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| { | |
| "metadata": { | |
| "name": "", | |
| "signature": "sha256:c3428181137a946496d92bdef074f0dd8f390f78b89a9313a04bd82a46aefc99" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import requests\n", | |
| "import json\n", | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "from pandas import DataFrame, Series, MultiIndex\n", | |
| "import datetime as dt\n", | |
| "from ggplot import *\n", | |
| "%matplotlib inline" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 448 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "r = requests.get('http://www.google.com/finance/getprices?q=AAPL&i=119&p=29d&f=d,o,h,l,c,v')\n", | |
| "split = r.text.split('\\n')\n", | |
| "df = []\n", | |
| "for word in split[7:]:\n", | |
| " df.append(word.split(','))\n", | |
| "data = DataFrame(df, columns = ['DATE','CLOSE','HIGH','LOW','OPEN','VOLUME']).dropna()\n", | |
| "for i in range(len(data.DATE)):\n", | |
| " data.DATE.ix[i] = data.DATE.ix[i].replace('a','')\n", | |
| "for i in range(len(data.DATE)):\n", | |
| " data.DATE.ix[i] = dt.datetime.fromtimestamp(int(data.DATE.ix[i])).strftime('%Y-%m-%d %H:%M:%S')\n", | |
| "data.DATE = pd.to_datetime(data.DATE)\n", | |
| "data" | |
| ], | |
| "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>DATE</th>\n", | |
| " <th>CLOSE</th>\n", | |
| " <th>HIGH</th>\n", | |
| " <th>LOW</th>\n", | |
| " <th>OPEN</th>\n", | |
| " <th>VOLUME</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0 </th>\n", | |
| " <td>2014-05-29 06:30:00</td>\n", | |
| " <td> 89.7043</td>\n", | |
| " <td> 89.7457</td>\n", | |
| " <td> 89.6829</td>\n", | |
| " <td> 89.6929</td>\n", | |
| " <td> 572880</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1 </th>\n", | |
| " <td>2014-05-29 06:31:00</td>\n", | |
| " <td> 89.84</td>\n", | |
| " <td> 89.8571</td>\n", | |
| " <td> 89.6814</td>\n", | |
| " <td> 89.7343</td>\n", | |
| " <td> 1040564</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2 </th>\n", | |
| " <td>2014-05-29 06:32:00</td>\n", | |
| " <td> 89.85</td>\n", | |
| " <td> 89.9214</td>\n", | |
| " <td> 89.8071</td>\n", | |
| " <td> 89.84</td>\n", | |
| " <td> 680211</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3 </th>\n", | |
| " <td>2014-05-29 06:33:00</td>\n", | |
| " <td> 89.9614</td>\n", | |
| " <td> 90.0571</td>\n", | |
| " <td> 89.8529</td>\n", | |
| " <td> 89.8636</td>\n", | |
| " <td> 1165822</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4 </th>\n", | |
| " <td>2014-05-29 06:34:00</td>\n", | |
| " <td> 90.0257</td>\n", | |
| " <td> 90.0871</td>\n", | |
| " <td> 89.9617</td>\n", | |
| " <td> 89.9617</td>\n", | |
| " <td> 622832</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5 </th>\n", | |
| " <td>2014-05-29 06:35:00</td>\n", | |
| " <td> 89.9671</td>\n", | |
| " <td> 90.0871</td>\n", | |
| " <td> 89.9671</td>\n", | |
| " <td> 90.03</td>\n", | |
| " <td> 408366</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6 </th>\n", | |
| " <td>2014-05-29 06:36:00</td>\n", | |
| " <td> 89.9429</td>\n", | |
| " <td> 89.9714</td>\n", | |
| " <td> 89.8929</td>\n", | |
| " <td> 89.9694</td>\n", | |
| " <td> 586096</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7 </th>\n", | |
| " <td>2014-05-29 06:37:00</td>\n", | |
| " <td> 89.9371</td>\n", | |
| " <td> 89.9643</td>\n", | |
| " <td> 89.87</td>\n", | |
| " <td> 89.9414</td>\n", | |
| " <td> 327635</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8 </th>\n", | |
| " <td>2014-05-29 06:38:00</td>\n", | |
| " <td> 89.8471</td>\n", | |
| " <td> 89.9371</td>\n", | |
| " <td> 89.8329</td>\n", | |
| " <td> 89.9363</td>\n", | |
| " <td> 448588</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9 </th>\n", | |
| " <td>2014-05-29 06:39:00</td>\n", | |
| " <td> 89.8514</td>\n", | |
| " <td> 89.8857</td>\n", | |
| " <td> 89.8286</td>\n", | |
| " <td> 89.83</td>\n", | |
| " <td> 620725</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10 </th>\n", | |
| " <td>2014-05-29 06:40:00</td>\n", | |
| " <td> 89.8371</td>\n", | |
| " <td> 89.8536</td>\n", | |
| " <td> 89.7471</td>\n", | |
| " <td> 89.8429</td>\n", | |
| " <td> 522858</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11 </th>\n", | |
| " <td>2014-05-29 06:41:00</td>\n", | |
| " <td> 89.7771</td>\n", | |
| " <td> 89.8814</td>\n", | |
| " <td> 89.7643</td>\n", | |
| " <td> 89.8443</td>\n", | |
| " <td> 389704</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12 </th>\n", | |
| " <td>2014-05-29 06:42:00</td>\n", | |
| " <td> 89.8143</td>\n", | |
| " <td> 89.8571</td>\n", | |
| " <td> 89.7743</td>\n", | |
| " <td> 89.7814</td>\n", | |
| " <td> 216643</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13 </th>\n", | |
| " <td>2014-05-29 06:43:00</td>\n", | |
| " <td> 89.9171</td>\n", | |
| " <td> 89.9243</td>\n", | |
| " <td> 89.8143</td>\n", | |
| " <td> 89.8171</td>\n", | |
| " <td> 263998</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14 </th>\n", | |
| " <td>2014-05-29 06:44:00</td>\n", | |
| " <td> 89.91</td>\n", | |
| " <td> 89.9471</td>\n", | |
| " <td> 89.86</td>\n", | |
| " <td> 89.9243</td>\n", | |
| " <td> 301539</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15 </th>\n", | |
| " <td>2014-05-29 06:45:00</td>\n", | |
| " <td> 89.9857</td>\n", | |
| " <td> 90</td>\n", | |
| " <td> 89.8771</td>\n", | |
| " <td> 89.9083</td>\n", | |
| " <td> 296079</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16 </th>\n", | |
| " <td>2014-05-29 06:46:00</td>\n", | |
| " <td> 89.9557</td>\n", | |
| " <td> 90.0043</td>\n", | |
| " <td> 89.94</td>\n", | |
| " <td> 89.9714</td>\n", | |
| " <td> 376894</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17 </th>\n", | |
| " <td>2014-05-29 06:47:00</td>\n", | |
| " <td> 89.9671</td>\n", | |
| " <td> 89.9743</td>\n", | |
| " <td> 89.8971</td>\n", | |
| " <td> 89.9471</td>\n", | |
| " <td> 190624</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18 </th>\n", | |
| " <td>2014-05-29 06:48:00</td>\n", | |
| " <td> 89.9529</td>\n", | |
| " <td> 89.9986</td>\n", | |
| " <td> 89.9</td>\n", | |
| " <td> 89.9743</td>\n", | |
| " <td> 296660</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19 </th>\n", | |
| " <td>2014-05-29 06:49:00</td>\n", | |
| " <td> 89.9228</td>\n", | |
| " <td> 89.9629</td>\n", | |
| " <td> 89.9057</td>\n", | |
| " <td> 89.9413</td>\n", | |
| " <td> 219499</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20 </th>\n", | |
| " <td>2014-05-29 06:50:00</td>\n", | |
| " <td> 89.83</td>\n", | |
| " <td> 89.9286</td>\n", | |
| " <td> 89.8129</td>\n", | |
| " <td> 89.9214</td>\n", | |
| " <td> 352366</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21 </th>\n", | |
| " <td>2014-05-29 06:51:00</td>\n", | |
| " <td> 89.7971</td>\n", | |
| " <td> 89.8486</td>\n", | |
| " <td> 89.7857</td>\n", | |
| " <td> 89.8357</td>\n", | |
| " <td> 354060</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22 </th>\n", | |
| " <td>2014-05-29 06:52:00</td>\n", | |
| " <td> 89.796</td>\n", | |
| " <td> 89.85</td>\n", | |
| " <td> 89.7957</td>\n", | |
| " <td> 89.8086</td>\n", | |
| " <td> 203161</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23 </th>\n", | |
| " <td>2014-05-29 06:53:00</td>\n", | |
| " <td> 89.8014</td>\n", | |
| " <td> 89.8514</td>\n", | |
| " <td> 89.7957</td>\n", | |
| " <td> 89.803</td>\n", | |
| " <td> 203350</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24 </th>\n", | |
| " <td>2014-05-29 06:54:00</td>\n", | |
| " <td> 89.8457</td>\n", | |
| " <td> 89.8571</td>\n", | |
| " <td> 89.7971</td>\n", | |
| " <td> 89.8114</td>\n", | |
| " <td> 283675</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25 </th>\n", | |
| " <td>2014-05-29 06:55:00</td>\n", | |
| " <td> 89.8714</td>\n", | |
| " <td> 89.8843</td>\n", | |
| " <td> 89.8429</td>\n", | |
| " <td> 89.8486</td>\n", | |
| " <td> 346262</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26 </th>\n", | |
| " <td>2014-05-29 06:56:00</td>\n", | |
| " <td> 89.9571</td>\n", | |
| " <td> 89.9686</td>\n", | |
| " <td> 89.8643</td>\n", | |
| " <td> 89.8714</td>\n", | |
| " <td> 237076</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27 </th>\n", | |
| " <td>2014-05-29 06:57:00</td>\n", | |
| " <td> 90</td>\n", | |
| " <td> 90</td>\n", | |
| " <td> 89.95</td>\n", | |
| " <td> 89.9643</td>\n", | |
| " <td> 233821</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28 </th>\n", | |
| " <td>2014-05-29 06:58:00</td>\n", | |
| " <td> 90.0616</td>\n", | |
| " <td> 90.0629</td>\n", | |
| " <td> 89.99</td>\n", | |
| " <td> 89.9986</td>\n", | |
| " <td> 486122</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>29 </th>\n", | |
| " <td>2014-05-29 06:59:00</td>\n", | |
| " <td> 89.9907</td>\n", | |
| " <td> 90.0629</td>\n", | |
| " <td> 89.9486</td>\n", | |
| " <td> 90.0579</td>\n", | |
| " <td> 335265</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11156</th>\n", | |
| " <td>2014-07-09 12:29:00</td>\n", | |
| " <td> 95.4643</td>\n", | |
| " <td> 95.47</td>\n", | |
| " <td> 95.45</td>\n", | |
| " <td> 95.4625</td>\n", | |
| " <td> 75650</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11157</th>\n", | |
| " <td>2014-07-09 12:30:00</td>\n", | |
| " <td> 95.47</td>\n", | |
| " <td> 95.48</td>\n", | |
| " <td> 95.4601</td>\n", | |
| " <td> 95.47</td>\n", | |
| " <td> 36792</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11158</th>\n", | |
| " <td>2014-07-09 12:31:00</td>\n", | |
| " <td> 95.4965</td>\n", | |
| " <td> 95.51</td>\n", | |
| " <td> 95.47</td>\n", | |
| " <td> 95.479</td>\n", | |
| " <td> 112874</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11159</th>\n", | |
| " <td>2014-07-09 12:32:00</td>\n", | |
| " <td> 95.49</td>\n", | |
| " <td> 95.52</td>\n", | |
| " <td> 95.49</td>\n", | |
| " <td> 95.5</td>\n", | |
| " <td> 70416</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11160</th>\n", | |
| " <td>2014-07-09 12:33:00</td>\n", | |
| " <td> 95.485</td>\n", | |
| " <td> 95.5</td>\n", | |
| " <td> 95.47</td>\n", | |
| " <td> 95.495</td>\n", | |
| " <td> 53929</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11161</th>\n", | |
| " <td>2014-07-09 12:34:00</td>\n", | |
| " <td> 95.4801</td>\n", | |
| " <td> 95.49</td>\n", | |
| " <td> 95.47</td>\n", | |
| " <td> 95.4839</td>\n", | |
| " <td> 57533</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11162</th>\n", | |
| " <td>2014-07-09 12:35:00</td>\n", | |
| " <td> 95.451</td>\n", | |
| " <td> 95.485</td>\n", | |
| " <td> 95.44</td>\n", | |
| " <td> 95.485</td>\n", | |
| " <td> 44770</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11163</th>\n", | |
| " <td>2014-07-09 12:36:00</td>\n", | |
| " <td> 95.4365</td>\n", | |
| " <td> 95.455</td>\n", | |
