{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"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": {
"collapsed": true
},
"outputs": [],
"source": [
"flight_dframe = sns.load_dataset('flights')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
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" year month passengers\n",
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},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flight_dframe.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"flight_dframe = flight_dframe.pivot('month','year','passengers')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
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" 278 | \n",
" 306 | \n",
" 336 | \n",
" 337 | \n",
" 405 | \n",
" 432 | \n",
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\n",
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\n",
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"
],
"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": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flight_dframe"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
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ZWW+VSv23QeTr7H4NXB4RV7HyiUfjgDmkYYWxNcvHArMHiutkYmbW4oo6m0vS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\nMCcTMzNrmJOJmZk1zMnEzMwa9n+0HUpiGXjVhgAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.heatmap(flight_dframe)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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z6178cWg9d2MesfRkELOPblbsgM8oQ3VpGenMObqFlIw0ulTJvTGQSYcyjRlQ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wgCRCQ8IFrzhI038locM3SZWKlzW9NXYm/RsWKTQu3ry1ocixTlNtdLswloLIpiTu+j\nKIq9kQVX2zAmGlEUu4ii+CmgA7IvgR+KohhgfFwfkIyPA0VRtDTKuGoBV5BNi8OMLZPPgNXGdYto\nOjccPXmKX6dMZObkCUTef0DtGi9/InyRwfFe1H2GjB4HgJlajYW5eZ7bKYUlsILI0TOyAfnclXDK\nl5Ov9L6cMAk/Lw+G9ev9ysMTj124yOh+fZg+bChJGg01Ayq/Upy4pCSGzphBv/btaV679ivFeJ74\n5GS+njubvq3a0LRGTQD2nDnD5qNH+PnTz3AuLsukElNSSNVqmT5gIAM7dOTe42gqFmDKTNCkMHbN\nErrVb0KjgOCc5ZfuRVDVyzfn725hTZj4YV/GdelJQ/9g2lavYzKRHL5xmY3njgJgYWaOSlDhXcqF\n8If3ALgQdZuKLuXwKunM/bhYkrWp6PR6bkU/wM3pxcpegBP3wvnzWq7B0cHajtFNuzE4rBO9a7XE\npViJnESSlplOll6Hk3X+fUbPciryGjtvPGOHFAQWnNr6jB0yinKOZUhJT0Obmc7gep3oHNiQR8lP\n8XJyyTdu98A2dKvShm5VWlPGtiTt/J6zOMbJFkcAbVY6Or2OYpaFu61aWIvjv0G2pbMwP/8Vr1XL\nRJIkjSiKrYGpoiiWQN6/i0BnoBQwVxTFkYAGWbfrCYwwGhn7ADONet5MZIMjyFbGTcgGx2WSJF0X\nRXEosofeCtkn/7lx3b9XrOGZ91EQhDwTjUqXKsmHfftjpjYjLLQOIcGBhQ9rwuBYorgTYnlvun02\nGEEQqFszhKpVTKt1XxR7YI+PGD9rLut37sLO1pbvB33OgROnuBB+jawsHcfOXQCg/wddCBD9Xiq2\nu7MzX0z8GXMzMyp6e9GsznP3qwv5+V/+p9HiuH07S7bLFseJn32W008kvCBQQaFX7NmNRqtl2a6d\nLNu1E71Bz91HjylTvDhjFi0EINDHh4+aNiMqNoZPp06RByO0bm3SDAmw7sQhNOnprD52gNXHDiAI\nAt92+ICHcU9wdnQq3It+ATW9KzB7/xbGblqGTq/jozqNcXUsyfyD28jS63BzKklN7woIgkDnmg2Y\nsG0lALXLV8KteKl841Z182XJqZ38vH81OoOeTkFhOWZIA4Y88+aik+MpYVuwFhn/TFwAACAASURB\nVDmboLK+/H5uJ9MOr0Vn0NMhIAwnG3vWXNyPWqWimJUtXYMaYWlmQXRKPJMOrEQQBNpVDsXKvOB+\numwEoLF3bbbePMg+o8WxotHi+DQtEUerwiW//HiRxTEPRVXu5R/KEUaN+kLAA7AExiGbbBcjX0xf\nQe4uMIii2AfoC2QB4yRJ2mZyF18H0+KbSFrsg3/8wOnTtQWv9IpkJhWNBTAzqWgMjlmpBfcpvXLs\ntKIxLaY8LhpTX1pS0R2LxKdFc5+/qGpzxRTR/gLcf1I079+wjWP+dip4fGBfoc83zmEN830+Y9dA\nFUmSBoui6IR8sX4e+FmSpEOiKM4GdgIngF1ANeQL7iNAiCRJ+X55XquWiYKCgoJCkbIWWGd8rEK+\ni1NVkqRDxmU7gCbIXQhHJUnKBDJFUbwFVEEeCPVClGSioKCg8JojqP+Z7m1JkjQAoijaIyeWkcij\nW7NJBhyAYshdBM8vz5fXrQNeQUFBQeF5svtgC/NTAMY5ePuApZIkrSTvwKNiQAKQBDzbwWQPxJuK\nqyQTBQUFhdecf2o0lyiKZZD7Qr6SJGmxcfF5URTrGx83Bw4Bp4BQ40hYB6Aicud8vii3uRQUFBT+\nd/gG+XbVKFEURxmXDQR+EUXRAggH1hlHc/2CPGdPBXxjqvMdlGSioKCg8PrzD01alCRpIHLyeJ6w\nF6y7AFhQ2NhKMnlF1EWg7RVURaOTBdBnFo1StqjiqsyL7qMpmBXN3V2bzH+4UqwR1T/U+fpvUlQz\nDopyJoOlRdF9//4ub4LPREkmCgoKCq87SjJRUFBQUPi7vAkl6JVkoqCgoPC6o7RMFBQUFBT+Lkqf\niRFRFMOAjYC/JEn3jct+BK5JkrSkiJ97MbK692xRPs+lK1eZNnM2C+fMJDLqPiPHjkNQCfh6ezNi\n2NCcD4Ner6f/F0NpGFaPTu+0K1zsq+FMnz2X32ZOB2DvwUPs2X+QCWO+zbPegiXLuHk7gp++G12o\nuFeuS8xYuJS5E8fnLPtz/0HWbN7GwqkTATh6+iwLlstFlSv5+fBl/74Fxr168xa/rljNrNEj+Hba\nTOIS5Ym0D2NiCfDz5buBn7Jy6w72Hj8BQO3gIHp1aF9w3Fu3mb1qDTNHDufug4f8OH8hgiDg7uLM\n8D49ZV3rvgNs2ncAtUpF9/ZtqBMcZDJmVpaOH5csJfrpU1kF3LIFHi7O/LhoCYIg4FXWlUFduyAI\nAhv2H+DPY8cRBIH3mjSmQUjB2t6f164mOiGezKwsujZ8G9cSJZi2fi0AZUuUYlCHTtx9/Ig5Wzbl\nbHct8h5juvUkxE80GfuXbeuJSUogK0tHpzphHLx6kQSNXCstOjGeCmXLMbStbERMTNUwbOk8ZvQZ\nkFO88XleRge85MgupOgorM1lm+aQZh2xsbDMd3/1ej3zD23jUWIcAgK9QpvnFJ1cdmw3ro4laFRJ\nLv+/79p59l07j0pQ0b5qHYI9fPOPa9Cz8oKsAwZZB2xnac3KC3tIy0zHAHxYtQklbBzYd/sc5x/c\nAKBSGU+ai7VMxt1w7QBPUxMAgbYV6qM36Nl0/SAqQUUJGwfaVqiPmUrN6QfhnH4gy83CvKpRoaRn\nvnFfGSWZ5CEdWAQ0Nv79b1WYLPLnWbj0d7bu2Jmj15009Rc+7/8xIVWD+f7HSew7eIhGYfKcoBmz\n55GcklzoIqCLfl/Btp27c2L/NPUXjp86TQW/vF+wI8dPcPj4SVzKlC5U3CVr17Nj7wFsrHNHpV2/\nFcHmnXty/takpvLLb0uYN2k8Dvb2LF7zB/EJiTg55l9V4fdNW/nz8NEcHfD3X3wGQLJGw6djf+CL\nbh/wIDqG3UeP8dsP3yEIAh9/+x31a4TgUy5/jervW7ax88ixnLi//bGR7u3bUCuwCmNmzeHY+YtU\n8PZk3c7dLBo/lvSMTPqNHUeNAH+TbvndJ0/iaGfHyF49SNZo6PndOHzd3enTvh2Bfr78/PsKjly4\nSICPD5sOHuK3USNJz8ig2+ixBSaTfefP4mBry7DOXUlOTaXftJ/xc3OnV7OW+Ht5M3nNKk5cu0qd\nygFM+rg/AIcuXaSkg6PJRAJw8OpFHGxsGdymIylpaQxcOJPfPpUFoSnaNEasWEivt2Ub47mImyw5\nsIvEVI3JmIXVAVf3Ernz5DHftOyKnVXhxFjnIm8iCAJj2nbj2sN7rD59gD71WjJ7/yYeJ8bj6iiX\n+k9ITWHnlTOMf6cnGbosxm5aSoCbdx5J3LNceXwHAYFBoUYd8LWj2JhbUd29IsGuvtx8EsWjpKcY\nDHD2vsTQep0RBIGph9cQ6OKDa7EXl+S//uQegiDQN+Qd7sQ/YNftEyRnpNLKry7lHJzZffskJ+9f\noUoZX47fv8Sn1TuSqdcx7+x6fIq7Y/YPj8x8E/pM/q0xhwbk6ftPjR6SHERRHCKK4imjjvdH47LT\noih6GB93EEVxmiiKxURRXCeK4j7jj7/x/7dEUVwiiuJxURTHiaI4QxTFk6IoLn3maYaLorjXuF15\n43YDjM95VBTFAcZli0VR3Gxc5ljYF1fOzY1pEyfkaGPDJYmQqrK/om7tWpw4JddG27V3HyqVirq1\naxU6w7m7uTFlwvc5Jr2gKv6M+HJwHrNe5P37rNu0hf69exTa1Ofu4sKkUcNzhlomJCXx65LfGdyv\nd86yS+HX8fH0YOrchfQZOpySxZ1MJhIAN+cyTBg68C9jOOev/oNOzZtQ3NGBMiVLMHXEsJzWWpZO\nh6WFaVmYW5kyTBj0ec7rs7QwJzE5BYPBQKpWi5mZmvDbEVTx88XMzAxbG2vcnMtwKzLKZNywkGr0\nbCsLnrK1vTciowg0Juta/pU5e+0ajvZ2/DZqJGqVirjERCwKITcLrRJItybNADAYY4/6sBv+Xt5k\nZmURl5yc52SclpHOst07+aRNwS3WOhX86VqvUc5+q59x2Kw4tJfWIbVwMsq7VILAuC49sC2gZH5h\ndcAGg4HHiXHMP7iNMRuXcOB6wQrqEE+R3qHPxrYiPSuDd0PqUdc3V5lwO+Yhfs5umKnV2FhY4lzM\nici46HzjVnEpT2ejDjjOqAOOiHtIfFoyM4+t5/R9Cb+S7jhZ29O/dvtcBbVeh7kq/4uMSqW8aFdB\nvgCM1yZjbW5JojaFcg6ywbOcgzN3Eh5yPykGDwcX1Co1VmYWlLB24HHK0wKPx/9H/q1kkp1W+wOD\nsk/oyPVeOgK1jTpeX1EUWwK/AR8Z1+kOzANGAHskSWoIfAzMNv7fw/i/UGQvySxJkmoCdY1lAAB2\nSpLUCJgETBRFsSLQCagD1APaiaLoh5z09kqSVEeSpITCvri3G4bl0fY+eyK1tbUhJSWFm7dus2Pn\nHj7r16fQJ3yAt8OeVwLnNbulpqbyw+RpfPvV0JeSYjWsWzvnBKTX6/l+6kwG9+2Zx9GRkJTEmYuX\n+bx3N34ZN5qVG7bkyLnyI6xm9b9clcUlJnL2ajgtw+oBssTLwU7WAf+ydAWilyfuBWh2w2qE5NEM\nd2zamGlLl9P1y+HEJyYRXLECmrQ0bG1sctaxsbJCk5pqMu6zKuDRc+bTq21bDAZ9nv+npMlqALVK\nxYb9B+j/40Sa1K5pMi6AtYVRCZyu5fvlS+netDmCIBATH0/fqZNITtXg5eKas/6fp09Rr0ogxZ55\nDfmRrQROTU/np40r+aC+3OBP0KRw6V4EjQKq5qwb5OWDvXXBMcG0DtjKqANOz8qkWUB1Pm3Ujq9b\ndmH31bNEPi1YEqVSqZizfwtLjsmxS9k74lO6bJ510jIz8twus7KwIDXddAl+laBi2bmd/HH5ANXd\nKhCXmoStuRWfvfUOxa3t2X3rDGqVClsLKwwGAxuuHMLdsTSl7ExfL6oEFevC97LtxhGCyvhR3LoY\nd+Llz//1J3fJ1GWSrsvAyizXt2KptiA9qwgUB/9gba6i4l+dDSVJUhzwBbDE+NxWwAlJkrJnex0G\nKgMrgA6iKLoAxSRJCgcCgJ6iKO5HTi7ZdqGnkiTdN+p2NZIkXTcuTzTGBzho/H0CEJG1vR7IraU9\nQHEg+75RtqHxlRGE3MOaotFgb2/Plh1/EhMbS69PBrB52w6WLV/FsRMn/+5TcezUGeLi4/lq1Bgm\nTZ/JqbPnWfT7ipeKce3mbaIePmLCjNmM+PFnIiKjmDL3NxyLFaOSnw/FHR2xtrKiakBlbty+89L7\nuP/EKZrUfStPJ2J6Rgajf/kVbXo6X/bu/tIxx/46l