2\u6570"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sns.set_palette(\"deep\", desat=.6)\n",
"sns.set_context(rc={\"figure.figsize\": (8, 4)})\n",
"np.random.seed(9221999)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 82
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u6761\u5f62\u56fe"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data = np.random.choice(['a','b','c'], size=100)\n",
"sns.barplot(data);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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XZObBFvqQJKkqQw/tzHwa2DDsupIk1c4bwCRJqoShLUlSJQxtSZIqYWhLklQJQ1uSpEoY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\nQ1uSpEoY2pIkVcLQliSpEoa2JEmV+H9DMtButRlY+QAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10aec3ad0>"
]
}
],
"prompt_number": 41
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u76f4\u65b9\u56fe"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data = randn(100)\n",
"sns.distplot(data,bins=30);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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GLhFHtbV38Pwbn3Do2Hkmji3mu1+5BV+W1+m2JM1cXUu+yVTy0m+38eF2y/6j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\njEVERBymMBYREXHY/w8sj9HqSyoTEgAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10adee450>"
]
}
],
"prompt_number": 83
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u7ebf\u56fe"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sns.tsplot(data);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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VZ/YKzIDu/jXJgbk7WWpQ/DW2wCwpA329QLfOnHURfwGTFJi7U5gA3TL0lpNL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\nEFKEGGZBEARBSBFimAVBEAQhRfx/GK7jsWKiRgsAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10a9e9d50>"
]
}
],
"prompt_number": 84
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u5bc6\u5ea6\u66f2\u7ebf\uff0c\u914d\u5408\u5206\u7ec4"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"c1, c2 = sns.color_palette(\"Set1\", 2)\n",
"\n",
"dist1, dist2= stats.norm(0, 1).rvs((2, 100))\n",
"dist2 = pd.Series(dist2 + 2, name=\"dist2\")\n",
"\n",
"sns.kdeplot(dist1, shade=True, color=c1)\n",
"sns.kdeplot(dist2, shade=True, color=c2);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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8WgI280yZciWSmxRocVzUgf3YL78IBQVo009xOk6PspVidZ0iKwXyu2klUzs9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\n4yFL0MYYY4yHLEEbY4wxHvo/6w8QyW28+nwAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10aef6550>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u4e8c\u7ef4\u5bc6\u5ea6\u56fe"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mpl.rc(\"figure\", figsize=(8, 8))\n",