| " <td> 95.41</td>\n", | |
| " <td> 95.453</td>\n", | |
| " <td> 64357</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11164</th>\n", | |
| " <td>2014-07-09 12:37:00</td>\n", | |
| " <td> 95.43</td>\n", | |
| " <td> 95.44</td>\n", | |
| " <td> 95.41</td>\n", | |
| " <td> 95.43</td>\n", | |
| " <td> 36862</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11165</th>\n", | |
| " <td>2014-07-09 12:38:00</td>\n", | |
| " <td> 95.44</td>\n", | |
| " <td> 95.44</td>\n", | |
| " <td> 95.43</td>\n", | |
| " <td> 95.4396</td>\n", | |
| " <td> 23364</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11166</th>\n", | |
| " <td>2014-07-09 12:39:00</td>\n", | |
| " <td> 95.49</td>\n", | |
| " <td> 95.49</td>\n", | |
| " <td> 95.44</td>\n", | |
| " <td> 95.44</td>\n", | |
| " <td> 60664</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11167</th>\n", | |
| " <td>2014-07-09 12:40:00</td>\n", | |
| " <td> 95.52</td>\n", | |
| " <td> 95.545</td>\n", | |
| " <td> 95.48</td>\n", | |
| " <td> 95.485</td>\n", | |
| " <td> 113313</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11168</th>\n", | |
| " <td>2014-07-09 12:41:00</td>\n", | |
| " <td> 95.53</td>\n", | |
| " <td> 95.54</td>\n", | |
| " <td> 95.5</td>\n", | |
| " <td> 95.52</td>\n", | |
| " <td> 86467</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11169</th>\n", | |
| " <td>2014-07-09 12:42:00</td>\n", | |
| " <td> 95.51</td>\n", | |
| " <td> 95.55</td>\n", | |
| " <td> 95.51</td>\n", | |
| " <td> 95.54</td>\n", | |
| " <td> 64443</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11170</th>\n", | |
| " <td>2014-07-09 12:43:00</td>\n", | |
| " <td> 95.4968</td>\n", | |
| " <td> 95.52</td>\n", | |
| " <td> 95.49</td>\n", | |
| " <td> 95.519</td>\n", | |
| " <td> 55565</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11171</th>\n", | |
| " <td>2014-07-09 12:44:00</td>\n", | |
| " <td> 95.525</td>\n", | |
| " <td> 95.54</td>\n", | |
| " <td> 95.49</td>\n", | |
| " <td> 95.49</td>\n", | |
| " <td> 58504</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11172</th>\n", | |
| " <td>2014-07-09 12:45:00</td>\n", | |
| " <td> 95.5495</td>\n", | |
| " <td> 95.55</td>\n", | |
| " <td> 95.51</td>\n", | |
| " <td> 95.53</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11173</th>\n", | |
| " <td>2014-07-09 12:46:00</td>\n", | |
| " <td> 95.485</td>\n", | |
| " <td> 95.545</td>\n", | |
| " <td> 95.48</td>\n", | |
| " <td> 95.54</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11174</th>\n", | |
| " <td>2014-07-09 12:47:00</td>\n", | |
| " <td> 95.487</td>\n", | |
| " <td> 95.51</td>\n", | |
| " <td> 95.48</td>\n", | |
| " <td> 95.488</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11175</th>\n", | |
| " <td>2014-07-09 12:48:00</td>\n", | |
| " <td> 95.47</td>\n", | |
| " <td> 95.5</td>\n", | |
| " <td> 95.4635</td>\n", | |
| " <td> 95.48</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11176</th>\n", | |
| " <td>2014-07-09 12:49:00</td>\n", | |
| " <td> 95.4768</td>\n", | |
| " <td> 95.48</td>\n", | |
| " <td> 95.4499</td>\n", | |
| " <td> 95.475</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11177</th>\n", | |
| " <td>2014-07-09 12:50:00</td>\n", | |
| " <td> 95.45</td>\n", | |
| " <td> 95.4732</td>\n", | |
| " <td> 95.44</td>\n", | |
| " <td> 95.47</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11178</th>\n", | |
| " <td>2014-07-09 12:51:00</td>\n", | |
| " <td> 95.41</td>\n", | |
| " <td> 95.4599</td>\n", | |
| " <td> 95.4</td>\n", | |
| " <td> 95.45</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11179</th>\n", | |
| " <td>2014-07-09 12:52:00</td>\n", | |
| " <td> 95.38</td>\n", | |
| " <td> 95.4199</td>\n", | |
| " <td> 95.35</td>\n", | |
| " <td> 95.4199</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11180</th>\n", | |
| " <td>2014-07-09 12:53:00</td>\n", | |
| " <td> 95.38</td>\n", | |
| " <td> 95.41</td>\n", | |
| " <td> 95.37</td>\n", | |
| " <td> 95.38</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11181</th>\n", | |
| " <td>2014-07-09 12:54:00</td>\n", | |
| " <td> 95.37</td>\n", | |
| " <td> 95.39</td>\n", | |
| " <td> 95.36</td>\n", | |
| " <td> 95.38</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11182</th>\n", | |
| " <td>2014-07-09 12:55:00</td>\n", | |
| " <td> 95.375</td>\n", | |
| " <td> 95.43</td>\n", | |
| " <td> 95.36</td>\n", | |
| " <td> 95.37</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11183</th>\n", | |
| " <td>2014-07-09 12:56:00</td>\n", | |
| " <td> 95.37</td>\n", | |
| " <td> 95.3855</td>\n", | |
| " <td> 95.355</td>\n", | |
| " <td> 95.38</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11184</th>\n", | |
| " <td>2014-07-09 12:57:00</td>\n", | |
| " <td> 95.33</td>\n", | |
| " <td> 95.37</td>\n", | |
| " <td> 95.33</td>\n", | |
| " <td> 95.3632</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11185</th>\n", | |
| " <td>2014-07-09 12:58:00</td>\n", | |
| " <td> 95.35</td>\n", | |
| " <td> 95.36</td>\n", | |
| " <td> 95.31</td>\n", | |
| " <td> 95.336</td>\n", | |
| " <td> 0</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>11186 rows \u00d7 6 columns</p>\n", | |
| "</div>" | |
| ], | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 449, | |
| "text": [ | |
| " DATE CLOSE HIGH LOW OPEN VOLUME\n", | |
| "0 2014-05-29 06:30:00 89.7043 89.7457 89.6829 89.6929 572880\n", | |
| "1 2014-05-29 06:31:00 89.84 89.8571 89.6814 89.7343 1040564\n", | |
| "2 2014-05-29 06:32:00 89.85 89.9214 89.8071 89.84 680211\n", | |
| "3 2014-05-29 06:33:00 89.9614 90.0571 89.8529 89.8636 1165822\n", | |
| "4 2014-05-29 06:34:00 90.0257 90.0871 89.9617 89.9617 622832\n", | |
| "5 2014-05-29 06:35:00 89.9671 90.0871 89.9671 90.03 408366\n", | |
| "6 2014-05-29 06:36:00 89.9429 89.9714 89.8929 89.9694 586096\n", | |
| "7 2014-05-29 06:37:00 89.9371 89.9643 89.87 89.9414 327635\n", | |
| "8 2014-05-29 06:38:00 89.8471 89.9371 89.8329 89.9363 448588\n", | |
| "9 2014-05-29 06:39:00 89.8514 89.8857 89.8286 89.83 620725\n", | |
| "10 2014-05-29 06:40:00 89.8371 89.8536 89.7471 89.8429 522858\n", | |
| "11 2014-05-29 06:41:00 89.7771 89.8814 89.7643 89.8443 389704\n", | |
| "12 2014-05-29 06:42:00 89.8143 89.8571 89.7743 89.7814 216643\n", | |
| "13 2014-05-29 06:43:00 89.9171 89.9243 89.8143 89.8171 263998\n", | |
| "14 2014-05-29 06:44:00 89.91 89.9471 89.86 89.9243 301539\n", | |
| "15 2014-05-29 06:45:00 89.9857 90 89.8771 89.9083 296079\n", | |
| "16 2014-05-29 06:46:00 89.9557 90.0043 89.94 89.9714 376894\n", | |
| "17 2014-05-29 06:47:00 89.9671 89.9743 89.8971 89.9471 190624\n", | |
| "18 2014-05-29 06:48:00 89.9529 89.9986 89.9 89.9743 296660\n", | |
| "19 2014-05-29 06:49:00 89.9228 89.9629 89.9057 89.9413 219499\n", | |
| "20 2014-05-29 06:50:00 89.83 89.9286 89.8129 89.9214 352366\n", | |
| "21 2014-05-29 06:51:00 89.7971 89.8486 89.7857 89.8357 354060\n", | |
| "22 2014-05-29 06:52:00 89.796 89.85 89.7957 89.8086 203161\n", | |
| "23 2014-05-29 06:53:00 89.8014 89.8514 89.7957 89.803 203350\n", | |
| "24 2014-05-29 06:54:00 89.8457 89.8571 89.7971 89.8114 283675\n", | |
| "25 2014-05-29 06:55:00 89.8714 89.8843 89.8429 89.8486 346262\n", | |
| "26 2014-05-29 06:56:00 89.9571 89.9686 89.8643 89.8714 237076\n", | |
| "27 2014-05-29 06:57:00 90 90 89.95 89.9643 233821\n", | |
| "28 2014-05-29 06:58:00 90.0616 90.0629 89.99 89.9986 486122\n", | |
| "29 2014-05-29 06:59:00 89.9907 90.0629 89.9486 90.0579 335265\n", | |
| "... ... ... ... ... ... ...\n", | |
| "11156 2014-07-09 12:29:00 95.4643 95.47 95.45 95.4625 75650\n", | |
| "11157 2014-07-09 12:30:00 95.47 95.48 95.4601 95.47 36792\n", | |
| "11158 2014-07-09 12:31:00 95.4965 95.51 95.47 95.479 112874\n", | |
| "11159 2014-07-09 12:32:00 95.49 95.52 95.49 95.5 70416\n", | |
| "11160 2014-07-09 12:33:00 95.485 95.5 95.47 95.495 53929\n", | |
| "11161 2014-07-09 12:34:00 95.4801 95.49 95.47 95.4839 57533\n", | |
| "11162 2014-07-09 12:35:00 95.451 95.485 95.44 95.485 44770\n", | |
| "11163 2014-07-09 12:36:00 95.4365 95.455 95.41 95.453 64357\n", | |
| "11164 2014-07-09 12:37:00 95.43 95.44 95.41 95.43 36862\n", | |
| "11165 2014-07-09 12:38:00 95.44 95.44 95.43 95.4396 23364\n", | |
| "11166 2014-07-09 12:39:00 95.49 95.49 95.44 95.44 60664\n", | |
| "11167 2014-07-09 12:40:00 95.52 95.545 95.48 95.485 113313\n", | |
| "11168 2014-07-09 12:41:00 95.53 95.54 95.5 95.52 86467\n", | |
| "11169 2014-07-09 12:42:00 95.51 95.55 95.51 95.54 64443\n", | |
| "11170 2014-07-09 12:43:00 95.4968 95.52 95.49 95.519 55565\n", | |
| "11171 2014-07-09 12:44:00 95.525 95.54 95.49 95.49 58504\n", | |
| "11172 2014-07-09 12:45:00 95.5495 95.55 95.51 95.53 0\n", | |
| "11173 2014-07-09 12:46:00 95.485 95.545 95.48 95.54 0\n", | |
| "11174 2014-07-09 12:47:00 95.487 95.51 95.48 95.488 0\n", | |
| "11175 2014-07-09 12:48:00 95.47 95.5 95.4635 95.48 0\n", | |
| "11176 2014-07-09 12:49:00 95.4768 95.48 95.4499 95.475 0\n", | |
| "11177 2014-07-09 12:50:00 95.45 95.4732 95.44 95.47 0\n", | |
| "11178 2014-07-09 12:51:00 95.41 95.4599 95.4 95.45 0\n", | |
| "11179 2014-07-09 12:52:00 95.38 95.4199 95.35 95.4199 0\n", | |
| "11180 2014-07-09 12:53:00 95.38 95.41 95.37 95.38 0\n", | |
| "11181 2014-07-09 12:54:00 95.37 95.39 95.36 95.38 0\n", | |
| "11182 2014-07-09 12:55:00 95.375 95.43 95.36 95.37 0\n", | |
| "11183 2014-07-09 12:56:00 95.37 95.3855 95.355 95.38 0\n", | |
| "11184 2014-07-09 12:57:00 95.33 95.37 95.33 95.3632 0\n", | |
| "11185 2014-07-09 12:58:00 95.35 95.36 95.31 95.336 0\n", | |
| "\n", | |
| "[11186 rows x 6 columns]" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 449 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'DATE', y = 'HIGH'), data) + geom_line()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
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WobS0FGazGUeOHEHz5s1Rr149bN++HXv27EHz5s3Rr18/REZGAgCKiopQXFzscp7KykrH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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11ba8f090>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 450, | |
| "text": [ | |
| "<ggplot: (298836297)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 450 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "type(data.DATE.ix[0])" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 451, | |
| "text": [ | |
| "pandas.tslib.Timestamp" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 451 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "def get_Google_Finance(ticker):\n", | |
| " '''Returns a data frame containing minute data for the given ticker'''\n", | |
| " r = requests.get('http://www.google.com/finance/getprices?q='+ticker+'&i=119&p=29d&f=d,o,h,l,c,v')\n", | |
| " split = r.text.split('\\n')\n", | |
| " df = []\n", | |
| " for word in split[7:]:\n", | |
