lec53-ヒートマップとクラスタリング.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numpy.random import randn\n",
    "import pandas as pd\n",
    "\n",
    "from scipy import stats\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "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",
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       "    }\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>year</th>\n",
       "      <th>month</th>\n",
       "      <th>passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949</td>\n",
       "      <td>January</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949</td>\n",
       "      <td>February</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949</td>\n",
       "      <td>March</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949</td>\n",
       "      <td>April</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949</td>\n",
       "      <td>May</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year     month  passengers\n",
       "0  1949   January         112\n",
       "1  1949  February         118\n",
       "2  1949     March         132\n",
       "3  1949     April         129\n",
       "4  1949       May         121"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flight_dframe = sns.load_dataset('flights')\n",
    "flight_dframe.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>year</th>\n",
       "      <th>1949</th>\n",
       "      <th>1950</th>\n",
       "      <th>1951</th>\n",
       "      <th>1952</th>\n",
       "      <th>1953</th>\n",
       "      <th>1954</th>\n",
       "      <th>1955</th>\n",
       "      <th>1956</th>\n",
       "      <th>1957</th>\n",
       "      <th>1958</th>\n",
       "      <th>1959</th>\n",
       "      <th>1960</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>January</th>\n",
       "      <td>112</td>\n",
       "      <td>115</td>\n",
       "      <td>145</td>\n",
       "      <td>171</td>\n",
       "      <td>196</td>\n",
       "      <td>204</td>\n",
       "      <td>242</td>\n",
       "      <td>284</td>\n",
       "      <td>315</td>\n",
       "      <td>340</td>\n",
       "      <td>360</td>\n",
       "      <td>417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>February</th>\n",
       "      <td>118</td>\n",
       "      <td>126</td>\n",
       "      <td>150</td>\n",
       "      <td>180</td>\n",
       "      <td>196</td>\n",
       "      <td>188</td>\n",
       "      <td>233</td>\n",
       "      <td>277</td>\n",
       "      <td>301</td>\n",
       "      <td>318</td>\n",
       "      <td>342</td>\n",
       "      <td>391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>March</th>\n",
       "      <td>132</td>\n",
       "      <td>141</td>\n",
       "      <td>178</td>\n",
       "      <td>193</td>\n",
       "      <td>236</td>\n",
       "      <td>235</td>\n",
       "      <td>267</td>\n",
       "      <td>317</td>\n",
       "      <td>356</td>\n",
       "      <td>362</td>\n",
       "      <td>406</td>\n",
       "      <td>419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>April</th>\n",
       "      <td>129</td>\n",
       "      <td>135</td>\n",
       "      <td>163</td>\n",
       "      <td>181</td>\n",
       "      <td>235</td>\n",
       "      <td>227</td>\n",
       "      <td>269</td>\n",
       "      <td>313</td>\n",
       "      <td>348</td>\n",
       "      <td>348</td>\n",
       "      <td>396</td>\n",
       "      <td>461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>121</td>\n",
       "      <td>125</td>\n",
       "      <td>172</td>\n",
       "      <td>183</td>\n",
       "      <td>229</td>\n",
       "      <td>234</td>\n",
       "      <td>270</td>\n",
       "      <td>318</td>\n",
       "      <td>355</td>\n",
       "      <td>363</td>\n",
       "      <td>420</td>\n",
       "      <td>472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>June</th>\n",
       "      <td>135</td>\n",
       "      <td>149</td>\n",
       "      <td>178</td>\n",
       "      <td>218</td>\n",
       "      <td>243</td>\n",
       "      <td>264</td>\n",
       "      <td>315</td>\n",
       "      <td>374</td>\n",
       "      <td>422</td>\n",
       "      <td>435</td>\n",
       "      <td>472</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>July</th>\n",
       "      <td>148</td>\n",
       "      <td>170</td>\n",
       "      <td>199</td>\n",
       "      <td>230</td>\n",
       "      <td>264</td>\n",
       "      <td>302</td>\n",
       "      <td>364</td>\n",
       "      <td>413</td>\n",
       "      <td>465</td>\n",
       "      <td>491</td>\n",
       "      <td>548</td>\n",
       "      <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>August</th>\n",
       "      <td>148</td>\n",
       "      <td>170</td>\n",
       "      <td>199</td>\n",
       "      <td>242</td>\n",
       "      <td>272</td>\n",
       "      <td>293</td>\n",
       "      <td>347</td>\n",
       "      <td>405</td>\n",
       "      <td>467</td>\n",
       "      <td>505</td>\n",
       "      <td>559</td>\n",
       "      <td>606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>September</th>\n",
       "      <td>136</td>\n",
       "      <td>158</td>\n",
       "      <td>184</td>\n",
       "      <td>209</td>\n",
       "      <td>237</td>\n",
