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@wiso
Created April 14, 2015 22:03
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Analysis of usage of localgroupdisk
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"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"INFN-MILANO-ATLASC_LOCALGROUPDISK"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import ROOT\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"plt.rcParams['image.cmap'] = 'coolwarm' # quite good colormap, should avoid rainbow problems\n",
"\n",
"%matplotlib inline\n",
"%autosave 30"
],
"language": "python",
"metadata": {},
"outputs": [
{
"javascript": [
"IPython.notebook.set_autosave_interval(30000)"
],
"metadata": {},
"output_type": "display_data"
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Autosaving every 30 seconds\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Gb = 1024. ** 3\n",
"Tb = 1024. ** 4"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Download data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rse = \"INFN-MILANO-ATLASC_LOCALGROUPDISK\"\n",
"date = \"12-02-2015\"\n",
"\n",
"import urllib2\n",
"url = \"https://rucio-hadoop.cern.ch/consistency_datasets?rse=%s&date=%s\" % (rse, date)\n",
"response = urllib2.urlopen(url)\n",
"f = open(rse, \"w\")\n",
"f.write(response.read())"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Import data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def conv(s):\n",
" if \"panda\" in s:\n",
" return s.replace(\"panda,\", \"\").replace(\",panda\", \"\")\n",
" else: return s\n",
"\n",
"names = (\"RSE\", \"scope\", \"name\", \"owner\", \"size\", \"creation_date\", \"last_accessed_date\")\n",
" \n",
"data = pd.read_csv(rse, sep='\\t', header=None,\n",
" parse_dates=[\"creation_date\", \"last_accessed_date\"],\n",
" converters={\"owner\": conv},\n",
" names=names)\n",
"\n",
"data['age_days'] = -(data.creation_date.apply(lambda x: x - np.datetime64('now')) / np.timedelta64(1,'D'))\n",
"data['last_accessed_days'] = -(data.last_accessed_date.apply(lambda x: x - np.datetime64('now')) / np.timedelta64(1,'D'))\n",
"data['life_days'] = data.age_days - data.last_accessed_days"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Prin the first datasets"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data.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>RSE</th>\n",
" <th>scope</th>\n",
" <th>name</th>\n",
" <th>owner</th>\n",
" <th>size</th>\n",
" <th>creation_date</th>\n",
" <th>last_accessed_date</th>\n",
" <th>age_days</th>\n",
" <th>last_accessed_days</th>\n",
" <th>life_days</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>INFN-MILANO-ATLASC_LOCALGROUPDISK</td>\n",
" <td>mc08</td>\n",
" <td>mc08.106096.PhojetNdiff.recon.AOD.e359_s512_d1...</td>\n",
" <td>root</td>\n",
" <td>6504314911</td>\n",
" <td>2009-11-12 16:34:53</td>\n",
" <td>2009-11-16 15:09:49</td>\n",
" <td>1979.203935</td>\n",
" <td>1975.263021</td>\n",
" <td>3.940914</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>INFN-MILANO-ATLASC_LOCALGROUPDISK</td>\n",
" <td>legacy</td>\n",
" <td>user09.ClausUlrichFelzmann.MSSMprod_J4_MLF_evg...</td>\n",
" <td>root</td>\n",
" <td>5056622014</td>\n",
" <td>2009-09-08 18:15:11</td>\n",
" <td>NaT</td>\n",
" <td>2044.134282</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>INFN-MILANO-ATLASC_LOCALGROUPDISK</td>\n",
" <td>legacy</td>\n",
" <td>user09.ClausUlrichFelzmann.MSSMprod_J5_MLF_evg...</td>\n",
" <td>root</td>\n",
" <td>5180847994</td>\n",
" <td>2009-09-09 02:31:49</td>\n",
" <td>2009-04-08 12:47:57</td>\n",
" <td>2043.789398</td>\n",
" <td>2197.361539</td>\n",
" <td>-153.572141</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>INFN-MILANO-ATLASC_LOCALGROUPDISK</td>\n",
" <td>legacy</td>\n",
" <td>user09.ClausUlrichFelzmann.MSSMprod_J6_MLF_evg...</td>\n",
" <td>root</td>\n",
" <td>5232366356</td>\n",
" <td>2009-09-08 18:42:55</td>\n",
" <td>NaT</td>\n",
" <td>2044.115023</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>INFN-MILANO-ATLASC_LOCALGROUPDISK</td>\n",
" <td>legacy</td>\n",
" <td>user09.ClausUlrichFelzmann.MSSMprod_J3_NOFILTE...</td>\n",
" <td>root</td>\n",
" <td>9753675753</td>\n",
" <td>2009-09-10 09:23:43</td>\n",
" <td>NaT</td>\n",
" <td>2042.503356</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
" RSE scope \\\n",
"0 INFN-MILANO-ATLASC_LOCALGROUPDISK mc08 \n",
"1 INFN-MILANO-ATLASC_LOCALGROUPDISK legacy \n",
"2 INFN-MILANO-ATLASC_LOCALGROUPDISK legacy \n",
"3 INFN-MILANO-ATLASC_LOCALGROUPDISK legacy \n",
"4 INFN-MILANO-ATLASC_LOCALGROUPDISK legacy \n",
"\n",
" name owner size \\\n",
"0 mc08.106096.PhojetNdiff.recon.AOD.e359_s512_d1... root 6504314911 \n",
"1 user09.ClausUlrichFelzmann.MSSMprod_J4_MLF_evg... root 5056622014 \n",
"2 user09.ClausUlrichFelzmann.MSSMprod_J5_MLF_evg... root 5180847994 \n",
"3 user09.ClausUlrichFelzmann.MSSMprod_J6_MLF_evg... root 5232366356 \n",
"4 user09.ClausUlrichFelzmann.MSSMprod_J3_NOFILTE... root 9753675753 \n",
"\n",
" creation_date last_accessed_date age_days last_accessed_days \\\n",
"0 2009-11-12 16:34:53 2009-11-16 15:09:49 1979.203935 1975.263021 \n",
"1 2009-09-08 18:15:11 NaT 2044.134282 NaN \n",
"2 2009-09-09 02:31:49 2009-04-08 12:47:57 2043.789398 2197.361539 \n",
"3 2009-09-08 18:42:55 NaT 2044.115023 NaN \n",
"4 2009-09-10 09:23:43 NaT 2042.503356 NaN \n",
"\n",
" life_days \n",
"0 3.940914 \n",
"1 NaN \n",
"2 -153.572141 \n",
"3 NaN \n",
"4 NaN "
]
}
],
"prompt_number": 6
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Total size"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"total = data['size'].sum() / Tb\n",