| " df.append(word.split(','))\n", | |
| " data = DataFrame(df, columns = ['DATE','CLOSE','HIGH','LOW','OPEN','VOLUME'], dtype = 'float').dropna()\n", | |
| " for i in range(len(data.DATE)):\n", | |
| " data.DATE.ix[i] = data.DATE.ix[i].replace('a','')\n", | |
| " for i in range(len(data.DATE)):\n", | |
| " data.DATE.ix[i] = dt.datetime.fromtimestamp(int(data.DATE.ix[i])).strftime('%Y-%m-%d %H:%M:%S')\n", | |
| " data.DATE = pd.to_datetime(data.DATE)\n", | |
| " data.index = pd.DatetimeIndex(data.DATE)\n", | |
| " \n", | |
| " return data" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 452 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "aapl = get_Google_Finance('AAPL')\n", | |
| "goog = get_Google_Finance('GOOG')\n", | |
| "phg = get_Google_Finance('PHG')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 497 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "def corrwnd(df1,df2,wnd,col):\n", | |
| " \n", | |
| " if len(df1) < len(df2):\n", | |
| " index = df2.index\n", | |
| " else:\n", | |
| " index = df1.index\n", | |
| " \n", | |
| " df1 = df1.reindex(index, method = 'ffill')\n", | |
| " df2 = df2.reindex(index, method = 'ffill')\n", | |
| " \n", | |
| " corr = []\n", | |
| " for i in range(len(df1)-wnd):\n", | |
| " rng = range(i,i+wnd)\n", | |
| " corr.append(df1.ix[rng].corrwith(df2.ix[rng])[col])\n", | |
| " corr = DataFrame(corr, columns = ['CORR'])\n", | |
| " dates = DataFrame(pd.DatetimeIndex(df1['DATE']).date, columns = ['DAY'])\n", | |
| " time = DataFrame(pd.DatetimeIndex(df1['DATE']).time, columns = ['TIME'])\n", | |
| " corr = pd.concat([dates,time,corr], axis = 1).dropna(0)\n", | |
| " \n", | |
| " return corr" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 458 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr6 = corrwnd(aapl,goog,60,'CLOSE')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'TIME', y = 'CORR'), data = corr6[corr6.DAY == dt.datetime.strptime('2014-07-07', \"%Y-%m-%d\").date()]) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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geGz8zJkzRU5FhqJUKuHm5sbiVmQscIn04MKFC/juu+9w+PBh7N+/HwMGDEBy\ncrJBHtva2hrr1q3DuXPnUK1aNZ2vh4aGYsOGDcLxrl27kJOT88z75efnw8fHR5j9TUSvJjU1VShu\nn3jea46I9M9ohihERETgyJEj0Gg0aNKkCdq2bav19Xv37mH79u3C7PG6deuiffv2YkSll/To0SOc\nOnUKbm5uaNWqldhxypSfnx8SExOF48jISBw5cgT9+/c3WIZKlSohMDAQw4cPx+XLl4Xe2fz8fEyb\nNg2LFy+GpaWlVs5nuX//PkaPHo3+/fvjzJkziImJQUREBJKSkmBtbY3evXtj4sSJOlszExHQrl07\neHl5ISwsDADg5OSEL774QuRUROWLURS4arUahw4dwsCBA2FnZ4d169bBy8tLZwvSqlWrGrRgoNcX\nEhKCIUOGICoqCiqVCj179sSqVavEjlVmnt7MQalUwtHR0eA5XFxcsHfvXrzzzjs6y9WkpaWVuIau\njY0NbG1tER8fr3X++PHjOH78uM71mZmZWLNmDbKzszFr1iz9PgEiCbCzs4O/vz9mzZqF3NxcfPHF\nF8KkUJK29PR0JCYmwt3dHRYWFmLHKdeMovslNjYWjo6OcHBwgFwuR4MGDfDPP/+IHYtKYe7cuYiK\nigJQPKP/2LFjOgWXlEycOBENGjSATCaDubk53nnnHXTt2lW0PK1bt36pCS3Ozs64fv06wsLCXmkb\nUbVajZ07d+Ls2bMljuMlKs9WrFiBwYMH4/79++jZsyeL23LC398fXbp0Qc+ePfH+++8jMjJS7Ejl\nmlH04Kanp6NChQrCsZ2dHWJjY7WukclkiImJwZo1a2Bra4uuXbvC2dlZ+P7MzEyt621sbJ65NJKp\nkcvlJjdRq6ioSOu4oKBAWA9Xiu3i7OyMAwcO4Pz587CyskKLFi1E/fh+0aJFuHz58gvfKLZp0waO\njo6wtbXFzz//jG+++ealxwpmZWWhb9++6NWrF1atWmU0M8RN8fXyLE9eK1J8zZiy57XLrl27sGrV\nKmRkZAAA/ve//6F+/fqoU6eOQTM+j1qtRkFBgdDDWB7apazl5eVhxYoVePDgAYDiT8wmT56M3bt3\nv/Y9pdIugDhtYhS/NV/mD6OLiwt8fHxgbm6OiIgIbN++HaNHjwYAXLlyBadOndK6vn379ujYsWOZ\n5KUXGzRoEG7duiVMtGrYsCFatGgBAM/chUsKqlatKnYEwYkTJ9C9e3fcunVLZwclMzMztGvXDoGB\ngUIh7u3um+tTAAAgAElEQVTtjRs3bmDFihU6E2SeRa1WY9euXXB1dcWyZcv0/hyomJRfM6aspHY5\nffq0UNwCQEJCAi5duoR33nnHkNGeaeXKlVi2bBny8/NRr1497NmzR3Kz/cV4vSQkJCA3N1frXEFB\ngc5QSzIcoyhwbW1ttcYGpqenw87OTuua/45lqVWrFg4ePIjs7GxYWVmhadOm8PLy0rrexsYGKSkp\nktga0cLCAnl5eWLHeCXdu3eHWq3Gvn37ULFiRfj6+iIzMxMODg5sFwNRKBQ4cOAAHjx4AJVKhevX\nr2Pr1q2QyWRo2bIlRo8ejaSkJCgUCqFdfvzxR/Tp0wfjx4/HrVu3hOK3QoUKcHd3R3x8PCIiIrQe\nR6PRYOPGjWjcuDG6d+8uxlPVYuzt8ir+2zZ8zRiP57WLh4cHFAqFcN7Gxgaenp4vNbmzrEVHR2Pm\nzJl49OiRcDxixAgsXbpU8u1iCC4uLkhISABQ3Pvq5eVVqnaXyusF+L+2MehjGvTRnsHV1RXJyclI\nSUmBra0tbt++jd69e2tdk5mZCWtra8hkMjx48AAajQZWVlYAioc0PF0QA0BiYqIktolVKBQm+Ty6\ndeuGbt26CcdPfuEUFhaa5PN5mqm0i7u7OwCgc+fO6Ny5s3D+6T8AT9rFzc0N/v7+Jd7r+vXrGDx4\nsPBL/ImsrCxs2LBB1HHHT5hKu7wKvmaMU0ntMnLkSNy8eRPXrl2DXC7H+++/j9atWxvF846MjBSK\n2yeioqJQVFRkFPn0RazXy5YtWzBhwgSkpaWhbt26mD59eqlySO31YmhGUeDK5XJ88MEH+PXXX6FW\nq9GkSRM4OTnh8uXLAIBmzZohJCQEly5dgpmZGZRKpU4BTMbp5MmT2LBhA2QyGXx8fNCjRw+xI1Ep\nNGrUCGfOnMGUKVMQEBCgNcHs6tWr2LFjB/r06SNiQiJxyeVybNiwAZmZmZDL5Ua17bWXlxc8PDwQ\nExMDoHi1l4YNG4qcSjqcnJywefNmsWPQ/yfTSHgKtFR6cC0tLU1ykfBr165h8ODBQo+Bm5sbjh07\nhooVK7JdjIhSqYSTk9Mrv15GjBiB/fv3axW5bdu2xY4dO8oi5kuTSrsAr982xkoqbfO8dklKSsKV\nK1fg4eGBunXripTw2U6ePIkFCxagoKAAjRs3xty5c2FtbS35djFFUnm9AP/XNoZkFMuEkTRt375d\n6+Ow2NhY/P777yImKhvp6eno27cvWrdujS5duuDMmTNiRzKIiRMnwt7eXuuchN8vE73QjRs30LNn\nT3z11Vfo1asXZsyYIXYkHR06dMDBgwdx9OhRzJ8/n5u1kGTxJ5vKjKurq9YKGQqFQhgPKiXjx4/H\n6dOnERUVhZCQEEyePFkyEwOex9PTE506dYK5uTmA4tVQIiMjS9wcgqg8mDNnjrD+d3p6Ovbu3Yuk\npCSRUxGVTyxwqcx8++23aN26NaysrGBtbY0OHTrg66+/FjuW3j094SolJUVnIodULVu2TNggQqPR\n4OHDh5g3b57IqYjE8fTEzfz8fJ012kmacnJysGzZMsyYMUN4k0PiMopJZiRNFhYW8Pf3R2hoKMzM\nzNCwYUPI5XKxY+mdq6ur1rGjo6OwCYnUyWQynQW8pTJmjOhVderUCbdu3UJWVhYAoGbNmpL81Iq0\n5ebm4vPPP8fVq1cBAIcOHYKfnx9q164tcrLyjQUulaknWy8DkOxYrwULFiArKwv379+HtbU1ZsyY\nUa72IK9Zs6bWNsy1atUSMQ2ReEaOHAlbW1ucPHkSFStWxLRp0yT5pp60/fXXX7h27ZpwHBMTg6VL\nl2L16tUipiIWuESlZGNjAz8/P7FjiGb16tWYOHEiTp48iYKCAmHnprffflvsaEQGN3DgQAwcOFDs\nGETlnjS71MioFBUVYffu3Vi9erWwTzdJh6WlJaytrZGcnIy0tDTcuHEDPj4+HHtI5c6TN3ecWFa+\ndOzYEY0bNxaOPTw8MHbsWBETEcAeXCpjarUagwYNwt9//43CwkL4+flhy5YtqFGjhtjRSI8iIiKg\nVquF44SEBERFRaF+/foipiIynICAAPz888949OgRXFxcMGvWLK2dA0m6VCoVdu7cifXr1yMtLQ0D\nBw5E1apVxY5V7rEHl8rUjRs3cO7cOWF28d27dzF37lyRU+lPfHw8+vbti/feew+DBw9Genq62JFE\n8WQlhSccHR11Jt8RSdmqVasQFxeHwsJCxMTEYMGCBWJHIgOytLTE6NGj4evry+LWSLAHl8pUXl4e\nioqKtM79t6fP1A0dOlSYXHD79m2MGjUKW7duFTmV4c2ZMwcJCQm4f/8+VCoVxo4dCwcHB7FjERmE\nWq3WWftaCjtpEZky9uBSmWrcuLHWXucuLi6SWQu3oKBAZ73b8jrG2NbWFjt37sTq1atRp04d/Pnn\nn4iMjBQ7FpFBmJmZaS0JJZfLUa9ePRETERF7cKlMWVhYYPv27Vi4cCFSU1MxZswY1KpVSxK9G0ql\nEjY2Nlrn7OzsREojvtDQUAwfPhxxcXEAioenBAQEwM3NTeRkRGVv7dq1mD59OqKjo1G7dm1MmTJF\n7EhE5RoLXCpz1tbWmDZtGpRKJZycnJCYmCh2JL1IT09HtWrVEBsbC6VSCVdXVyxcuFDsWKLZvHmz\nUNwCQFRUFAICAjibmMoFlUolqfkF9PK2bduGffv2wczMDD4+PmjVqpXYkQgscIleS15eHnr37i3s\nXOPo6AgfH59yvTqEvb291rGZmRkcHR1FSkNEVPYOHz6MefPmITU1FQBw//59BAYGwtPTU+RkxDG4\nRK/h5s2buHXrlnCcnJwMf39/EROJb8yYMXjrrbeEYwsLC1y9elVSkwqJpEKtViMtLQ0ajUbsKCYt\nKChIKG4BIDY2FseOHRMxET3BApfoNdy8eVNndQilUilSGuNgbW2N1atXC722OTk52Lt3b7ketkHl\nQ1FREbZv345FixaZxOTKM2fOoGPHjujYsSO6du1qEpmNlZubG2QymXBsaWmJN954Q8RE9ASHKBC9\nouvXr2PFihVaPZOurq6YNGmSiKmMQ2RkJJKTk4XjgoIC3LlzR8RERGVLo9Hgq6++wqlTp1BYWIgd\nO3Zg9erVaNasmdjRSqTRaDB16lT8+++/AIo3ZRk9ejQCAwNFTmaaxo8fjxs3biAkJARyuRydO3dG\nhw4dxI5FYIFLBpKfn4/Zs2cjLi4ODRo0wLfffqv1rteUBAQE6EyU69q1K2rWrClSIuNRq1YtODs7\nC8unmZmZoXr16iKnIio7oaGhCA4OFjaziY2NxfLly+Hn5ydyspLl5+cjIyND61x53aBGH56sFPTg\nwQOYm5vrbHpD4mGBSwYxbNgwHD9+HGq1GocPH0ZcXBxmzpwpdqxXlpGRgRMnTmidk8vlWmtglmee\nnp7w8fHBhg0bUFBQgHr16rFnmyRNrVbrjGM15nHnFhYWcHZ21lrxhBOiSsfMzIz/hkaIBS6Vufz8\nfISEhAi/9PPy8nDhwgWRU72eKVOmIDo6WjiWyWRo3bo1BgwYIGIq4zJw4EB4e3tDo9HAzIzD/Ena\n6tati7feegvBwcHQaDRwdnbG4MGDxY71XBs2bMD333+PlJQUuLm54ZdffhE7ksnatm0bTp48CScn\nJ0ydOhVWVlZiR6L/jwUulTmFQgGFQqFzzhQ9fPhQ61ihUGDChAmQy+UiJTJOMpnMZIegEL0KuVyO\n3377DStXrkRCQgI+//xzox1/+4SLi4vWqi+WlpbIyckRMZFpWrlyJVasWIHMzEwAQEREBAICAvjG\n3kiYZpVBJsXMzAwDBgzAL7/8gqSkJLi6umLUqFFix3plV65cQUhIiNY5d3d3jr0lKucsLCwwbtw4\nsWOQgZ04cUIobgEgPDwc8fHx3L3RSLDAJYMYMWIEPvjgA8TFxaFGjRqoXLmy2JFema+vL1JSUoRj\nS0tLLF++vFxvz/siarWavRkkabGxsViyZAnUajXGjh3LsZjlyNOf3Jmbm8PS0lKkNPQ0/uUhg6lV\nqxZ69+4Nd3d3saO8lqysLK1jZ2dnNG7cWKQ0xu3q1avo2rUrWrdujY8++khnaAeRFMTHx6NPnz7w\n9/fHjh070K9fP8TGxoodiwxk4sSJwhsaOzs7fPzxx9y90YiwwCV6SdWqVdM69vT05DjTEmg0Gowf\nPx537txBTEwMLl++jLFjx4odi0jvNm3ahHv37gnH9+/fx8aNG0VMRIbUtGlT7N+/H+vXr0dgYCB8\nfX3FjkT/wSEKZDCZmZn4+uuvER4eDktLS8yZM0dra1djt3r1aowfPx5xcXFwcnLC6tWrxY5klHJy\ncnTW1fzv5g9EUqFSqXTOcRZ9+REfH4+oqCg0b94clSpVEjsOPYUFLhmMj48PgoKChOOxY8fi6NGj\nJrPFrbW1NdasWSMcc+ZxySwtLeHg4ID4+HjhnCmOuSZ6kW+++QaHDx/GzZs3AQANGzbEN998I3Iq\nMgR/f38sWrQICQkJcHNzw+zZs/Huu++KHYv+gwUuGcyDBw+0jpOSkpCYmAhXV1eRElFZkMlkWL16\nNcaNG4f09HS4uLhg+fLlYsci0jsbGxvs2rULe/bsgUajwSeffAJra2uxY1EZ02g0WLNmjfAmPiYm\nBgsXLmSBa2RY4JLBODk5aR3b29vzYx2JqlWrFvbv3y92DKIypdFokJGRgY8//piFbTmiVquRn5+v\nde7pYxIfJ5mRwSxduhTt27eHp6cnvLy8MGvWLJibm4sdi4jolaWlpaFnz55477330KlTJ6xcuVLs\nSGQgT2/PrlAo0KBBAxETUUnYg0sG4+joiJMnTyIhIQFFRUVix3kliYmJmDx5MjIyMtC8eXP4+PiI\nHYmIRDRq1ChcvHhRON6wYQM++ugjeHh4iJiKDGXdunWYPn06YmJiUKdOHUyaNEnsSPQUFrhkcGZm\nZiZV4BYUFMDb2xu3bt0CAFy8eBGFhYWYNm2ayMlMQ35+PpRKJZdUI0lJTEzUOk5JSUF8fLxJFbjX\nr1/HkSNH0KBBA3Tv3p2v0VegUqkwd+5csWPQc0i2wM3NzYVSqYRCYfpP0czMTBK7o8hkMmRnZ5tc\nu8TGxiI6Olo4zsvLw6VLl9guL5CYmAhvb2/ExcXB2toas2fPRqdOnfR2/2eRSrsApvuaeRaptI1M\nJsPbb7+Nv/76C3l5eQCK18V+6623TOb57d69G5MnT8ajR4+gUqlw4sQJrVViTJGhXi/Xrl2Dr68v\n8vPz0bJlS0yfPr1M3hxI5fUCQJQ3T6b/G/MZVCoVMjIyUFBQIHaUUpPKclRKpRL29vbIysoyqXax\ntLSElZUV0tLShHMWFhZQq9Vsl+cYPny41ke4P/74I44fP17my8JJ5fUCmO5r5lmk0jZKpRLTp09H\ncnIygoODYW5uDl9fX1hYWJjM81u3bh0ePXoEoLhD6OTJk4iNjTXpnbgM8XpJTU3FkCFDhA0+bt68\nCZVKVSbD1qTyegEgynKgnGRG9AKOjo7w9vaGs7MzLC0thQly9HxPb+6Qnp7ODR9IMv744w8UFBRg\nyJAhCAwMNKlNa4DiFSCePn76HOkKDw9HTEyMcJyfn48rV66ImIieRbI9uGS8/Pz8sHv3bigUCowf\nPx5NmzYVO9ILjRkzBp9//jkeP36MmjVrSuZjo7Lk6emJ69evC8cVK1bksnAkCcuXL8eqVauQkpIC\na2trXLlyBdOnTxc71iv5/PPPERkZieTkZCiVSjRr1gwVK1YUO5bRc3FxgaOjo9D7DYD/bkaKBS4Z\n1I4dOzBr1iykpqYCAO7du4c9e/bAxcVF5GQv5uLiYhI5jcXChQuRl5eHqKgo2NjYYP78+ZDL5WLH\nIiq1PXv2ICUlBQCQlZWFP//8E9OmTYOZmel8KNq/f3+4u7vjwIEDqF+/Pry9vcWOZBI8PDzw9ddf\nw8/PD/n5+ahWrRpmzpwpdiwqAQtcMqjdu3cLxS1QvAPMqVOn0LdvXxFTUVmwtrbGpk2bxI5BRM/Q\nrl07tGvXTlJjPcva6dOncf78eVSvXh3e3t744IMPuPqEkWKBSwZVpUoVrWMrKytUrVpVpDRkKBqN\nhn8ESDI+/vhjxMbGIjU1FVZWVujUqZNJ9d7S67l9+zbGjh2Lhw8fAgAiIiLwxhtvoF69eiIno5Kw\nwCWDmjt3Li5evIjQ0FAolUp06dIFrVq1EjsWlZGioiKMHTsWV69ehVwuh7e3N4YOHSp2LKJSGTNm\nDFq2bIm9e/eicePG+OSTT8SORAawc+dOobgFgIcPHyIwMBBTp04VMRU9CwtcMigrKyvs2bMHERER\nUKlUcHNzEzsSlaFly5Zh//79KCwsBACsWLEC7dq1g5eXl8jJiEqnR48eaNGihSSWb6OX4+bmBrlc\nLmxUJJfL+TfMiPEzFTI4uVyOGjVqmMwvho0bN6Jz587o1KkTZsyYwaV0XkFoaKhQ3AJAUlISbty4\nIWIiotI5d+4cOnXqhNq1a6NPnz7IyMgQOxIZyODBg9GyZUtYW1vDxsYG77zzDr788kuxY9EzsMAl\nURw8eBA9e/ZE9+7dsXjxYrHjPNPVq1exdOlShIaGIiwsDNu2bcPvv/8udiyT8dZbb8Hc3Fw4dnZ2\nNoll4YhKkpOTgx9//BG3b99GREQE/vrrL0yYMEHsWGQAGRkZ6Nu3LyIiImBra4svv/wS27Ztk8QO\ng1LFliGDi4yMhK+vLxISEgAUD9SvUqUK+vfvL3IyXefPn9fanCA7OxvBwcH44osvRExlOkaOHImY\nmBhcvHgRCoUCX331FWrUqCF2LKLX8ujRI2F5sCfi4+NFSkOG5Ovri+DgYOF4165d+Oqrr7h0pBFj\ngUsG9/fffwvFLVC8juTp06eNssBt1qwZKlSoIGzTa2FhgUaNGomcynTIZDLMnz9f7BhEelG5cmU4\nOjpqFbkscMqH/27sABQPt4qLi2P7GzEOUSCDq1+/PmxtbYVjuVyO6tWri5jo2Vq0aIFhw4ahevXq\nqFatGj799FMMHjxY7FhEJAKVSoV58+ahQYMGqF27Njp16oQFCxaIHYsM4M0334RSqRSO3d3d+WmU\nkWMPLhlc8+bN4e3tjX379kGtVqNhw4bw8fERO9YzjR07FmPGjAEAruUqoszMTMycORNJSUno1q0b\nevfuLXYkKmcKCwuRmZmJUaNGoV+/fsjNzTX5VRQOHz6MnTt3wszMDJMmTULNmjXFjmR0NBoNHBwc\n4ObmhtzcXHh4eMDX1xf29vZiR6PnYIFLopgyZQq+++47LFmyBAkJCThw4AA+/vhjsWM9EwtbcRUW\nFuKLL77A5cuXAQBnz55FZmYmBg0aJG4wKjee/AyeP38eRUVFWLVqFXbs2AE7Ozuxo722v/76Cz/+\n+COSkpIAAP/88w/27duHSpUqiZzMuPj6+sLf3x+5ublQKpVo3bo1J8uaAA5RIFFoNBoMHz4cGzZs\nwP79+zFp0iSsX79e7Fg6Vq1ahV69euGzzz7DlStXxI5jstLS0jBr1ixMnjwZ9+/ff+Xv/+OPP3Dt\n2jXhOD09HYcOHdJjQqLnO3TokFDcAsDNmzcxZ84ckVOVzo4dO4TiFgDu37+PY8eOiZjIOJ0/fx65\nubkAgIKCAly5cgVqtVrkVPQi7MElUSQkJODOnTvCmrLp6ek4ePCgUe1y9euvv2LZsmXIysoCAHz3\n3XfYt28fnJ2dRU5mWjIzM/HZZ5/hzp07AIATJ07gt99+e+nxazExMZg2bZpQWDxx79495Ofnay1D\nRlRW0tLSdH4Gs7OzRUqjH09/xG5ubo7KlSuLlMZ4Pb0Ns1wu56d6JoA9uCQKc3NznfUD5XK5SGlK\ndvLkSaG4BYDo6GhcvHhRxESmKSgoSChugeKCddmyZS/9/Xv27ClxKab4+HiMGDFCLxmJXqR79+5a\n41Pd3NwwZMgQEROV3uTJk/HWW29BqVTC2toaXbp0QYcOHcSOZXQGDRokDNtwcHBAv379WOCaAPbg\nkigcHR3x3nvvISAgANnZ2XB1dcXo0aPFjqXFyclJ69jW1hbVqlUTJ4wJK2kh9Fd5M1O5cmWt7TGf\n0Gg0+Oeff0qdj+hlODo6wt/fH/PmzUNhYSEmTpyIGjVqmPQkMzs7O+zZswfh4eGQyWSoX78+C7en\n7Nu3D7/88gsAwNPTEwsXLkSbNm1ETkUvgwUuiWbOnDn44IMPcPbsWcjlclhZWYkdSYuvry/Cw8MR\nHh4Oc3NzfPjhh2jQoIHYsUxOjx49sHXrVmEMbfXq1TF+/PiX/v7evXsjKChIaxzcExyeQIbk6uqK\n5cuXQ6lUwsnJCYmJiWJHKjULCws0b94cOTk5YkcxOpmZmZg3bx6io6OFc5s2bWKBayJY4JKoHjx4\ngN9//x2PHz/Gxo0bMWTIEIwbN07sWAAAKysrBAQEIC4uDlZWVnB0dBQ7kkmytLREQEAAfv31V2Rl\nZaF///6vNI5ZLpfDz88PN2/exKlTp/Dbb7/h4cOHqFKlitH1+pN0LV68GCdOnIBcLsf48ePRp08f\nsSNRGXv06JGwyc8TT+9kR8aLBS6JasuWLXj8+DGA4olmu3fvho+Pj86gfrGYmZnB3d1d7Bgmz9LS\nEkOHDkVWVhZSU1NRWFj4Snu4m5mZoVGjRmjUqBH69euHe/fuoVq1apwQQwaxbds2/PLLL8KY/O+/\n/x4tW7Y0uk+dSL9cXV3h7OwsFLkymYybO5iQ164iLly4gF69eukzC5VDT4+rLCoq4vIrEvXrr7/i\n3XffRbdu3dC9e3fExsa+1n2cnZ3RokULFrdkMH///bfWhNO4uDicOnVKxERkCCqVCvPnz0fjxo3R\noEEDfPLJJ5g1a5bYseglPbfATU9Px4QJE9C9e3fMmDEDarUaFy9eRMeOHdGpUydUqVLFUDlJotq3\nby/0giiVSjRr1uyVevbKUlxcHIKCgjiRSQ8yMzOxcuVKxMTEIDk5Gbdv38bEiRPFjkX0Ujw8PLQm\nX9nZ2aFevXoiJhKfRqMRhpVNnz4deXl5YkfSu0mTJmHkyJGIjY1F5cqVsWTJElhYWIgdi17ScyuJ\nkSNH4tatW+jatSsCAwNx7do1nDhxAqNGjUJAQAB3O6FSmzJlCjw9PXH+/HnUrVsX3333ndiRAACn\nTp3CDz/8gNjYWNjb2+Prr7/G999/L3Ysk5WcnIzMzEytc6mpqSKlIXo1P/74I8LCwhAaGgqFQoFe\nvXqhWbNmkphk9rrmzp2LTZs2IScnBzKZDOHh4fjtt9/EjqU3J0+eRGBgoLDW8cmTJ7F06dJXmiBL\n4npugfvnn3/ixo0bqFy5MkaPHg1PT0+cPHkS7dq1M1Q+kjiZTIaBAwdi4MCBYkfRsmjRIuEj9NTU\nVOzYsQMjR47ku/fX5OLigipVqmhN0IiIiMDRo0fRtWvXV7qXRqPB8uXLcf78eVhaWmL27NlwdXXV\nd2QigUKhwIIFC2BmZgY7OztUqFBB7EiiO3v2rLDygkajQVhYGDIyMmBraytyMv0IDw/X2sijqKjo\ntXZhJPE8d4hCVlaWMM7N3d0dNjY2LG6pXHh6bHBhYaEkP4IzFKVSic2bN2v98cvIyMDEiRN1/q1f\nZPny5VixYgVOnz6No0ePYuDAgTrLhxHpS3R0NN5//31069YNvXr1wpEjR8SOZBSeXstaLpdLatm+\np4dhVqhQ4ZXfjJO4nlvgFhUV4cSJEzhx4gSOHz8OjUYjHD/5j0iK2rRpA0tLSwDFvcxeXl6ws7MT\nOZVp8/Dw0OlpTUhIwKBBg4Qtm5+Wn5+PuXPnolevXujXrx9u376Nc+fOaa3ZGRUVhcjIyDLNTuXX\nhAkTcOfOHSQlJSEqKgoLFy7km10AY8eOhZubG4DiLX8///xzSX3CVbNmTcydOxfNmzdHs2bNMHbs\nWHz44Ydix6JX8NwhCs7Ozvj666+F44oVK2odA8X7wRNJzaRJk+Dk5ITg4GC4u7tj8uTJYkeShOrV\nqyMsLEzrXHBwMO7cuaOziUZoaCj69++PR48eCeeio6PxxhtvaF1nY2PDNYpLkJSUhKysLLi7uxvN\nsnum6Omx49nZ2UhNTS33ywd26tQJe/bsweXLl1GrVi3JTbo7fvw4duzYARcXF/z0008cBmWCnlvg\ncrwJlVcymQxDhw7F0KFDxY4iKStWrEDbtm3x8OFD4Vxubi6SkpJ0rp0yZYpWcQsU/04aM2YMHj58\niKioKNjY2KB///5wcXEp8+ymZMaMGdi7dy/y8/NRs2ZN/Pbbb7C2thY7lklyd3fH9evXhU8ZKleu\nrLONt6nbuXMnVq1aBbVajXbt2mHKlCkvtWWvm5ub0IsrJX/99Re+//57YY320NBQ7N27l2OvTcxr\nv63Pzs7G8uXL9ZmFyrGEhARs3boVR44c4Tq4EmZpaYlFixZprcCiVqsxbdo0nSL3v+uOPmFra4uG\nDRviwIED2Lt3Lw4dOoQffvihzHObkjt37sDf3x8JCQlISUnBpUuXMGPGDLFjmaQtW7bg4sWLAIq3\nhX7rrbewadMmSfWIR0REYOrUqbh16xbu3LmDrVu3YuvWrWLHEpW/v79Q3ALFE85Onz4tYiJ6HS98\nlR46dAgLFy4UFrVOT0/H9OnT4enpiXXr1pV5QJK+sLAwfPLJJ5g8eTK+/fZbDBky5JljMg3l8OHD\nWLBgAa5duyZqDinq0KEDOnbsqHUuIiJC5/dJ7dq1tY4VCgX69euHunXrQqVSoX79+uy5LUF0dDTS\n09O1zpXn5axeV1FREdavX4+EhARoNBrk5+fDzMxMcj2WwcHBWp+UZGdnIzg4WMRE4nt6hzpzc3PY\n29uLlIZe13OHKMycORPz589H/fr18b///Q/Tp0/H0qVLUa1aNWzduhXdu3fXW5CIiAgcOXIEGo0G\nTZo0Qdu2bXWuOXToEP79918olUp8/PHH/OMmET///DOioqIAAAUFBTh9+nSJYzINZdKkScL6h7/+\n+gKPSosAACAASURBVCsmT57Mfef1rKQi4emPRGfOnInCwkLExsbC0tISM2bMgJeXl6Eimqy3334b\nnp6eiI6OBgBYW1vrvKGgF8vPz9eazAgU/36SmgYNGsDe3l5Yl1qhUOi8uSxvfvrpJ9y+fRuhoaGw\nsLBAx44d0aZNG7Fj0St6boG7ceNGnDp1Ck2bNkVwcDBat26NRYsWwcfHR68h1Go1Dh06hIEDB8LO\nzg7r1q2Dl5eX1jin8PBwJCcnY/To0Xjw4AEOHDjA8ZESUVhYqHVcUFAg2rJPOTk5OH78uLD+4ePH\nj7Ft2zYWuHo2ZMgQHDlyRNglrnbt2hg2bJjw9d27d2PhwoXIzMyEs7Mzli5diurVq4sV12Q8Ge6R\nk5MDpVIJpVIJV1dXZGVlQaPRvNS4Sio2f/58JCcnC8cKhQKNGjUSMVHZaNy4Mb755hts374dRUVF\naNSoEcaMGfPC7wsPD8e///6Lxo0bS66zqVKlSti3bx+Cg4Nha2uLt99+m68dE/TcAjcpKQlNmzYF\nALRs2RIqleqlfvBfVWxsLBwdHeHg4ACg+B3lP//8o1XghoWFCb9c3N3dkZubi8zMTNjY2Og9DxnW\ngAEDcP36dWHMU4MGDdCwYUNRsmg0Gp3hEWIPl5AiBwcHBAYGYv369QgLC0PdunWRmZkJR0dH5OTk\nYMaMGcLH6klJSZg4cSJ27typdY9ffvkF+/fvh0wmQ//+/fHFF1+I8VSMyrp163Do0CHk5+cDKH6z\nGBERgQULFuDRo0eYOnWqyAlNwz///IOdO3dq9djWrFkTc+bMETFV2fnxxx8xcuRIFBUVvdRatgsX\nLsTmzZuRmpoKNzc3/Pzzz+jQoUPZBzWQzMxMREZGokGDBsJeAGR6XjgGV61WQ61Wo6ioSFjj7sk5\nfU0GSk9P15qdaGdnh4yMDK1rMjIytNYhtbOz0xlnRqapS5cuWLVqFT7++GMMHjwY27dvF209RSsr\nK7z99tvCL/kKFSqgZ8+eomSROnt7e4SGhuL48eNYsmQJPvvsM1y5cgUDBgzQGTP69ISzI0eOYPny\n5bhx4wauX7+OefPm4dKlS4aMb5RCQkKE4va/cnNzsWXLFk6UeUkPHz7U+fvi4eGhs7mBlLzMRg23\nbt1Chw4dsGTJEmFIQ2xsLBYvXmyIiAZx8+ZNfPDBB+jVqxe6d++OTZs2iR2JXtNze3CzsrKgUGhf\n8t9jmUz2yrsQlaS0Xf/p6ek6axXa2NjoZDdVcrkcSqVS7Bil9qQ9SmqXjh07GsU4wZiYGBQWFuKN\nN95AxYoV8c033+D9998v8dry0C5lKSQkBOfOnRN6yR48eICJEyciJCRE59o6depo/VsfP34caWlp\nwnFycjJOnTqF1q1bS6ZdgFdvm65du+Lo0aM6HQQAkJeXh59++gmnT58WrVAzlbapWrUq7OzshJ8x\nGxsbdOnSRcgu1mumrLxMu4SEhGDgwIE6S/cBxRPyjKFd9dEu06dPFzaOiY+Px/r16zFo0CBROl1M\n5fXyMsR4rTz3Ee/evWuQELa2tlp/rNLT03V2jXreNVeuXBFWeXiiffv2RlEwka4nQ1GMTWpqKgYM\nGIDQ0FAAxRubWFlZSW7Ny2cxdLvY2NjovEH+999/da6rVq0atmzZovUHpk2bNti1a5ewo5S1tTXa\ntm0r2bZ62bYZNmwYEhMTsWfPHsTHxyM+Pl5riM2TTov/LtNG2uLi4vD1118Lf2+sra0xYcKEEpej\nM9bfZa9Do9EgKCgIISEh6NGjh84k3y1btpRY3JqZmaFLly5G9dorTbs8/cl0QUEBVCoVXzMm6LkF\nbrVq1YT/z8vLQ3JyMhwcHKBSqfQawtXVFcnJyUhJSYGtrS1u376N3r17a13j5eWFixcvomHDhoiJ\niYFKpRLG3zZt2lRndrWNjQ1SUlJ0JjCZIgsLC0lsDalQKODg4GC07XLkyBGhuAWKx35u3rwZ7du3\nL/F6tkvpuLq64s0338SFCxcAACqVSmdyoZ2dHZYvX67zcXHv3r1x8uRJnDt3DjKZDP+PvfsOaOL+\n/wf+TAh7I6CIiBu11jqwdW9x1dY6qnXgat1aa92rdfup1m1V1KqItQqtWm2tq2LV1q11I0OsgggC\nsiFA7vcHP/NtDCBKkkuO5+Mv7nLjlbyOyyt373u//fz80KpVKyQkJEgmL8Cb5WbkyJHqB/b69u2r\n8ePf2dkZKpVKtG7DTCE38+bN0xhtLyMjA7m5uRqfmbGfy16XpaUlxo4di59//hlZWVlYs2YNli9f\njs6dO6uXKewKnEwmQ6dOnTBlyhSj6IpOF3mpV68erl69ql6/UqVKov3PmML/S0m9yI1B9/mqBc6f\nP4/p06fj3LlzUKlUkMvlaN68Of73v/+hWbNmOgnCzMwM3bp1Q1BQEFQqFRo1agQ3NzdcvnwZAODr\n64tatWohPDwca9asgYWFBT788EP1+g4ODlpXfIGCvh+l0K2LQqGQxPt4IS8vzyjfj5OTE2xsbNQ9\nKAAFbXKLipV5Kb3du3dj1apViI+PR2JiIv744w+N1wcPHozGjRsXGtfq1auRnZ0NmUwGS0tL9TJS\nywvw5rkJCAjAhAkT8OjRI9jZ2WHFihWiFmTGnpv8/HycO3dOa74gCIXGbaznsteVmpqKEydOqLtF\ni4uLw7p169C+fXsABe8zJSUF1tbW6mVsbW0xePBgzJkzx+iK/NLkZf78+bC2tsaNGzdQrlw5LFmy\nRLT3Z+z/L8au2AL377//hp+fHwYPHoyvv/4aHh4eePLkCfbt24dOnTrh2LFjaN68uU4CqVmzJmrW\nrKkxz9fXV2Nal/3uEr2sfv36eO+993DhwgUolUrUqlULX331ldhhSZq1tTU+/fRTTJo0CbGxsRpf\noG+//fYre23R9d0kqbGzs8P27dvx6NEj/Pjjjzh16hS8vLxEe4jT2C1atAjh4eEa82rXri35Hjpy\nc3O1bs3/t2nL9OnT8dNPP6mX8fDwwKlTp2Bvb2/QOA1BLpdj1qxZYodBOlBsgTt79mwsWbIEEyZM\nUM+rXbs22rVrh7p162LOnDlaV1yITFFWVhYGDhyIf/75BzKZDA0bNsTu3btha2srdmiSN3LkSI0e\nEBwdHTFs2DCMGTOGn78O3L9/H0OGDMG///4LmUyGI0eOYO/evZJ5eEWXbt++rdEuXKFQYOnSpYXe\nIZQSd3d31K9fH6dOnVLfqY2KisJXX32F2rVr4+eff9YogDMyMvD06VPJFbj37t3DlClTkJaWhooV\nK+K7776TVDvrsqbYbsIuX76M4cOHF/ra0KFD2S0P6ZQgCIiMjERERITOuqArqVWrVuHChQvIzs5G\nVlYWrl+/jmPHjhk0hrJIpVIhLi5OY15KSgpu3rzJ4lZHVq5cqR7VTBAEXLp0id2FFSI/Px9Pnz7V\nmOfu7o7q1auLFJHhyGQyfP/996hTpw6Agv/LxMREbN26FXPmzNHqes7BwUFyD10JgoDx48fj2rVr\niIiIwJ9//qmXfv/JcIq9giuXy4ts/5GXlwe5/JXd6BKVSH5+PkaMGIGLFy8CABo1aoQdO3YYrGuR\nl7/YcnNztQov0j25XF7oVaBr164hNja20CF9qXgvj1hW2MAlhv4BaQo+//xzPHjwQD1tY2ODCRMm\noFy5ciJGZTgKhaLQQW1efvBToVBg4sSJcHJyMlRoBpGeno7k5GSNeS9/L5BpKbZCbd26Nb799ttC\nX/v222/RunVrvQRFZc+ePXtw6tQppKSkICUlBX/++Se2bdtmsP1/8sknGt3cVKpUiW2+DWTp0qWw\ntrbWmCeXyyXdqb4+pKenY8CAAWjevDnat2+Po0ePAgDGjx+v8UOhQYMGaNWqlVhhGq0bN25oNE8o\nX748/P39RYzI8ErSbKVLly6SbJNsZ2enMeAUgDLz40aqir08tmzZMrRo0QLXrl1D37594eHhgdjY\nWAQHB+Ovv/7C2bNnDRUnSVx0dLTGk6r5+fnq26qG0LRpUyxfvhw7d+6EXC7H5MmTUblyZYPtvyzz\n9fXFhg0bMGPGDMTHx8PCwgItWrRAhQoVxA7NpMyYMUOjS7D58+ejefPmePvttxEUFIQdO3bA2dkZ\n48aN40NmLymsl4SSDFkrNTNmzMAXX3xR5N2rihUrYv369QaOyjBkMhmWL1+OmTNnIi0tDRUqVMCa\nNWvEDotKodgCt27durh8+TK+/vprzJgxA8+ePYOrqys6duyIS5cuoUaNGoaKkySuV69e2L9/v/rE\n6u7ujt69exs0hk6dOqFTp04G3ScV6Ny5MypVqoRff/0V1atXR69evcQOyeQ8efJEYzopKQmxsbHw\n8fFBrVq10Lp1a2zatAlnz55Fjx498Omnn4oUqfGZMmWKRlHn4uKCUaNGiRiROFq3bo3jx4/jm2++\nQVBQkEaTBZlMhu7du0v64cTGjRvj2LFjWs18yDQVW+CeO3cOv/zyC3bt2qX12vTp0/HRRx+hadOm\neguOyo66devi22+/xaZNmwAAw4cPR6NGjQyy75ycHEyePBlhYWGwtrbG/PnzDbZv+j9vvfUW3nrr\nLbHDMFne3t44f/68etrV1RWVKlUCUNCTwqxZs9RtCsPDw1GhQgW8//77osRqTB4/foxjx45pPEhV\ns2ZN9OvXT8SoxOPi4gIHBwet9rhVq1bFnDlzRIpK/xISErBgwQJkZWXh448/hp+fn9ghUSkVW+Au\nXrwY48aNK/S1tm3bYvHixTh06JBeAqOyp23btmjbtq3B9zt37lwcPHhQfUKfNGkSjh49qtUulMiY\nLV68GKmpqYiIiICVlRXmzZun7oni5MmTGg/MpKSk4OjRoxoF7pEjR/DHH3/AyspKPTJcWZCZmanV\nS4CUr1KWRM+ePRESEqI+Ztzd3bFy5UqDPfRraBkZGejfvz/u3bsHALh48SK++eYbdOnSReTIqDSK\nPVqvX79eZII7duxYZBdiRKYkKipK42pFfHw8Hj16hFq1aokYFdHrsba2xtatWwt9zcfHR2OUPrlc\nrvHg2bx58xAUFKQeFjQoKAj9+/fH0qVL9R+4yKpVq4batWurR850dHTEBx98IHJU4qpbty5WrlyJ\nTZs2QRAEDBs2DE2aNBE7LL25cOGCxvDMiYmJ2LdvHwtcE1dsgZuWlgalUlnolazc3FykpaXpLTAi\nQ/lv7wkA4OzszAecSFLat2+PPn364Oeff0ZGRgYEQcCRI0fQt29f/PHHH9ixY4dGDwJKpRJHjx7F\n1KlT4eLiImLk+qdQKPDDDz9gyZIlePbsGbp3717mC1xAvDtqYnB0dISlpaVGl2gcJdH0FdtNmI+P\nj7qrmZcdP35c3Sk0kSlbtmwZmjVrBk9PT1SvXh0zZsyQ/MhFVPZMmTIFNjY2EAQBgiAgIiICkydP\nxoYNGzSK2xeSkpJw8+ZNESI1rNDQUAwbNgz3799H165dWdyWQY0aNUKHDh3URW2tWrUwb948kaOi\n0ir2Cu7kyZMxatQo5Ofn46OPPoJcLodKpcL+/fsxbtw4rFy50lBxEumNo6MjQkJCkJOTAwsLCz49\na0IyMzOxevVqJCYmYvDgwWjQoIHYIYlCEATs3bsXFy5cQIsWLdCnTx+tZVJSUtRNEF64fv16ocUt\nUHCXbsaMGdi/f79k72iEhYVhypQp6h4owsLC4OrqipYtW4ocGRmSTCbD5s2bcenSJSQnJ6NZs2a8\nyCEBxRa4AwYMQFxcHIYOHYr+/fvD1dUVz549g6WlJRYsWIABAwYYKk4ivWPfoKZFqVSif//+uHLl\nCoCCK3Hr169H+/btRY7M8ObOnYsff/wRWVlZ+PXXX3Hv3j2tJ94rV64Mb29v3LhxQz3vv31PF+bf\nf//F8ePHMXjwYL3ELbZff/1Vo3u1xMRE7N+/nwVuGaRSqeDr68sRWiXklZmcPHkyHj9+jEOHDmHF\nihU4dOgQYmJiMHnyZEPER6R3giAgKytL7DDoNV25ckWjWIuLi0NAQICIEYnn9OnT6mM4IyMDJ0+e\n1FpGoVBg9+7dsLOzK3QbMplMa2hkmUyGCxcu6D7gEoqOjsbly5eRkZGhl+1XrVpVY0AHuVzOAV7K\nGEEQ8OWXX6Jly5Zo2bIllixZInZIpCMl+qni6OioHp6vS5cuWsPZEelSbm4unj9/Xui46Lp28+ZN\n+Pn5oXXr1vDz89N4kpaMm7m5uVZzkrJ49SUvLw8pKSka84pqZuPi4lJk91+CIKBz5854++23Neb9\n+uuvooxetXjxYnzwwQfo06cP3n//fTx8+FDn+7CysoKLiwssLCzg6OiI1q1bY+zYsTrfDxmvHTt2\nYP/+/fj333/x8OFDBAYGIjQ0VOywSAfK3rcBGbUdO3agdevWaN++PXr37o3U1FS97m/q1Km4c+cO\nYmNjcfv2bUyZMkWv+yPdadSoEZo2bQozMzMABbfgy1r+VCoVhg4diqSkJPU8W1vbYkeCW79+faFt\nau3t7eHn54dBgwZpzFcqlVi2bBn69euHrVu34vjx4xpPm+vD3r17ERAQgMTEROTm5uL+/fsYNGgQ\nVCqVzvZx5MgRTJs2DXFxcVAqlXB1dcXmzZvLfB+4Zc3169c12qanpaXh6tWrIkZEusICl4zG06dP\nsX79evz77794+vQpLly4gNmzZ+ttf4IgaBXQL18JI+