"data = np.random.multivariate_normal([0, 0], [[1, 2], [2, 20]], size=1000)\n",
"data = pd.DataFrame(data, columns=[\"X\", \"Y\"])\n",
"sns.kdeplot(data.X, data.Y, shade=True);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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4yPXbb7122dt994DGRByYQvNj6NCTJePqeDgwJd9N4Izrd9w229a7gANzMaHD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\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10a67e290>"
]
}
],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u53cc\u53d8\u91cf\u8054\u5408\u5206\u5e03"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x = stats.gamma(3).rvs(5000)\n",
"y = stats.gamma(5).rvs(5000)\n",
"with sns.axes_style(\"white\"):\n",
" sns.jointplot(x, y, kind=\"kde\");"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Ot8uFnXsZSpbjhIM2w4nIWWKivcjNSsXhYxWob2wxuxzd2TqUnIThROQchXmZ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\niIiE8f8By/JG1ULaIhQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x109ff8890>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u7bb1\u7ebf\u56fe"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data = [randn(100), randn(100) + 1]\n",
"sns.boxplot(data);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAd4AAAECCAYAAABQYraXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAADQRJREFUeJzt3X9o5/dBx/HX9b6XuUqaZGucgsv6h/hGUfEPobIrcZ10\nP5hiNxT/OKU3O5jbP50KdbdJR2F6pSIy2RQZHatbddgxkSHYFnv03IFDiqD4x1s6aYP4g8wmuVuv\nbUwb/0gKo/TS5JNP3p/kk8cDjrv8/Lz++CbPfL7fbz53YnNzMwBAG9cNPQAAjhPhBYCGhBcAGhJe\nAGhIeAGgIeEFgIYm+/ngUsr3JXkyyc/WWv+tn0kAMF6dz3hLKaeS/GmS5/qbAwDjtp+7mn8/yZ8k\n+a+etgDA6HUKbynlbJLlWuuj26860dsiABixE10uGVlKeSLJ5vafn0xSk/xCrfV/+p0HAOPSKbzf\nrZRyIcmHd3py1cbGS5uTycl9HQcAjpBr3hO8r2c179bKytUWhwGAQ2F+fvqab9v3Ge9uLC9f8V8g\nAXBszM9PX/OM1wU0AKAh4QWAhoQXABoSXgBoSHgBoCHhBYCGhBcAGhJeAGhIeAGgIeEFgIaEFwAa\nEl4AaEh4AaAh4QWAhoQXABoSXgBoSHgBoCHhBYCGhBcAGhJeAGhIeAGgocnQAwAO2qVLF3Px4oWh\nZ+za5ctrSZIbbpgZeMneLC7emtOnF4eecegJL8Ahs7q6muTohZfdObG5uXngB1levnLwBwEYifPn\n702SnDv3qYGX0NX8/PSJa72t0xlvKeVkks8n+eEkm0l+vdb6r93mAcDx0fXJVT+X5OVa6y1JfifJ\n7/Y3CQDGq1N4a61/neTD2y/elGSlr0EAMGadn1xVa32plPLFJO9P8ou9LQKAEdvXs5prrWdLKb+d\n5JullB+ptT7/Wu83N3d9JpOT+zkUwLExNbX1rXl+fnrgJRyErk+u+tUkP1hrPZ/k+SQvb/95TSsr\nV7utAziG1tc3kiTLy1cGXkJXO/3Q1PWM96tJvlhKeSLJqSR31Vpf7Pi5AODY6BTe7buUf7nnLQAw\neq7VDAANCS8ANCS8ANCQ8AJAQ8ILAA0JLwA0JLwA0JDwAkBDwgsADQkvADQkvADQkPACQEPCCwAN\nCS8ANCS8ANCQ8AJAQ8ILAA0JLwA0JLwA0JDwAkBDwgsADQkvADQkvADQkPACQEOTLh9USjmV5AtJ\n3pbkDUk+XWv9ep/DAGCMup7xnkmyXGtdTPKeJJ/tbxIAjFenM94kDyf56va/r0uy0c+ccbt06WIu\