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January 29, 2018 23:14
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Middle Fork Lottery Stats
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Middle Fork of the Salmon Lottery Stats\n", | |
"\n", | |
"Here are some stats from the Middle Fork of the Salmon lottery from 2012-17." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"%matplotlib inline\n", | |
"import pandas as pd\n", | |
"import seaborn as sns" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"def load_sheet(excel_filename, sheetname=0):\n", | |
" \"\"\" Opens and formats the yearly statistics from Excel sheets \"\"\"\n", | |
" df = pd.read_excel(excel_filename, skip_footer=1, sheetname=sheetname)\n", | |
" df['Day of Week'] = df[df.columns[0]].dt.weekday_name\n", | |
" df['Month'] = df[df.columns[0]].dt.month\n", | |
" df['Week of Year'] = df[df.columns[0]].dt.weekofyear\n", | |
" df['Year'] = df[df.columns[0]].dt.year\n", | |
" for col in df.columns:\n", | |
" if 'Unnamed' in col:\n", | |
" df = df.drop(col, axis=1)\n", | |
" df = df.rename(columns={df.columns[0]: 'Date'})\n", | |
" return df" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": { | |
"collapsed": true | |
}, | |
"outputs": [], | |
"source": [ | |
"sheets = {\n", | |
" #'2011': 'fseprd489175.xlsx', 2011's data is formatted differently.\n", | |
" '2012': 'fseprd489174.xlsx',\n", | |
" '2013': 'fseprd489300.xlsx',\n", | |
" '2014': 'fseprd489172.xlsx',\n", | |
" '2015': 'fseprd489168.xlsx',\n", | |
" '2016': 'fseprd491587.xlsx',\n", | |
" '2017': 'fseprd532541.xls'}\n", | |
"\n", | |
"# It would be really nice if the days of the week matched chronological order to alphabetical\n", | |
"days_in_order = ['Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Date</th>\n", | |
" <th>First Choice</th>\n", | |
" <th>2nd Choice</th>\n", | |
" <th>3rd Choice</th>\n", | |
" <th>4th Choice</th>\n", | |
" <th>Total Choices for this date:</th>\n", | |
" <th>Available # of Permits</th>\n", | |
" <th>Day of Week</th>\n", | |
" <th>Month</th>\n", | |
" <th>Week of Year</th>\n", | |
" <th>Year</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2013-05-28</td>\n", | |
" <td>32</td>\n", | |
" <td>16</td>\n", | |
" <td>7</td>\n", | |
" <td>10</td>\n", | |
" <td>65</td>\n", | |
" <td>4</td>\n", | |
" <td>Tuesday</td>\n", | |
" <td>5</td>\n", | |
" <td>22</td>\n", | |
" <td>2013</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2013-05-29</td>\n", | |
" <td>2</td>\n", | |
" <td>33</td>\n", | |
" <td>12</td>\n", | |
" <td>9</td>\n", | |
" <td>56</td>\n", | |
" <td>4</td>\n", | |
" <td>Wednesday</td>\n", | |
" <td>5</td>\n", | |
" <td>22</td>\n", | |
" <td>2013</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2013-05-30</td>\n", | |
" <td>6</td>\n", | |
" <td>8</td>\n", | |
" <td>23</td>\n", | |
" <td>14</td>\n", | |
" <td>51</td>\n", | |
" <td>4</td>\n", | |
" <td>Thursday</td>\n", | |
" <td>5</td>\n", | |
" <td>22</td>\n", | |
" <td>2013</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2013-05-31</td>\n", | |
" <td>17</td>\n", | |
" <td>16</td>\n", | |
" <td>12</td>\n", | |
" <td>22</td>\n", | |
" <td>67</td>\n", | |
" <td>4</td>\n", | |
" <td>Friday</td>\n", | |
" <td>5</td>\n", | |
" <td>22</td>\n", | |
" <td>2013</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2013-06-01</td>\n", | |
" <td>19</td>\n", | |
" <td>13</td>\n", | |
" <td>11</td>\n", | |
" <td>10</td>\n", | |
" <td>53</td>\n", | |
" <td>4</td>\n", | |
" <td>Saturday</td>\n", | |
" <td>6</td>\n", | |
" <td>22</td>\n", | |
" <td>2013</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Date First Choice 2nd Choice 3rd Choice 4th Choice \\\n", | |
"0 2013-05-28 32 16 7 10 \n", | |
"1 2013-05-29 2 33 12 9 \n", | |
"2 2013-05-30 6 8 23 14 \n", | |
"3 2013-05-31 17 16 12 22 \n", | |
"4 2013-06-01 19 13 11 10 \n", | |
"\n", | |
" Total Choices for this date: Available # of Permits Day of Week Month \\\n", | |
"0 65 4 Tuesday 5 \n", | |
"1 56 4 Wednesday 5 \n", | |
"2 51 4 Thursday 5 \n", | |
"3 67 4 Friday 5 \n", | |
"4 53 4 Saturday 6 \n", | |
"\n", | |
" Week of Year Year \n", | |
"0 22 2013 \n", | |
"1 22 2013 \n", | |
"2 22 2013 \n", | |
"3 22 2013 \n", | |
"4 22 2013 " | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# load the Excel file for each year, then combine into a single dataframe\n", | |
"middle_fork_dfs = [load_sheet(filename) for filename in sheets.values()]\n", | |
"middle_fork = pd.concat(middle_fork_dfs)\n", | |
"middle_fork.head()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Chance of Drawing a Middle Fork Permit by Year\n", | |
"\n", | |