Mll8uxa9cufPPNN5g+fTpCQkLKXM8uCxcu\nRGhoqMbdjurVq2P8+PFFrmNlZYXBgwdrdINkaWmJcePGoVWrVnjrrbe0mjEIgoCzZ8/iq6++wtCh\nQ9GnTx91n7q6dufOHSxatEirfXBUVBS+/PJLne0nODhY44dBVFSUui9cKjvatGmjHhAFKLjLwTbY\n0iDNYUnIJMXGxiIxMVFj3rNnz/S2P5lMBnd3d41bn1J9WlyqFAoF+vfvL3YYojhz5gx++OEHraY8\nzs7Or1z3888/h1KpxPnz52FlZYWFCxeievXqAICGDRuib9++2LlzZ5FXTK9du4Z169Zh+vTppX8j\nL/ntt980Cs//2r9/P1q3bo2PPvqo1Pt5+aFSKysrPjlfBvXq1QsRERE4fvw4ZDIZPvnkE7z77rti\nh0U6wAKXjEb16tXh6emJBw8eACgoXurVq6fXfW7atAmTJk3Cs2fP4O7ujnXr1ul1f0S6cubMGaSn\np2vMs7a2xsiRI1+5rkwmw7Rp04p8feHChQgLC8Nff/1V5DIvhjXVterVq8PCwkJr+FygoH3+smXL\n0LZt2xIV8sWZN28e7t27h/v378PKygodO3ZEw4YNS7VNMk3Tpk0r9v+BTBObKJDRcHBwwLp169Ck\nSRO88847GDBgAGbMmKHXfVaoUAE//vgjTpw4gR9++AHlypXT6/5IP/Lz85GUlGSQBxONha+vr0ZT\nAjMzM4wZM0Yno0/JZDLs2rULbdq0UbdxftmlS5dw5MiRUu/rZT179kS3bt3g6uoKGxsbrddjY2Nx\n8eLFUu/n+vXrqFevHgYNGoQ9e/Zg48aN7AObSEJ4BZeMSsOGDXHgwAGxwyATcvr0acybNw9paWko\nV64cdu7ciYoVK4odlt55eXmhWrVqePToEezt7dGuXTuddt9oZWWFH374Affu3cPmzZtx7do1RERE\nqH9EJCcnIzAwEF27dkVeXh5WrlyJqKgotGjRolT95spkMmzYsAFxcXHIz8/HokWL8Msvv6hfV6lU\n+Prrr/H222+/cZ6/++47rF+/HikpKbCwsEBWVhZvSxNJjEyQ8CWPhIQE5Obmih1GqVlbW0uin1Zz\nc3O4ubkxL0bGlPMiCALatWuH8PBw9bxmzZohJCRExKh0p6jcXL58GWPGjEFsbCwAoGnTpti7dy8U\nCv1ds4iIiECPHj00Hsy0t7fHsWPH8PXXX+PEiRPIz8+HpaUlevXqhSVLlmj0MQu82f+MUqlE27Zt\ntboJa9SoEX755Zc3uuratWtXjT6UPT098eeff2o8eFccU/6fKQzPZcZJKnkB/i83hsQmCkRksrKz\ns7XaoaalpYkUjeGsX79eXdwCwNWrV3H9+nW97rN69epo3ry5RkGZlpaGsWPH4saNG+ohf3NycrBn\nzx40aNDgjYZzV6lUiImJwfPnzwEAFhYW6N69u9Zy//zzD9auXftG7+Xlolgmk5XJPpTLupycHIwe\nPRrt27dHt27dcP78ebFDIh3ifzQRmSxra2uUL19eY15SUhL+/fdfkSIyDDHaispkMmzZskWrnfq9\ne/cKjSclJQVbt27FnTt3SryP9PR09OrVC127dkXHjh2xbNkyAMCkSZNQtWpVjWXz8/Nx7dq1N3gn\nwCeffAIXFxcABf0Gd+rUSetqM0nf3LlzcfjwYYSFheGff/7BlClTtH4wk+ligUtGRxAEBAYGYuLE\nidi7d6/Y4ZCR27p1K7y9vdVFVmxsLFq1aoVJkyZJ8qGzmJgYREdHq684ymQyNGnSBA0aNND7vgsb\nyjYrKwvx8fGFLp+SkvJaneZ//fXXuHTpEhITE/HkyRMEBQUhIiICtra22LJli0Y3XjKZDF5eXm/0\nPgYPHozvv/8ekyZNwtq1a7Fo0aI32g6ZtqioKI1zRHx8PB49eiRiRKRLfMiMjM7MmTMRHByM7Oxs\nHDlyBPfv38fcuXPFDouMlIeHB1xdXTXaaObl5SE4OBhRUVH46aefTH50qszMTJw+fRp//vknjh07\npvEl7ObmhqCgIL22v/2vDRs2wM/PT6MpyMuDMvzXxo0b4efnB3d391du++V+r5OTk/H48WPUqFED\nderUwaRJk7Bz507k5eWhVq1amDNnzmvHn5iYiGnTpuH58+eoW7cuOnbs+NrbIGl4ud/zcuXKlYkH\nVMsKXsElo/JixKQXQ4FmZmbi1KlTIkdFxq6orqyuXr36Ru1AjUlycjLef/99DBkyBNu2bdO6wqRQ\nKAx6pbpy5crF9jjw8o+J6OhorFixokTbbtGihUbXYN7e3qhfv756etSoUThy5Ajeffdd5Ofn45tv\nvlG3/S0JQRDg7++P33//HefPn8fOnTv1OloiGbdly5ahdevW8PLyQs2aNTF79mw4OjqKHRbpCK/g\nktEp7AEQfcjNzcXWrVsRExODPn36GOQWL+nHlClTMGrUKCQnJ2vMFwQBv/76K6ZMmVJkEWzsZsyY\ngVu3bhX5erly5bRG5dK3xYsX4/Lly4UObV27dm3cvHlTY15Jn2j/9NNPkZaWhjNnzsDc3ByzZs1S\nt5X97zIvBqD466+/kJKSUuICOjExETExMerp/Px83L59u0TrkvTY2dlhz549yM/PN9nzAxWNV3DJ\nqMhkMnz00UfqX9HOzs7o16+fzvejUqng7++PJUuWYPv27Rg+fDhCQ0N1vh8yjBYtWuD48ePo2rWr\n1hdVZGQk2rVrZ7K9KxRWRL5ga2uL7777zoDRFPDy8sLu3bu1HjirUqUK1qxZgzp16qjnWVtb4623\n3irRdgVBwJAhQxAcHIx9+/Zp/ejMzMxEdHS0ejovL0+rmC7O7t27tX4EWVtbl3h9kiYWt9LEApeM\nzuTJk7FlyxZMmzYN33//fYmGHn1d9+/fx9WrV6FSqQAAT58+RUBAgM73Q4bj4eGBrVu3YuXKlVrt\nUSMjI/Hpp5+KFNmbEwQBVlZWRbYhbtGiBapVq2bgqAo0bNgQgYGB6N69O5o1a4b58+fj8OHD8PHx\nwY8//ggPDw8ABQ+hLVy4EP379y+2rW5kZCQ6d+6Mjh07on379vjjjz+0lrG0tNTq7aCkV6/v3r2L\nLVu2aMTg4uKCxYsXl2h9kp709HTcv3+fPSdIFAtcMkotWrTA559/rrfRhQpr9sBhOqWhZ8+eWg+P\nAAVtQYsrsIzRwoUL8eOPP6pv8SsUCtjb26NChQp499138e2334oaX4MGDRAQEICQkBB8+umncHZ2\nBlBQ1Obk5KiXy8vLw5kzZ/DJJ58Uua1p06bhzp07iI+PR2RkJObPn6/VttjMzAyjR4+Gh4cHzM3N\n4eLigo8++qhEsZ47d07r6m2TJk1Qq1atkr5dkpA//vgDnTt3xgcffIAuXbrg9OnTYodEOsYCl8qk\nWrVq4d1331XfmvLw8MDYsWNFjop0wd7eHqNGjdK66mllZWVytyIvXLigUSg6Ojri1KlTOH/+PPbv\n36/VPtVYWFpaFvpZnzp1CgsXLix0nZebkGRkZKgfNv2vwYMHY9q0aXBwcEBSUhKWLl2Kr776qth4\n/v33X607NFZWVhyetwxbsmQJoqOjkZaWhgcPHvBKvgSxwKUySSaTYceOHVi4cCHGjBmDXbt2oUWL\nFmKHRToyfPhwbNmyBZUqVYKtrS28vLzw5ZdfmtxV+pdvv1tZWcHe3t7ouz1zd3dHx44dtT5vlUqF\nLVu24IMPPsDmzZs1XvP29taYLl++fJHtY3fv3o3ExEQABYXwb7/9hszMzCLjmT9/vsbDZQDg6+uL\nUaNGlfg9kbS8PARuYT+myLRJtheF7OxsmJubG6xvSH2Sy+WSeBBCJpMhMzPTqPIyevToN16XeTFO\nL/LywQcfoFWrVhg/fjwiIyOxadMmODk5oXPnzmKHWKwXT/bfuHED8fHxsLCwQG5uLlxdXTF8+HCD\nj+f+ptavX48KFSpg7dq1Gl155efn48qVKwgLC4ONjY26jf3mzZsxceJEREdHw8nJCevWrSvx/5dK\npYKZmVmhy584caLQ288ff/yxRpdkr0Oq/zOm7nXyUrNmTY0HFmvUqGF0n4FU8gKINPqiIMWhfv6/\nhISEEndPY8ysra21fm2aInNzc7i5uTEvRkbKeVm0aJHGg0VeXl44fPgwXF1dxQyxSEqlEoMGDcL5\n8+e1+ndt3rw5goODRYrszX3zzTdYv359of3Venp64uzZs689TO769euxfv16pKWlQS6Xo02bNggK\nCip02T59+uDvv//WmFenTh388ssvb1zgSvl/xpS9Tl4yMzMxY8YMxMTEwMvLC0uXLjW6YlIq2PI2\nBAAAIABJREFUeQH+LzeGxCYKZNRe9HKga9nZ2Thw4AB++umnYm9tkmm7d++exoNlMTExiIiIEDGi\n4gUEBODcuXOFFoNJSUkiRFR6U6dOha+vb6GvxcTE4IsvvnjtbY4fPx5ff/013N3dYWNjg/DwcCxf\nvlxruX/++Qf//POPxjxra2t89913b1zckjTIZDLMmTMHwcHBWL16tdEVt1R6LHDJKKWlpaF///5o\n3rw52rdvj6NHj+ps21lZWejbty/GjRuHiRMnonfv3ibbRyoVz8vLS2O6fPnyqFy5skjRvNqNGzeK\nfM1UR1iSyWRYtWpVkZ/7i4I+ISEBt27dQkZGRom2Gx4ejoSEBKSnp+Px48fYtGmTxpXa3NxcDBs2\nTOsH7HvvvYeaNWu++Rsik7dt2za0a9cOfn5++PDDD032xyMVjwUuGaXp06fjzJkzePToEcLCwrBg\nwQKd9VUYGBiIq1evqqdv3LghSmf5pH9fffUVOnToAC8vL1SvXh2TJ0822rHmQ0NDtW6lAwUFYqVK\nlbBq1SoRotINb29v7Nq1C7169YKtra3GawkJCfDz80PXrl3x0UcfoVu3brh79+4rt/nw4UONbsSy\ns7Mxbtw4PH36FCqVCoMGDcLTp0811nFxccGOHTtM7mFD0p2EhARs3LgRjx49QkJCAq5evYpZs2aJ\nHRbpAQtcMkovfzElJSUhLi5OJ9su7GotO/qWJisrKwQGBuLw4cPo2rUrHj58qH763tgEBARoXUny\n8fHBypUrcfXqVa1eBkxNjRo1sHXrVnzzzTdabW7v37+PJ0+eIDMzExEREZg7d+4rt9e8eXOt7Tx9\n+hQrVqzAzJkzce7cOa113nrrLaPvgYL06+nTp1qjA77cPzJJAwtcMkovf5m7urrC09NTJ9seOHAg\nqlatqp6uXLkyRowYoZNtk/FJSkrCxx9/rH4wqXfv3kZZ5L58VdHOzg4BAQGYNGmSSBHpR8+ePVG/\nfn2NeS8/6/zfvn+LMmzYMDRv3lxr/sGDBxEUFKS1TWdnZ96pIVStWlXjLo65ubnW8UjSwAKXjNLi\nxYvRtWtX1KpVC++88w5WrFihs4cAPDw88MMPP6B3797o1asXdu3ahSpVquhk22R8tm/fjrCwMPV0\neHg4Nm3aJGJEhRs7dqx6eFuFQoF3330XPj4+IkelH6NGjYK7u7t6+r/FqEKhKFHBIZPJsHHjRq3P\nqLA2vDY2NggICDDagTHIcFJSUlCrVi24ubnhrbfewuDBgzFz5kyxwyI9MP0O/EiSrK2tsXXrVr1t\nv3Llyli7dq3etk/0ulq0aIFdu3YhJCQEnp6e8Pf3h1wuzWsQ3bp1Q6VKlbBixQqcPHlS47WqVati\nwYIFJdqOg4MD1q9fjx49ehTZUb+ZmRkmT55c6NVeKluePXuGfv36ISoqCkDB98ynn34q2f+zso5Z\nJSJJGz58OGrXrq2ednFxQffu3UWMqGh16tTB3LlzMXz4cEkMIFAcJycnrS68gILP4HWGVC5Xrhzs\n7e0Lfc3MzAwDBw7EmDFj3jhOko6goCB1cQsUDOH88oh6JB0scMmoCYKAJ0+e4NmzZzrZXm5uLkaP\nHo3WrVujQ4cO2L9/v062S8bL2dkZwcHBqFatGuRyOZKSkjBy5EhcuXJF7NDKtJUrV2r9Xzs5Ob32\n8Lnly5cvdJhtc3NzbN26FUuXLi1VnCQdhTVzY/+30sUCl4xWbm4u/P390aVLF3Tq1Alffvml1oMj\nr2vp0qX49ddfERkZiXv37mHJkiV48uSJjiImYxUfH4/4+Hj1wCExMTFYvXq1yFH9n5SUFAwfPhzd\nunWDv79/meiXs7D/5eHDh6NBgwavva3169ejb9++6mLF0dEREyZMgJ+fX6njJOnw9/dHw4YN1dN1\n69bFhAkTRIyI9Ena98DIpK1duxahoaHqouTgwYPqYvdNhYeHa4yO9uTJE0RGRqof7iFpysvL0xoV\nT1+j5L2JsWPHIjQ0VD09cuRIhISEiBeQAXzxxRe4dOkSHj58CAB4++2337gpgUwmw+rVqzF06FD8\n9ddfaNSoEZo2barLcMnECYKAgIAAKBQK1KhRA127dsW4ceOKbN5Cpo9XcMloRUdHaxQhWVlZCA8P\nL9U2a9SoofFAgYeHB6pXr16qbZLxq127Nt555x31tLu7O4YOHSpeQC95/PixxnRsbGyp71YYuypV\nqmDfvn0YOXIkvvjiC4SEhJR6+NwGDRpg7NixLG5Jy7Zt27B+/XpcunQJEREROHz4MHJzc8UOi/SI\nV3DJaL3//vv4448/8Pz5cwAFxWhpbznOmjULT548we3bt2FhYYHx48fz6m0ZoFAoEBQUhLVr1yIu\nLg79+/fHu+++K1o8WVlZOH36NI4ePYqMjAzExMRovG5nZ1cmRtuqVKkSvvrqK7HDoDLgzJkzGsM2\nR0dH4+bNm2jTpo2IUZE+scAlo9W5c2fMmDED+/fvh0wmw7hx41CjRo1SbdPc3Nwo+0Al/bOyssLI\nkSMxZcoULFq0CJ6enlixYoXW0LH6dvv2bQwbNkyrqH3ByckJixcvNmhMRFL3ch/ITk5OOhs8iIwT\nC1wyaoMHD8bgwYPFDoMk4rPPPsNff/0FALhy5QqysrKwY8cOg+z7+fPnmDRpEk6ePFls+18fHx80\nadLEIDERlRWDBw/G33//jefPn8PW1hZ9+vQp9QUTMm5sg0tEZYIgCFptXaOjow2y31mzZqFhw4Y4\nfvz4Kx9uc3Jy0ntMRGXJzz//jBEjRuDRo0cAgA8//JCjl5UBLHCJqEyQyWRazRFK+1BTSSxfvhy7\ndu2CUqksdjmZTIbq1avjf//7n95jIipLtmzZgvj4eABAWloajhw5gvz8fJGjIn1jgUsmQxdPlSuV\nSjx69AhZWVk6iIhMzdy5c1GtWjW4uLigZs2aWLRokV73d+LECWzatKnIq7ZWVlaoXr06WrVqhVWr\nViE0NBRubm56jYmorHn5/y8/Px95eXkiRUOGwja4ZPR27tyJ7du3Izc3F++88w7WrVv3WkN5vnDr\n1i2MHz8ez549g6OjI+bNm4fOnTvrIWIyVm3atMGJEyfw+PFjpKWloWLFijrdvlKpxO7du3Hw4EEI\ngoDbt28jJydHazmFQoGmTZti69at7IeTSM+aNGmCiIgIZGdnQ6FQoGHDhrC0tBQ7LNIzFrhk1KKi\norBq1SokJCQAKOgv1NvbG9OnT3/tbc2aNUvdj25ycjKWLl0KPz+/MtEdE/2fuLg4fPbZZ3j06BEc\nHBwwbNgwjB8/vtTbTUpKQs+ePREVFVXs3YZWrVphw4YNKFeuXKn3SUTF27x5M44cOYK8vDzY2tqi\nd+/eer9zQ8aBTRTIqN2+fVtd3AIFI1Ldv3//jbb13z4QX0y/ql0kSc/s2bMRFhaGzMxMxMXFYceO\nHaUeGlcQBAwaNAiRkZHFFrcdOnTAnj17WNwSGUBWVha+//57xMXFIS8vDxkZGQgPD3+jO4Bkeljg\nklGrX78+3N3d1dPm5uZ466233mhb1apV05j29PTkbaoyqLAfOi8GE3lTixcvxs2bN4tdxtPTE99/\n/z3vGBAZSFpamlYTocKaDJE0sYkCGTVvb2/MnDkTAQEByMvLQ8OGDTFp0qQ32taaNWtgbW2N6Oho\nlCtXDitWrNBxtGQKfH19ce3aNfXVey8vL3h5eZVqm6dPny62+y87Ozvs27cPCgVPuUSG4ubmhsqV\nK6vvAlpYWKBx48YiR0WGwrMtGb2PP/4YH3/8cam3Y21tjTVr1uggIjJlM2fOhLm5OS5dugR7e3ss\nXboU5ubmb7y9v/76C1FRUcUu06NHD1SpUuWN90FEr08mkyEwMBCzZ89GUlISGjZsiClTpogdFhkI\nC1wyCVlZWViwYAGePHkCX19fjBs3jrd66Y3IZDJMnTpVJ9vKycnBjBkzkJ2drZ6nUCjg5+eH8PBw\n5OTkoEaNGli4cKFO9kdkbO7evYsdO3bA2dkZEydONEjf0iV14MABbN68GXl5eWjZsiWmTp3K740y\nhAUumYRhw4bhzJkzAIA///wTSUlJmDdvnshRkSk7e/Ystm3bBoVCgenTp7/RsJ0JCQlITk7WmFe9\nenVs2bIFQEH/m3I5H3Ugabp+/To+++wzxMbGAgDOnTuH4OBgWFlZiRxZQQ888+fPVw/w8ODBA3h6\neuLTTz8VOTIyFJ55yeilpKSou/cCCq6aXbhw4bW38/jxY1y+fBmpqam6DI9M0KVLlzBx4kQcO3YM\nv/32G/z9/REXF/fa23Fzc4Ozs7PGvFq1aqn/ZnFLUrZhwwZ1cQsUFLznzp0TMaL/c+HCBXVxCxTc\nBbx48aKIEZGh8exLRs/KykqrjeTrPqyzbt069OjRA3369EH37t1x69YtXYZIJmbXrl14+vSpevrh\nw4c4fPjwa2/n1KlTUCgUsLa2hrOzM9q1a4fly5frMlQio/Vyd1symcxoHqT09vaGtbW1elqhUKBm\nzZoiRkSGxgKXjJ6lpSUGDhyovlJmYWEBhUKhdWu4KOnp6di1axfi4+ORm5urvnVFZdfLV10VCgVc\nXV1faxsPHjxQ96mblZUFpVKJ999/nyOTUZkxZcoUVK5cGUDB3YomTZqgRYsWIkcFPH36FDNnzlQP\nyW5hYYGOHTviiy++EDkyMiQWuGQSJkyYgObNm0Mul0OpVOL8+fMYOnRoidZNS0vTeAgIAAd4KOOm\nTp2KBg0awMzMDBYWFmjVqhV69OjxWtvYuHGjRrOGjIwMnD59WtehEhmtGjVqICQkBF9++SUWLVqE\nPXv2GMUV3CVLliAiIkI9nZubix49ehhFbGQ4zDaZjEePHmn0Nfr48WOkpqbCwcGh2PUcHBw0Hnqw\ntLTEu+++q7c4yfjZ2dnhp59+wqVLlxAeHg53d3dkZGS88lh64eTJkzh06JDGPDMzM3YFRmWOp6cn\nJk+eLHYYGhITEzWmBUFQX82lskP0AjczMxMhISF4/vw5nJyc0LdvX412My+sWrUKlpaWkMvlkMvl\nGDlypAjRkphePi6srKxe2SVNdnY2+vfvj5iYGPU6gwYNwqxZs/QWJ5kGCwsLfP/99wgNDYVSqYSP\njw/27NmD8uXLv3Ld4OBgrYcVfXx8jO6LnqisOXLkCK5evaoxr3bt2ujevbtIEZFYRG+icPbsWVSr\nVg0TJ05EtWrVcPbs2UKXk8lkGDp0KEaPHs3itoxasGABatSoAXt7e1SqVAkTJkx45S2no0ePapzs\nsrOzkZSUxL4QCX///be6uAWAsLAwLF68uETrOjk5aUxbWFhg1qxZpRowgohKJykpCYMGDcKzZ8/U\n86ytrREQEFDiuzMkHaIXuGFhYWjQoAEA4J133sG9e/dEjoiMVb169fD777/j4MGD+P3339G/f/9X\nriMIQonmUdmTmpqq1Ra7pLcxP/74Y3h4eEChUMDW1hZ+fn5o27atHqIkopLq168fkpKSNObZ2trC\n1tZWpIhITKI3UcjIyICdnR2AgnZxGRkZRS4bGBgImUwGX19fjfGkU1NTkZ6errGsnZ2dZBqUm5mZ\nSeLK0It8lCYv5ubmqFevXomXT01NhZ2dnfr4qFy5MqZMmaKTz5N5MU4lzUu7du1Qu3Zt9Y9qV1dX\nDBkypNh1lUolRowYgdDQUOTk5MDS0hLt2rXDtm3b9HJXoKzmxtgxL8bnyy+/xI0bN7Tmv/POO6hU\nqZJJ3rWTQl5eEON/xSB7DAwM1CpAAaB9+/Ya08UdgCNGjIC9vT0yMjIQGBgIV1dXeHt7AwCuXLmi\n9fRymzZt0K5dOx1ET7r2chdN+hISEoJvvvlGfezZ29tj9+7daN68uUH2b2oMlRdj4ebmhlOnTsHf\n3x8XLlyAXC7HqlWr0Lp1a1SoUKHQdT744AMcPXpUPZ2Tk4OrV6/C3Nxcr59fWcuNqWBejMPdu3dx\n+PBhrbtznp6eOHLkiGSKRHo9Bilw/f39i3zN1tYWaWlpsLe3R1paWpG3El70LWlra4s6deogJiZG\nXeA2btwYPj4+Gsvb2dkhOTkZeXl5OnoX4rG0tEROTo7YYZSaQqGAs7OzwfISFBSk0VduWloaLl68\nqHWsvCnmxTi9bl6io6ORmpqK1NRUxMfHw9PTE25ubnB0dETDhg2xYMECODs7Iycnp9CRkPLy8vDk\nyRO9fHZlPTfGinkxLjt27NDqF93W1haBgYF4/vy5SFGVnqnn5b9e/M8YdJ8G3VshfHx88M8//6Bl\ny5a4fv06ateurbWMUqmEIAiwtLSEUqlEZGQk2rRpo37dwcGh0AbkCQkJyM3N1Wv8hqBQKCTxPl7I\ny8szyPtxc3PTmLaxsUGlSpV0tm/mxTi9Tl6SkpKQkpKiMU+lUuHp06d4+vQp7t+/j/3798PZ2RmJ\niYmFFjP169eHo6OjXj+7spgbU8C8iO/SpUvYtm2bxjxra2vMmTMHtWvXNtn3BZh2XoyB6AVuy5Yt\nERwcjKtXr6q7CQMK2k4eOnQIAwcORHp6Ovbu3Qug4Munfv36qFGjhphhk4hCQ0Pxww8/wMbGBnPn\nzkW5cuW0lomPj8fFixdhbm6OvLw82NnZoXv37kYxyg4ZDycnJ7i4uGiMWf8ypVKpMazvC3K5HB98\n8AHWrFljku37iKTgwIEDWv3eNmnSpNg7x1Q2iF7g2tjYYMiQIVrzHRwcMHDgQACAi4sLxowZY+jQ\nyAidOnUKX3zxBRISEgAAt27dwoEDB9QPKr4wZcoUjQcOHB0dsWjRIhYipEEul2PDhg3o3bv3a9/K\nbN68OTZs2KCnyIioJHJyciCTydTtby0sLNCzZ0+RoyJjIHo3YUSvY/fu3eriFih4uODvv//WWu7l\nYiUrK0ur+xgioKAT+IsXL6JJkyYlftLXyspKfbeJiMSxf/9+/P777+riVqFQoHv37hgwYIDIkZEx\nYIFLJsXS0lJj2sLCQv0A4n9Vq1ZNY9rNza1EI1RR2WRra4sDBw4gJCQEH330Efr27VvkAxH29vZY\nsGAB+vTpY+Aoiei/QkJCNB4uMzMzw6xZsyCXs7QhI2iiQPQ6Zs+ejdu3byM8PBzm5uZo164d3nvv\nPa3lli1bhtzcXERGRsLW1hbLli2TTJ+VpD9NmjRBkyZNAABRUVEYP348EhMTYW9vj+bNm8PDwwOD\nBg0q9EcVERnWy+d0KysrreZqVHbxG59MSsWKFXHw4EH8+eefcHR0RKtWrQptV2tlZcX2kVQq1apV\nw2+//Yb8/HyYmZmJHQ4RvWTSpEm4c+cOYmNjYWVlhY4dO8LHx0djqF4qu3gdn0yOo6MjOnfujOTk\nZOzbtw9paWlay1y7dg07d+7E/fv3RYiQpITFLZHx+fvvvzFhwgSkpKTAxcUF48ePx3fffccHiUmN\nV3DJ5OTk5KBfv364fPkyBEHA1q1bsW/fPnWbyZUrV2Lr1q1ISUmBu7s7Zs+ezfaSREQSsmDBAjx4\n8AAAkJGRgUOHDmHatGkiR0XGhFdwyeT89NNP6uIWAO7cuYNx48bhwYMHUKlUCAkJUXfeHx8fr9UJ\nOBERmbasrCyt6ZeH6qWyjVdwyeSkpaVpnchOnz6NDh06wM7OTqs7sPz8fEOGR0REelajRg2Eh4er\np6tUqcLmCaSBBS6ZnL59+yIwMBDR0dEa83NycrTG7TY3N0fr1q0NGB0REenbiBEjkJycjNzcXFSu\nXBnLli0TOyQyMmyiQCbHxcUFy5cvh7m5+SuXrVq1KmbPnm2AqIiIyq7k5GQkJCQYpJnAnDlzMGTI\nEJw/fx7x8fEYPnw4uwcjLSxwySQ1btwYNWvWfOVyvr6+vG1FRKQngiBg6tSp6NChAzp16oQhQ4Yg\nLy9Pb/uLj4/Hr7/+ioyMDADAo0eP8L///U9v+yPTxQKXTJKlpSW2b9+Odu3awcXFRauINTc3R7Nm\nzTB//nyRIiQikr4TJ05g//79ePr0KRISEhAaGop169bpbX+ZmZlQKpUa8/RZUJPpYhtcMlmVKlVC\nUFAQACA0NBTBwcHIy8tDnz590KhRI5QrV07kCImIpC08PFyjR4P8/Hx191364OXlBR8fH1y4cAEA\n4ODggK5du+ptf2S6WOCSJLRt2xZt27YVOwwiojKlY8eO2Lp1K54+fQqgYCCebt266W1/ZmZmCAoK\nwuLFixEfH4+OHTuiX79+etsfmS4WuERERPRGatWqhaVLl2LTpk0QBAEffvghunTpotd92tjYYPHi\nxXrdB5k+FrhERET0xjp37ozOnTsbZF+CIOD27dtQKpV4++23S9SbDpVNLHCJiIjI6KlUKowYMQJn\nz55FXl4e6tevjz179sDGxkbs0MgIsRcFIiIiMnqHDx/GqVOn1D0pXL58GcuXLxc7LDJSLHCJiIjI\n6D158gS5ubka8xITE0WKhowdC1wiIiIyeu+//z4qV66snnZzc8Mnn3wiYkRkzNgGl4iIiIyep6cn\ntm3bhuXLlyM/Px/+/v5o1qyZ2GGRkWKBS0RERCahbt262L59u9hhkAlgEwUiIiIikhQWuEREREQk\nKWyiQERERKUSFxeHWbNmIS0tDb6+vpg6dSrkct1eQ0tKSsKxY8fg5OSETp06wczMTKfbJ2lhgUtE\nRERvTKlUwt/fH7dv3wYAXL58GSqVCjNnztTZPmJiYjBgwABERERAoVCgVatWCAwM1HkRTdLBI4OI\niIje2L///otHjx6pp18MwqBLS5YsQUREBAAgLy8PZ8+exblz53S6D5IWFrhERET0xlxcXGBra6sx\nT9fD5yqVSo3p3NxcZGRk6HQfJC0scImIiOiNubi4YOjQofDw8ICdnR1q166NJUuW6HQfw4YNQ/ny\n5dXTdevWRatWrXS6D5IWtsElIiKiUhk/fjz69euHxMREVKlSBVZWVjrdfvPmzbFx40bs3LkTtra2\nmDlzptZVY6L/YoFLREREpebm5gY3Nze9bf+9997De++9p7ftk7SwwCUiIiKjdvPmTZw8eRJ169aF\nn5+f2OGQCZAJgiCIHYQ+ZGdnIzs7G1J4e3K5HCqVSuwwSk0mk8HCwgJKpZJ5MSLMi/FibowT82JY\nwcHBmDt3LuLj42Fra4v+/ftj+fLlWssxL8ZLJpPBycnJsPuUaoELAAkJCcjNzRU7jFKztrZGVlaW\n2GGUmrm5Odzc3JgXI8O8GC/mxjgxL4bVo0cPXL16VT1dsWJFnD59WqunBubFeL3IjSGxiQIRERGV\nWm5uLhYtWoSIiAhUrlwZX331VakfNrtz5w7u3bunMU+lUiE/P79U2yXpY4FLREREpfb555/j0KFD\nUKlUkMlkiIuLw/bt2994e4IgYOzYscjMzFTPk8lk8PX1hb29vS5CJgljP7hERERUanfu3FG3GRUE\nAffv3y9VW9i5c+ciMjJSY1758uWxcePGUsVJZQMLXCIiIio1CwsLrWmZTPZG27pz5w5CQkK0HrKq\nU6cO5HKWLvRqPEqIiIio1L788kt4eXlBoVDA09MTEydOfONtRUREIC0tTWOes7MzVq9eXdowqYxg\nG1wiIiIqtc6dO8PX1xdRUVHw9vaGu7v7G20nJSUFa9eu1ZhnY2ODadOmwdXVVRehUhnAK7hERESk\nE05OTggODoa/vz8+/PBDXL58+bW3sXLlSty9e1djXps2beDv76+rMKkM4BVcIiIi0omlS5di7969\nyMvLAwBMmjQJv/32GxwcHEq8jevXr2vN8/X11VmMVDbwCi4RERHpxK1bt9TFLQDExsYiKiqqxOsH\nBATg9u3bGvOqVq2KXr166SxGKhtY4BIREZFOlC9fXmPaxcUFFStWLPH6x48f1xi9S6FQYMmSJW/c\nnpfKLjZRICIiIp1YtGgRYmJiEB0dDUtLS4wePfq1ilNzc3ONaWdnZ9SqVUvXYVIZwAKXiIiIdMLe\n3h4hISFISEjAqVOnYG5ujuzs7BIP2du/f3/cunULiYmJcHBwQM+ePVGhQgU9R01SxAKXiIiIdCYt\nLQ2DBw/GzZs3AQANGzZEcHAwrK2ti11v8+bNWL9+PZKSkmBvb48hQ4ZgxowZhgiZJIhtcImIiEhn\nNm7cqC5uAeDatWvYvn37K9f74YcfkJSUBKCgSD5+/LjeYiTpY4FLREREOpOenq41LyMj45Xr5efn\nFztN9DpY4BIREZHOjBgxAl5eXurpKlWqYODAga9cr0mTJrCwsAAAWFpa4r333tNbjCR9LHCJiIhI\nZ7y9vREUFISmTZvC0dERMpkMy5Yt0+gf92WRkZF48uQJ3N3dUb16dUyfPh3Lli0zYNQkNXzIjIiI\niHTKwcEBjx8/RkpKClJSUvDgwQPcuHEDR44c0XrYLDMzEyNGjEB4eDgAwMLCAmlpaZDJZGKEThLB\nK7hERESkU+Hh4YiJidGaN2HCBK1lQ0NDERkZqZ5WKpW4fPmy3mMkaWOBS0RERDpVtWpVrVHNAODE\niRM4dOgQgIIrt5MnT8bYsWOhUqk0lnN0dDRInCRdLHCJiIhIpypWrIipU6eqHxp7ITc3F5MmTcKO\nHTvQtGlT7N27F7m5uRrLlCtXDkuWLDFkuCRBLHCJiIhI5/r374+tW7fC0tJSY352djZmz56NxMTE\nQtcbMGAAypUrZ4gQScJY4BIREZFedOjQAe+//36Jl69Tpw4mTpyox4iorGCBS0RERHqzfPly1KhR\no9hl5HI5unfvjsOHD8PGxsZAkZGUscAlIiIivbG0tMTvv/+OunXrFvq6k5MTTp8+jYCAAFhZWRk4\nOpIqFrhERESkV9bW1jh69Cj69OkDW1tbyOVyyOVy1KhRA/v370e1atXEDpEkhgM9EBERkd7J5XKs\nWbMG8+fPx5MnT6BSqVCtWjWtgR+IdIEFLhERERmMk5MTnJycxA6DJI5NFIiIiIhIUljgEhEREZGk\nsMAlIiIiIkkRvQ3u7du3ERoaimfPnuGzzz5DxYoVC10uPDwcv//+OwRBQKNGjdCyZUvBdkJ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VOGYaixsVHRaFSBQKBsC1/TNLW7u6tisahisaje3l4NDg5KkuLxuK6urmQYhkKhkEZHRyvKn52d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\nwFNIcAEAAOAp/wD9Xq5/VsW9GQAAAABJRU5ErkJggg==\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11dce2b50>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 461, | |
| "text": [ | |
| "<ggplot: (300127429)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 461 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr1 = corrwnd(goog,aapl,60,'CLOSE')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 462 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr5 = corrwnd(aapl,phg,60,'CLOSE')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 463 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'DAY', y = 'CORR'), data = corr1) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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mm3DBBRfY+neKioogMzMTGjZsSG7Sknj8d+Li4lj9KQ0qJnRy/f7atWvH6h9tGjVqxOq/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\nabB27VrYtWsXdO7cGRITE42aArE1QQne33zzjUX43rNnD2zYsAEGDx5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mE4oUKSK9V9at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\nTkSuQmCC\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11ee18610>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 466, | |
| "text": [ | |
| "<ggplot: (300816453)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 466 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr2 = corrwnd(aapl,phg,200,'CLOSE')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 467 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'DAY', y = 'CORR'), data = corr2) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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me/bEiROaa9RRv2vXrlUIbZ/PB2vWrDGlb1ZE1ItmRC1vhoWopcF27pQQwix+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\nK3eIWp9FS7BZnS5dugi1Fz1SOzU1FY0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KCldsgqXcFFi9QSpxBJukZS5K2CRHLSQnT57U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\nNAmnT5/Gxx9/DAAIBAK48MIL0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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11e8fd950>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 468, | |
| "text": [ | |
| "<ggplot: (300481945)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 468 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr3 = corrwnd(aapl,phg,200,'CLOSE')\n", | |
| "ggplot(aes(x = 'DAY', y = 'CORR'), data = corr3) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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me/bEiROaa9RRv2vXrlUIbZ/PB2vWrDGlb1ZE1ItmRC1vhoWopcF27pQQwix+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\nK3eIWp9FS7BZnS5dugi1Fz1SOzU1FY0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KCldsgqXcFFi9QSpxBJukZS5K2CRHLSQnT57U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\nNAmnT5/Gxx9/DAAIBAK48MIL0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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11efb8fd0>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 469, | |
| "text": [ | |
| "<ggplot: (291523505)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 469 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr4 = corrwnd(aapl,goog,200,'CLOSE')\n", | |
| "ggplot(aes(x = 'DAY', y = 'CORR'), data = corr4) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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Jlnv37lUWWa7ZUCeYpogyTWFjR/lUeWkD4sD1IyssLLT8G3bwogJEMCGY61Li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\n5VrfeOMNfPjhhzjll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UCUiIiIiLT4/wCM3g9SfTJkdQAAAABJRU5ErkJggg==\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11f1e29d0>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 470, | |
| "text": [ | |
| "<ggplot: (301064925)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 470 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr5 = corrwnd(aapl,phg,60,'CLOSE')\n", | |
| "ggplot(aes(x = 'DAY', y = 'CORR'), data = corr5) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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dvgmDmiNzfCI3PhQALyFD4cSOVFZg7xhX2aHmE3sHFi5cyLo/N6TH7esGBdf1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6WNV42mTZsyHKcmTZooxlN2PjGSfL169bjjb9GiBZhMJsVinZSUpNn9JiUlQZ06dTyeV4vFAsnJ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\n7Srk6M1/XK4YTyaigvXt2xdVVVXIz8+3+/Gtra3FZ599hvXr1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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11bc1a650>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 471, | |
| "text": [ | |
| "<ggplot: (297540169)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 471 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'TIME', y = 'CORR'), data = corr5[corr5.DAY == dt.datetime.strptime('2014-06-26', \"%Y-%m-%d\").date()]) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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iZtguiqKiojB37lwUFhbCyckJjo6OFdZ6BcqXwT148CCMjIyQkZFRo/u+7MW2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8+exfT0NLKysrBnzx7VKxhKfZ61LDatra1wOBwwGAx45513ACzMFPGsY7FTyo3dbsfdu3eh1+uR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\nERERESUVDnCJiIiIKKlwgEtERERESeVfkH40Q0/GG80AAAAASUVORK5CYII=\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11e0827d0>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 475, | |
| "text": [ | |