nXrww9Ixdu3x5LUlyww0zAy/Zm8XFW3P69OLQMwBeU6fw1lqfS5JSynS2IvzJPkdxOKyuriY5euEF\nOMy6nvGmlPLWJF9L8rla61d2et+5ueszmZzseqjRuP329+X229839Ixd+/jHP54kue+++wZeAsfL\n1NTWt+b5+emBl3AQuj656i1JHk3y0Vrr6953urJytcthGNj6+tYjCMvLVwZeAseLr72jb6cfmrqe\n8X4iyUySe0op92y/7r211hc6fj4AOBa6PsZ7V5K7et4CAKPnAhoA0JDwAkBDwgsADQkvADQkvADQ\nkPACQEPCCwANCS8ANCS8ANCQ8AJAQ8ILAA0JLwA0JLwA0JDwAkBDXf8/XuCYeuihB7O09PTQM0Zt\naemZJMn58/cOvGT8FhZuypkzdzQ9pvACe7K09HTqvz+VvGl26CnjdepkkqSufnvgISP37OoghxVe\nYO/eNJvJu9859ArYl41HHh/kuB7jBYCGhBcAGhJeAGhIeAGgIeEFgIaEFwAaEl4AaGjf4S2l3FxK\nudDHGAAYu31dQKOUcneSX0nynX7mAMC47feM96kkH0hyooctADB6+wpvrfVrSTZ62gIAo9fkWs1z\nc9dnMjnZ4lD0aGpq6+YxPz898BIOk1duFzAGU1OT5t/jmnwFraxcbXEYera+vnVnxvLylYGXcJi8\ncruAMVhf3ziQ73E7xbyvXyfa7OnzAMCo7fuMt9b6dJK3738KAIyfC2gAQEPCCwANeXoisCdra6vJ\ns6vZeOTxoafA/jy7mrUT7TN4ZMP70EMPZmnp6aFnjNrS0jNJkvPn7x14yfgtLNyUM2fuGHoG0MCR\nDe/S0tNZ+tZTWZiZG3rKaM2c3P7d62//77BDRm5pbWXoCXsyMzOb/97cyOTd7xx6CuzLxiOPZ2Zm\ntvlxj2x4k2RhZi5333Lb0DNgX+7/xmNDTwAa8uQqAGhIeAGgIeEFgIaEFwAaEl4AaEh4AaAh4QWA\nhoQXABoSXgBoSHgBoCHhBYCGhBcAGhJeAGhIeAGgIeEFgIaEFwAamgw9ADiCnl3NxiOPD71ivJ5/\nYevvN37PsDvG7tnVZPbG5ocVXmBPFhZuGnrC6C1dfiZJsvAD7aNwrMzeOMjtuVN4SynXJfnjJD+R\n5MUkH6q1fqvPYcDhdObMHUNPGL3z5+9Nkpw796mBl3AQup7x3p5kqtb69lLKzUn+YPt1zaytrWZt\nbSX3f+OxloeF3i2trWTm1MmhZwCNdH1y1ekkf5sktdZvJvmp3hYBwIh1PeO9Icnl73r5pVLKdbXW\nl3vYtCszM7OZ+b+Xcvctt7U6JByI+7/xWDIzO/QMoJGu4b2cZPq7Xt4xunNz12cy6feutKmpSdZ7\n/YwwnKmpSebnp1//HTkWpqa2vjW7TYxT1/BeSvLzSR4upfx0kn/e6Z1XVq52PMy1ra9v9P45YSjr\n6xtZXr4y9AwOiVe+v7lNHF07/dDUNbx/leS2Usql7Zc/2PHzAMCx0im8tdbNJB/peQsAjJ5LRgJA\nQ8ILAA0JLwA0JLwA0JDwAkBDwgsADQkvADQkvADQkPACQEPCCwANdb1W86GwtLay9V+qcSDWXnw+\nSTLzhjcOvGTcltZWsnDjm4eeATRyZMO7sHDT0BNGb23pmSTJjCgcqIUb3+z2DMfIkQ3vmTN3DD1h\n9M6fvzdJcu7cpwZeAjAeHuMFgIaEFwAaEl4AaEh4AaAh4QWAhoQXABoSXgBo6Mj+Hi/Abl26dDEX\nL14YesauLW1fvOaV36U/KhYXb83p04tDzzj0hBfgkJmdnR16AgdIeIHRO3160ZkYh4bHeAGgoX2H\nt5Ty/lLKQ32MAYCx29ddzaWUzyR5V5J/6mcOAIzbfs94LyX5SJITPWwBgNHb1RlvKeXOJB971avP\n1lr/spTyjt5XAcBI7Sq8tdYHkjzQ9SBzc9dnMjnZ9cMZyNTU1s1jfn564CUA49Hk14lWVq62OAw9\nW1/fSJIsL18ZeAnA0bLTCUsfv060uf0HAHgd+z7jrbU+keSJHrYAwOi5gAYANCS8ANCQ8AJAQ8IL\nAA0JLwA0JLwA0JDwAkBDwgsADQkvADQkvADQkPACQEPCCwANCS8ANCS8ANCQ8AJAQ8ILAA0JLwA0\nJLwA0JDwAkBDwgsADQkvADQkvADQkPACQEPCCwANTfb6AaWUmSRfTjKdZCrJb9Za/6HvYQAwRl3O\neH8jyWO11nckOZvkc30OAoAx2/MZb5I/TPLi9r9PJXm+vzkAMG47hreUcmeSj73q1WdrrU+WUr4/\nyZeS3HVQ4wBgbHYMb631gSQPvPr1pZQfT/IXSX6r1vr3r3eQubnrM5mc7DySYUxNbd085uenB14C\nMB5dnlz1o0keTvJLtdZ/2c3HrKxc3ethOATW1zeSJMvLVwZeAnC07HTC0uUx3t/L1rOZ/6iUkiSr\ntdb3d5sGAMfLnsNba739IIYAwHFwYnNz88APsrx85eAPcgRcunQxFy9eGHrGri0tPZMkWVh428BL\n9mZx8dacPr049AzgGJufnz5xrbd1uauZY2J2dnboCQCj44wXAHq20