"The chance of drawing a permit has dropped yearly since 2012." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.axes._subplots.AxesSubplot at 0x11a56d400>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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NolNsEBcqqtm0+xSfbT/Gio1HWLvzODdfHcugpChcXWy/CpuIiDQdjchbEB8/T/6+ei+r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\niX1h5GwEGp/rIQAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11a56d588>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"year = middle_fork.groupby('Year').sum()\n", | |
"year['Percent Chance'] = year['Available # of Permits'] / year['Total Choices for this date:'] * 100\n", | |
"year.plot(y='Percent Chance')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Chances by Month\n", | |
"\n", | |
"July is the most sought after month on the Middle Fork since 2012 likely due to weather and relatively predictable flows. However, has there been any change over that time?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<seaborn.axisgrid.FacetGrid at 0x11e82dcc0>" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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KElvEAjsnJ0eVlZVKSUlRZWWlnE6n3G638vM/+ze0jo7ez7wOADDHB1v3yx8Y3N8szelQ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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11e831f98>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"month = middle_fork.groupby('Month').sum()\n", | |
"month['Percent Chance'] = month['Available # of Permits'] / month['Total Choices for this date:'] * 100\n", | |
"month = month.reset_index()\n", | |
"sns.factorplot(data=month, x='Month', y='Percent Chance', size=7)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<seaborn.axisgrid.FacetGrid at 0x11a514978>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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lrekoLEdehqetTs6wKcr4PPZuXdeTRJeoP3BnUBnpdWpcc8FgvLX+GABgw+4qXDN1MFIT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\nEerr6+WIjcJIq1FjzoUFUnv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ctv0KRtS/9loOwdbWFPK6L0q29ur1N23ahKKiIixevBg/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\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11a514240>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"year_month = middle_fork.groupby(('Year', 'Month')).sum()\n", | |
"year_month['Percent Chance'] = year_month['Available # of Permits'] / year_month['Total Choices for this date:'] * 100\n", | |
"year_month = year_month.reset_index()\n", | |
"sns.factorplot(data=year_month, x='Year', y='Percent Chance', hue='Month', size=7)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"While your chances of scoring a launch on the Middle Fork during June and July (and to a lesser degree August) have largely stayed the same, May and September trips have started to become rarer.\n", | |
"\n", | |
"For a little more detail, let's look at launches by week of the year." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<seaborn.axisgrid.FacetGrid at 0x11e1d4978>" | |
] | |
}, | |
"execution_count": 13, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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KVNY+5+yZ6nsY4oiIiKgFQRBaTKeSb2GIIyIiohbUDUa7lakMcb6HIY6IiIhauHZlalRY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\nHvtZDBYMnTay60aS1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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11e85a9e8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"week_of_year = middle_fork.groupby(('Year', 'Week of Year')).sum()\n", | |
"week_of_year['Percent Chance'] = week_of_year['Available # of Permits'] / week_of_year['Total Choices for this date:'] * 100\n", | |
"week_of_year = week_of_year.reset_index()\n", | |
"sns.factorplot(data=week_of_year, x='Week of Year', y='Percent Chance', hue='Year', size=8)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Over time, the shoulder seasons have become more popular, but still give you a better chance at scoring a permit than during July.\n", | |
"\n", | |
"For those of you planning, the start of each week in 2018." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Start of week</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>21</th>\n", | |
" <td>2018-05-27</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22</th>\n", | |
" <td>2018-06-03</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>23</th>\n", | |
" <td>2018-06-10</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24</th>\n", | |
" <td>2018-06-17</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25</th>\n", | |
" <td>2018-06-24</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>26</th>\n", | |
" <td>2018-07-01</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>27</th>\n", | |
" <td>2018-07-08</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>28</th>\n", | |