| "<ggplot: (300740557)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 475 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr6 = corrwnd(aapl,goog,120,'CLOSE')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 476 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'TIME', y = 'CORR'), data = corr5[corr5.DAY == dt.datetime.strptime('2014-05-29', \"%Y-%m-%d\").date()]) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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OyckxbH5BROLFApdKpdfrMW7cONy+fdvQplarER4eLmAqkoL8/HxcvnwZcXFx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\nx6g3k545AAAAAElFTkSuQmCC\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11bdcbf10>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 478, | |
| "text": [ | |
| "<ggplot: (297651033)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 478 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "These last two are plots of (what I think is) a moving window calculating correlation between two stock prices... Should I expect to see this kind of plot? What does it even mean? " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr8 = corrwnd(aapl,goog,60,'CLOSE')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 503 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'TIME', y = 'CORR'), data = corr8[corr8.DAY == dt.datetime.strptime('2014-05-29', \"%Y-%m-%d\").date()]) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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I2NjY5JgAR1RacMojUTFFRkbijz/+QExMjNhRiAzmu+++w0cffQQLCwtYW1vD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6579+5yOimT4hWRAwAAcatLly5atmxZwC+XFRYW+jxlIZC5c+fq008/ldfrtdYlJCTo4YcfbvW+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\n2AoFLgAAAGyFAhcAAAC28n+4QrY4OO7O4QAAAABJRU5ErkJggg==\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11de35f10>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 504, | |
| "text": [ | |
| "<ggplot: (299835761)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 504 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'TIME', y = 'CORR'), data = corr8[corr8.DAY == dt.datetime.strptime('2014-05-30', \"%Y-%m-%d\").date()]) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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Hzz//jEaNGkEmk4kYOVHZdOXKFfj5+SEqKgpSqRQVK1Yss0tQVqlSBVWqVMGd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\nA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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11e4b5310>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 507, | |
| "text": [ | |
| "<ggplot: (281233581)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 507 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'TIME', y = 'CORR'), data = corr8[corr8.DAY == dt.datetime.strptime('2014-06-02', \"%Y-%m-%d\").date()]) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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8vDy2o5FS+Pj44OTJk5BIJNi3bx/WrFmDr7/+mu1YRMft27cPa9euRVZWFjgc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\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11b025250>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 509, | |
| "text": [ | |
| "<ggplot: (296756529)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 509 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'TIME', y = 'CORR'), data = corr8[corr8.DAY == dt.datetime.strptime('2014-07-09', \"%Y-%m-%d\").date()]) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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h0NHMEldRICIiIjJze/bswblz53STmtPT07Fnzx6BU5kvFrhEREREZuzUqVNY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| |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11f1e2850>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 510, | |
| "text": [ | |
| "<ggplot: (299657517)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 510 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr8[corr8.DAY == dt.datetime.strptime('2014-07-09', \"%Y-%m-%d\").date()][corr8[corr8.DAY == dt.datetime.strptime('2014-07-09', \"%Y-%m-%d\").date()]['CORR'] == max(corr8[corr8.DAY == dt.datetime.strptime('2014-07-09', \"%Y-%m-%d\").date()]['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>DAY</th>\n", | |
| " <th>TIME</th>\n", | |
| " <th>CORR</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>11026</th>\n", | |
| " <td> 2014-07-09</td>\n", | |
| " <td> 10:19:00</td>\n", | |
| " <td> 0.962422</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 517, | |
| "text": [ | |
| " DAY TIME CORR\n", | |
| "11026 2014-07-09 10:19:00 0.962422" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 517 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "day = '2014-07-01'\n", | |
| "maxcorr = corr8[corr8.DAY == dt.datetime.strptime(day, \"%Y-%m-%d\").date()][corr8[corr8.DAY == dt.datetime.strptime(day, \"%Y-%m-%d\").date()]['CORR'] == max(corr8[corr8.DAY == dt.datetime.strptime(day, \"%Y-%m-%d\").date()]['CORR'])]\n", | |
| "type(maxcorr['DAY'])" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 553, | |
| "text": [ | |
| "pandas.core.series.Series" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 553 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "rng = pd.date_range('2014-05-29', periods=42, freq='D')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 560 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "str(rng[0].date)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 555, | |
| "text": [ | |
| "'<built-in method date of Timestamp object at 0x11e0454d0>'" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 555 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "rng = pd.to_datetime(rng)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 557 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "rng" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 570, | |
| "text": [ | |
| "<class 'pandas.tseries.index.DatetimeIndex'>\n", | |
| "[2014-05-29, ..., 2014-07-09]\n", | |
| "Length: 42, Freq: D, Timezone: None" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 570 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "rng[0].to_datetime().date()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 568, | |
| "text": [ | |
| "datetime.date(2014, 5, 29)" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 568 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "corr8.DAY[0]" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 565, | |
| "text": [ | |
| "datetime.date(2014, 5, 29)" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 565 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "dt.datetime.strptime(day, \"%Y-%m-%d\").date()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 571, | |
| "text": [ | |
| "datetime.date(2014, 7, 1)" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 571 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "day_list = []\n", | |
| "dailycorr = DataFrame(columns = ['DAY','TIME','CORR'])\n", | |
| "for day in corr8.DAY:\n", | |
| " if day not in day_list:\n", | |
| " day_list.append(day)\n", | |
| "for day in day_list:\n", | |
| " maxcorr = corr8[corr8.DAY == day][corr8[corr8.DAY == day]['CORR'] == max(corr8[corr8.DAY == day]['CORR'])]\n", | |
| " dailycorr = pd.concat([dailycorr, maxcorr], ignore_index=True)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 694 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "dailycorr.sort('TIME') = np.arange(0,len(dailycorr))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 642 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "dailycorr = dailycorr.sort('TIME')\n", | |
| "dailycorr.index = np.arange(0,len(dailycorr))\n", | |
| "dailycorr #max correlations by day" | |
| ], | |
| "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>DAY</th>\n", | |
| " <th>TIME</th>\n", | |
| " <th>CORR</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0 </th>\n", | |
| " <td> 2014-06-13</td>\n", | |
| " <td> 06:35:00</td>\n", | |
| " <td> 0.841288</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1 </th>\n", | |
| " <td> 2014-07-08</td>\n", | |
| " <td> 06:53:00</td>\n", | |
| " <td> 0.931255</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2 </th>\n", | |
| " <td> 2014-06-16</td>\n", | |
| " <td> 07:14:00</td>\n", | |
| " <td> 0.852016</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3 </th>\n", | |
| " <td> 2014-06-26</td>\n", | |
| " <td> 07:23:00</td>\n", | |
| " <td> 0.878321</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4 </th>\n", | |
| " <td> 2014-07-02</td>\n", | |
| " <td> 07:30:00</td>\n", | |
| " <td> 0.846728</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5 </th>\n", | |
| " <td> 2014-06-17</td>\n", | |
| " <td> 07:34:00</td>\n", | |
| " <td> 0.937818</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6 </th>\n", | |
| " <td> 2014-06-04</td>\n", | |
| " <td> 07:35:00</td>\n", | |
| " <td> 0.897049</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7 </th>\n", | |
| " <td> 2014-06-02</td>\n", | |
| " <td> 07:57:00</td>\n", | |
| " <td> 0.830767</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8 </th>\n", | |
| " <td> 2014-06-20</td>\n", | |
| " <td> 08:17:00</td>\n", | |
| " <td> 0.914795</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9 </th>\n", | |
| " <td> 2014-06-03</td>\n", | |
| " <td> 08:38:00</td>\n", | |
| " <td> 0.907752</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td> 2014-05-30</td>\n", | |
| " <td> 08:51:00</td>\n", | |
| " <td> 0.968358</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td> 2014-06-12</td>\n", | |
| " <td> 09:25:00</td>\n", | |
| " <td> 0.958542</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td> 2014-07-01</td>\n", | |
| " <td> 09:29:00</td>\n", | |
| " <td> 0.917631</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td> 2014-06-19</td>\n", | |
| " <td> 09:29:00</td>\n", | |
| " <td> 0.938312</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td> 2014-07-03</td>\n", | |
| " <td> 10:03:00</td>\n", | |
| " <td> 0.693638</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td> 2014-06-05</td>\n", | |
| " <td> 10:18:00</td>\n", | |
| " <td> 0.937171</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td> 2014-07-09</td>\n", | |
| " <td> 10:19:00</td>\n", | |
| " <td> 0.962422</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td> 2014-06-18</td>\n", | |
| " <td> 10:24:00</td>\n", | |
| " <td> 0.953865</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td> 2014-06-06</td>\n", | |
| " <td> 10:42:00</td>\n", | |
| " <td> 0.841338</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td> 2014-06-11</td>\n", | |
| " <td> 11:06:00</td>\n", | |
| " <td> 0.868396</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td> 2014-06-09</td>\n", | |
| " <td> 11:27:00</td>\n", | |
| " <td> 0.877723</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td> 2014-06-24</td>\n", | |
| " <td> 11:30:00</td>\n", | |
| " <td> 0.979857</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td> 2014-07-07</td>\n", | |
| " <td> 11:32:00</td>\n", | |