9mjR7By8o80C63DjN9XYmdtQ6o21wmTqtVi\nb1uwVS8mLo4vJk+lae2avF2zep73LzVdi511buuhfYMw1k+ayMUbNzkvFfxRiUmI56t5c2hctRoN\nguTWamknJxZ9OZwWNWszd2tuX8n+8+doXiP/+/jPE5uUwMgVC2noH0y9SrKm+dj1q9SvHPi3Omw/\nadianzv3Y/7BbXl0wFqjDtjCzJxmAdWxMDPDytyCymU9ufc0/9bDs/Rr0Jop7/Vj/sHtZGT9dcKr\ntbkF2ozck7E2IwPbQkwQ/rBqU0Y26saKC3uwsbAiwFkWYvk7exGZIO9bpi6LJWf/JEOXSacqhdPt\ndqjUiEG1urLh+gHaivU4eO8cC89txs7CBhtza2PyyH0dcnLJv+/oVRFUqkL//Ff8688sSdJW5BN2\nd0AL1BRFUW00JNaTV5GSgLPANGQrGMg2sKlG1e4HyGYwKFyfSPY3tB6yDEYCrkqS1MAYbxmQ7Y//\n230sFUU/Tp+VFbhHjp2gWnAQgwd8yvJF81k4ZyZtW7Xgo/c781atgq9uC+LtsHqsWfIbv82czldf\nDKBGtWB6fND1pWJUFn1ZM3cGcyeO54fhQ/Eu587gj3sh+ngTcS+ShKQksnQ6Ll+X8PbIv18jP85c\nDqf2M2ZJg8HAsElT8fP04Ks+PV7pxKdNz8hpRZV0dCA5NZVKPt5cvC6RkZlJSmoqdx88xNvdzWSc\nuKQkhkz9hX4d3qG50QDpW86dC5LcUXvy8lUC/XyJehzNyF/nAKBWqzA3M0MlmP76xCcnM3zBPHq3\naEWTkBoAjFr8Gw+ePAHA2tIiJ4YmLY1MXRYlHQpnL4zXpDB61RK6N2xKoyq5rZCL925TrXzhTJjP\nU1gd8KOEp4zZuAS9wUCWTof0KArvUvmrdbNjbzovxzY3M8+3KGH50q5cfxxFpi6L1HQtDxKe4F48\n/37AU1HX2PWMDlglCJQvUZar0fJFz60nD3C1l/tj5p3cjJtDKd4LbFTgZ+78I4mDd+UxO2ZqMwQE\nrj+9R6fKb9OzahvSMrX4lnDHvVhp7iY+JEuvQ5uVTqwmnjJ2xU3GfiVUQuF//iP+rQ54A3lP0l8A\njZDLHK8BjiIntsOSJGVfqs1HFrV0N/49HvhNFMW+yGWSs4csPRs3v8eNjIaxTKCnJEkPjH0oRzC2\njoAHL9jupcjWxg79YgBjxv9IZmYm5b29aNKowauGzI39zIffVHXQlz0xP7+6wZCrZy3u6MinPT5k\nwIgxADSuVxdvj3IvHTjy0SPKls7VxR48fYbz4dfJytJx/IJ8v/2TLu/h75e/9zw3rBx3eJ+ejJg+\nEwtzc8zNzPi6T0+KOzjQsVljPhk7HoPBQL/3OpjsfAf4ffsONGlpLNm6jSVbZSvp55078cvK1WTq\ndHi6uBBWrSqCIODj7s4nE35CEARq+fvn9Kvkx8r9e9FotSzfs4vle3YB0L1pcyavXYmZ2gwrCwsG\nvyuPtrr/JBZnpxIFvv5s1h07SGq6ltVH9rP6yH4QYHSnj3jwNH8lcEGfjZfRAYf6VWHUhsWYqVTU\nE6tQ1oRbPjv2nP1b+G6zMfZbjV84qszRxo5m/iGM3bQUg8HAezXC8u18BwhylXXA04+sRafX825A\nGGWLlWTlhT0cvnsJa3NLuldrzsWHt7j99AE6g57wmLsAtK5YB6/iL06C/qXL80f4Xuaf3YjeoKOl\nX10EARae34yZoMatWGmCnUUEQaC2WxXmnd2AwWCgcfla/3jn+5uCou19RTKSnv7z2t4iqnMFkJlU\n6C6gl4xbNDpgQ1bR1LkCyNQUjfo1Pc70aKlXRZtQdKpaTXzRxC6q08rTx0VzjAGSUopG59zh14F/\nu7mQEH6h0EfUsVLQf9I8USYtKigoKLzuKPNMFBQUFBT+LsoMeAUFBQWFv88bMGlRSSYKCgoKrzlK\ny0RBQUFB4e+jJBMFBQUFhb9NAXOaXgeUZPKK6DNMl3h4FbKMFV+LgqwCyoq8ctyUIhpaqtcXvNIr\nkpmsLXilV0DzpIiGBif/85+1bDRJRTMctqjGBj8poqHMAMmaIjoW/wBKoUcFBQUFhf8JlJaJgoKC\nwuuO0meioKCgoPB3Ed6AEi1KMlFQUFB4zXkT+kz+TW3vGuAqstvEHJgmSdLaf+G5L0uSFFDUzyOr\ndefz28ypAOw9eNio1h0JwPlLl/l5xmwEQaBmSDU+69uzUHEvX5OYsXAJ8yb9kLNsx74DrNm8jUXT\nJgGwfvtONmz/E7VaTa+u7xFas3qhYl+5cYtff1/Jr999S1xCIhNmzydFo8EAjPq8P66lS3Hs3AUW\nrlkPQEUfb4YUolz81dsRzP1jPb98NZRbkVFMXvY7apUKtzJlGPrRBznFF/V6PV9Nm0Fo1SDaGk2U\npsjK0vHj4iU8Nip2P2rZAg8XFyYsWowgCHiXLcug97vkjMlPSE6m/48TWTJ2dL4FH7N0OiavWkl0\nfByZWVm837gJpRwdmbVhPSpBrg48rOv7ONnbs+7AfvacPYuFuRnt6obSsGrB2t6Zf24kNimBTF0W\nHWvV59C1yyRo5Hpm0YkJVCjrzuBWHfnz/Cn2XjkHCHSoVY+avhXzjfsyet0LkbdYf/YIAN6lXOhe\nt6nJuEtO7SQ6OR4B+KB6EwQBlp6Si1SWtneie42mqFQqLj+MYMvlYwB4lnCha0gjk8dCjr1Lji3A\nB9UbIwBLT+02xnake42m3E98wupz+3O2i3j6iM9C21HZxdNkfE1GGvPO/cFHVVohCAIbpQMIQGnb\n4rTwqYsgCOy4dZSopMdYqmX/SOfKTbF8xkXyIqyK2fDu+O5sHb8SQa2iXm9Zdpb0OJ6D83ZgMBgI\naF6d8rUqABB5IYJzG46ajPn/lX+zavBeSZK6AIiiaAscFEXxhiRJBWvaXnMWLV/Jtp17ctW602Zw\n/NQZKjxTBffnGbP5fuTXeHmUo/snn3Mz4g6+3l4m4y5Z8wfb/6LWvZ1HrfskLp7Vm7by+6yppKdn\n0GvwMGpVDcLc3LQJcNmGzfx56EhOGfeZy1bQvH4oDd+qydkr4URERuFgb8espSv49ftRONjbsXT9\nZuITk3ByKJZv3OU7/mTX8RPYGB0UPy1ewhfvd6Fy+fIsWL+RDfsO0KnJ2wDM37CRlLTUnGrLBbH7\n5Ekc7e0Y2bsnyRoNPcZ+j2+5cvR5px1Bfn78vGw5Ry5cJDQ4iFNXrjL3jw0kFFCIcu/ZMzjY2fL1\n+x+QnJpK38kTcS1RkgHvdMDb1ZWtx4+xet9emtaoye4zp5n5xWAMQP8pkwn29cPJ3j7f2IeuXaKY\ntQ1ftHyXFG0ag5f8yryPhwCg0abx7epF9GzQnLSMdDaePsqs3p+jzchg0JLZJpNJYfW6/mU9WXFi\nH6PafIidlTWbzx8jKU1DMesXO14uPryNIAh83bgrUnQUGy4eRhDg3cB6+JZ2Y+GJHVx8cJuKzh6s\nO3+QL9/ujJ2lNTvCT5KsTcXeKn8B18WHEcbYXZBismMLvBsUim8pY+yHtwl28+XLRu8BcCZSwsnG\nvsBEotPr2HrzEOZqcwzArtvHaeRZHQ9HV7bePIz09C4VSnrxOOUJHwa0xNq8YD8KgEqtol6vZmSm\nZ4IgUKNTfU6tOshj6T5hH7fAo5oPT+/F4PNWJTZ8uwSANqPf5+6ZG8RFxRbqOQqN0meSQ54jIUmS\nRhTFucgCrPeQLYlqYIokSetEUawJTEUebfYAeB9ZXjXdGOsp0BOoCgxH9qK4A3OAhkAgMF2SpDmA\n2qjwLQc8NG6nM67rY3yOkZIkHRRF8Qqy6yQjO/EVBveyZZnyw3eM+E5uPQQF+NOwXijrNm3JWcfS\n0pKExEQyMzPJyMgwWVY7J66rC5NHDefbiVMAo1p30TKG9OvDuGkzALgq3SCwckXMzcwwNzPD3dWF\nm3fuUqmA8uhuLs78+NVgxk7/FYDL12/g6+nBgDHjcSldisG9unEh/DrlPdyZvngZD6NjaNOogclE\nAuBWujTjP+3PuAW/ARATn0Dl8rJY09+nPJsPHqJTk7fZf+YsakFFTf/KObrjgggLqUb9arK7I0ex\ney+SID/Z31EzwJ/TV8MJDQ5CpVIxdcggeo8bbzJmvcAg6gUG5Yk58qNuOUlCp9NhYW5OZHQ0geV9\nclo4ns4uhN+7Sx3//Bu9b/lVprZfpZzYz/pPVh7dR8uqtXC0tcuRQWkzMkjLyEBVwIkjxEukqof8\n/mbrda88uJNHr3s5KgJLM3Pci5dm2bE9xCTH06BCUL6JBCDYzZdAV/m9eqJJxMbSih415RZOlk5H\nUpoGawtLbsU+oKxjKdac209sSiKh5QNMJhI5tg+BrrKw6klKIjYWz8XWarA2z5VKpWdlsPnyMb56\nu7PJuAC775wgxKUSR6IuAPAo5QkejrLB0re4O7fj7yOW8ORpWiJbbh4iJSONYGeRYOcKJuPW6tqA\n8D3nCGpTGwwGdk1bDwY5yVg72JKuSSflaRLbf1qds41KrSYr45+v/v0mzID/L4cGxyAre70kSQpF\nTgIjjKrduUAPSZJqAVuBish2xf5GmdV24CvkFk9Z4B3gE2AksjirObLaF8ACGC9JUhgQBfQBegOx\nkiTVB9oBs4zr2gLfvUwigRepdf/qL+nWtRMDvvqG9u93x7lMaTzLFSyZalj3rZy4er2e737+hUEf