"print \"total usage = %.2f Tb\" % total"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"total usage = 162.02 Tb\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Users sorted by usage"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"group_owner = data.groupby([\"owner\"]).agg({'owner':'count', 'life_days': 'mean', 'age_days': 'mean', 'last_accessed_days': 'mean', 'size': lambda x: np.sum(x) / Tb})\n",
"group_owner = group_owner.sort(['size'])\n",
"group_owner"
],
"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>owner</th>\n",
" <th>life_days</th>\n",
" <th>last_accessed_days</th>\n",
" <th>age_days</th>\n",
" <th>size</th>\n",
" </tr>\n",
" <tr>\n",
" <th>owner</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>franchin</th>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2036.464074</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mbellomo</th>\n",
" <td>2</td>\n",
" <td>0.055509</td>\n",
" <td>2036.235637</td>\n",
" <td>2036.192691</td>\n",
" <td>0.000001</td>\n",
" </tr>\n",
" <tr>\n",
" <th>smontesa</th>\n",
" <td>29</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1763.536390</td>\n",
" <td>0.003496</td>\n",
" </tr>\n",
" <tr>\n",
" <th>disipio</th>\n",
" <td>5</td>\n",
" <td>10.098704</td>\n",
" <td>1601.282882</td>\n",
" <td>1301.495736</td>\n",
" <td>0.016176</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sbrazzal</th>\n",
" <td>21</td>\n",
" <td>44.420867</td>\n",
" <td>1315.164460</td>\n",
" <td>1359.775580</td>\n",
" <td>0.025183</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rsoualah</th>\n",
" <td>18</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1358.433225</td>\n",
" <td>0.055079</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mmilesi</th>\n",
" <td>1086</td>\n",
" <td>15.896130</td>\n",
" <td>952.217092</td>\n",
" <td>963.847669</td>\n",
" <td>0.074429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mperego</th>\n",
" <td>20</td>\n",
" <td>54.154159</td>\n",
" <td>267.625700</td>\n",
" <td>321.789356</td>\n",
" <td>0.100215</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mbianco</th>\n",
" <td>2</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>242.015932</td>\n",
" <td>0.148757</td>\n",
" </tr>\n",
" <tr>\n",
" <th>besana</th>\n",
" <td>536</td>\n",
" <td>53.052634</td>\n",
" <td>276.857839</td>\n",
" <td>803.605010</td>\n",
" <td>0.494284</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mtesta</th>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>382.367813</td>\n",
" <td>0.568492</td>\n",
" </tr>\n",
" <tr>\n",
" <th>costanzo</th>\n",
" <td>12</td>\n",
" <td>167.662380</td>\n",
" <td>124.739777</td>\n",
" <td>292.397446</td>\n",
" <td>0.570165</td>\n",
" </tr>\n",
" <tr>\n",
" <th>nbiesuz</th>\n",
" <td>4</td>\n",
" <td>112.622847</td>\n",
" <td>425.488061</td>\n",
" <td>537.243212</td>\n",
" <td>0.717958</td>\n",
" </tr>\n",
" <tr>\n",
" <th>annovi</th>\n",
" <td>42</td>\n",
" <td>693.775559</td>\n",
" <td>933.530768</td>\n",
" <td>641.854021</td>\n",
" <td>0.762552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mratti</th>\n",
" <td>16</td>\n",
" <td>70.111230</td>\n",
" <td>170.598197</td>\n",
" <td>190.976957</td>\n",
" <td>0.782152</td>\n",
" </tr>\n",
" <tr>\n",
" <th>turra</th>\n",
" <td>59</td>\n",
" <td>20.651042</td>\n",
" <td>891.398822</td>\n",
" <td>1060.470941</td>\n",
" <td>1.199776</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fbrochu</th>\n",
" <td>1</td>\n",
" <td>6.594988</td>\n",
" <td>930.233125</td>\n",
" <td>936.828113</td>\n",
" <td>1.249320</td>\n",
" </tr>\n",
" <tr>\n",
" <th>root</th>\n",
" <td>451</td>\n",
" <td>-178.817425</td>\n",
" <td>1860.061499</td>\n",
" <td>1446.457927</td>\n",
" <td>2.012215</td>\n",
" </tr>\n",
" <tr>\n",
" <th>smazza</th>\n",
" <td>109</td>\n",
" <td>118.184220</td>\n",
" <td>126.329086</td>\n",
" <td>177.279979</td>\n",
" <td>3.290519</td>\n",
" </tr>\n",
" <tr>\n",
" <th>scomotti</th>\n",
" <td>234</td>\n",
" <td>130.962619</td>\n",
" <td>187.771438</td>\n",
" <td>323.093160</td>\n",
" <td>3.839310</td>\n",
" </tr>\n",
" <tr>\n",
" <th>favareto</th>\n",
" <td>464</td>\n",
" <td>-48.287993</td>\n",
" <td>1025.868047</td>\n",
" <td>1003.196756</td>\n",
" <td>4.043086</td>\n",
" </tr>\n",
" <tr>\n",
" <th>fmeloni</th>\n",
" <td>1040</td>\n",
" <td>93.152253</td>\n",
" <td>783.383581</td>\n",
" <td>857.306607</td>\n",
" <td>9.392802</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sconson</th>\n",
" <td>3659</td>\n",
" <td>239.170759</td>\n",
" <td>400.696119</td>\n",
" <td>665.969052</td>\n",
" <td>9.586188</td>\n",
" </tr>\n",
" <tr>\n",
" <th>crizzi</th>\n",
" <td>887</td>\n",
" <td>98.749502</td>\n",
" <td>372.947081</td>\n",
" <td>389.721187</td>\n",
" <td>9.765711</td>\n",
" </tr>\n",
" <tr>\n",
" <th>cpizio</th>\n",
" <td>1742</td>\n",
" <td>127.646303</td>\n",
" <td>239.697188</td>\n",
" <td>682.610725</td>\n",
" <td>12.639269</td>\n",
" </tr>\n",
" <tr>\n",
" <th>aandreaz</th>\n",
" <td>1900</td>\n",
" <td>-25.502905</td>\n",
" <td>927.537430</td>\n",
" <td>918.654728</td>\n",
" <td>14.278893</td>\n",
" </tr>\n",
" <tr>\n",
" <th>lcarmina</th>\n",
" <td>641</td>\n",
" <td>254.999841</td>\n",
" <td>192.635478</td>\n",
" <td>443.914940</td>\n",
" <td>19.152198</td>\n",
" </tr>\n",
" <tr>\n",
" <th>resconi</th>\n",
" <td>1978</td>\n",
" <td>73.655682</td>\n",
" <td>403.747768</td>\n",
" <td>607.805897</td>\n",
" <td>29.058899</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tlari</th>\n",