" <td>2018-07-15</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>29</th>\n", | |
" <td>2018-07-22</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>30</th>\n", | |
" <td>2018-07-29</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>31</th>\n", | |
" <td>2018-08-05</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>32</th>\n", | |
" <td>2018-08-12</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>33</th>\n", | |
" <td>2018-08-19</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>34</th>\n", | |
" <td>2018-08-26</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>35</th>\n", | |
" <td>2018-09-02</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>36</th>\n", | |
" <td>2018-09-09</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>37</th>\n", | |
" <td>2018-09-16</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Start of week\n", | |
"21 2018-05-27\n", | |
"22 2018-06-03\n", | |
"23 2018-06-10\n", | |
"24 2018-06-17\n", | |
"25 2018-06-24\n", | |
"26 2018-07-01\n", | |
"27 2018-07-08\n", | |
"28 2018-07-15\n", | |
"29 2018-07-22\n", | |
"30 2018-07-29\n", | |
"31 2018-08-05\n", | |
"32 2018-08-12\n", | |
"33 2018-08-19\n", | |
"34 2018-08-26\n", | |
"35 2018-09-02\n", | |
"36 2018-09-09\n", | |
"37 2018-09-16" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"sundays = pd.date_range(start='20180527', end='20180920', freq='W')\n", | |
"pd.DataFrame(sundays, sundays.weekofyear, columns=['Start of week'])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Chances by Day of the Week\n", | |
"\n", | |
"Is there a day of the week when most people are interested in launching?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<seaborn.axisgrid.FacetGrid at 0x11f519828>" | |
] | |
}, | |
"execution_count": 19, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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UKhUEQeBZ4kQS2p1fh7c+PWpxLrgSv1qcgswkngtOJHcXteisrq7uvC8aHR09\nuqoukFSB3dDWi9qmbqhVSiSOD4Cvl4ckdRAJgoCd+6qxdXelOOapUeH+W9IxKYbnghO5gotadBYd\nHY2Kigp4eXmJrTR37tyJ5ORkJCYmjn2VTuZkSw/e+W8ZSqp14piHWon5aVFYfnkitBqVhNWRuxEE\nAZt2lePT70+IY/7eHli1PAOxkcP/gBOR6xj2M+y9e/di5cqVVnfazc3NuPPOO7F//36HFCeV+tYe\nPPn2QauwBoABoxm78urw3OYCGE1miaojd2Mym/HGzhKrsA7x98Qfbp/OsCZyI8MG9vPPP4833ngD\nM2fOFMdWrlyJV199Fc8++6xDipNK7pfl6Ok3Dvv40RPt+OZIvQMrInc1YDThpfcL8e2RBnFsXKgP\n/pgzHRHB3hJWRkSONmxg6/V6JCcnnzU+depU9Pf327UoKbV19uNIRavN5+3OP+mAasid9fYb8Uxu\nAfKOtYhjCeP88fBPshDkp5WwMiKSwrCfYRuNRhgMBmg0Gqtxg8Hg0s0/Gtp6YfOsVgD1LT12r4Xc\nV2ePAc9sykdNY7c4lhIXjN8sSeP6CSI3Newd9sKFC/GXv/zFKpwNBgMef/xxzJs3zyHFSUGjHtmb\nocaDb5pkHy0dfXjy7YNWYX3JlHDcf0s6w5rIjQ0b2Pfccw/6+/sxZ84cZGdnY/ny5ZgzZw56e3vx\n4IMPOrJGh4qN9BvR1q20+GAHVEPupq65G0++fQiNuj5x7PLMaPxiUQrUKjbxIHJnNpt/1NTUoKSk\nBEqlEqmpqYiKinJUbVYcuQ97+7dV2PZ11bCPKxTA/66cgYmR/g6riVxfxckOPLepwGrB46K5E7H4\n0jieC07kJkbVrctZODKwzWYBr39YjP3Fjed8/K7rp2BemjT/cCHXVFjVin++V2h1LvitC5Nw5cwJ\nElZFRI42qm5d7kipVOAXi6bikinh+CrvJCpPdoh3PVoPJS6ZEiFxheRKvi9pxOs7imEyD/7b+fS5\n4HNSIyWujIicCQN7GAqFAplJYchMCkOf3oj7X/gaRpMA/YAZR2t0SI0PkbpEcgG78urw9qdHxZ0J\nHmolfrU4FRmJoZLWRUTOx+YqlnvvvfessZUrV9qlGGflpVVjSuzQIrNDFvtiiS6GIAjY8d1xrLcI\nay+tGg9kZzCsieichr3Dvueee1BaWoqmpiYsXLhQHDeZTIiMdL+puszkUBypHDxQJe9YM26/KhlK\nLgSii2D9CetHAAAgAElEQVQWBOR+UY7/HrA4F9xHg98tn4aYCB41SkTnNmxg//3vf0d7ezueeOIJ\nPPLII0NfoFYjJMT9poMzE0OxHoN3Qx3dBlTVdyJhXIDUZZHMGE1m/HtnKfYWDR01GhrgidUrMhAe\nxKNGiWh4I1olfuzYMXR0dMDyqZZnjDuCM/TDfmL9AVTUdQIArpsdi1sWJEhcEcmJYcCEl7cVosDi\n6NvxYT74XXYGAn151CgRjXKV+F//+ld8+eWXmDBhaHuJQqHAW2+9NTbVyUhWUpgY2HnHmhnYNGK9\n/QN4YcthlNV2iGOJ0QG4f1k6fDzZY52IbLMZ2N988w0++eQTeHp6OqIep5aZHIbNX1UAAOpbe1Hf\n2oOoEB+JqyJn19GtxzObCnCiaeio0bT4EPx6cSqPGiWiEbO5SnzChAmQydkqdhcZ7I2okKHPGfO4\nWpxsaG7vw5NvH7IK69lTI3DvUjbxIKILY/MOOyAgANdffz0yMzOtOnc9+eSTdi3MWWUmhaG+tRoA\nkFfWjOtmx0pcETmr2qZurN2Uj45ugzi2MGs8br0yiTsMiOiC2QzsSy+9FJdeeqkjapGFzORQ7Nw3\nGNiVJzvR3q3ngiE6S3ltB57bXIBe/dC54DfNj8ON8ybyXHAiuig2A3vJkiWora1FeXk55s+fj/r6\neqsFaO4mLsofAb4adHQbIADIL2/BgoxoqcsiJ3KkshX/fO8IDEYzAEAB4LYrk7Fw+nhpCyMiWbP5\nGfbOnTvxq1/9Ck888QQ6OjqwYsUKfPDBByN68YKCAuTk5Jw1/uWXX2Lp0qXIzs7Gpk2bLrxqCSlP\nHVl6Wl4ZP8emIfuKG/DClsNiWKuUCvz8xqkMayIaNZuB/frrr2PDhg3w8fFBSEgI3n//fbz22ms2\nX/j111/HI488Ar1ebzU+MDCAJ598Em+88QbWr1+P3NxctLTIK/SykoaOjiypbkOfxbQnua8vDtbi\n9e1DTTw0aiXuXZqO2VPd72RAIhp7NgNbqVTC19dXvA4PD4dSafPLEBMTg3Xr1p01XlFRgZiYGAQE\nBECj0WD69On44YcfLrBsaU2ODYKXdnCFr9EkiEeWknsSBAHbv6nCO/8tE88F99aqsXpFJtIT3O9U\nQCKyD5ufYSclJeHtt9+G0WhESUkJ3n33XUyePNnmC1999dWora09a7y7uxt+fkMnufj4+KC7u/us\n550pKMgbarXzbIOZOSUSe/LrAADFNe24/rJEiSsiKZjNAl7/4Ag+/KZKHAv21+Ivv5iLiVH+ElZG\nRK7GZmA/+uijePnll6HVavGnP/0Js2bNwkMPPXTR39DX1xc9PT3idU9Pj1WAD0en673o72kPU2MD\nxcD+obgB9Q0dUKtszzyQ6zCazHjjoxLsK24Ux8IDvfC7FRnwUSuc4jhdIpKX8x1NajNhtFotMjIy\nsHXrVvzrX/9CQkICfHwu/nSvhIQEVFdXo729HQaDAQcOHEBmZuZFv55U0uJDoFIObs/p05tQWqOT\nuCJyJP2