\n98rTUtFoUrGzfUZVa21NiqbgOSUNatXIs8+PYmMpZmfLjDEjcC5ZkmUbNpOYnMLZy+F89mFXpo4c\nxqqtO4h8+Mhk3PrVqubR67qWKpkjmjp68RLajAwi7j9g78lT9Grf9qWmIzyr2B01Zx6927XNo5W1\ntrREkybPQwipVJFidgVbFq0tjWpdrZbvlyymZ4uWOYnk6p07bDp6hHfrh+Hl4sKliAjS0tNJ1Gi4\nevcO6Rmm5yVkq3XTMtKZtHk174fKLbIETQqXIu/Q0D84Z726FQMYsHAmQ5fNoWW1gm2LpvS61ka9\nbrI2lfCHd+lauyHDWnRmx+VTPEqIKzDuwuPbWXV2LzU9KiIIAk81SYzatpCU9DTcHEuRkp6GFB1J\nh+D6fNHgXfZIZ4lOii/UPi88sYNV5/bliT16x2JS0rW4OeY6bw7fvkJIORE7S2sTEeHCYwkbc2vK\nF8/+PuVVJ1mozEnPyiBTn0XNsv68U6EhHwS04MzDcKI1+bva/eoFkJaUyv3Ld+UFggAGsCtRjI4T\ne2Nlb01cZAwGvYH0FHneUq2uDXhy9zFJ0UWgexBUhf/5j/gvk4kHsByoZlTx7kBuKXkCZSRJdqJK\nkrRIkqTzyAlltnHdnkC2PPuKUfubCNw26nsTyFX2xmTHAo6Tq+1tYYy1Drn1km0m+tva3ufRpqfz\n09SZbFy+hK1rluPuVpalK9e8VIxrN29x36jW/WbCJCLuRTFlzgLsbG1JTc2dyJWaloZ9IU6iz+Ng\nZ09odbkPoG71qly7FYGDvR0Vfbwp7uiAtZUVwZUqcPPuvZeKO7xnd37ftoMvJk2heDF7HOzs2Hn8\nOLHx8Qyc9DN/HjvG6p27OXXlaqHiRcfF8cXkKTSrXYu3a9bIc8WWqtViZ2P65PMiYuLjGTp7Fo1D\nQmgQLLd89p8/x/R1a/mhT18cbG0pV6YMbevW5et5c5i5/g8qenjgYGtXYOwnSYmMWr2IBpWDCK0o\nt2KO3winfsUqOft+/UEk0sMo5n48iPkfD+HkzWvcfPTAVFggf71umlGva2dljXcpVxysbbEyt6CC\nS7lC6XV71m7BuFa9WXpqJ+lZmZSwLcYPbfpQ3zeQNef2Y2dpjWcJZ4pZ2WJpZoFfaXeiEgp2wAP0\nrNWccS17sfT0rpzY41v1or5PIGvOH8hZ79S9a4SWL7ir80K0RET8fZZc3MJjzRM2SgfQZOZOSk3X\nZWJpZoG5yoyaZQMwU5lhoTbH09GV6JT8k4lYPwC3AC9ajehCSc8yNOjXEutiNqQ8TWL1kHmE771A\n7Q/kfiK1uZqGn7bGzMqcIwt3Feo4vDRvgGnxP0kmoigWQ24dJAL7ja2NxsBa4DbwUBRFH+O6X4qi\n2A64DnxoXPcbIPseUkHXtiVFUfQ2Pq6PrO29Dqw0xmqLPDgg+5LtH596rdfrydJlYWUlN+NLFi9O\ncsrLzXavLPqxZv4s5k36gQnffIW3hzuD+/WmkujL+SvhZGRkkqzRcCcyCh9Pj5fex8CKIkeNquHz\nV6/hXc4d0duLiKj7JCYnk6XTceXGrQI1uM9z7OIlRvXtzbQvB5OYoqGGf2U+6diBuSO/4ZevhtK8\nzlt0btqEGv6VC4wVl5jEkCnT6dfh3Rcrdq9cJdDv5ZS18cnJfD13Nn1btaFpDVmjvOfMGTYfPcLP\nn36Gc3H5GiMxJYVUrZbpAwYysENH7j2OpqKH6eOcoElhzNolfFS/SU4rBODSvQiqeuXehtRmZmBp\nZoa5Wr5VaWtpRWp6/rP0C6vX9SrpzP24WJK1qej0em5FP8DNhBHx+J2rbL96whhXVtXOOrSB6GS5\n1WFpJmuGPYqX4UHCE1LS09Dp9UQ8eYirg2lLpBz7ZN7Yhzc+E9s85/ZeakY6mTodTjb590dl0z2w\nDd0D29AtsDXOtiVpJzbAx8mduwkPAbgVH4mHgwtP0xJYeGETBoMBnV5HVNJjXOxL5Rt3y/cr2DJu\nBVvHr+TJ3Wj2z9lGvT7NKVbGEYAsbUZOlYamQ97l6b2Yoksk5NpVC/Pz2xqYfQAACbpJREFUX/Fv\ndsA3NLYEdMbnHSVJ0kZRFH8WRfEQYAeslyQpRRTFj4GFoijqkfs5pgGRwDJRFM2QT/i9kG9xFaTt\nTQC+F0XRHbiF7JRXA/PF/2vv3oOrqq44jn9veCjBlIIgilKhKAtBG1paFXWoUIpSpbWWWjQIMr7r\nqKAVRFvfBWoRR5y2KhVQGBBbkQooYCrvR2t1oB0fCx9jUVAeKoJYFEj6x94XLpCQ5J6TFjO/z0wm\nyck5Kzv73n3W3efc7GW2gFAC+HfuXm5midaA2Lu07p57ZoWNGjH46iu