" <td>6361</td>\n",
" <td>111.689591</td>\n",
" <td>514.614329</td>\n",
" <td>672.062108</td>\n",
" <td>38.197319</td>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 46,
"text": [
" owner life_days last_accessed_days age_days size\n",
"owner \n",
"franchin 1 NaN NaN 2036.464074 0.000000\n",
"mbellomo 2 0.055509 2036.235637 2036.192691 0.000001\n",
"smontesa 29 NaN NaN 1763.536390 0.003496\n",
"disipio 5 10.098704 1601.282882 1301.495736 0.016176\n",
"sbrazzal 21 44.420867 1315.164460 1359.775580 0.025183\n",
"rsoualah 18 NaN NaN 1358.433225 0.055079\n",
"mmilesi 1086 15.896130 952.217092 963.847669 0.074429\n",
"mperego 20 54.154159 267.625700 321.789356 0.100215\n",
"mbianco 2 NaN NaN 242.015932 0.148757\n",
"besana 536 53.052634 276.857839 803.605010 0.494284\n",
"mtesta 1 NaN NaN 382.367813 0.568492\n",
"costanzo 12 167.662380 124.739777 292.397446 0.570165\n",
"nbiesuz 4 112.622847 425.488061 537.243212 0.717958\n",
"annovi 42 693.775559 933.530768 641.854021 0.762552\n",
"mratti 16 70.111230 170.598197 190.976957 0.782152\n",
"turra 59 20.651042 891.398822 1060.470941 1.199776\n",
"fbrochu 1 6.594988 930.233125 936.828113 1.249320\n",
"root 451 -178.817425 1860.061499 1446.457927 2.012215\n",
"smazza 109 118.184220 126.329086 177.279979 3.290519\n",
"scomotti 234 130.962619 187.771438 323.093160 3.839310\n",
"favareto 464 -48.287993 1025.868047 1003.196756 4.043086\n",
"fmeloni 1040 93.152253 783.383581 857.306607 9.392802\n",
"sconson 3659 239.170759 400.696119 665.969052 9.586188\n",
"crizzi 887 98.749502 372.947081 389.721187 9.765711\n",
"cpizio 1742 127.646303 239.697188 682.610725 12.639269\n",
"aandreaz 1900 -25.502905 927.537430 918.654728 14.278893\n",
"lcarmina 641 254.999841 192.635478 443.914940 19.152198\n",
"resconi 1978 73.655682 403.747768 607.805897 29.058899\n",
"tlari 6361 111.689591 514.614329 672.062108 38.197319\n",
" 1 NaN NaN NaN NaN"
]
}
],
"prompt_number": 46
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Size of the datasets"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are many small datasets"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(2, 1, figsize=(20, 7))\n",
"(data['size'] / (1024.**3)).hist(bins=np.logspace(-6, 5, 50), ax=ax[0], log=True, histtype='stepfilled')\n",
"(data['size'] / (1024.**3)).hist(bins=100, range=(0, 10), ax=ax[1], histtype='stepfilled')\n",
"ax[0].set_xscale('log')\n",
"ax[0].set_xlabel('dataset size [Gb]')\n",
"ax[1].set_xlabel('dataset size [Gb]')\n",
"\n",
"fig.tight_layout()\n",
"\n",
"(data['size'] / (1024.**3)).describe()\n",
"\n",
"print \"fraction dataset < 1 GB = %.1f%%\" % (len(data[data['size'] / (1024.**3) < 1]) / float(len(data)) * 100.)\n",
"print \"fraction dataset < 100 MB = %.1f%%\" % (len(data[data['size'] / (1024.**2) < 100]) / float(len(data)) * 100.)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"fraction dataset < 1 GB = 55.0%\n",
"fraction dataset < 100 MB = 26.6%\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Pa5IkSZIkSZK0v1hgVoIywIuEvv6p1Dc466wN\nfOADHwiMSzF//nyampqC4qThsieZpKSYTyQlxXwiKSnmE0lJsQezEpQCpgVHZTJ/y/Lli1m+/MnA\nuB8zZcoU5s6dGzynJEmSJEmSpOJzB7OKZvz4uSxZcmFFFpgHBwfp6uoKjquqqmLy5MlD7xxJkvZg\n3bp1XHHFvzA4mAmOPf/8j9LWNms/rKo8LVmyhI997O+C4wYH+1i4cCGnn356UFxtbS2zZ8+muro6\neE5JkiRJ+4c7mFW2Mhlob/82d9xxb1DcuHENXHvtV6mtrQ2K6+3tZXBwMCgGoL6+npqasG+V9vZ2\nrrjiKmprm4Pi+vo2cvfdd3LGGWcExUnSaPLMM89wxx0/o6fn4sDIZWzbdh2vvfZqUFRVVRVz586l\nuTksp5eDDRs2kEotoL//G0Fx1dWLue22O1m8+DtBcb29Hfzylz9n+vTpQXGSJEmSSpcFZhXNtm2f\nZ/nyzuC42trLmTChMegX/c2bN/OVr3yF2tqxQXMNDOwA4Pjjw3a7dXW9xMDAJQwMXBUU19z8IX75\ny1/S2NgYFDdmzBje/e53u/N5N/YkkypXXd1Ueno+FRj1djo6vsXDD98VFDUw8HMuvfR5rrzyysD5\nykUNUB8UkU5/km3bPhk8U3Pz8WQy4TvPpUrizyeSkmI+kVQqLDCriN4b38Kk0xm+9rWXgO0BUVlS\nqRsZGPhs4Gz9wOM8/XQ+vwwfFxzR0/M+rr/+Lq6/viMobseOx1i9+gUOPfTQ4DklafQ4he3bTwmO\namqaTzZr+y5JkiRJ2hMLzCo7mcyFFG7zUx3wvkJNxsDARXR3XxQcN27c4SxevJi3vvWtQXEHHXQQ\nZ511VvB85cJ38yUl5dhjjy32EiRVCH8+kZQU84mkUmGBWaoAvb0X8JWvvAC8FBDVTyZzJ88+G9am\nJJ1Os2nTpuC+1ADTpk1j/PjxQTG9vb1s3LgxeK7a2loOPPDA4DhJkiRJkiQNXzEKzHOAdqAa+A5w\ndRHWIFWUwcF/Ivz6hX00NKxgxozZgXPtIJuF+vqDg+K6u38NZDnssBlBcWvWRAXwxsYpQXG9vV2c\nf/6nOOmkk4ListksM2fODIoBaGlpoaWlJShm69atPPbYY8FzPfPMs2zevDm453ZfXx9Tpx5MU1NT\nUNz27duZNGlSUAxAa2srJ598clDMc889xxVXfJV8uhFcccVng/++peF69tlni70ESRXCnqmSkmI+\nkVQqCl1grga+CZwGrAeeAn4EPF/gdUhiDD09T+cd3dcXGtED/IY1a/KZ7Vh27qwLiqipuY7vfvf7\n3HZbT0BUhr6+ZcHF7P7+TfT2rieVCkupmcwgqVQjTU1hvcjT6V62bz8EmBYUl0qtpqHhVSAVFJfJ\nvEZNzXhg+AXtgYE/0Nv7GEcfHVbw7e5+nY0bD2ZgIOzibdXV/8nEif/OK6+8EhhXzemnn86YMWOC\n4latWhW8s37Hjh3ceOP/oa5uXFBcOp3mQx86gwULPhYUl6++vj66u7uD4+rq6pgwYUJw3IYNG+jt\n7Q2OKbS1a9cGx7zvfXNZseJXQTHpdD89Pd1ce+21wfMdd9xxvP/97w+OUzKuu+7fuPbabwbH1dXV\n8OCD93D44Yfvh1WpFHV2dloQkpQI84mkUlHoAvOJwGpgbTz+PnA2FpilUaABOKFgsw0OXgJsZWDg\nyuDYrVvzmpFMJnzbbSZTQ3d32E7kfGUysGNHQaYCssCveeGFgTxiDwfC2puk000sXXoLS5feGhS3\ndetdAKRS1UFxmUya5ub3UFVVGxDTR29vPQMDHwmaCx7kxz/+OAsXLgyK6u/fwQEHtDB16tFBcStX\nPgJAfX1YT/fe3tcZN24StbX1w44ZHOxj27bXGTt2atBcAOn0vOCYfKXTNSxdeg+PPx72hsmLL3aS\nTv8CCPnzZUilrufyy8PeLMlmX6G29sscd1zYGl99dS3Z7NygmJHIZuELX/gyEyeGfCoiS1VVmk9/\n+hNBc7388stccME/0tj4lqC4vr4dNDTU09IS9u/yxRef5Y03PgmEfY83NZ3DvffeG9zne+zYsZxw\nQvj/q9XV1VRXh+W8LVu2sGzZsrwudnnqqacyefLk4LhKtmXLluCYlStXsmrVquC4+vp65s2bF/yp\nJ0nlIZ98Ikn7Q6F/0vgwcDowtDXto8BJwGdzzslGhQlJGqkr45u0N5n4FqqK6EM5hbKD8P8bNwO/\nz2OuFNF/zWGfGoAtwLY85msCwnc+F1YX8Hl2/fgyXHXADArz49YA0AGk84g9HihUAfAB4HeBMVlq\naq5l7NiwNkTp9E76+99Of//nA+fbDnST39/be4DmoIgxY75Eff2jwTN1dz9EVVWKqqrh56JMJnrT\nb8KEtwXNtWXLeqqqahg7dn5QXE/P/aTTG2lsnBgUt3PnJo488jgOOCDs7zwffX09rFz5s+A19vRs\noa6ugQMPbA2Ke+21FxkY6A0u+GazWcaMmUltbdibhtu338706SdzwAFhbxoW0gsvrKCra11er0l9\n/Tiam/f/v5N89fR0c9BBb+Xcc88Jitu8eXP8hm3Ya/Loo4+yevUfaGwMy0Pbtr3OKafMYsKEsO+D\nRx55iKamsE0B/f291NbC0UcfExT36qsvs27dq9TXh30SrLd3O21tf8G73vWuoLh77rmPN97YQW1t\n2Kfcdux4gzlzTgvevJCPV15ZzyOP/JzDDw97g3JwcIDDDnsL06aFfRryuuva2bp1S17fqwsXfpbG\nxrHDjunt7eGhh8Jz88BAHw0N1Rx55FFBcevWvcTmzTuD/777+3upqUkxdmzY91xPzxY+8IFTaWxs\nDIrLx6ZNm3j55Q1UV4f9bP/KKy+zceP24NdkYKCPVArGjQu79lJf31be+953BbVzTKfTLF78A8aO\nDc1DPbS0jOfDHz47KG7Lli2MGTOmYG/arl79e1Kp8PnWrFlLY2NzcFy8WSvvP1yhC8wfIurB/GcL\nzM3NZxZ4WZIq0c6dK2hsLNyuaUmVy3yiSjE42EU2G/7pkpqaSVRVDf8TCpE06XT47rr+/pcYHHwj\nOC5fqVQT9fVhxYhsNs3gYBf5/DqVTvcwdmz49R5CW1wB7Nz5VLzO0tbQMIPa2rAWZZnMdgYGCt8y\nKUQm083AwKsFnrWGurqwa6X096/Ne7bq6rAiUibTTzYb0sLuT9XUhL2hMNJ//1VVYUW5bLZ/RPOV\nusbGE6mpCbs2y9aty/Ker9Cvv3/fb1YOr0loHkqnw9sBjiJlU2A+mWg74Zx4fDnR1rHcC/2tBo4o\n7LIkSZIkSZIkaVR6ETiy2IsYrhqiBbcSfW60E3hHMRckSZIkSZIkSSofc4EXiHYqX17ktUiSJEmS\nJEmSJEmSJEmSJEkareYAvyG6tPilRV6LpPI1FXgIeBZ4BriwuMuRVAGqgRXAPcVeiKSyNgG4A3ge\neI7o+jSSlK/LiX7nWQXcDowp7nIklZHvAV1E+WPIROAnwG+B5UQ/t5SdaqKWGa1ALfZmlpS/g4AZ\n8eNxRC15zCeSRuIS4D+BHxV7IZLK2iLgE/HjGiDssveStEsr8Ht2FZV/AHy8aKuRVG5OAU7gTwvM\n1wD/HD++FPjXQi8qCe8G7ssZXxbfJGmk7gL+qtiLkFS2DgYeAP4b7mCWlL/xRMUgSUrCRKKNNAcQ\nvWF1D3BaUVckqdy08qcF5t8ALfHjg+LxsKWSWdOIvQ14OWe8Lj4mSSPRSvSu3BNFXoek8nU98Dkg\nU+yFSCprhwGvAzcDvwb+A2gs6ooklbNNwDeAPwCvAFuI3hCXpHy1ELXNIL5v+TPnvkmpFJizxV6A\npIozjqjP4UXA9iKvRVJ5OhPYQNR/uarIa5FU3mqAdwLfju934Cc2JeXvCOBiog01U4h+9zm3mAuS\nVFGyBNZqS6XAvJ7owlxDphLtYpakfNQCdwKLiVpkSFI+3gOcBawBlgCnArcWdUWSytW6+PZUPL6D\nqNAsSfl4F/ALYCMwCCwl+rlFkvLVRdQaA2Ay0UabslMDvEj07lsdXuRPUv6qiApA1xd7IZIqyizs\nwSxpZB4BjoofXwlcXbylSCpzxwPPAA1Ev/8sAi4o6ooklZtW3nyRv0vjx5dRphf5A5hL1KR+NXB5\nkdciqXy9l6hXaifRx9pXAHOKuiJJlWAW8KNiL0JSWTueaAfz00S7DccXdzmSytw/A88SFYgWEX2K\nU5KGYwlR//Z+omvi/R3RxUMfAH4LLAcmFG11kiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ\nkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkhS7EvinfZxzNvCOhOc9FPjv\ngTH3As0jnLcD+A1wZs6xS4DngZVAJ/ANoCZ+bvtevs7XgVfZ92snSZIkDVuq2AuQJEmSAmWHcc5f\nA8ckPO9hwN8GxpwBbB3hvNl43v8Xj/8eOA04CTgO+AtgA1Cfc/6efA749xGuRZIkSZIkSZLKzueB\nF4BHgdvZtQv3U8CTRLt47wAagPcAG4HfA78GDt/LeQB/A6yKjz8cH6sm2u37JPA0cH58/HFgC7AC\nuGi39U0GHomfWwX8ZXx8LfAWoqLwivi2Bngwfn428AvgV8APgbF7+LM/BMzMGf+BaDf13mwDrgOe\nAR4AJuU89yXcwSxJkiRJkiRpFJlJ1AqiHmgCfkfUIgJgYs55/wL8Q/z4ZmBeznN7O28lUXEYdrWy\nOJ+ooA0wBngKaAVmAffsZY2XAFfEj1PAuPjxmt3mriEqRJ9BVPh9mF3F7kuBL+7haz8EvDNnjZv2\nsoYhGXa18vgi8G85z1lgliRJUqJq9n2KJEmSVFSnAEuB3vj2I6Aqfm468GVgPFFR976cuKqcx3s7\n7+fAIqLdw0vjY7Pj8z8cj5uBI4HBP7PGp4DvAbXAXUQ7n/fkRuCnRL2ZzyRq4/GL+Lm6nMfDNRu4\nGphAVFR+nKjA/IP4+cXs+nNJkiRJibMHsyRJkkpdlj8tFlexq8/wLcBCol7EV7FrNzD8aS/ivZ33\nGeALwFSiNhVDu43/ATghvh1B1Griz3mUqBC+Pp7rf+zhnPPiea7KOfaTnHmOJWrl8edsJbqIX2s8\nXh7HPkNUoN5d7mslSZIkJc4CsyRJkkrdI8AH2dUi48yc58YBrxHtHP4ou4qp29jV8mJP5w05gqjX\n8peA14kKwPcTFaOHPu13FNBIVNxt2ssaD4njvwN8l6jom2smUWuK3MLz40S9mo+Ix2OBaXv5+rm+\nBtxEtBsboiJyfc7zKaLe0hBdHPDRYXxNSZIkKS+2yJAkSVKpW0HU8uFpYANRQXjIF4EniIq7T7Cr\n9/H3gf8APktUbN3bedcQFXWriHYpP03Ul7mV6AKBVfGcH4yPp4kuCHgzcEPOOtqAzwEDRMXtj8XH\nh3ZfXwAcQNRPGaKWGucT7WpeQtTrGaLez7/bx+txE1Ex+gmgj2hH88/i1wlgB3Ai0c7sLuCcfXw9\nSZIkSZIkSVKFeohoB3QSrsSL/EmSJClBtsiQJEmSStsmor7OZ+7jvH35OnAu0Y5nSZIkSZIkSZIk\nSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZJUdP8fbjOLp5dH2kgA\nAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x8120c10>"
]
}
],
"prompt_number": 27
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Dataset age (when they are created)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(1, 2, figsize=(20, 7))\n",
"data['age_days'].hist(bins=np.logspace(1, 4, 30), ax=ax[0], histtype='stepfilled')\n",
"data['age_days'].hist(bins=30, ax=ax[1], histtype='stepfilled')\n",
"\n",
"ax[0].set_xscale('log')\n",
"for a in ax: a.set_xlabel('age [days from today]')\n",
"print \"average age: %d days\" % data.age_days.mean()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"average age: 716 days\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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gFY0k6Mh4X8o36jsAAMZAzVEecySVyblSHjkZNo0kAAAAAFrRSIKOjPelfFXf\nAQAwBmqO8pgjqUzOlfLIybBpJAEAAADQikYSdGS8L+Ub9R0AAGOg5iiPOZLK5Fwpj5wMm0YSAAAA\nAK1oJEFHxvtSvqrvAAAYAzVHecyRVCbnSnnkZNg0kgAAAABoRSMJOjLel/KN+g4AgDFQc5THHEll\ncq6UR06GTSMJAAAAgFY0kqAj430pX9V3AACMgZqjPOZIKpNzpTxyMmwaSQAAAAC0opEEHRnvS/lG\nfQcAwBioOcpjjqQyOVfKIyfDppEEAAAAQCsaSdCR8b6Ur+o7AADGQM1RHnMklcm5Uh45GTaNJAAA\nAABa0UiCjoz3pXyjvgMAYAzUHOUxR1KZnCvlkZNh00gCAAAAoBWNJOjIeF/KV/UdAABjoOYojzmS\nyuRcKY+cDJtGEgAAAACtaCRBR8b7Ur5R3wEAMAZqjvKYI6lMzpXyyMmwaSQBAAAA0IpGEnRkvC/l\nq/oOAIAxUHOUxxxJZXKulEdOhk0jCQAAAIBWNJKgI+N9Kd+o7wAAGAM1R3nMkVQm50p55GTYNJIA\nAAAAaEUjCToy3pfyVX0HAMAYqDnKY46kMjlXyiMnw6aRBAAAAEArGknQkfG+lG/UdwAAjIGaozzm\nSCqTc6U8cjJsGkkAAAAAtKKRBB0Z70v5qr4DAGAM1BzlMUdSmZwr5ZGTYdNIAgAAAKAVjSToyHhf\nyjfqOwAAxkDNUR5zJJXJuVIeORk2jSQAAAAAWtFIgo6M96V8Vd8BADAGao7ymCOpTM6V8sjJsGkk\nAQAAANCKRhJ0ZLwv5Rv1HQAAY6DmKI85ksrkXCmPnAybRhIAAAAArazsOwBYaqqq0mFfYnbu3Jmz\nzz47W7duXdD7fOc7VyT5lfEENVFV3JUEsPSpOcqzYcOGHH/88X2HwSzOlfLIybBpJAGD98Mf/jB/\n+qd/nunpP1zQ+0xP/2qWRiMJAABgMjSSoCOd9aXpoINW5447/qbvMBbJqO8AABgDNUd5zJFUJudK\neeRk2MyRBAAAAEArGknQUVVVfYcA+1D1HQAAY6DmKM+GDRv6DoF5OFfKIyfDppEEAAAAQCsaSdCR\n8b6Ub9R3AACMgZqjPOZIKpNzpTxyMmwaSQAAAAC0opEEHRnvS/mqvgMAYAzUHOUxR1KZnCvlkZNh\n00gCAAAAoBWNJOjIeF/KN+o7AADGQM1RHnMklcm5Uh45GTaNJAAAAABa0UiCjoz3pXxV3wEAMAZq\njvKYI6kTDkNgAAAgAElEQVRMzpXyyMmwaSQBAAAA0IpGEnRkvC/lG/UdAABjoOYojzmSyuRcKY+c\nDFubRtJRSS5KcmWSbyV5RbP+/kk+n+TqJBcmWT1jnzckuSbJxiTHz1j/pCRXNK+9YyGBAwAM3PuS\n3Ji6dtpN/QUA9KpNI2l7klcn+YUkT0ny8iTHJHl