       "      <td>259</td>\n",
       "      <td>312</td>\n",
       "      <td>355</td>\n",
       "      <td>404</td>\n",
       "      <td>404</td>\n",
       "      <td>463</td>\n",
       "      <td>508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>October</th>\n",
       "      <td>119</td>\n",
       "      <td>133</td>\n",
       "      <td>162</td>\n",
       "      <td>191</td>\n",
       "      <td>211</td>\n",
       "      <td>229</td>\n",
       "      <td>274</td>\n",
       "      <td>306</td>\n",
       "      <td>347</td>\n",
       "      <td>359</td>\n",
       "      <td>407</td>\n",
       "      <td>461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>November</th>\n",
       "      <td>104</td>\n",
       "      <td>114</td>\n",
       "      <td>146</td>\n",
       "      <td>172</td>\n",
       "      <td>180</td>\n",
       "      <td>203</td>\n",
       "      <td>237</td>\n",
       "      <td>271</td>\n",
       "      <td>305</td>\n",
       "      <td>310</td>\n",
       "      <td>362</td>\n",
       "      <td>390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>December</th>\n",
       "      <td>118</td>\n",
       "      <td>140</td>\n",
       "      <td>166</td>\n",
       "      <td>194</td>\n",
       "      <td>201</td>\n",
       "      <td>229</td>\n",
       "      <td>278</td>\n",
       "      <td>306</td>\n",
       "      <td>336</td>\n",
       "      <td>337</td>\n",
       "      <td>405</td>\n",
       "      <td>432</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "year       1949  1950  1951  1952  1953  1954  1955  1956  1957  1958  1959  \\\n",
       "month                                                                         \n",
       "January     112   115   145   171   196   204   242   284   315   340   360   \n",
       "February    118   126   150   180   196   188   233   277   301   318   342   \n",
       "March       132   141   178   193   236   235   267   317   356   362   406   \n",
       "April       129   135   163   181   235   227   269   313   348   348   396   \n",
       "May         121   125   172   183   229   234   270   318   355   363   420   \n",
       "June        135   149   178   218   243   264   315   374   422   435   472   \n",
       "July        148   170   199   230   264   302   364   413   465   491   548   \n",
       "August      148   170   199   242   272   293   347   405   467   505   559   \n",
       "September   136   158   184   209   237   259   312   355   404   404   463   \n",
       "October     119   133   162   191   211   229   274   306   347   359   407   \n",
       "November    104   114   146   172   180   203   237   271   305   310   362   \n",
       "December    118   140   166   194   201   229   278   306   336   337   405   \n",
       "\n",
       "year       1960  \n",
       "month            \n",
       "January     417  \n",
       "February    391  \n",
       "March       419  \n",
       "April       461  \n",
       "May         472  \n",
       "June        535  \n",
       "July        622  \n",
       "August      606  \n",
       "September   508  \n",
       "October     461  \n",
       "November    390  \n",
       "December    432  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flight_dframe = flight_dframe.pivot('month','year','passengers')\n",
    "flight_dframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1f95ce10>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(flight_dframe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1f944278>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数字を書き込める\n",
    "sns.heatmap(flight_dframe,annot=True,fmt='d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1ff60f60>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 中心を指定して色を変える\n",
    "sns.heatmap(flight_dframe,center=flight_dframe.loc['January',1955])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a201b84a8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,(axis1,axis2) = plt.subplots(2,1)\n",
    "\n",
    "yearly_flights = flight_dframe.sum()\n",
    "\n",
    "years = pd.Series(yearly_flights.index.values)\n",
    "years = pd.DataFrame(years)\n",
    "\n",
    "flights = pd.Series(yearly_flights.values)\n",
    "flights = pd.DataFrame(flights)\n",
    "\n",
    "year_dframe = pd.concat((years,flights),axis=1)\n",
    "year_dframe.columns = ['Year','Flights']\n",
    "\n",
    "sns.barplot('Year',y='Flights',data=year_dframe,ax=axis1)\n",
    "sns.heatmap(flight_dframe, cmap='Blues',ax=axis2,cbar_kws={'orientation':'horizontal'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1a20339c50>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(flight_dframe)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1a20679be0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(flight_dframe,col_cluster=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1a20b118d0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(flight_dframe,standard_scale=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1a20afc9b0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(flight_dframe,standard_scale=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1a2160f518>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(flight_dframe,z_score=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}