ACeu2HrEK6wnhvvjD7VkID/SSsDIiclU2A/uRRx7BZ599Jl7v378ff/7zny/4G+3YsQO5\nubnw8PDAww8/jLvuugsrVqzA0qVLERERccGvJ7XBHtlB4jVPPXMfPf0DWJubb7V2IWl8AB66LRMB\n3JNPRHZis1vXokWLsGPHDptj9uaM04u78uqw/tOjAIAgPy2e/vVcnmDl4tq79XgmNx+1zUMf60xL\nCMHdi1Oh9XCeNRZEJE+jmhI3m81oamoSr1tbW0e0StwdZCQObe/SdelR3eB8/6igi9fW2Y+axi50\n9AweLdqk68WTbx+0Cus5KRG45+Y0hjUR2Z3NRWd33303lixZgunTp0MQBBw+fBh/+tOfHFGb0wvy\n0yJ+nD8qTw623DxU1ow4rgyWvaKqNnzwbRXKLVphJozzR0NbL3r6h/bc/3jGeKxYyHPBicgxbE6J\nl5aWIigoCPn5+VCr1UhLS0N4eLij6hM545Q4AHy09zi27q4EAIwL9cH/+9ksaQuiUdlb2IB/fVgM\nW/3pllwWjxvmxPJccCIaU6OaEl+1ahUiIiJw9dVXY+HChZKEtTPLSh46pvRkSw8a2pxr+xmNXGev\nAW9+UmozrG/7cRIWzWUTDyJyLJtT4omJiXjxxRcxbdo0eHp6iuMzZ860a2FyERXig8hgbzGo8441\n49pZbLkpR98eqcfAqTPAz8ffR2PzOUREY81mYLe3t2P//v3Yv3+/OKZQKPDWW2/ZtTA5yUwOxcf7\nagAMNgNhYMvT8fqRfexSVd+JS6bIbysiEcmbzcBev369I+qQtcykMDGwK+o60NFjQADvwmRHqRzZ\nFDcXmRGRFGx+hl1XV4c777wTV111FZqbm3HHHXec84xwdxY/zl+cJhUAFJTzEBU5mjQhcGTPixnZ\n84iIxpLNwH700Udx1113wdvbG6GhobjhhhtGdZa4KxrskT20J/tQWbOE1dDFmjU1Aj6e5590igjy\nQmocO3ARkePZDGydTof58+cDGPzsevny5SPqruVuMpOGVosXH9exR7YMeWnV+PXiVAx3LpCvlwd+\nvSRtxFPnRERjyeZn2J6enmhoaBC3sBw4cAAaDT+fPdOU2CBoNSroDSYYTWYUVbVhxmRugZOb5JhA\neGs90N03II55adWYmxKJa2bFICTA8zxfTURkPzYD++GHH8Yvf/lL1NTU4KabbkJHRweef/55R9Qm\nKx5qJdLjQ/BD6eAxroeONTOwZajkuE4Ma6VCgb/9YjZCAz250IyIJGczsNPT07FlyxYcP34cJpMJ\n8fHxvMMeRmZyqBjYBeWtMJrM7JEtM98VNoj/nxofjPAgtsokIucwbGA3Njbi8ccfR3V1NbKysvDA\nAw/A35/nZJ9PenwoVEoFTGYBfXojjp5oR8rEYKnLohHq0xutFgzOSYmUsBoiImvD3v798Y9/RHx8\nPB588EEYDAY8+eSTjqxLlrw91ZhsseUnv4zbu+TkwNEmGE6ddOalVVmt/Cciktp577D/7//+DwAw\nZ84cLF682GFFyVlmchiKjusADH6OfduVSTxzWib2WkyHz5gUDg1bZhKRExn2DtvDw8Pq/y2vaXhn\n9chudM4uY2StpaMPpTXt4vXcVE6HE5FzGfGKKN4ljkywvyfioobaox3itLgs7CtqFP8/NMATSSM8\n9YyIyFGGnRI/duwYFi5cKF43NjZi4cKFEAQBCoUCX3zxhUMKlKPMpDBUnWokkXesGTdfFi9xRXQ+\ngiBYrQ6fnRLJbVxE5HSGDexPP/3UkXW4lMzkMLy3pxIAUNfcg0ZdLyKCvCWuioZTVd9l1cec0+FE\n5IyGDezo6GhH1uFSxoV4IyLIC426PgCDLTevmRUjcVU0nO8K68X/Txjnj8hg/uOKiJwPT/WwA4VC\ngczkobPF846xGYizMprM+L6kSbzm3TUROSsGtp1Y7uEtr+1AZ49BwmpoOEcqWsWjSFVKBWZOiZC4\nIiKic2Ng20nCuAD4ew9uhWOPbOdludhsWmIofL24fZGInBMD206USgUyLO6y844xsJ1Nd98A8i3+\nIcXpcCJyZgxsO7LskV1Y1YZ+A3tkO5MfShphMgsAAB9PNdITQiSuiIhoeAxsO5o6MQjaU8dbnu6R\nTc7ju6Kh6fBZUyPYWY2InBrfoezIQ61CWvxQty6eeuY8Gtt6UVHXKV7PTY2SsBoiItsY2HZmub3r\ncEULjCazhNXQaZaLzSKDva2OkyUickYMbDtLTwiBSjl4zGVPvxHHTrTb+AqyN7MgYK/FdPic1Eie\nlU9ETo+BbWc+nh5ItmgkcYirxSV37EQ7Wjr6xes5Kdx7TUTOj4HtAFkW0+L5x5ohCIKE1ZDldPjk\nmECEBnhJWA0R0cgwsB3A8tSz1k49ahq7JazGvRkGTDhwdOgo0jnce01EMsHAdoBgf0/ERg4tauLZ\n4tLJL29Bn94EANColZgxKVziioiIRoaB7SBZFnfZ3N4lHcvp8MzkMHhph21YR0TkVBjYDmK5vau2\nuRtN7X0SVuOeOrr1KKwcOryGR5ESkZwwsB0kOtQH4YFDi5vyyzgt7mj7ixthPrXgL8BHg6kTgySu\niIho5BjYDjLYI9tiWpzbuxzO8ijS2SkRUCn515+I5IPvWA5k2QzkWG07unrZI9tRapu6rVbn8yhS\nIpIbBrYDJUYHiP2WBQEoKG+VuCL3YXl3PSHcFxPCfSWshojowjGwHejsHtn8HNsRzOYzjiJN4WIz\nIpIfBraDZVlMixdVtUE/YJKwGvdQXN2Gju7Bjx8UisHPr4mI5IaB7WBTJwZB4zH4224wske2I1ju\nvU6JC0agr1bCaoiILg4D28E0HiqkxYWI13nc3mVXfXojDln8HnPvNRHJFQNbApbbu/LLW2Ays0e2\nvRwqa4ZhYPD311OjslqpT0QkJwxsCaQnhEKpsOyR3SFxRa7Lcjp8xqRwaD1UElZDRHTxGNgS8PXy\nQPKEAPH6EFeL20VrRz9Kq3XiNafDiUjOGNgSybTqkd3CHtl2sK+4Aad/V0P8tUiOCZS0HiKi0WBg\nS8SyR3ZLRz9ONLFH9lgSBMFqOnxOaqT4MQQRkRwxsCUSGuCFmIih07byeLb4mDre0IX61l7xmoel\nEJHcMbAlZHmICrd3jS3Lu+v4cf6ICvGRsBoiotFjYEvI8nPsmqZutLBH9pgwmszYX9woXvPumohc\nAQNbQuPDfBAa4Clec1p8bBypbEV33wAAQKVU4JIp4RJXREQ0egxsCSkUCmRZ3GWzGcjYsJwOT08I\ngZ+3RsJqiIjGBgNbYparxY+eaBfvDOni9PQPoKB8aKaCfa+JyFUwsCWWOP7MHtmcFh+NH0qaYDQN\n7r728VQjPSHExlcQEckDA1tiKqUS0xItmoHwc+xRsZwOv2RKBDzU/CtORK6B72ZOwHJ7V2FlK3tk\nX6RGXS/K64bOZedRpETkShjYTmBqXDA06qEe2cXH2SP7Yuy1uLuOCPJC/Dh/CashIhpbDGwnoPVQ\nISUuWLzOK+O0+IU68yjSuamRUPAoUiJyIQxsJ2G5vYs9si/csdoOtHT0i9c8LIWIXA0D20lMSwzF\n6RvC7r4BlNeyR/aFsLy7Tp4QiNBALwmrISIaewxsJ+Hr5YHk8UPtH7lafOQMAyb8UNokXnOxGRG5\nIga2E7E8W/xQWTN7ZI9QfnkL+vRGAICHWokZk3gUKRG5Hga2EzmzR3Zdc4+E1ciH5XR4ZlIovD3V\nElZDRGQfDGwnEhbohQnhQz2yD/FscZs6ewworBzaBsejSInIVTGwnYzlXTa3d9m2v7gR5lMfHfj7\naJASFyRxRURE9sHAdjKW27uqG7vQarFVic5mOR0+e2oEVEr+lSYi18R3NyczIdwXIf6WPbI5LT6c\n2uZuVDd2iddcHU5EroyB7WQUCgUyky2mxbm9a1iWR5GOD/Ox+vyfiMjVMLCdUKZFM5CjNeyRfS5m\ns4B9xY3i9dzUKB5FSkQujYHthJInBMDn1NYksyDgcAXvss9UUqODrksPAFAogFlTIySuiIjIvhjY\nTmiwRzanxc/nuyND0+FTJwYjyE8rYTVERPbHwHZSmVY9sttgYI9sUb/BiINlPIqUiNwLA9tJpcYF\nw+NUj2z9gAnF1TqJK3IeB482wzAw2M1Mq1Ehy+IfN0REroqB7aS0GhVSJlr2yOb2rtMs917PmBQG\nrUYlYTVERI7BwHZiltu78stbYDazGUhbZz9KLWYbeBQpEbkLBrYTs+yR3dU7gPI69sjeV9yI0/9s\nCfbXYlJM4HmfT0TkKhjYTszfW4Ok6ADx2t1PPRMEwWo6fE5KJJTce01EboKB7eQse2TnlbW4dY/s\n6sYunGwZajk6J4Wrw4nIfTCwnZxl966m9j6rwHI3lnuv46L8MC7UR8JqiIgci4Ht5MKDvDE+bCiY\nDrnpISpGkxn7S6yPIiUicicMbBmwPETFXbd3FVa1oat38Ex1lVKBS6aES1wREZFjMbBlwLJH9vGG\nLrR1ul+PbMvFZmnxIfDz1khYDRGR4zGwZSAmwhfB/kNnZbvb2eI9/QPIt/g18yhSInJHDGwZUCgU\n1tPibra964fSJhhNg0eRemvVVo1RiIjcBQNbJrIsVosfrWlHT7/79Mi2nA6/ZGqEeMY6EZE74Tuf\nTCRNCIS3drBHtsks4HBFq8QVOUaTrhfltUMnvHE6nIjcFQNbJtQqJaYlhojX7rJafG/R0Fau8CAv\nJIzzl7AaIiLp2C2wzWYzHn30UWRnZyMnJwfV1dVWj2/btg2LFi3Cbbfdhs2bN9urDJdi+Tn2kao2\nDBhdu0f24FGk9eL13JRIKHgUKRG5KbsF9ueffw6DwYDc3Fw88MADeOqpp8TH2tra8MILL2D9+vV4\n++23sWPHDtTW1tqrFJeRGh8MtepUj2yDCSUu3iO7vK4Dze1DW9hmczqciNyY3QL74MGDuPTSSwEA\nGRkZKCwsFB+rra3FpEmTEBgYCKVSibS0NBQUFNirFJfhqVEjZWKQeH2ozLW3d1kuNkseH4DwQC8J\nqyEikpbaXi/c3d0NX19f8VqlUsFoNEKtViM2Nhbl5eVoaWmBj48P9u7di4kTJ5739YKCvKFWq+xV\nrmxcNn0CCk4tODtc0YrgEF+olK43TWwYMOFAaZN4fdWcOISF+UlYERGRtOwW2L6+vujpGWpUYTab\noVYPfruAgAD84Q9/wL333ovAwECkpKQgKChouJcCAOh0vfYqVVYSInyhACAAaO/W4/uCOiSOD7D1\nZbJzoLQJPf1GAIML7iZH+6O5uUviqoiI7Ot8NyZ2mxLPysrCnj17AAD5+flITk4WHzMajSguLsa7\n776L559/HpWVlcjKyrJXKS7F30djFdCHXPQQFcvp8MykUHh72u3flkREsmC3d8Err7wS3377LVas\nWAFBEPC3v/0NO3bsQG9vL7KzswEAS5YsgVarxZ133ong4GB7leJyMpPCcOzU3uRDZc1YtiDBpVZP\nd/YYcKRyaJ85914TEQEKQRAEqYsYCU6HDmls68UfXtsnXj/+s1mIdqHe0P89cAIbPj8GAPD39sCa\ne+aJq+OJiFyZJFPiZD8Rwd5WAZ3vYtPiltPhs6ZGMqyJiMDAlq3M5KGzxV1pe1ddSw+qG4ZmUzgd\nTkQ0iIEtU5annlXVd0LXpZewmrGz1+LuOjrUBzERvud5NhGR+2Bgy9TESD8E+Q31yHaFaXGzWcDe\noqHAnpvKo0iJiE5jYMvUYI9si2nxY/KfFi+t0YkzBQoAs1M4HU5EdBoDW8Yyk4emxUurdeiVeY9s\ny8VmUycGWc0gEBG5Owa2jE2aEAgvyx7ZlfLtka03mHDw6NC0/tzUKAmrISJyPgxsGVOrlJiWYNkj\nW77T4ofKmqEfGGwXqvVQIcti9oCIiBjYsmc5LX6kshUDRrOE1Vw8y77X0yeFQathoxciIksMbJlL\njQuGWjW4krrfYEJpjfx6ZOu69Cg+PlQ3914TEZ2NgS1zXlo1pk4cOoc9r0x+27v2FTXg9Pm4QX5a\nTI45f+c2IiJ3xMB2AZbbu/KOtcAsj+PhAQCCIFitDp+TEgmlC/b3JiIaLQa2C8hIDMXpiOvoMaDq\nZKek9VyImsZu1LUM9U2fw+lwIqJzYmC7gABfLRKi5dkj2/LuOjbSz6W6jhERjSUGtouwmhaXyfYu\no8mM/cXWR5ESEdG5MbBdhOX2roa2XtS39pzn2c6hqKoNnb2Dp7OplArMmhIhcUVERM6Lge0iIoO9\nERXiLV7nyeBsccvp8LT4EPj7aCSshojIuTGwXYjl6WDOvr2rt3/A6h8VnA4nIjo/BrYLseyRXXGy\nE+3dztsj+8DRZhhNg6eyeWvVmJYYYuMriIjcGwPbhUyM8kOg79C0cr4TT4t/d2ToKNKZU8LhoeZR\npERE58PAdiFKhcLqLttZt3c1tfehrLZDvOZ0OBGRbQxsF5OZPLS9q+S4Dn16o4TVnNs+i8VmYYGe\nSLTYQ05EROfGwHYxk2OC4KUdnF42mQUccbIe2WceRTo3NQoKBY8iJSKyhYHtYtQqJdLihxZwHXKy\n1eIVJzvR1N4nXvMoUiKikWFgu6CsM3pkn16N7Qws764TxwcgPNBLwmqIiOSDge2C0uJDoDrV8apP\n7zw9sgeMZnxf3Chec7EZEdHIMbBdkJdWjSkTh3pKO8vZ4gXlLeg9tQhOrVJi5uRwiSsiIpIPBraL\nyrLY3pV3rNkpemRbTodnJIXCx9NDwmqIiOSFge2iMiy6d7V3G3C8vkvCaoDOXoPVinVOhxMRXRgG\ntosK9NUiYZy/eJ0n8SEqP5Q0wWQevMv38/ZAalywpPUQEckNA9uFWd5lS72967vCoaNIZ02JgFrF\nv3pERBeC75ouzHJ7V32rdD2yT7b0oMpiSn5uGqfDiYguFAPbhUWF+CAyeKhHtlTNQPYWDS02Gxfq\ng9gIP0nqICKSMwa2i7M8WzxPgsA2C4JVYM9NjeRRpEREF4GB7eIst3dV1HWgw8E9so/WtKOtc/B7\nKgDMnhrh0O9PROQqGNguLm6cPwJ8BntkCwDyyx17l2252GxybBCC/T0d+v2JiFwFA9vFDfbIlmZa\nXG8w4cDRodXp3HtNRHTxGNhuINNitXjx8TaH9cg+dKwZeoMJAKDxUGL6pDAbX0FERMNhYLuByTFB\n8NQM9sg2mgQUVrU55PtaHkU6PTkcnhq1Q74vEZErYmC7AQ+1dY/sPAccoqLr0qP4+NA/DLj3moho\ndBjYbsJye1dBhf17ZO8vbsTpfiOBvhpMiQk6/xcQEdF5MbDdRHp8qEWPbCOOnmi32/cSBAHfWqwO\nn5MSCaWSe6+JiEaDge0mvD3VmBxr2SPbftPiJ5q6Udc8dAzqHK4OJyIaNQa2G8k6Y3uXYKce2ZaL\nzWIj/DA+zNcu34eIyJ0wsN1IhsWpZ7ouPY43jH2PbJPZjH3FjeI1914TEY0NBrYbCfLTIi7Kvj2y\ni6p06OwxABg8tGUWjyIlIhoTDGw3Y3XqWdnYn3pmeRRpanww/E8di0pERKPDwHYzlqee1bX0oLGt\nd8xeu7ffaHX0KafDiYjGDgPbzYwL8UZEkJd4PZZnix842oQB4+D+bi+tGhmJoTa+goiIRoqB7WYU\nCoXVXfZYfo5tuTp85uRwaDxUY/baRETujoHthix7ZJfXdoiLxEajpb0PZRaHsXA6nIhobDGw3VD8\nOH9xMdhY9cjeWzR0dx0a4Imk8QGjfk0iIhrCwHZDSqXC6vPl0Z56JgiC1XT43NRIKBQ8ipSIaCwx\nsN1UlkUzkKLjOvQbLr5HduXJTjTq+sRrHkVKRDT2GNhuakpsELQep3tkm1FYefE9si3vrhOjAxAR\n5D3q+oiIyBoD2015qFVIiw8Wry92tfiA0YzvS3gUKRGRvTGw3Zjl9q6C8ovrkX24ohU9/YPT6WqV\nAjOnhI9ZfURENISB7cbSE0LEHtm9eqPVtqyRsjyKdFpiKHw8PcasPiIiGsLAdmM+nh6YFBMoXl/o\nqWddvQYcrmgVrzkdTkRkPwxsN5eZZH3q2YX0yP6+pAkm8+Dzfb08kBYfMub1ERHRIAa2m7Ps3tXW\nqUdNY/eIv9ZydfisqRFQq/jXiYjIXvgO6+aC/T0xMdJPvD40wkNU6lt7UFXfKV5zOpyIyL4Y2GTd\nI3uE27ssjyKNCvG2Cn0iIhp7DGyy2t5V29yDJt35e2SbBQF7eRQpEZFDMbAJ0aE+CA8ceY/sspp2\ntHbqAQAKALOncjqciMjeGNh0qkf2yJuBWC42mxwbhJAAT7vVRkREgxjYBMB6e9exug509p67R7Z+\nwIQfjjaJ11xsRkTkGAxsAjDYtMPPe/CUMkEACobpkZ13rBl6gwkAoFErkWXx+TcREdkPA5sAnKtH\n9rkD23I6PGtSGLy0arvXRkREDGyyYLlavOh4m3gnfVp7tx5FVUNtODkdTkTkOAxsEk2NDYLGY/Cv\nxIDRjMIq6x7Z+4oacfrk0gBfDabGBp/5EkREZCcMbBJpPFRIixs6D/zMQ1Qsp8PnpERCqeTeayIi\nR2FgkxXL7V0F5S0wmQd7ZNc0dqG2eeiccU6HExE5FgObrKQnhEJ56tSynn4jyk50ALA+ijQm3Bfj\nw3wlqY+IyF0xsMmKr9eZPbKbYTKbsa+oURzj3TURkeMxsOksVs1AylpQVKVDR8/gQSpKhQKzpkZI\nVRoRkdtiYNNZLE89a+3sx793lojXqfHBCPDVSlEWEZFbY2DTWdQqBTw1KvH69N01ALbRJCKSCAOb\nrPTpjfjHhjz0n3Foymkf7a1GRV2Hg6siIiIGNlnZlVeH+tbh+2GbzAI2f1XhwIqIiAhgYNMZvjlc\nb/M5ZSfa0aQbPtSJiGjsMbDJSktH/5g+j4iIxgYDm6x4a1W2nwTA25NduoiIHImBTVamTwq3+ZzQ\nAE/EhHO1OBGRIzGwycqVMyeIHbuGc/2cWDb+ICJyMAY2WYkM9sa9N6db7cO2tGjuRFw2bZyDqyIi\nIoUgnO5w7Nyam7ukLsGtdPUa8M3hehQdb4PRJGBCuC9+lDGOTT+IiOwoLGz4jxsZ2ERERE7ifIHN\nKXEiIiIZYGATERHJgN0C22w249FHH0V2djZycnJQXV1t9fj27duxZMkSLF26FO+++669yiAiInIJ\ndjv94vPPP4fBYEBubi7y8/Px1FNP4eWXXxYf/8c//oEPP/wQ3t7euP7663H99dcjICDAXuUQERHJ\nmt0C++DBg7j00ksBABkZGSgsLLR6fNKkSejq6oJarYYgCFAouK+XiIhoOHYL7O7ubvj6Dm0