96kLmUUm+2CwnyWOSvLD5eUKSs5NMNa+9K8nL\nkjyyeZwwjn8ELCbjfSlf1XcAwHi8P3NrJfXXMqLmKI85ksrkXCmPnAxbm0bS5iTrm+dbknw7yUOT\nPDfJec3685I8r3l+UpIPp25AXZvku0mOS/LgJIcluazZ7gMz9gEA4J4uTnLLrHXqLwCgV13nSFqT\n5IlJLk1yZOrbrdP8PLJ5/pAk183Y57rUjafZ669v1sOSYrwv5Rv1HQAwOeqvZUTNUR5zJJXJuVIe\nORm2lR22PTTJ/0zyyiS3z3ptunmMxamnnpo1a9YkSVavXp21a9fefSDuvkXOsmXLZS9v2bIlj3nM\nE/Ozn92V+9znkCTJXXfdkSSdlqemkvPPf39+/dd/fb/jefjDH55a1fwcWU6SXJpt236W3Uo6fiwP\na7mqqpx77rlJcvfvd8ZC/dVyObkq9TVw93LV/Nzb8hW59dYfZ7e2n7fHvt7/nstXX311qqqa+H+P\n/Y1v06ZNneK77LLLsmPHnt8v/f++G9dys1TY8W3ZsmXLe1s+66yzsn79+rHXX1P73iRJcmCSTyW5\nIMlZzbqNqa+um1PfNn1Rkkdnz1j9tzQ/P5vkjUm+32xzTLP+RUmekeQPZ33W9PT02GoiGLtqRiHF\n3t1www05+ujH5a67Ll7Q+xx88Ol55zufndNOO22/3+MHP/hBjjnml3LHHT9YUCxLR5U9xe+9uSZH\nHnliNm++ZrLhwCxTU1NJ+xpkuVuT5JNJHtcsq786OvHEk3PBBc9LcnKHvT6Vpz/9nFx88ac6fdaq\nVYdn69Z/SXJ4630OPnhd3v72x2bdunVzXht3zXHEEUfn5pu/lOToDnudnjPOOCinn3566z02btyY\nY499Xm6/fWPnGEt2+OHH5y/+4ll57Wtf23cozKI+L4+clGlcNVibO5Kmkrw39Vc5Z81Y/4kkL0ny\n1ubnx2es/1CSv0196/QjU4/Ln07y09Tj9S9LckqSdy70HwCUa8WKA7Pn/1329z3uN55gAIZB/QUA\n9KpNI+lpSV6c5JtJLm/WvSH1N14fSf1XQK5N8oLmtaua9Vcl2ZFkXfbcdr0uyblJViX5TOpvy2BJ\n0VmnfKO+AwDG48Op7x56YJIfJPmPUX8tK2qO8nSdI2nbtm258sorO3/Oz/3cz80Yms++OFfKIyfD\n1qaR9OXsfVLuZ+5l/Zubx2zfyJ5bswEA2LsX7WW9+guWiI9+9KN52cv+OPe5z7/usNd07rxzY7Zt\n2zqxuAAWYm8NImAvdk9gBuWq+g4AgDFQc5Rnw4YNnbbfsWNHVq78zfz0p5d3eHwjO3Zsn9C/YJic\nK+WRk2HTSAIAAACglTZD24AZjPelfKO+AwCggyuvvDIXXHDBvK/tbf2aNWtyzDEL+4MWdNd1jiQW\nh/q8PHIybBpJAADQk7vu+uV88IMfyAc/2P6P6e3YcUse/vCV2bDhyxOMDADmp5EEHVVVpcNO4aq4\nKwlgaZieflFuu21v86pXmf96/pVs3/6aicXE3v3TP/1TnvSkJ7XefsuWLROMht3U5+WRk2HTSAIA\nANiHbdvW5D/9p7fnr/+6/d1jSTI9vW5CEQH0QyMJOtJZp3yjvgMAYCxGfQfADHfe+e4k7+47DOah\nPi+PnAybv9oGAAAAQCsaSdBRVVV9hwD7UPUdAABjUfUdAHNUfQfAPNTn5ZGTYdNIAgAAAKAVjSTo\nyHhfyjfqOwAAxmLUdwDMMeo7AOahPi+PnAybRhIAAAAArWgkQUfG+1K+qu8AABiLqu8AmKPqOwDm\noT4vj5wMm0YSAAAAAK1oJEFHxvtSvlHfAQAwFqO+A2COUd8BMA/1eXnkZNg0kgAAAABoRSMJOjLe\nl/JVfQcAwFhUfQfAHFXfATAP9Xl55GTYNJIAAAAAaEUjCToy3pfyjfoOAICxGPUdAHOM+g6AeajP\nyyMnw6aRBAAAAEArGknQkfG+lK/qOwAAxqLqOwDmqPoOgHmoz8sjJ8OmkQQAAABAKxpJ0JHxvpRv\n1HcAAIzFqO8AmGPUdwDMQ31eHjkZNo0kAAAAAFrRSIKOjPelfFXfAQAwFlXfATBH1XcAzEN9Xh45\nGTaNJAAAAABaWdl3ALDUGO9L+UZ9BwDAWIz6DiBJcvHFF+dtb3tb6+1vuummCUbTt1HfATAP9Xl5\n5GTYNJIAAIC9eG4uuuiuXHTRzR32WZGdO183sYgA6JdGEnRUVZUOO4Wr4htTgCGo0v/1/MnZsePJ\nPcdQkir954TZ1OflkZNhM0cSAAAAAK1oJEFHOuuUb9R3AACMxajvAJhj1HcAzEN9Xh45GTZD24Ci\nTU8n5533oXz1qxv2+z22bLk909NjDAqABfn+97+fd7/7PZ33O+KIB+ZVr3rlBCICANrSSIKOjPdd\nXHfe+fJccsmXc8klC32n3x5HOEtEFd+YAiWrqip/8zefzPbtXa7NuzI19SfLrJFUxfW8NFXkpDzq\n8/LIybBpJAGFW9s8ABiSgw56QrZvP73DHjuTnDGpcACAlsyRBB3prFO+Ud8BADAWo74DYI5R3wEw\nD/V5eeRk2NyRBAAAs2zcuCG/+7unddpn27afTSgaACiHRhJ0ZLwv5aviG1OAhfjl3Hzzm/LhD+/q\nuN+vJfm5McZRxfW8NFXkpDzq8/LIybBpJAEAwD0cnuRlfQcBAEUyRxJ0pLNO+UZ9BwDAWIz6DoA5\nRn0HwDzU5+WRk2HTSAIAAACgFY0k6Kiqqr5DgH2o+g4AgLGo+g6AOaq+A2Ae6vPyyMmwaSQBAAAA\n0IpGEnRkvC/lG/UdAABjMeo7AOYY9R0A81Cfl0dOhk0jCQAAAIBWNJKgI+N9KV/VdwAAjEXVdwDM\nUfUdAPNQn5dHToZNIwkAAACAVjSSoCPjfSnfqO8AABiLUd8BMMeo7wCYh/q8PHIybBpJAAAAALSi\nkQQdGe9L+aq+AwBgLKq+A2COqu8AmIf6vDxyMmwaSQAAAAC0opEEHRnvS/lGfQcAwFiM+g6AOUZ9\nB8A81OflkZNh00gCAAAAoBWNJOjIeF/KV/UdAABjUfUdAHNUfQfAPNTn5ZGTYdNIAgAAAKAVjSTo\nyHhfyjfqOwAAxmLUdwDMMeo7AOahPi+PnAybRhIAAAAArbRpJL0vyY1Jrpix7v5JPp/k6iQXJlk9\n47U3JLkmycYkx89Y/6TmPa5J8o79Dxn6Zbwv5av6DgCYvGuTfDPJ5Ukua9btT31G0aq+A2COqu8A\nmIf6vDxyMmxtGknvT3LCrHWvT12oPCrJF5vlJHlMkhc2P09IcnaSqea1dyV5WZJHNo/Z7wkAQDvT\nqcfYPDHJsc26LvWZu9IBgP3Spoi4OMkts9Y9N8l5zfPzkjyveX5Skg8n2Z76m7LvJjkuyYOTHJY9\n35h9YMY+sKQY70v5Rn0HACyOqVnLXeqzY8MSMOo7AOYY9R0A81Cfl0dOhm1/v406MvVwtzQ/j2ye\nPyTJdTO2uy7JQ+dZf32zHgCA7qaTfCHJ15Oc1qzrWp8BAHS2cgzvMd08xubUU0/NmjVrkiSrV6/O\n2rVr7+5o7h5radlyX8vr16/Pq171qmLiKXl55867Us8lUC/vmVfA8mSXd6/b1/aXZtu2n929R9/H\ni+XhLldVlXPPPTdJ7v79zoI9LckNSY5IPZxt46zX91WfzXltMeuvb3/729m5c/OMT6+an6N7Wd65\nZ+uOn5dclaX5+2j3utmv/3PuuOO2u7do+99jj0nFuxyWdz+f7OdNT+85RUu6npe6rD4vb3n3ulLi\nWa7LZ511VtavXz/2+mv2LdF7sybJJ5M8rlnemPpKtzn1sLWLkjw6e8biv6X5+dkkb0zy/WabY5r1\nL0ryjCR/OM9nTc+8cEJpqqq6+8Rk72644YY8/OG/mDvvvKHvUJahKnuK0XtzTY488sRs3nzNZMOB\nWaamppL2NQj79sYkW1LfmTRK+/rs0hnvsaj113nnnZeXv/xLueOO8/a98d12ZmrqoOzatXPfm85w\n4okn54ILnpfk5E77laHK/Nfzr+SYY16Tq676Sqd3O+KIo3PzzV9KcvTCQ1u2qrT7HbsQ+3esL2fq\n8/LISZnGVYOt2M/9PpHkJc3zlyT5+Iz1Jyc5KPVvqEemnhdpc5Kfpp4vaSrJKTP2gSXFBZHyjfoO\nAJis+6aeezJJDkn9V9iuSPf6jOKN+g6AOUZ9B8A81OflkZNhazO07cOp7x56YJIfJPmPqb/R+kjq\nv8J2bZIXNNte1ay/KsmOJOuy59bpdUnOTbIqyWdSfxsGAEA3Ryb5h+b5yiQfTHJh6vmSutZnAACd\ntGkkvWgv65+5l/Vvbh6zfSN7hsbBkuU2TcpXxTemMGibkqydZ/1P0r0+o2hVXM9LU0VOyqM+L4+c\nDNv+Dm0DAAAAYJnRSIKOdNYp36jvAAAYi1HfATDHqO8AmIf6vDxyMmwaSQAAAAC00maOJGAG430p\nXxXfmAIMQRXX89JUWYycTE/vyjnnnNNpn6mpqTz/+c/PAx7wgAlFVS71eXnkZNg0kgAAYIn50Y9+\nkL/8y7/stM8dd9wyoWgYrxU58MDX50/+ZH2nvaanP5/DDz88J5988oTiAqhpJEFHOuuUb9R3AACM\nxWgv638hN998Wt70pp0d3+91SR66sJCWvdEifMZUtm//62zf3m2vww5bvg0k9Xl55GTYNJIAAGBJ\nOTzJf+w7CACWKZNtQ0dVVfUdAuxD1XcAAIxF1XcAzFH1HQDzUJ+XR06GTSMJAAAAgFY0kqAj430p\n36jvAAAYi1HfATDHqO8AmIf6vDxyMmwaSQAAAAC0opEEHRnvS/mqvgMAYCyqvgNgjqrvAJiH+rw8\ncjJsGkkAAAAAtKKRBB0Z70v5Rn0HAMBYjPoOgDlGfQfAPNTn5ZGTYdNIAgAAAKAVjSToyHhfylf1\nHQAAY1H1HQBzVH0HwDzU5+WRk2HTSAIAAACgFY0k6Mh4X8o36jsAAMZi1HcAzDHqOwDmoT4vj5wM\nm0YSAAAAAK1oJEFHxvtSvqrvAAAYi6rvAJij6jsA5qE+L4+cDJtGEgAAAACtaCRBR8b7Ur5R3wEA\nMBajvgNgjlHfATAP9Xl55GTYNJIAAAAAaEUjCToy3pfyVX0HAMBYVH0HwBxV3wEwD/V5eeRk2DSS\nAAAAAGhlZd8BwFJjvC/lG7Xe8rbbbswpp/zBgj5txYqpnH76a/KIRzxiQe8DsG/TufDCCzvt8aMf\n3TChWBbDqO8AmGPUdwDMQ31eHjkZNo0kgGXr6Gzd+o789/++bUHvcp/7vCcnnPA1jSRgwlbk4IN/\nJy94wX/utNfOnQcnOWYyIQHAMqSRBB1VVaXDTuGqtPvGdGWS31vwpx10ULXg9wDYt6nceef/yJ13\n9h3HYqriDpjSVJGT8qjPyyMnw2aOJAAAAABa0UiCjnTWKd+o7wAAGItR3wEwx6jvAJiH+rw8cjJs\nGkkAAAAAtKKRBB1VVdV3CLAPVd8BADAWVd8BMEfVdwDMQ33ev8997nM55JD75b73rR/3uc+hdz+/\nt8fP//yj+g6d/WCybQAAAGC/bd68Ocmzc+ed72rWfDnJ0/ex185cd92Rkw2MidBIgo5KHu+7Y8eO\nvPrVf5af/vRnC3qfqankNa95eR772MeOKTIW16jvAAAYi1HfATDHqO8AmEfJ9flyMjV1nyT3a5Z+\ns8UeOycYDZOkkQQDcsstt+Scc/5bduz4mwW9z4EHfijHHXexRhIAAAD3oJEEHVVVVfS3HitXrsqO\nHf9+ge/xzTFFQz+q+MYUYAiquJ6XpoqclKf0+nx5quJcGS6TbQMAAADQikYSdOTbDso36jsAAMZi\n1HcAzDHqOwDmoT4v0ajvAJggQ9ugEP/7f38q73vf+Qt6j7vu2prp6akxRQQAAAD3pJEEHU1qDPan\nPvW5fOITK5Icv8B3Wtj8SAxBFd8CAQxBFdfz0lQZUk4uueSS/MqvPCPT07s67bdq1aG5+eYbs2rV\nqglF1o05kkpUZUjnCvekkQRFeXKSF/cdBAAAy8Att9ySQw99dn7600922m/HjtXZtm1bMY0kYHFp\nJEFHvu2gfKO+AwBgLEZ9B8Aco74DGLupqal0nzq3rKkU1OclGvUdABOkkQTMa/PmzfnOd76z3/vf\ndNNNY4wGAACAEmgkQUfLYQz2tm3H5Mwz/5+ceebCJv+emnrymCKimyq+BQIYgiqu56WpIiflWQ71\n+dJTxbkyXBpJwBw7d74it9/+ir7DYBnZtWtXvvzlL2f79u0Lep+pqak89alPNWcDAEzUqjz0oQ/P\n1FT7IXFTU8nf//3f5aSTTppgXMBi0EiCjnzbQflGfQfQ2TXXXJNf//UTcsghT13Q+2zdekU++MF3\n5bd/+7fHFBlAn0Z9B8Aco74DKMK2bddk27Y7O+1zn/u8Ltdff/1E4lGfl2jUdwBMkEYSAL3btWtX\nVq3617ntti8u6H0OO+x3smtXtz9hDAB0dVjzaG9q6r6TCQVYdF2n54dlr6qqvkOAfaj6DgCAsaj6\nDoA5qr4DYB7q8xJVfQfABGkkAQAAANCKRhJ0ZAw25Rv1HQAAYzHqOwDmGPUdAPNQn5do1HcATJBG\nEgAAAACtmGwbOqqqyrceFK7KYn4LtH37wTnttD/KH/3Rn+33e+zcuT07dhw5xqiAxfL7v/+K/MM/\nfLzTPlu3bsnOnc+fUERDUsW3+qWpUnJOvvOd7+SSSy5pvf1VV101wWgWz3Koz7ds2ZINGzZ03u8B\nD3hAHv3oR08gon2pUvK5wsJoJAGwIFu3np3kL3PHHQt9p8PHEA2w2L75zY35yU/enORXOu55xCTC\ngWVr69an5swzP5Izz7yw03533vmbE4qIcXrf+96X173uLTn44KNb7zM9vS0HHHBdfvKTGyYYGcuR\nRhJ0NPRvOxiC0SJ/3qokP7/InwmU5V/FdWASRn0HwByjvgPYq+3bX5nbbntl32H0YjnU5zt37sz0\n9Atz221ndtjrphx66GMnFtO9G/X0uSwGcyQBAAAA0Io7kqCj2WOwp6enc/755+eOBY7r2bjxyiSP\nWlhwkMSYdIChqOJ6XpoqclKe5TBH0tJTxbkyXH00kk5IclaSA5K8J8lbe4gB9tv69evv8Yvq1ltv\nzYtf/JIcfPD/vaD3nZ7+N0l+eWHBQZJkffziBmZRfy1JruflkZMSza7P169fnxtu6D4v0JOf/OQ8\n8IEPHGNkJZjOtm3bOu0xNTWVAw88cIGf61wZssVuJB2Q5L8meWaS65N8Lcknknx7keOA/XbrrbfO\nWXfggYfkZz97Tw/RwHzmHqPAsqb+WrJcz8sjJ4tp69at+djHPpadO3fe63ZVVeV+97vf3cuvetXr\nsnPno7NixX07fNbVOf30l+Yv/uIvWu+zefPmPPGJT83Wrd0aNQcdtDJf/WqVo49uP3H2/lmVrVu3\nZ9WqQzvtNT29M1/5yiV5ylOesoDPdq4M2WI3ko5N8t0k1zbL5yc5KQMsZPq6vXISnzuO99yf9+iy\nT9tt22y3vG6NrbL43xRM4jPH8Z778x5d92mz/bi2GYoqi/1vXa7X0bbbu44uScum/gLK9s///M/5\n6Ec/2nr7q6++On/1V2dl5coT73W7bds25Qtf+NLdyzt2nJS77jorSftGUnJ6PvrRj+fqq69rvcdt\nt92S228/IHfccVmHz0kOO+w5+fGPf7wIjaTDsmNH94bO4Ycfn/e85z35x3/8x9b7fP3rX0/9B1hY\nDqYW+fOen+TZSU5rll+c5Lgkfzxjm+lFjgnG4sAD/6TvEDrbufMrOeCAX1rynzmO99yf9+i6T5vt\nx7HNjh2fzcqVJ7SOq2Rd/xtv3/63E4yGMVvsGmQ5a1V/TU/vXwl23HHH5xvfOCwrVqxZSIzMY0jX\n86GQk/23Y8f/yvT0tfu1777q7HHkZdeu72bnzs933m/Fin+TAw54dqd9FlKvLMb/c+xvrlaseFwO\nOOBZzXu0ycmu7Njxzuzade93nDE+U1NTyRhqsMUu4n479Rj9eytkvpvk4YscFwCweL6X5BF9B7GM\nqL8AgGRMNdhiD227PslRM5aPSjL73kGFJQDA+Ki/AIAla2XqDtiaJAelnsr9mD4DAgAYOPUXALCk\nPSfJd1LfQv2GnmMBAFgO1F8AAAAAAAAAAMDiOCHJxiTXJPmznmNZbq5N8s0klyfZ/ffD75/k80mu\nTnJhktUztn9D6jxtTHL8okU5bO9LcmOSK2as258cPKl5j2uSvGOC8S4X8+XlTannd7u8eTxnxmvy\nMnlHJbkoyZVJvpXkFc1650u/9paXN8X5AgDABByQerjbmiQHxvxJi21T6v8Jm+ltSV7XPP+zJG9p\nnj8mdX4OTJ2v7yZZMfkQB++Xkzwx92xYdMnB7r+CfVmSY5vnn0ndoGX/zZeXNyb5k3m2lZfF8aAk\na5vnh6YeLn1MnC9921teJnq+lP7L5+gk70ny0b4Dgb04Kcm7k5yf5Fk9xwLzeXSSdyX5SJKX9RwL\n7M0hSb6W5Df6DmQZOjZ1EXltku2pf5+d1GdAy9DUrOXnJjmveX5ekuc1z09K8uHUebo2dd6ODQt1\ncZJbZq3rkoPjkjw4yWHZc1fZB2bsw/6ZLy/J3PMlkZfFsjl1AyJJtiT5dpKHxvnSt73lJZng+VJ6\nI2lTkt/vOwi4F/87yb9L8odJXthzLDCfjUn+fZKTkzy751hgb16X5H/0HcQy9dAkP5ixfF32FKBM\n3nSSLyT5epLTmnVHph7Sk+bnkc3zh6TOz25yNTldczB7/fWRm0n54yQbkrw3e4ZQycviW5P6jrFL\n43wpyZrUeflqszyx86WPRtJ8410T4/Mpx/4co/8hyX+dfGiQpPsx+ptJPp36TgNYDF2O0WcluSrJ\njxYtOmaa7juAZe5pqYv+5yR5eerhPDNN595zJH+Tt68csHjelXrEytokNyR5e7/hLFuHJvmfSV6Z\n5PZZrzlf+nNoko+lzsuWTPh86aOR9P7MHWt3QOr/CT8h9Zi9F8X4fPrT5RidSvLWJBdkzy2FMGld\nr6OfTP0/KS9ZrABZ9roco89I8pQkv5v6joz5bsNmcq5PPVHnbkflnt9IMlk3ND9/lOQfUg9VuzH1\nnBdJPdTgpub57Fw9rFnH+HXJwXXN+ofNWi8343dT9jQq3pM9QzvlZfEcmLqJ9PdJPt6sc770b3de\n/nv25GWQ58ua3PNbyqcm+eyM5dc3j/snOSfuUmLxrUm7Y/SPU9+O/q4kf7BYwUHaH6PPSP1XF/5b\nklctVnCQ9sfobi9JcuLkw2KWlUm+lzpfB8Vk24vpvqnno0jqecIuSf3Xc96WPXXv6zN34tqDUn/L\n/L1ovI7LmsydbLtrDi5NPc/IVEwePC5rcs+8PHjG81cn+VDzXF4Wx1TqeXPOnLXe+dKvveVlkOfL\nmtzzovD8JH83Y/nFSf7LYgYEs6yJY5SyrYljlLKtiWN0qXhO6r/y8t3UfxKYxXF06mJ+feo/2bz7\nv/39U8+bNN+f0v7z1HnaGPPejcuHk/wwybbU84X9XvYvB7v/bPZ3k7xz4lEP3+y8vDT1/yx/M/Wc\nLx/Pnrl4EnlZDE9Psiv1NWv3n5Q/Ic6Xvs2Xl+dkoOfLmtyzuPztKC4py5o4RinbmjhGKduaOEYB\nAAanlL/aZnw+pXOMUjrHKKVzjAIAsN/W5J7fUhqfT2nWxDFK2dbEMUrZ1sQxCgDAGOwe73pX9oxD\nTozPpxyOUUrnGKV0jlEAAAAAAAAAAAAAAAAAAAAAAACApefUJD9K8u69vF4ledKEPvuIJJcm+UaS\np03oM5LkCannxuvq2iT334/9Dk79hxzu2s/9gZZW9B0AAADAMjOd+g8T/Lt7eX16Qp/960m+mbpR\ndcms18b5/4dPTHLifuy3v//urUnWpv5jD8AEaSQBAADs3T8k+XqSbyU5bcb6l6X+S5SXJvm7JP+l\nWX9Eko8luax5/NJe3ndqxvNVSc5PclWS/9Us73Z2kq81n/+mZt2vNXHt9qxmvxVJzk1yRepm0atm\nfebaJG9NclKSf059F8+WJP859d08T03yJ83+VyR5ZbPfmiQbk7y/+Td/MMnxqRtRVyd58qzPOSjJ\nGUlemOTyJL+T+i6hjyfZkOSfkjyu2fYBSS5s/n1/N+u/y3z/7V+a5MwZ25yW5G8DAAAAUID7NT9X\npW6u3C/JQ5JsSrI6ycok/5jknc12H8qeIWM/n7o5NNtLsqfxlNTNm/c0zx+XZHuSX5z1+QckuSjJ\nY5vlb6duwuz+zN9o9rlwxvsevpfPfueM5V1Jnt88f1LqBtSqJIekbuCsTd1I2p7kF1I3er6e5L3N\nPs/NPZtae/uc/5Lk9Ob5r6ZuMKXZ5j80z09s4tk9NO3/b+9uXuOq4jCOfwPjxqoICi5UUMEXVHyB\nogGtZiGoC6Ei+FIVdScu6kKEghXSTf0HKt01C6tCxIUWtYgovqBS0Vg0WYn1ZeHOVkvaWNS6eM7l\n3hnuNGPDJJnO9wOlN5e599w5m/w493eetM39BuAHMh+QxazrGuMcwq1t0lDZkSRJkiRJ/T1LunW+\nAC4BrgJuAT4GjgB/A29Qd9LcBewiCyVvAecCZy8zxiZgbzmuuokqD5E8o2/Igsm15fwrwONkMWsS\neI8solxBFmfuBv5sGWuC7q6ff4A3y/HtpLPpOLBYjjeR7WaHgPlyPA98UK75niw0LTfObeWZIQti\nF5C5aX73d4HDjWuac38pcGV5rg+B+4BrgLPK80haJS4kSePtSQx67OcnDHqUJGncTZFMoUnSmfMt\n+Yo7YREAAAMCSURBVF3fm+Mz0Tg3AdxKMoJuJgsgxwYYa6Ll3OXAc2Qr243AO9Tb3maAx4CHgVnS\nyXMYuIHUcE9Tdzk19T77UuPcyZ7naH6vvxrn/wVONI47A4xT3a9N2/kpuud+jsw95Hs9RWrZPX3u\nKWlIXEiSxptBj/0Z9ChJks4jizNLpPtlktQIXwF3Um9te6BxzfvA1sbPNw0wzifAlnJ8PVkMqsZf\nJJ1FF5GXY1WN8hupN7aTRSVIl0+HdBK9SL09rqnfYg7Ap8Bm6q1tm8u5U13Tz1HScdS896PleIq8\nzDxK93e/l3o7W9vcVw6Q7rAtpJaVtIpcSJJGh0GPBj1KkqTVtZ8szCwAL5HaAbKAs5PUWJ+RbV/V\nNrKtwEZSa8zT/4Vd027gnDLODlJ3UO4xR+qfV8tYTa8Bv5C6COBism1sjmwj29YyVu+LwubxHKnh\nDgBfkproYMvnen9uewH3EdmGV9Vg0+QF4kEyd0+Uz+0A7iB11v3Az+V8v7mvzJL5+KNlbEmShEGP\nBj1KkqT1ZEP5vwO8TV6QDaq3Bjtdu8gWr3G0j9RyvazBpCGzI0kaHQY9GvQoSZLWj2lSZ30H/Ejq\nrUEdJ9u4+uVUDuJr8mJv73IfPMOcTzqwjpFarlLlVHbIC0FJQ9IWiiZp/ZmiDhtcIr80Bw16PMH/\nc6qgx42kfXiG7qDHfeW5eoMe7yFBjw+SLXhNoxj02Jx7SPfWC6Qry6BHSZLGy/MruHa2/FuJYf1B\nlPXuCHB1y/kqp1LSkNmRJI0Ggx4NepQkSZKkNWdHkjQa9pPOngXSytsW9Pg7CWJsBj2+TAINO2QL\n3DPLjLObLAYtkC6btqDHX2kPeryQ7qDHGerF6pUEPUId9HgZpxf0uK3ccydpQ99T7rdId9Dj68Aj\nwOd0Bz22zX1llvw5XoMeJUmSJEnSumfQ49oy6FGSJEnS2HBrmzT6pjHocS0Y9ChJkiRJkiRJkiRJ\nkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJknRG+Q/Fanh2GRgmEgAAAABJRU5ErkJg\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x902ef90>"
]
}
],
"prompt_number": 32
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Dataset last access"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(1, 2, figsize=(20, 7))\n",
"data['last_accessed_days'].hist(bins=np.logspace(1, 4, 30), ax=ax[0], histtype='stepfilled')\n",
"data['last_accessed_days'].hist(bins=30, ax=ax[1], histtype='stepfilled')\n",
"ax[0].set_xscale('log')\n",
"for a in ax: a.set_xlabel('last accessed [days from today]')\n",
"print \"average last access: %d days\" % data.last_accessed_days.mean()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"average last access: 487 days\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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PuzXJo+fZv7XdD8uKub6UThsFqIP+vEzyUh45KZO81G18COeYbm9DsXHjxkxM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\nu70dkeRP4iollt5E+mujr0pzOfqmJC9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"text": [
"<matplotlib.figure.Figure at 0x95152d0>"
]
}
],
"prompt_number": 31
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Life (time between creation and last access)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(1, 2, figsize=(20, 7))\n",
"data['life_days'].hist(bins=np.logspace(1, 3, 30), ax=ax[0], histtype='stepfilled')\n",
"data['life_days'].hist(bins=50, ax=ax[1], range=(0, 1000), histtype='stepfilled')\n",
"ax[0].set_xscale('log')\n",
"for a in ax: a.set_xlabel('last accessed - date creation [days]')\n",
"\n",
"print \"average life: %d days\" % data.life_days.mean()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"average life: 130 days\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ufF+eeurhvT6efvovs2nTUwN9b5mUSS7lkUmzKSIBAEwvi5JcnuSOJCNJTkxy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\nJEmSJEmSJEmSJEmSJEmSJElqHP8HZagYSD+p+L4AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x897bbd0>"
]
}
],
"prompt_number": 30
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Correlations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"No correlation between size and age or last access"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(1, 2, figsize=(20, 7))\n",
"data.plot(kind='scatter', y='size', x='last_accessed_days', ax=ax[0], alpha=0.05)\n",
"ax[0].set_yscale('log')\n",
"\n",
"data.plot(kind='scatter', y='size', x='age_days', ax=ax[1], alpha=0.05)\n",
"ax[1].set_yscale('log')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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zeYXWmvHYwXW7ap93371Hlj1F64f4vsNv/+0bjMchTZOhVI3npSjVMhxGJ4pZ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olQ1SaaVqHX65AkMqo6Q6czwDAUYIbJJKQoDHRdpSzLaZyzhWHkzM9L/NVf/ZA0vUhRDDlz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\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n1raQW3oqmuYQx8ENbfM8433JzAab8b7E82yEyMmyFCEUlqXRajUoywmTySqu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\n1ZgsEwdT8IqiYGdnjG2/Agg2Nq7Sbk9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sl3CcLopis7+/y/7+LhcvXpxtp/l7XJqinYpl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\nGp6ZhmWekhbCc0dYjZZnKpXinHNWc/bZCUqlYYrFiHQ6TTLZx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ML8PuK6606O\nfPjKXP+duBPp9cRTDDx1nPec67PEo+NHastza80i8bygkiRJOgXtxHM8dZ1oQ0mSpNNoZmR4mnge\nzGuPs21ot+EUBJIkScFcBWznyGHskiRJjeAviUeDPwzcdJres5d4RNQtp+n9JDWoU5l8V5KO9h0g\nd9S6NxLPx9RsPsjsXE8zbgI+UYe2SJIk1duvET/Vbq5vAtef/qZIkiRJkiRJkiRJkiRJkiRJkiRJ\nkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiTpzPL/AZ6xrC6X0m3bAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x8146a90>"
]
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"corr = data.corr()\n",
"corr"
],
"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>size</th>\n",
" <th>age_days</th>\n",
" <th>last_accessed_days</th>\n",
" <th>life_days</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>size</th>\n",
" <td>1.000000</td>\n",
" <td>-0.052660</td>\n",
" <td>-0.009259</td>\n",
" <td>-0.024513</td>\n",
" </tr>\n",
" <tr>\n",
" <th>age_days</th>\n",
" <td>-0.052660</td>\n",
" <td>1.000000</td>\n",
" <td>0.852627</td>\n",
" <td>0.064437</td>\n",
" </tr>\n",
" <tr>\n",
" <th>last_accessed_days</th>\n",
" <td>-0.009259</td>\n",
" <td>0.852627</td>\n",
" <td>1.000000</td>\n",
" <td>-0.466494</td>\n",
" </tr>\n",
" <tr>\n",
" <th>life_days</th>\n",
" <td>-0.024513</td>\n",
" <td>0.064437</td>\n",
" <td>-0.466494</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 35,