xmvazUDQEPCCwANCS8ANCS8\nANCQ8AJAQ8ILAA0JLwA0JLwA0JDwAkBDwgsADQkvADQkvADQkPACQEPCCwANCS8ANCS8ANCQ8AJA\nQ8ILAA0JLwA0JLwA0NBkrx9QSvneJH+eZDbJepI7aq3/2fcwABijLme8H0ryj7XWn0ny5SR39zsJ\nAMZrz2e8tdbPlFJeCfbbkqz0OwkAxmvH8JZS7kzysVe9+myt9clSyt8l+bEk7zqocQAwNic2Nzc7\nf3AppST5m1rrD+30fsvLV7ofBACOmPn56RPXeluXJ1edS/IftdYvJXkuycZ+BgDAcbLn8CZ5IMmD\npZRfS3IyyQf7nQQA47Wvu5oBgL1xAQ0AaEh4AaAh4QWAhoQXABrq8qxmjpFSys1J7qu13jr0FjgO\nSimnknwhW1cGfEOST9davz7sKvrkjJdrKqXcneTz2friB9o4k2S51rqY5D1JPjvwHnomvOzkqSQf\nSOICKNDOw0nu2f73ddnFRYo4WoSXa6q1fi2+6KGpWutztdbvlFKmsxXhTw69iX4JL8AhU0p5a5LH\nk/xZrfUrQ++hX55cBXCIlFLekuTRJB+ttV4Yeg/9E152w3VFoZ1PJJlJck8p5ZXHet9ba31hwE30\nyLWaAaAhj/ECQEPCCwANCS8ANCS8ANCQ8AJAQ8ILAA0JLwA0JLwA0ND/A3HLZQMC5C/HAAAAAElF\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10a6b8c90>"
]
}
],
"prompt_number": 85
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sns.violinplot(data, color=\"pastel\");"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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drSUj18v1gbreao+i4LFSLr9zntfffIlnfvg8CQn6bmgkXc3MLA86duwQZ86c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\nrxBCCBFCErxCCCFECEnwCiGEECH0/wM4INjwP2zDKQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10ab6a890>"
]
}
],
"prompt_number": 86
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u6563\u70b9\u56fe\uff0c\u914d\u5408\u5206\u7ec4\u56de\u5f52"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tips.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\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>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 72,
"text": [
" 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"
]
}
],
"prompt_number": 72
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tips = sns.load_dataset(\"tips\")\n",
"sns.lmplot(x=\"total_bill\", y=\"tip\", hue='sex',col='sex',data=tips,fit_reg=True);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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K1dnk06JGqX9c7XJuQRzz+twklybHubFafI3sdFM82z/EpzLD9LY0ft13Ywwx\nkLZt0o5LVypV9XJ5D6MgWaSZRFESHOeD+mohHcc4t+8l6RRjt7FK6nZGvYcJz58hOHsSmqR0m4gU\ne3XmLqOLCw1T/zg2hrl8lpUowMGueA7sfD7HS4WUiqWwuDrP8fYuLmZG+EjvQN2/qXiUGIOFRatt\n01qoRlGv9ZoVJIs0gziGlVWsXFBXLaSt5ZVkE55/HXt5teiYSaUIHzuRNPzo76mbMYs0ukrnHTc7\nY0xROTeHyi02GGO4trLApclxvj43RUxxSsWHega4ODDC6Y7uhk6pWC/T1uY4tLmphunw1xijFJGt\nGQPLq1i5XLJqXA8X0SjCGZsg5V/DuXXngay9aDCTtIk+dRxSugQ9lFF1TNm9Wucdb+eZvkHeWJnZ\nSLeox+B9McixGARYUNHVzXwc8Tuz97g0Oc6tteKOod1uC5/KJCkVh1Lpio2h0iLiom53qQqVaask\nvUKJNCJjkrSKbK5u0iqs+cVkE96VUexscUH7uDVdKN12BnO4u0YjbADGJH9cB5NywXUBpmo9LGk8\n9VhlImU7/ORTz/BF/ypQP8E7wHKQZyHIY4yp