BUqlU\nMBqNUKsHv2VSUhKWLl0KLy8vXHnllfD39z/v6wUFeUOtHtmxmURERK7GboHt6+uLnp4e8dpsNoth\nXVpaiq+++gpffPEFvL298eCDD+Ljjz/GtddeO+zr6dgdioiIXJwk27qysrKwZ88eAEB+fj6Sk5PF\nx73+rqAAABPKSURBVPz8/ODp6QmtVguVSoXg4GB0dnbaqxQiIiLZs9vBKWazGY899hjKysogCAL+\n9re/obi4GL29vcjOzsaGDRuwdetWeHh4ICYmBo8//jg0Gs2wr8eDU4iIyNXxpDMiIiIZ4ElnRERE\nMsfAJiIikgEGNhERkQwwsImIiGSAgU1ERCQDDGwiIiIZYGATERHJAAObiIhIBmRzcAoREZE74x02\nERGRDDCwiYiIZICBTUREJAMMbCIiIhlgYBMREckAA5uIiEgG3CawX3vtNfzP//wPbr/9duTk5KCw\nsPCiX6uiogI5OTljWJ397N+/H5MmTcJHH31kNb5o0SI8/PDDF/26GzZswLp160Zbnl089dRTyMnJ\nwTXXXIMFCxYgJycH991335h+j1WrVmH//v1j+pojtXLlShw+fBgAYDAYMH36dPzrX/8SH8/JyUFJ\nScl5X0Ov1+OKK64Y89qk+tk415/57NmzsWrVKrt8vz179ozq58eRamtrkZWVhZycHPG/F1980eo5\nq1atgsFgsBqT068RuLD3+NzcXAwMDFzU95k3b97Fljhqasm+swOVl5fjyy+/xIYNG6BQKFBSUoKH\nHnoI27dvl7o0h4iPj8dHH32E66+/HgBw9OhR9PX1SVyV/Zx+k3nvvfdQWVmJ1atXS1zR2Jo3bx4O\nHDiA9PR0HDx4EPPnz8fu3bvxs5/9DHq9HnV1dZg8ebLUZTrUuf7M9+/fj40bN0pcmXNITEzE+vXr\nh3382WefdWA1Y+9C3+NfffVVLF682MFVjp5bBLafnx9OnjyJLVu24LLLLsOUKVOwZcsW5OTk4LHH\nHkNCQgI2bNiAlpYWLFmyBA888AAiIyNx4sQJpKWl4S9/+QuampqwevVqCIKAsLAw8bU/+eQTvPPO\nOzAajVAoFHjxxRfx5ptvIiIiAj/5yU/Q0dGBO++8E++9955kv/7JkyejqqoKXV1d8PPzw/bt27Fo\n0SLU19dj+/bt+M9//gONRoOJEyfir3/9K3bs2IHdu3ejv78fNTU1+PnPf46bb74ZBw4cwN/+9jf4\n+/tDpVIhIyMDALB27VoUFhaivb0dkydPxpNPPokVK1bg8ccfR1JSEnbv3o1du3bhsccek+z34PSb\n9+k3pnnz5uHbb79FfX09/vd//xd6vR5arRaPP/44goODcf/996O7uxt9fX1YtWoV5s+fj3feeQeb\nN29GWFgYWltbAQDd3d3405/+hK6uLjQ1NeG2227DokWLsGTJEnz66adQqVR4+umnkZKSguuuu25M\nfi1z587FSy+9hJ/+9KfYvXs3li1bhjVr1qCrqwtFRUW45JJL8MMPP+DZZ5+FSqXChAkT8Ne//hUG\ngwGrV69GZ2cnYmJixNfLycnB5MmTcezYMXR3d+P5559HdHQ01q9fjw8//BAKhQLXXXcd7rjjDnz2\n2Wd4/fXXoVarER4ejmeffRYtLS1O+7NRXV2Nn/3sZ2hra8Pll1+Oe++9d9if+1/96lcIDAzEZZdd\nBm9vb2zbtg1KpRJpaWl45JFHUFFRgT/+8Y/w8vKCl5cXAgICAABvv/02PvvsM/T19SEoKAgvvvgi\n/vCHP2DRokVYsGABKioq8Pe//x2vvfaa3X6dF2r//v1Ys2YNPDw8sHz5crzwwgv4+OOPUVtbK8tf\n43Dv8d9//z1efPFFCIKAnp4erF27FgcOHEBzczNWrVqFlStXnvN94eGHH0Z7ezva29vx8ssv4+mn\nn0Z5eTkmTJggzkSUlZXhqaeegslkgk6nw2OPPYbe3l5s2rQJL7zwAgBgxYoVeP755xERETEmv063\nmBKPiIjAyy+/jEOHDiE7OxvXXHMNdu3aNezzjx8/jieeeAKbN2/Gnj170NzcjFdeeQU33HAD1q9f\njx//+MdWz33ttdewYcMGJCYm4ptvvsGyZcuwbds2AMCHH36IRYsW2f3XaMtVV12Fzz77DIIg4PDh\nw8jMzER7ezvWrVuH//znP9iwYQP8/PyQm5sLYDCIXn31Vbz88sviD+Ff/vIXrF27Fm+++SbGjx8v\nPs/f3x///ve/sXXrVuTn56OxsRHLli3D+++/DwDYunUrli1bJs0v3Ia///3vyMnJwfr163HXXXdh\nzZo1qKmpQXt7O1555RU888wzMJlMaGlpwVtvvYVNmzbh/7d370FRlW8Ax79LsiC7qCAXNRFFFDWH\nXVFzZSk1HdJSqVVAZWQqBbVRcgjBG14XL3hJTXeyglDA+2iMRIzajBJqiuMlZ7wiopgKIsYoO7sE\nu78/GI6Sl/oVhMj7+Ut3Du85zznve57zvmf3fQ0GgzScduPGDd5//32Sk5NJSkoiJSUFR0dH+vbt\nS25uLtXV1eTk5NSpM/9Wr169KCgowGq1kpeXx5tvvsnAgQM5duwYJ0+eJCAggPj4eDZu3EhaWhru\n7u7s27ePHTt20L17d9LT0xk3blydMn19fUlJSUGr1fLDDz+Qn59PVlYW27ZtIz09nUOHDlFQUEBm\nZiaTJk1i+/btDBkyhEePHr3UbcNsNmMwGEhPTyctLe2F2967d4+kpCQiIiLYu3cv8fHx7Ny5Ey8v\nL6qqqkhMTCQqKoqUlBT69OkDgMVi4ffffyclJYXdu3dTXV3N+fPn69T/PXv2MHbs2AaN86/k5+fX\nGRIvLi7GbDazbdu2Oj3Nphrj8+7xV69eZdWqVaSmphIYGEh2djbBwcG4urr+5aiCRqNhx44dnDhx\nArPZzK5du/j888+l0cn8/Hzi4uLYsmWLVGe0Wi1XrlyhvLycq1ev4uTkVG/JGppJD/vGjRsolUqW\nL18OwPnz54mIiKjTG3hyhtZOnTqhVCoBcHV1xWw2U1hYSEhICAB+fn5s374dgLZt2xIXF4dCoaCg\noAC1Wo2HhwcKhYL8/Hz279+PwWD4r0J9rlGjRrFo0SI8PDzo168fUNMQvb29pVj79+9Pbm4uKpVK\nGlJt37699ERZWlpKly5dgJpzcPPmTezs7CgrKyM6OhoHBweMRiN//PEHI0aMQKfTMWnSJIqLi3nj\njTcaIernq73eV65cYfPmzXz77bdYrVZatGhBt27dCA0NJTo6mqqqKiZOnMjNmzfx9vZGLpcDNQkO\nwMXFhS1btnDgwAGUSiVVVVUABAcHk5qaisViwd/fX/q7+mBjY0OPHj3IycnB1dUVuVzO22+/zeHD\nh7l06RJhYWHEx8czc+ZMAEwmE/7+/pSVlTFo0CAAVCoVLVo8bv69evUCoF27dpSWlnLlyhVu377N\nRx99BEB5eTk3btxgzpw5bN68mbS0NLy8vBg2bNhL3Ta6desmnfsn4631ZLvv2LGjtO3y5ctJTk4m\nMTERtVqN1WqlsLBQuu5+fn4UFBRgY2ODra2tVP/v3r1LVVUVAwYMQK/XU1ZWxtGjR4mOjm7QOP/K\nn4fET5w4IbXlJzXVGJ93j4+LiyMhIQEHBweKi4vx8/N7YTlP1ofa8/PkOenQoQPt27cHwM3NDYPB\ngL29PRUVFSiVSmQyGaNHjyYzM5Nbt27V+0NMs+hhX758WRoShJoL0apVK9q0acO9e/cAuHDhgrS9\nTCZ7qoyuXbty5swZoKYyADx8+JANGzbwxRdfoNfrsbOzky54SEgIBoMBd3d3nJ2dGzS+v8PDwwOj\n0UhqaiqjR48GauK8du0aRqMRgJMnT0qV9FnnwN3dnWvXrgGPz0FOTg537txh7dq1REdHYzKZsFqt\nODg4MGDAABISEqT9NSY7OzvpWv/222+Ul5cDNe/3Y2JiSE1NZfHixQwfPpzLly9TUVHB119/zYoV\nK1i6dCmdO3cmPz8fk8lEdXW19KWu5ORk1Go1q1evZvjw4dL179evH0VFRQ3W89BqtWzevJm33noL\ngL59+3LhwgUsFgtOTk60a9cOg8FAamoqU6dORaPR0LVrV86ePQvU1Pfah4tn8fLywtvbm61bt5Ka\nmopOp8PHx4edO3cyY8YMqbd68ODBl7ptPKsey+XyZ7Z7G5vHt8Ndu3axePFi0tLSuHjxImfOnKkT\nZ+0Xmi5dusShQ4dYt24d8fHxWCwWrFardOPW6/VotVpsbW0bMsx/5Ml4azXVGJ93j1+2bBnLli1j\nxYoVuLm5SXVQJpNhsViee1+o3QZqHnZq201xcTHFxcUAJCQkEBUVxcqVK+nevbtU9pgxY8jOziYv\nL096QK4vzaKHHRgYyLVr1xg7diwODg5YrVZiY2OxtbVl8eLFdOjQATc3txeWMW3aNGbNmkVWVpY0\nHKxUKvHz8yM0NJQWLVrQqlUrSkpKABg2bBhLlixh1apVDR7f3/Xee++RkZFBly5dKCoqwsnJiZEj\nRxIeHo6NjQ2dOnUiJibmqW+U11qyZAmxsbEolUoUCgWtW7fG19cXg8FAWFgYMpkMDw8PSkpK8PDw\nICQkhAkTJjTqu+tavXv3xtHRkeDgYLp27Spdw7i4OBYtWoTZbMZkMjFv3jw6d+7Mpk2b+PHHH7FY\nLERFReHs7ExERATjxo3D2dmZli1bAjBkyBD0ej1ZWVk4Ojry2muvUVlZiVwuZ9SoUWRnZ9OtW7d6\nj8ff35/58+eTmJgI1CQhR0dHevbsiY2NDfPmzSMyMhKr1YpCoSAxMRE/Pz9iY2MZP348Xl5eL7zB\n9ujRg4EDBzJ+/HgqKyvx9fXF3d0dX19fpkyZgkKhwMHBgcGDBzNo0KAm1TbCw8P/st37+PgwYcIE\nFAoF7u7uqFQqZs+eTVxcHElJSTg7O2NnZ4enpyctW7aUXjG4urpKcep0OgYPHkxGRsZ/Ftu/1VRj\nfN49Pi8vj7CwMFq2bImLi4t03P369SMyMpLk5ORn3heeNHToUI4ePUpwcDAdOnTAyckJgNGjR/PZ\nZ5/RqlUr2rVrx4MHD4Cajo1CoUCtVj9zVOdfsQoNwmg0WnU6nbW6urqxD6XRnDt3zjpr1qzGPoxG\n880331h3797d2Ifx0mkubePu3bvW8PDwxj6MBtUcYvwnIiMjrYWFhfVebrMYEv+vnT59mpCQECIi\nIp457NQcpKWlsWDBAj799NPGPpRGMXv2bI4dO/ZSvA54mTSXtnHgwAEmT55c77//f5k0hxj/XyaT\nCZ1Oh5eXF56envVevlgPWxAEQRCagFf3EVcQBEEQXiEiYQuCIAhCEyAStiAIgiA0ASJhC8JL7Nat\nW/Tu3ZugoCCCgoJ49913iYqKorS0tMH2+ejRI3Q6HUFBQVy/fl36PDAwsM7vlqOioggMDJT+bzQa\n6dOnDyaT6f/e58SJExttMRVBaCpEwhaEl5ybmxsZGRlkZGSQnZ2Np6dng34z9+LFi8jlcuk3+7U0\nGo00qUbt5DFKpZKioiIAzp49i1qtxt7evsGOTRCaM5GwBaEJkclkzJgxg6tXr3Lp0iWqqqqYP38+\noaGhDB06lMmTJ2MymVi3bh1r166V/m7OnDlkZWXVKau0tJQpU6ZIi5Xk5ORw//595s6dy+XLl5k6\ndWqd7TUaDadPnwbg3Llz9OrVC61Wy88//wzAqVOn8Pf3B2pmwBs7diwffPAB06dPlyaV+PXXXxk/\nfjwffvghn3zyiZTsa92/f5+RI0dy6NCh+j1xgvAKEAlbEJoYuVyOp6cnBQUFnDlzBltbW3bu3MnB\ngwcxm80cOXKEMWPGkJmZidVqxWg0cvz48acWIFm6dCkajYb9+/ezYcMG5s6di9VqRa/X07t3b776\n6qs62z/Zw87NzSUgIACtVktubi4AeXl5BAQEUFZWxpo1a0hKSuL7778nICCA1atXU1lZyfz581mz\nZg379u3j448/Jj4+Xir/4cOHREZGMn369HpdLEUQXhXNYmpSQXjVyGQy7O3t6d+/P23atCE9PZ2C\nggIKCwsxGo14eHjw+uuvk5eXx+3btxk0aNBTC5D88ssv6PV6oGaueZVKxblz56TFYP7M2dkZR0dH\n7t69S25uLuvXr6dt27bExsZSWVkprcN9+PBh7ty5Q3h4OFCzyEzr1q0pLCykqKiIadOmSWU+evRI\n+vfChQtxcXGp815cEITHRMIWhCamsrKS69ev4+3tzU8//cSGDRsIDw9Hp9Px4MGDOosQZGZmcvv2\nbWbMmPFUOX+eM8lqtVJdXf3CfWs0Go4cOYLRaJRWLfLx8SEzM5M+ffogk8morq7Gz89P6qGbzWYq\nKiooKSmhY8eO0rzTtcuW1oqIiODIkSNs376dsLCwf36CBOEVJYbEBaEJsVgsfPnll6hUKjp16sTx\n48cZMWIEY8aMwcXFhby8PCnpDh8+nOPHj1NaWopKpXqqLI1Gw549ewAoKiri9OnTqNXqF+5fo9Gw\ndetWNBqN9JlWq+W7775Dq9UCNUt3nj17VvqGucFgIDExES8vL8rLyzl16hRQs056TEyMVE7Pnj1Z\nuHAhGzdulFZEEgThMdHDFoSXXElJCUFBQUBNwu7Zsydr1qwBatbdjomJITs7G7lcjlqt5tatWwDY\n29ujUqnw8fF5Zrnz5s1jwYIF7N27FwC9Xo+bm1udn3L9Wf/+/SksLGTWrFnSZ1qtluXLl0sJ29XV\nlWXLljFz5kwsFgvu7u6sWrUKuVzO+vXrSUhIwGw2o1QqWblyZZ3yO3fuTFhYGEuWLGHTpk3/8IwJ\nwqtJzCUuCK8gq9VKRUUFoaGhpKSk4Orq2tiHJAjCvySGxAXhFXT+/HneeecdQkJCRLIWhFeE6GEL\ngiAIQhMgetiCIAiC0ASIhC0IgiAITYBI2IIgCILQBIiELQiCIAhNgEjYgiAIgtAEiIQtCIIgCE3A\n/wDeqfdqrVqhGgAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x11f519710>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"day_of_week = middle_fork.groupby('Day of Week').sum()\n", | |
"day_of_week['Percent Chance'] = day_of_week['Available # of Permits'] / day_of_week['Total Choices for this date:'] * 100\n", | |
"day_of_week = day_of_week.reset_index()\n", | |
"sns.factorplot(data=day_of_week, x='Day of Week', y='Percent Chance', size=7, order=days_in_order)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"At a quick glance, we probably don't want to try to get a launch on Mondays. \n", | |
"\n", | |
"Saturdays look like a good bet. Let's make sure that hasn't changed." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 26, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<seaborn.axisgrid.FacetGrid at 0x12151c588>" | |
] | |
}, | |
"execution_count": 26, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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45hTf7S+aMIcHTZgHSatf5tXKWj5rsHdpt4gi/5Eaz5XxMUO+tfsU/H5MW/IxHCvq0uwd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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x121592978>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"day_of_week_year = middle_fork.groupby(('Year', 'Day of Week')).sum()\n", | |
"day_of_week_year['Percent Chance'] = day_of_week_year['Available # of Permits'] / day_of_week_year['Total Choices for this date:'] * 100\n", | |
"day_of_week_year = day_of_week_year.reset_index()\n", | |
"sns.factorplot(data=day_of_week_year, x='Year', y='Percent Chance', hue='Day of Week')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Saturdays are still better than Mondays were.\n", | |
"\n", | |
"Hopefully that hasn't changed by month." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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FoujoaMOpaQAAAJjDMJV5eXlpxIgRFdp5kyZN9OGHH0qS/v73v5e6zX9fH/nqq69W6DgA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\nRK5CYII=\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x124149588>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"day_of_week_month_year = middle_fork.groupby(('Year', 'Month', 'Day of Week')).sum()\n", | |
"day_of_week_month_year['Percent Chance'] = day_of_week_month_year['Available # of Permits'] / day_of_week_month_year['Total Choices for this date:'] * 100\n", | |