"text": [
" size age_days last_accessed_days life_days\n",
"size 1.000000 -0.052660 -0.009259 -0.024513\n",
"age_days -0.052660 1.000000 0.852627 0.064437\n",
"last_accessed_days -0.009259 0.852627 1.000000 -0.466494\n",
"life_days -0.024513 0.064437 -0.466494 1.000000"
]
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots()\n",
"p = ax.pcolormesh(np.nan_to_num(corr.values), vmin=-1, vmax=1)\n",
"ax.set_yticklabels(corr.index)\n",
"ax.set_xticklabels(corr.index, rotation=90)\n",
"ax.set_yticks(np.arange(len(corr.index)) + 0.5)\n",
"ax.set_xticks(np.arange(len(corr.index)) + 0.5)\n",
"plt.colorbar(p)\n",
"\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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yiqVlOUyWyrEV8Ati8FGIIWvWZhdO5vK/h8OBi4HriZLjVvQ68M/AJ4nfA8Qf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\nJEmSJEmSJEmSJEmSJElSr/4PeaKVdIjHytYAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x9c7cb90>"
]
}
],
"prompt_number": 36
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"User analysis"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(1, 2, figsize=(16, 8))\n",
"group_owner['size'].plot(kind='pie', autopct='%.0f', ax=ax[0])\n",
"group_owner['size'].plot(kind='bar', ax=ax[1])\n",
"ax[1].set_ylabel('size [Tb]')\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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TBB7m3h7t3t/U8V0anOtFYJV7e3/gPMx6wa8CIWA7zGtp+Hr6sb5O9FVgC7J7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GbOnMn8+fMB+l+5Hut67rZC71/q9WLj5Y8tNJ7fvx7F5FfK16OY67nb9P3S92vodX09iv96DDaf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\n+B/mN3BegPYulQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x96a9d90>"
]
}
],
"prompt_number": 39
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Size per dataset"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"some users have huge datasets"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(1, 2, figsize=(15, 6))\n",
"ave_size = group_owner['size'] / group_owner['owner'] * 1024 # Gb\n",
"ave_size.sort()\n",
"ave_size.plot(kind='bar', ax=ax[0])\n",
"ave_size.plot(kind='bar', ax=ax[1])\n",
"ax[1].set_yscale('log')\n",
"ave = data['size'].sum() / float(len(data)) / (1024 ** 3)\n",
"ax[0].hlines(ave, *ax[0].get_xlim())\n",
"ax[1].hlines(ave, *ax[0].get_xlim())\n",
"print \"mean dataset size = %.2f Gb\" % ave\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"mean dataset size = 7.78 Gb\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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cwBnAvYSDlkxifZSklrDnraQY84qLMa+4GPOKi0k1ryIxqeYFVayj0T4HHEYY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\nGIZhGIYxzvwfiCmTAovUSq8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xfde3c10>"
]
}
],
"prompt_number": 70
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Average age"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(figsize=(15, 6))\n",
"grouped_age_days = data.groupby([\"owner\"])[\"age_days\"].mean()\n",
"grouped_age_days.sort()\n",
"grouped_age_days.plot(kind='bar', ax=ax)\n",
"ax.hlines(np.mean(data['age_days']), *ax.get_xlim())\n",
"ax.set_ylabel('age [days]')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 344,
"text": [
"<matplotlib.text.Text at 0x2feeec50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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8jGgi79c8qAuBpzc/A/gH4EjgKuBo4AvN7fsDxwK7Eg2/o+bJao5VkiRJUgZr/LrLy7BY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\n8nnW+EmSJEmSls0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7Ar0P8dmb5QVDl78jOnmyGmEwmDn0RgZTzDLfO0s/N59C2ffqaaJR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\n",
"text": [
"<matplotlib.figure.Figure at 0x2ff097d0>"
]
}
],
"prompt_number": 344
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Average last access"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(figsize=(15, 6))\n",
"grouped_lastacc_days = data.groupby([\"owner\"])[\"last_accessed_days\"].mean()\n",
"grouped_lastacc_days.sort()\n",
"grouped_lastacc_days.plot(kind='bar', ax=ax)\n",
"ax.hlines(np.mean(data['last_accessed_days']), *ax.get_xlim())\n",
"ax.set_ylabel('last accessed [days]')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 346,
"text": [
"<matplotlib.text.Text at 0x3063cbd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Wwc5rfcNPkiRJkkpnjZ8kqZVKrzOyxs888/qTJ/WTNX6SJEmS1GKtb/iV0F/X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\nkL/1CAtUAAAAAAAAAAAAAAAAAAAAAHACuFsA7tk/QuoAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x30cc7c10>"
]
}
],
"prompt_number": 346
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Average life"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(figsize=(15, 6))\n",
"grouped_life_days = data.groupby([\"owner\"])[\"life_days\"].mean()\n",
"grouped_life_days.sort()\n",
"grouped_life_days.plot(kind='bar', ax=ax)\n",
"ax.hlines(np.mean(data['life_days']), *ax.get_xlim())\n",
"ax.set_ylabel('last acc - age [days]')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 348,
"text": [
"<matplotlib.text.Text at 0x30bdc050>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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p1r8aeDbwpi73O0HUFkqSJEnSMPoZsLzpjWi3N3A18JBp65cRDbgN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\n5OdFwGOLdSka8FfOckv53nIaMRJ9WQu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"text": [
"<matplotlib.figure.Figure at 0x304c7790>"
]
}
],
"prompt_number": 348
}
],
"metadata": {}
}
]
}
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