44vpf0OjQQygqKuLuW4fl\nFReypXXDtubNmtLvvHO57MZhlJWVc82gAVXefN87dvh83SX9GfH7R5g+p5SixoXcNeRaDmtcyNUl\n/bj+rpEA9Dy9K22rmUyyN9Vbt2zJ4NFjaNigPie0bcvZp3Wtdtv2NSlbYnfmLB6bOSu0u9/PeGDq\nNHbs2rm7xG5F7ajMlNLn2bZ9O5PmzWXSvLmUlZfxzvsf0LJZM+6YMB6A4uOOY8BZZ/Puxg1cc/8Y\nMpkMl/fps/vNC5X584pFfPb55zy5bAFPLlsAmQy/+kl/1n68iZY5pXU7tzmOVe+8xdDJD1OQKaDj\nMcdS3KZdpXFrUl633yndGTl7KgBd23XkmGaVn0C7tG7P+BXPcW/pVHaVldGvSw+KDmnEhBXPUb+g\nHg3rNWDgKWdRdGgh53fuxv3zw5sxv/O1DrRqcuCyvV1at2f83+Zwb+kT7CrPjT2H+gUFNKzfgIEn\nh3eard/6Ec0Pa3LAeJXJAL3adWXm6oXseqeMFoVN6dj862QyGYpbtufRlTMoyBRQ3NJoUVhxeeMK\nlZez8pnlnHnVOZTtLGPn5ztY+MiztPl2e47q0JqCevVoXRxes/592kI2vLkur/ZX/ocd/IuVqGxv\nnrZvWpd6x9Xm2lw7ajgTqnbczbUTtzbX5vpiS+2s77T1/S21Eldrc+3x7traKRMNtbc215VTbk48\nXajJ+ebQ5q1UtldERCrwJZiZHPwtFBGRg55mJiIiBzktpyIiIsl9Cf5pUclEROQg92VYNVjv5hIR\nkcR0A15ERBJTMhERkcSUTEREJDElExERSUzJREREElMyERGRxPR/JgnEipCj3L27mRUTqjfuBN4A\nrnL3L+J+BcBsYIa7P2xmTYHHga8CnwGXu/uamsY2sweA04Hs6nc/jPtMBlrE7QPdfVPC2OXAee6+\nJR7/Y6Cvu5ek0N6C2N4iQiGzG9x9RUp9UQZMif38ReyLdQni7tsPHYAVwBHZxzphez8F3gNWx23L\n3f2WlPriM2AM0CX2823uPidpXwA/B7KF5ZsSahEdlUJ7dwFTcx67/u6+PoW49Uln7PUGbouHvOju\n15lZI6oYe3WZZiZ5MrOhwDggW2v0j8CQWDVyLWGQZd1DePJm/6nnFmBp3PdeYGyesb8F9HL37vFj\nK6Hi5Cp370YYNL9MIXaPnBPoA8AIckoxJ2zvEOD5WAnzEvZUvUwj9mWEgf5dwiAfmmI/fAW4j1Ay\nOq32tgNeytm2byJJEvtioL67n0FIAickjNvD3be4+6js7yFUMr04pfYOAF6Lj9004KaU4iYee2ZW\nFI89x927AmvNrAVVjL26Tskkf28SygVnT6rH5LyiXkYoxIWZ9SW8ypqTc2zHnO9371uT2GaWAY4n\n1GVZYmaD4s9Pz4k9B+iZYmyApYRBk7u+Q5KY9xNKMgM0APZdHz7v2O6eTXwQKnvm1pbNO27c/jAw\nPM32EmYNR5vZC2Y228z2rfSVJHYvwklvFuFk+ZeU4hL75HzgI3cvTSnuf4Bsxa0mhNlJGnETjz2g\nK/AvYEysxfS+u2+k6rFXpymZ5MndpxOmvllvm1m3+HUfoLGZnQhcSJgOZ9jzBF1JmHITPxfmxKlO\n7EJCvfqxQAlwNuEV00mEYl+fxH23EgZiWrFx9/3qDSeJ6e6fuPt2MzsSmEQ4QafZ3jIz+ytwDTAj\npbi3A7Pd/Z9x/92JNWHcdcAId+9BSIKTU+yL5kA7dz8X+A0wIaW4WTcDd6bY3qeBM8zsFeBGQlG7\nNOImHXuNCX3ZnTDT7Q0MNrPjqWLs1XVKJukZBAw3s1JgPbCJMOU/GngBGAjcYGa9gJFAGzNbSHjF\n/G4NY39IuN471t23u/un8XcUA1sIT2oI9yE2pxi7umoUMw7yUmC4uy9Ou73u/j2gG/BUSnFLgEst\nVA49EpibUtx/AM/ENi8FWqXYFx8S7tvh7ouAA9U3runj1xHY7O5vp9je0cAYd+9EuCeT1mOXdOxt\nivFfdPcN7r4NWAR0puZjr05RMknPuUCJu/ckTM/nuvswdz81Xk+eCNzn7vMIU+Vx8XrwW0BVJ9D9\nYhNOBkvMrMDMGgBnAC8RLkP9IB7Xm/BETyt2dVU7ZjwR/Qm40N0PdFLOJ/ZwM8tew9/G3q84847r\n7sfn3Cf4gHAJKWnclwkz2MEA8cbvmopD1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""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 数字を書き込めます。\n",