| " <td> 0.934899</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td> 2014-06-27</td>\n", | |
| " <td> 11:42:00</td>\n", | |
| " <td> 0.830936</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td> 2014-05-29</td>\n", | |
| " <td> 11:49:00</td>\n", | |
| " <td> 0.875726</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td> 2014-06-25</td>\n", | |
| " <td> 11:53:00</td>\n", | |
| " <td> 0.837901</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td> 2014-06-10</td>\n", | |
| " <td> 12:04:00</td>\n", | |
| " <td> 0.828847</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td> 2014-06-23</td>\n", | |
| " <td> 12:21:00</td>\n", | |
| " <td> 0.898693</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28</th>\n", | |
| " <td> 2014-06-30</td>\n", | |
| " <td> 12:43:00</td>\n", | |
| " <td> 0.944741</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 663, | |
| "text": [ | |
| " DAY TIME CORR\n", | |
| "0 2014-06-13 06:35:00 0.841288\n", | |
| "1 2014-07-08 06:53:00 0.931255\n", | |
| "2 2014-06-16 07:14:00 0.852016\n", | |
| "3 2014-06-26 07:23:00 0.878321\n", | |
| "4 2014-07-02 07:30:00 0.846728\n", | |
| "5 2014-06-17 07:34:00 0.937818\n", | |
| "6 2014-06-04 07:35:00 0.897049\n", | |
| "7 2014-06-02 07:57:00 0.830767\n", | |
| "8 2014-06-20 08:17:00 0.914795\n", | |
| "9 2014-06-03 08:38:00 0.907752\n", | |
| "10 2014-05-30 08:51:00 0.968358\n", | |
| "11 2014-06-12 09:25:00 0.958542\n", | |
| "12 2014-07-01 09:29:00 0.917631\n", | |
| "13 2014-06-19 09:29:00 0.938312\n", | |
| "14 2014-07-03 10:03:00 0.693638\n", | |
| "15 2014-06-05 10:18:00 0.937171\n", | |
| "16 2014-07-09 10:19:00 0.962422\n", | |
| "17 2014-06-18 10:24:00 0.953865\n", | |
| "18 2014-06-06 10:42:00 0.841338\n", | |
| "19 2014-06-11 11:06:00 0.868396\n", | |
| "20 2014-06-09 11:27:00 0.877723\n", | |
| "21 2014-06-24 11:30:00 0.979857\n", | |
| "22 2014-07-07 11:32:00 0.934899\n", | |
| "23 2014-06-27 11:42:00 0.830936\n", | |
| "24 2014-05-29 11:49:00 0.875726\n", | |
| "25 2014-06-25 11:53:00 0.837901\n", | |
| "26 2014-06-10 12:04:00 0.828847\n", | |
| "27 2014-06-23 12:21:00 0.898693\n", | |
| "28 2014-06-30 12:43:00 0.944741" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 663 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'TIME', y = 'CORR'), data = dailycorr) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
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P+pvY2FilpqaqtrbWiL5I9Mat6Is70Rf3ojfuZFJf7MZUBAAAABiBYAsAAAAjEGwBAABg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\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11f229790>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 662, | |
| "text": [ | |
| "<ggplot: (297738001)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 662 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "hist = []\n", | |
| "for time in dailycorr.TIME:\n", | |
| " hour = time.hour \n", | |
| " hist.append(hour)\n", | |
| "df = pd.DataFrame(hist, columns=['CORRS'])\n", | |
| "p = ggplot(aes(x='CORRS'), data=df)\n", | |
| "p + geom_histogram(binwidth=0.25)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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33fGFL3whjh8/Hs8991yjxzpvdHV1xQc/+MF44IEH4h/+4R/i4osv/rlvh0l9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\n5hRCAIDMKYQAAJlTCAEAMvf/zhJonakXO24AAAAASUVORK5CYII=\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11e72c8d0>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 689, | |
| "text": [ | |
| "<ggplot: (300184009)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 689 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Would probably be more interesting to come up with some threshold for what is considered strong correlation and use that to find the times where the stocks are most often correlated or anticorrelated. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "day_list = []\n", | |
| "dailycorr = DataFrame(columns = ['DAY','TIME','CORR'])\n", | |
| "for day in corr8.DAY:\n", | |
| " if day not in day_list:\n", | |
| " day_list.append(day)\n", | |
| "for day in day_list:\n", | |
| " maxcorr = corr8[corr8.DAY == day][corr8[corr8.DAY == day]['CORR'] == min(corr8[corr8.DAY == day]['CORR'])]\n", | |
| " dailycorr = pd.concat([dailycorr, maxcorr], ignore_index=True)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 695 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "dailycorr" | |
| ], | |
| "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>DAY</th>\n", | |
| " <th>TIME</th>\n", | |
| " <th>CORR</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0 </th>\n", | |
| " <td> 2014-05-29</td>\n", | |
| " <td> 12:37:00</td>\n", | |
| " <td>-0.747400</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1 </th>\n", | |
| " <td> 2014-05-30</td>\n", | |
| " <td> 11:36:00</td>\n", | |
| " <td>-0.044648</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2 </th>\n", | |
| " <td> 2014-06-02</td>\n", | |
| " <td> 12:34:00</td>\n", | |
| " <td>-0.923244</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3 </th>\n", | |
| " <td> 2014-06-03</td>\n", | |
| " <td> 12:09:00</td>\n", | |
| " <td>-0.600203</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4 </th>\n", | |
| " <td> 2014-06-04</td>\n", | |
| " <td> 09:46:00</td>\n", | |
| " <td>-0.670545</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5 </th>\n", | |
| " <td> 2014-06-05</td>\n", | |
| " <td> 07:52:00</td>\n", | |
| " <td>-0.821265</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6 </th>\n", | |
| " <td> 2014-06-06</td>\n", | |
| " <td> 13:01:00</td>\n", | |
| " <td>-0.666761</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7 </th>\n", | |
| " <td> 2014-06-09</td>\n", | |
| " <td> 06:30:00</td>\n", | |
| " <td>-0.697919</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8 </th>\n", | |
| " <td> 2014-06-10</td>\n", | |
| " <td> 10:17:00</td>\n", | |
| " <td>-0.765055</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9 </th>\n", | |
| " <td> 2014-06-11</td>\n", | |
| " <td> 10:05:00</td>\n", | |
| " <td>-0.357876</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td> 2014-06-12</td>\n", | |
| " <td> 11:07:00</td>\n", | |
| " <td>-0.501736</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td> 2014-06-13</td>\n", | |
| " <td> 12:39:00</td>\n", | |
| " <td>-0.936438</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td> 2014-06-16</td>\n", | |
| " <td> 11:01:00</td>\n", | |
| " <td>-0.741595</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td> 2014-06-17</td>\n", | |
| " <td> 12:40:00</td>\n", | |
| " <td>-0.827931</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td> 2014-06-18</td>\n", | |
| " <td> 06:30:00</td>\n", | |
| " <td>-0.606409</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td> 2014-06-19</td>\n", | |
| " <td> 12:59:00</td>\n", | |
| " <td>-0.853792</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td> 2014-06-20</td>\n", | |
| " <td> 06:31:00</td>\n", | |
| " <td>-0.845991</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td> 2014-06-23</td>\n", | |
| " <td> 11:13:00</td>\n", | |
| " <td>-0.705464</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td> 2014-06-24</td>\n", | |
| " <td> 08:05:00</td>\n", | |
| " <td>-0.376947</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td> 2014-06-25</td>\n", | |
| " <td> 10:18:00</td>\n", | |
| " <td>-0.857042</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td> 2014-06-26</td>\n", | |
| " <td> 13:01:00</td>\n", | |
| " <td>-0.675761</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td> 2014-06-27</td>\n", | |
| " <td> 06:31:00</td>\n", | |
| " <td>-0.723445</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td> 2014-06-30</td>\n", | |
| " <td> 09:21:00</td>\n", | |
| " <td>-0.773939</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td> 2014-07-01</td>\n", | |
| " <td> 11:10:00</td>\n", | |
| " <td>-0.810235</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td> 2014-07-02</td>\n", | |
| " <td> 06:41:00</td>\n", | |
| " <td>-0.738706</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td> 2014-07-03</td>\n", | |
| " <td> 09:26:00</td>\n", | |
| " <td>-0.776032</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td> 2014-07-07</td>\n", | |
| " <td> 12:13:00</td>\n", | |
| " <td>-0.921554</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td> 2014-07-08</td>\n", | |
| " <td> 07:46:00</td>\n", | |
| " <td>-0.427474</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28</th>\n", | |
| " <td> 2014-07-09</td>\n", | |
| " <td> 08:52:00</td>\n", | |
| " <td>-0.589879</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 696, | |
| "text": [ | |
| " DAY TIME CORR\n", | |
| "0 2014-05-29 12:37:00 -0.747400\n", | |
| "1 2014-05-30 11:36:00 -0.044648\n", | |
| "2 2014-06-02 12:34:00 -0.923244\n", | |
| "3 2014-06-03 12:09:00 -0.600203\n", | |
| "4 2014-06-04 09:46:00 -0.670545\n", | |
| "5 2014-06-05 07:52:00 -0.821265\n", | |
| "6 2014-06-06 13:01:00 -0.666761\n", | |
| "7 2014-06-09 06:30:00 -0.697919\n", | |
| "8 2014-06-10 10:17:00 -0.765055\n", | |
| "9 2014-06-11 10:05:00 -0.357876\n", | |
| "10 2014-06-12 11:07:00 -0.501736\n", | |
| "11 2014-06-13 12:39:00 -0.936438\n", | |
| "12 2014-06-16 11:01:00 -0.741595\n", | |
| "13 2014-06-17 12:40:00 -0.827931\n", | |
| "14 2014-06-18 06:30:00 -0.606409\n", | |
| "15 2014-06-19 12:59:00 -0.853792\n", | |
| "16 2014-06-20 06:31:00 -0.845991\n", | |
| "17 2014-06-23 11:13:00 -0.705464\n", | |
| "18 2014-06-24 08:05:00 -0.376947\n", | |
| "19 2014-06-25 10:18:00 -0.857042\n", | |
| "20 2014-06-26 13:01:00 -0.675761\n", | |
| "21 2014-06-27 06:31:00 -0.723445\n", | |
| "22 2014-06-30 09:21:00 -0.773939\n", | |
| "23 2014-07-01 11:10:00 -0.810235\n", | |
| "24 2014-07-02 06:41:00 -0.738706\n", | |
| "25 2014-07-03 09:26:00 -0.776032\n", | |
| "26 2014-07-07 12:13:00 -0.921554\n", | |
| "27 2014-07-08 07:46:00 -0.427474\n", | |
| "28 2014-07-09 08:52:00 -0.589879" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 696 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "ggplot(aes(x = 'TIME', y = 'CORR'), data = dailycorr) + geom_point()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
| "png": 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AAABGIeACAADAKARcAAAAGIWACwAAAKMQcAEAAGAUAi4AAACMQsAFAACAUQi4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\nvdVPAAAAAElFTkSuQmCC\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x11e8fde10>" | |
| ] | |
| }, | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 697, | |
| "text": [ | |
| "<ggplot: (294953361)>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 697 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [] | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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