6IrtbD7Li1O3eXlqgpWoOKXiVEc3nx4Y4anDA7gN\nWMVnc5m2tkKZtnpNo9gpBckijeSB4LjGF6AgxL1+M8k1vlfcWd4A0bGjSem240PQgKsIFbceFDt2\nEhSnUklO9qafa+vP/LiWk6VptDj1FbyvBAGLYY7QGGysigTIxhiuLM9zaXKcb85Psfk/tGtZfLjn\nCBcHRjjZ0XgLCJvzi9e73TVyWkgpBckijcAYWC0Ex9Q4ODYGe3o2aRP97g2sICw6HHe2E3hnCL1T\nmM6OGg2yThkDGHAcjOtsGRSLSOWtRSHz+VxFax3nooivzt7l0uQ4E9ni9s6HU2meywzzyf4hulON\ntVl5vX5xm+PS3kD5xXvRvDMTaQRhhHN1FIDo7Kmt2yuvrmGtZZOl2VoGU9kcqXfHcP1rODPzRYeM\nbROeHE5Ktw0dUcOPdZuD4vX0CQXFIjWTiyLmgiz5KKpYreOp3BovTo3zpek7rEbFiwhnOw9zcWCE\nJw/311Wps0eJTIxr27TWSf3iajkYsxSpR2FE6xefx564B0Dsj5L97KfvB8rZHNbKWqF9tEUV6tY/\nyBicO5O4l6/hjt7CikpKt/V0E3qF0m1tjV+zc9825xS7brIxUUGxNJDtOvU1uqDQCCQbRUnFijIH\nqMYYvr2/Vp9EAAAgAElEQVQ0y/OT47y1MFOUUpGybJ7uTVIqjrV3lfW8lRSZGNuCtOPS6aRoOYAp\ncwqSRbZSWOENb7fBkcGtV3j3ybl8DWf0JlaQdJqzRm/iXL5G9NgJrNUsmJhapVZYK6u4V0aT0m2L\nxTuvjesQnj5O8J7HiAf6DnYAuB4UpzYFxS0KinejWYOyRvSwTn2NKirUOl4LA2zLLvtGsmwU8ps3\nR/n1G9e5lysuc9nX0spzmWE+0T9Ep5sq63krJTYxKTupSHGss5u5XOP+7MtBQbJIqTCi9TdewJ6e\nJXRtWg8fJvuZC2UPlJ07k0mAXLhoW7kAZ/QW8WB/oVpFlQOtOMa5dSfZhHdzAquk/FiU6SU4f4bw\nzAloaYwLftk9EBSnkudCQfGeNGNQ1sge1alvrza/Efps79l9j3Mn4kKt45UwSHKOy7xyfC+7yqXJ\ncb4yc4dsHBUdO9/Vw8WBET5wqL/uqzsYY4gwtNoOrY5LZ6plo2lKI1bYKLcdBcme5x0BPgkEwMu+\n789VdFQiNeRcHcWengUr2elsT8/iXB0les9jZT1PdHQA8y1/Y+ObcR3iTF/Vy7lZi0vJJrwro9ir\na0XHTLqF4OxJQu80cV9PVcdVFzYHxY6bBMQKisumUkGZ1I/SN0JvrMzwp46/t2JvhEobgZQz5zg2\nhrcXZ3h+cpx3FmeLjqVth2f6BrmQGWGorb43LBtjMDRXqbZKeWSQ7HneDwH/G/AlwAb+qed5P+L7\n/q9XenAiW9rJZrfd3K5GorMniS6/iz0xCZZFPNAPgHN9jOjESEVLppkwxH33RpJrPDH5wPFw+Aih\nd5rw5LEHn7cowhkbT76s8Dirbj3FxbUxqVSy0U5BsdTQo9JRypmuUolOfaVvhEYXF4reCJVzfktB\njoUgD6a8jUBWw4Avz9zhhanbTOWKFxIy6Ta+58RpnmjrpX1TSkVgIt6YT8piPnG4n5RV2+tkjCGK\nY95enKHFdnkuM0TLAdl8tx87eYb+KvAh3/dvA3iedwL4IqAgWapvUyoEQHx1bOtUiJ3ebgvR2VPE\nV8ewp2cxxhD39yZBdrkYA8srWLk8uU99NAk4I4M7dpuWNy8n470xQe65p8segNozc7iXrxNcG6O1\ntOFHexuhd5rAO4Xp3mZzSRSRfvE17LmFio6zajaC4kL1ifVaxQqKq0Ltkx/uUeko5U5XqXanvnLN\nbyUIWAhzRIVax+VaPJ5YW+bS5G1enb1DPi7etPze7l4uDozw3u4++vs6mZ29X+ItMBH/6sZlJgqd\n9N6cn+ZzJ89XPVBeL9XW6rikLItfHH1n47l8c2FaqU07sJMgeRG4s/4P3/fHPM/LPeT2IhWzORUC\n2DYVYqe325LrkP3MBZyro3R3t7FUro17W3XJcyA6fQLn+hj2wtLGxd2eW8AZGyc6fWL/580HuO+O\nJW2ip4o/IjSWRXR8KGn4cezoI0u3OWPjSYBciXFWQ1FJthS0KCiupXptn1wvHpWOUol0lXJ36it9\nI3Sq+9DGG6H9zi9bqHWcNxEO5SnnFhvDmwvTPD85jr9UnFnaajt8vP8oFzIjHGlt3/Yx3pifZmJt\neWPcE2vLvDE/zYd7jux7fI8SmRjHsmlzHNrdVloLq8UvT91WatMe7CRI/gbwq57n/QIQAX8IuO15\n3n8L4Pv+v6vg+ERqw3WI3vMYbqYLppb291i1aARiDPa96aRN9PWbWGHxxhJ6usmdPUV47hSmva3y\n46ml2IANxk1BWs076k09tk+W8il9I/RZ7ywLs6uPuNfD5aKI+SBLrlDr2GH/+ziWw4BXpid4cWqc\n2XzxOuBgazsXMiN8rG9wI+isJ/F6DeNCqbZUo36yV4d28tNuAaaB7yv8OwBmge8u/FtBslTN5lQI\nYNtUiJ3erqKMgdUsVvbRjUCiEyPENybupzH0HEryfXfJWsveL902v1g8HMchPHWM4PwZDr33JMtz\nu3+hKtc4K2pjs52bpFCkW5LcYpEG86h0lEZJV9n8Rmhzrd3dzm+4rZMznYeYzK6WrdbxrdUlLk2O\n89rsPQJzP6XCAt5/qJ+LAyO8p6tnV62Wnzjcz5uF1WSAobZOnjjcv++xbhaZmBbboa2kIsV2GuV3\npd5YpqTMUx0yU/tdyaszmUwXzTYnqOK8qrhxb09zWg+O17LJv3d6cd3rhrg4xrl9l9Tl6zg3xh8s\n3dZ3mOD8Y4SPnUgCRqC3t6Moh25X6nHjXhyDY9M7eJiZpXxTbbbLZLrKORFdTxvE+ryquXGvGkp/\nXjuZ35en77ASBpzv7iFt7/8Nb2RivjE3xaWpcd5dXig61u64fKJ/iAuZYfrTj/6ULTAR14Jllley\nRRv0yr1xLy5c19OOQ2uhIsWjAuMHxrrL35Vm/L+12+vptr9tnuf9uu/73+N53ugWh43v+6d3PTqR\nciikQpTtduW0nxbSjrOr3F5raYWUfx33ynXs5eJVYZNKET52guD8GeJM7+7GUeZxVkRhw51Z32jX\n2gK2jX2oC/LNdVGXg+1R6Sj7TVepdZD9sPHHxrAUBpzuPFSWfOPFIM/L07d5aWqC+aA4pWK4rYOL\nmRE+2jdIyw6fg/UNepP5NcIoKtqgl7KcfecgJx3vLNocd+PPbla0Sym1afce9pbsTxT+/gbwP2z6\nvgX884qNSKQRrWax1tbuB8f7vZ5vt1obRThjt5OGH+N3HzhNNJhJGn6cPtZcKQZxDLZV2HBX6GqX\naqL5idRAvTZzKXet4xsri1yaHOdrc/cIN33SZmPx5OEkpeJs5+FdB6DrG/RSbhK8lmODXmQMKds6\n0K2g68nDXmX+ied5TwJDwAdL7nOzoqMSaRTraRXGlCc4hi3LrOU/4JG6eoPU1RuFDYD3xa1pwnOn\nCM6fwRzuLsMA6kAhKDaOCylHQbFIBdRjM5dy1ToO45jX5ya5NDXO6Erx/owOJ8WzmSGeywzT29K6\n3yHvW2RiUoWNd92plrLkWkt5POxV54eBHuALwJ/j/st/CNyt7LBE6thWG/LKmP+6UWYNg5XL4964\nRerdG8VDsCyikcGkdNuJ4UeWbqt760Gx6yYr4OlUc62Ei8hDlavW8Xw+x0vTt3l5aoLFMF907Hh7\nFxczI3ykd6Asq+XrG/Qm82sYY3a1QW99412r49KVSikwrlPbvgr5vr8ALAC/t3rDEaljm0u5lSut\nYotzWAtLWMsrWPk8Vsm+2rizg+D86aR0W2d9tz59KBMnz996+oQqUIhUXT1UPFgr1DoOTUxk4j1t\ndjPGcH1lkUuTt3h9boqY4pSKD/VkuDhwjNMd3fvK6S2Vshw+d/L8lhv3thqjAVocmzbH3dPGO6k+\nvSqJPEo1guNsjtS7N3AvX8eZnS8+PRCeOkb4njNEw4ONWbVhc2c7txAUK31CpKZq2cwlqXWcIxeF\nOJZNZOJdd6kL4ojXZu/xwtRtbq4Wb9jtdlt4NjPEp/qHOdySrtg8UpbDxweHtqwWtLnjXZvt0u7u\nb+OdVJ9epUS2Ywzx8irW7HxlgmNjcCbu4V6+jnvjFlZU3PY07mgjHD5C/iNPQMf23Z3qUlxYKU4V\nguKWVFKFQkTqSrUrHoRxzFRujWwYFtU63k2Xutl8lhenkpSKlSgoOnaqo5uLmRE+1DOAW4M0tPXA\nuN1x6XBbSddh8xHZOf30RLZSKOVmTAfsIz9uK9bKatLw4/J17KXlomPGdQnPHE9Ktw30Nc6q8UYD\nDyfZbNeSaqpaxSKyP7ExzOdzLC/H5KNo15vyjDFcWZ7n0uQ435yfYnMmmmtZfLjnCBcHRjjZUf3N\ny2GhCUmb4ygwbjL6SR5EZWiy0bTWcliraxvVKsr20Vgc49ycSBp+3Jp4sOHHQF+hdNvxJLisd+tB\nsbtppVhBsUhVVKK2caXqJZeWc2uztk592K5LXS6K+OrsXS5NjjORLU5pOJxK81xmmE/2D9GdainL\neHcqIsbBps1xGGrvpCun19FmpCD5oAkjWn/jhfvtmq+Okf3MBQXK2U3BMeWrVmEtLJHyr+H6o9jr\nHfgKTLqF4OwpwvOniXsPl+V8FWMMYO5vtFvPK1ZQLFJV5a5tHMQRX5qe4DfujJENAyzLKlu95OUg\nYD7I7qic2/omuPWNe8NtHfx/t6/zpek7rEZh0W0f6zzEpweO8eTh/qpWhYhMjGPZD6wYt7ouamHU\nnBQkHzDO1dEkQC5csOzpWZyro9XvTFcvsjms1SzEEVg2ZcmrCEPc0XHcy9dw70w+eHj4COH5M4Qn\n66Sl83ZMDLZ9v6udgmKRmitnbeP1gPudhRnm8llaHIcj6fZ910teDQMWgzyBiXdVzs3Fpt1JcWly\nnG8tTBelVKQsm6d7k5SKY+1dexrXXqi5x8GmIFn2Z1Pqhul5f40Hswu5fLJyHBWC482rEZu63ZlD\n3o4f0p6ew718jdS7N7DyxZtJ4o42Qu80wbnTmO7Oskyh7Apl2ZKcYhda041ff1lEtrU54LYsi3wU\nsxwGdLp7S/laiwLm83kCE+Fg77hTXjYK+crMXV6YGududrXoWF9LK89lhvlE/9Cex7UbxhgiDK2F\nGsadqmF8oClIPmCis6eIr47dT7fo703ykveiJHUjuDUBn/5Efadu5PNYK9sEx/BAt7vwziQ889T2\nK775PO67Y0muceF5WGcsi+jEcNLwY2Sw/gLOjc12rlo9izSIStQ27nBSrNgBuSjEmN0/Zi6KmAuy\n5KMIx7Jx2Nm17l52lRemxvny9B2ycVR0zOvq4dMDI3zgUP++Ou/tRIzBwiJd6HrX4aYqfk5pDHpF\nPGhch+xnLpRl415p6kZ8d+p+6ka9bQ7MB8nKcRgVSrltfRHf6HZXuD6aqVmcsXGi0yfu38gY7LtT\npC5fw71+CysqvrjHh7oIvELDj/a2Ss1ob2IDjg3pFKarQ5vtRKqgnJviylnbeHPAnWlpo811+a7B\nE3wyM7SjxwyiiLkgR65QrWInK66xMXxrYZrnJ8d5Z7F4YaHFtnmm9ygXB4YZaqvsJ27r+cWtjkOb\nk6JdzYxkCzX7rfA8bwB4HfhvfN+/UqtxHEiuU9kc5HraHLgeHAcR2PvbkGetruFevUHq8jXsheJt\nGsZxCE8fS0q3DWbqJ/DcaPecSlaJW1vAtrEPdUFeW01EKm0/G+22C67LVdt4rwF3ZAxz+SxrYYBt\n2TtadV0NA748c4eX3png3lpxSkUm3caFzAgf7xukvYIpFZGJSdm28otlx2oSJHuelwL+GfBgi5pm\nVLqqWo1zVCEgLU3dsAcHiM6eqt7mwIfNuTQ4tncWtEYnRohvTGykW9DfA7ZD6395GWfs9oOl2/p7\nktJtZ04kG9tqLY7BsZKybI4L6ZTaPYtUwXqViCtL85ztPLyxGrs579cYw9vzM/zi9bd5T3cPjmVv\nG5jmo4h/eOWbfHshub6+OnOXP3/uyX0F11vZTcC9HOT459ffITAx3zt8mjbn0QHtxNoKL0yN8+rM\nXXIlKRXv7e7l4sAI7+3uq0h6Q1y4Xqcdh1bH2XEr6EqVw5PGU6tXz78H/DzwEzU6f/Vssapq/uhn\nK36OqqzclqRutH/8/TC3VtlzrttuznG8p+B4g+OQe+5p3Mvv4kxM4ty6Q9s714puYlpSBI+dTEq3\n9feWaUJ7sJ5T7NhJUOzeXykWkeoJ4iSgfX32Hvk44nnb4Wtzk/z5c09u3MYYw73cKrkw5Lfv3eTF\nyXEG0u3briw/f/tm4fGSRhWvz97jlakJLh459sixlLNE3PrY764t85ff/BKLQR5I2kb/1fc+vWWg\nHBvDmwvTXJoc5/LSXNGxNsflY32DXMiMcKS1/J1Ei9MoXNqc3bWCrsTzJ42r6kGy53k/DEz5vv9f\nPM/7Ccrb6LfubLWqGr31LgyXrw1oTcu6bUrdsAorlmXdHLiNB+Y8OY3zzXeIT4zsLTgGiCLcG7dx\nL1/DuX33gV/M6GiGwDtDePpY7VZn4/h+reKUahWL1INXZ+5yeXGWwMRYlk0+jvn2wiyvztzdyPt9\ne34m2dhmO8TGEBCzGofbllt7Z26GfBxhFfJ883HE1eV5PpkZeugqZzlLxAEsBjkWgzz/9uaVJEAu\njGcxyPGrE6P84LFzG7ddCQNemZ7gxanbzOSL68IPtrZzITPCZx47w9pibk9j2U5kYlpsh7Tj0Omk\nSO0jjaLcz580tlq80v93gPE87zuAJ4F/6Xne9/q+f2+7O2Qy1auJWG7h7TZC1974D2cKH/+Uc05b\nnaO7uw23Bs/b+rzMH/1s8mYAcN73GF1lDirX54wxEBmwDF0dLTj9u9/sEU/NEb/pE791FdZKLt7t\nrdjvP4fzhEdL7yGqvQ3PGJME64WA2GpLY5VppbiR/189TLPOq1ya8fmp9Zy6c23Ytp106Sx8z3Es\nurvbGDpymL/e/0n+8Vvf4KWJccAwm8uCZWHbNq7r0N3d9sAcHl/r4zccl3yh5XHadnli8Aj/7Obb\njC4m6WBvrMzwk089U5Rb251rw3WdB14PdvscLefzzOVyOOkUfVYLbZMthS6kyXGDRWs6RW9vB2NL\ni/zmrVFevjO+sfINyQrYU/1H+O7jp/hAb//GmNp69/d6sJ5G0eq4tLouXS3lK9O21+ev1r+DldKs\n89qpqgfJvu8/t/6153mXgD/1sAAZYGqqgTcYHRmk9fDholXV9PseK++ctjjH0pFBqPLzlsl0Fc9r\nfbW8EikYPX20trdjz8yDZRH3HGK5rx9md5jmHgS4126S8q/j3JsuOmQsi+jYUQLvNN1PnmNuoTD+\nnT72fsVxkkKRSt1v9xxZsBomf8rggZ9Vk2jGeZX7RaoZn59az+nx1CHOdR7eSLdosR3OdfbweOrQ\nxtj+4OBjTC6tMLa8QKoQ0LViM5TuKLrduk8PH+f5sTEuFypAnO/uZXU5x9XZ2Y0A7ursLF/0rxat\ncj6eOsRQuqOoRNxWj7+dtShgLp8jMqaozvF39o3w1bsTLAbJQkKX28KAk+avfOVlri7PFz1Gu+Py\nif6jPJcZIZNOlhbm5pLNer29Hczu4Vq6dRpFTECeWfK7frzt7OX5q4ffwUpoxnnt9nqqHT2VtkXJ\ntXKvqpazrFvdW8vhvH0FK4rIfeLDOOMTQLLh7pHd64zBnppNSrddG8MKigPOuKujULrtNKYzyZWz\nnCrk965XoEillFcs0oBStsOfP/fklhv3Nt/mT5x6nJ/xv8GhVJpP9h+lPdWy7cawFid5zM2pFetf\nP2ose6lYkY1C5vM5AhNhb9EIpM1J8Vff+zS/PP4uE2srzOaz/Isbl4tuM9TawcWBET7aO0h6n5Uj\nNjf1aClDGsVOlbPEnjS+mgbJvu9frOX5q6bSJdeqdY5aCkNYWKb1t7+MPZ+8w49v3iH33NOPDo6z\nOVJXb+D613BmF4oOGdsmPDlC+J4zRENHqpPfW+hsh+skG+7SLapAIdKgNldC+ET/EBcGtt5Ytxrm\n+bFvvsxcIVd3IrvCzz713K4qT+y0kchuKlbkooj5IEcuCnGsJDzeyo2VRS5NjvO1uXuEm6r8WMCT\nhzNcHBjhXOfhXW2SKxWRtLFOut0ltYtr0dSjXCX2pPHplVnqWxjCShYryOOM3koC5MI1055beLDR\nxzpjcCbu4V6+hjs6jrUpTw4g6jlEeP4MwdmTSfvlSlqvQuE6yWpxWp3tRJrBbioh/NKYz1w+u7ER\nby6f5ZfGfP7kmffv+HzlXOUMCsFx9iGNQMI45uvzkzw/Oc5oYY7rOpwUz2aGeC4zTG9L657GABAW\nahe32i4drkva2du1UWXbpBL0Si31aSM4DiCOccbGce5OJ8HmQ1YWrJVVXH+UlH8Ne6k47824LuFj\nJwi808QDfZVbNTYGMPerULiqQiHSjGpRCWGvq5zrQWRsDOe6DhPG8baNQBaCHC9N3ealqQkWw+J8\n3+PtXVzMjPCR3oE9B6LrTT1aC0099ptGobJtUikKkqW+bA6OLQvimPSLryXNPYyBfLDRSjnuOZTk\nIscxzs0JUpev4dy682DDj4G+pOHH6ePJfcttY6W4UK94fbVYQbGIFPzQCY+vztzdSLfoaWnlh054\nVTl3EEf8oyvfZHR5gcgYhts7+dzJ80WJFcYYrhdSKl6fmyTm/nXUxuJDPRkuDhzjdEf3rlMqjDHE\nliFtOXS1tNDS3lm2ahSQvFkZW15kNU72mYwtq2yblIeCZEk61xVqA2NZRENHiM6fAdj7ZsDddgAM\nQ1jNYuWCovbRzth4EiBbJN9rSRENDRAN9hMfPkTL176Fe2UUe624JqdJtxCcPUV4/gxx76Gdj3sn\nNjfxSBWC4paUNtuJHDA7zREGaHdb+NmnnuOXxnwgCZrb3aRL56NSBTYf/1BPhtfnpopu+7D7x8bw\nX+/e5N2leWzbwrYsJtaWeWN+mg/3HCGII742l6RU3FwtrmTQ7bbwbGaIT/UPc7hld2lpSX6xTdq2\nN7rd2ZZFT7qVKSvY1WM98lwmZjK3SlA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A1Lc/Kd129FBVPWPnwhXSL72OHcdJqrHrUPjx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\nIFlEREREpMb/D2JiGWMgg5NtAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10b831c90>"
]
}
],
"prompt_number": 79
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- \u76f8\u5173\u77e9\u9635"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"titanic = sns.load_dataset(\"titanic\").dropna()\n",
"attention = sns.load_dataset(\"attention\")\n",
"sns.set_context(rc={\"figure.figsize\": (8, 8)})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 61
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sns.corrplot(titanic[[0,1,3,4,5,6]]);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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a2BSIHNRCk6Dy+/0MGtSfpKREDh06RL9+D9KwYaNQhyUigW2hLQc6Goax9uj6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\n6/Vy223duOKKK8stpmOSkz0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"text": [
"<matplotlib.figure.Figure at 0x10aef5250>"
]
}
],
"prompt_number": 62
}
],
"metadata": {}
}
]
}
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