"day_of_week_month_year = day_of_week_month_year.reset_index()\n", | |
"g = sns.factorplot(data=day_of_week_month_year, x='Month', y='Percent Chance', hue='Day of Week', col='Year', col_wrap=2, kind='bar', hue_order=days_in_order).set_titles('{col_name}')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"It's harder to see June, July, and August due to the higher chances of May and September, so let's filter them out." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"//anaconda/envs/py3k/lib/python3.5/site-packages/ipykernel/__main__.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n", | |
" if __name__ == '__main__':\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\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>Day of Week</th>\n", | |
" <th>First Choice</th>\n", | |
" <th>2nd Choice</th>\n", | |
" <th>3rd Choice</th>\n", | |
" <th>4th Choice</th>\n", | |
" <th>Total Choices for this date:</th>\n", | |
" <th>Available # of Permits</th>\n", | |
" <th>Week of Year</th>\n", | |
" <th>Percent Chance</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2012</td>\n", | |
" <td>6</td>\n", | |
" <td>Friday</td>\n", | |
" <td>410</td>\n", | |
" <td>370</td>\n", | |
" <td>322</td>\n", | |
" <td>368</td>\n", | |
" <td>1470</td>\n", | |
" <td>21</td>\n", | |
" <td>120</td>\n", | |
" <td>1.428571</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>2012</td>\n", | |
" <td>6</td>\n", | |
" <td>Monday</td>\n", | |
" <td>505</td>\n", | |
" <td>405</td>\n", | |
" <td>292</td>\n", | |
" <td>215</td>\n", | |
" <td>1417</td>\n", | |
" <td>15</td>\n", | |
" <td>98</td>\n", | |
" <td>1.058574</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>2012</td>\n", | |
" <td>6</td>\n", | |
" <td>Saturday</td>\n", | |
" <td>408</td>\n", | |
" <td>367</td>\n", | |
" <td>338</td>\n", | |
" <td>250</td>\n", | |
" <td>1363</td>\n", | |
" <td>19</td>\n", | |
" <td>120</td>\n", | |
" <td>1.393984</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>2012</td>\n", | |
" <td>6</td>\n", | |
" <td>Sunday</td>\n", | |
" <td>426</td>\n", | |
" <td>313</td>\n", | |
" <td>250</td>\n", | |
" <td>190</td>\n", | |
" <td>1179</td>\n", | |
" <td>16</td>\n", | |
" <td>94</td>\n", | |
" <td>1.357082</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>2012</td>\n", | |
" <td>6</td>\n", | |
" <td>Thursday</td>\n", | |
" <td>349</td>\n", | |
" <td>358</td>\n", | |
" <td>358</td>\n", | |
" <td>327</td>\n", | |
" <td>1392</td>\n", | |
" <td>16</td>\n", | |
" <td>98</td>\n", | |
" <td>1.149425</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Year Month Day of Week First Choice 2nd Choice 3rd Choice 4th Choice \\\n", | |
"4 2012 6 Friday 410 370 322 368 \n", | |
"5 2012 6 Monday 505 405 292 215 \n", | |
"6 2012 6 Saturday 408 367 338 250 \n", | |
"7 2012 6 Sunday 426 313 250 190 \n", | |
"8 2012 6 Thursday 349 358 358 327 \n", | |
"\n", | |
" Total Choices for this date: Available # of Permits Week of Year \\\n", | |
"4 1470 21 120 \n", | |
"5 1417 15 98 \n", | |
"6 1363 19 120 \n", | |
"7 1179 16 94 \n", | |
"8 1392 16 98 \n", | |
"\n", | |
" Percent Chance \n", | |
"4 1.428571 \n", | |
"5 1.058574 \n", | |
"6 1.393984 \n", | |
"7 1.357082 \n", | |
"8 1.149425 " | |
] | |
}, | |
"execution_count": 31, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"filtered = day_of_week_month_year[day_of_week_month_year['Month'] != 5][day_of_week_month_year['Month'] != 9]\n", | |
"filtered.head()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 33, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<seaborn.axisgrid.FacetGrid at 0x1256facc0>" | |
] | |
}, | |
"execution_count": 33, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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0tTAAAAC4HofhsV27dmrXrp0zagEAADdxZMOTjhtVMr8OQDIQHsPDw/Xzzz/r+PHjCgkJ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\ngg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x1261ced30>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sns.factorplot(data=filtered, x='Month', y='Percent Chance', hue='Day of Week', col='Year', col_wrap=2, kind='bar', hue_order=days_in_order).set_titles('{col_name}')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"While you're chances have decreased every year, you are still about 4 times more likely to score a Saturday launch in August, then a Monday launch in July. The Snake, Selway, and Main Salmon lotteries also have the same pattern." | |
] | |
} | |
], | |
"metadata": { | |
"anaconda-cloud": {}, | |
"kernelspec": { | |
"display_name": "Python [conda env:py3k]", | |
"language": "python", | |
"name": "conda-env-py3k-py" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.5.2" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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