"sns.heatmap(flight_dframe, annot=True, fmt='d')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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o12xgYs3t9ojI5cAj90zMzEqu0l3/ZRAzgf8CkLQlcNfAq9fPPRMzs5Kr5Fc4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\nZmbWsP8P71ryFYLYX0YAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#中心を指定して、色を変えられます。\n",
"sns.heatmap(flight_dframe, center=flight_dframe.loc['January',1955])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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syLfjO3VuftVJx0zNt/Lqu1/mm0tt9LjpubY3J+eqxxMn5pvr77P/fJ1re01p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\npOL+Pw4BgTAgkwQpAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"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": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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57eaIOBu4PzBQT2tn5v4bWtEiKEmSNL99Cvgo8DOqs4iZ9HlGFkFJkqT57c7M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\nIChJkjRQvwDdLxF48Ee4TAAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(flight_dframe)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MfOWY6/8aEa+bzIbOCEqSJE1voxHxxJVXImIrYOlkNnRGUJIkaXp7P/DTiPhP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\noHeRFdkI2OgAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(flight_dframe, col_cluster=False)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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jMvPaiPhn4DfAKPB3mfmHiDgYGC9uYzM83FYR8ajMvB44BLiSqiT+ITPfWWd5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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(flight_dframe, standard_scale=1)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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/2tdFxJ9vzDEsgpIkSYtQRDwX2AJ4fUS8rm3VMlpvg/eZuY5hEZQkSVqcVgD7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\nrkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(flight_dframe, standard_scale=0)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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4Pi2LoCRJ0vx2d2Z+fEMGWgQlSZLmt/Mi4o3AuUBrfGFm/nqmgRZBSZKk+e3l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\n1FMGQUmSpJ4yCEqSJPXULwGCHEdsC3lbAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(flight_dframe, z_score=1)"
]
}
],
"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": "3.4.3"
}
},
"nbformat": 4,
"nbformat_minor": 0
}