candlestick_AAPL.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Learning to graph stock data with Pandas and Bokeh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from math import pi\n",
    "import pandas as pd\n",
    "from pandas_datareader import data, wb\n",
    "import datetime\n",
    "from bokeh.plotting import figure, show, output_file\n",
    "from bokeh.io import output_notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "symbol = 'AAPL'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "web = data\n",
    "start = datetime.datetime(2016, 8, 5)\n",
    "end = datetime.datetime(2017, 8, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-08-05</th>\n",
       "      <td>106.27</td>\n",
       "      <td>107.65</td>\n",
       "      <td>106.18</td>\n",
       "      <td>107.48</td>\n",
       "      <td>40553402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-08</th>\n",
       "      <td>107.52</td>\n",
       "      <td>108.37</td>\n",
       "      <td>107.16</td>\n",
       "      <td>108.37</td>\n",
       "      <td>28037220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-09</th>\n",
       "      <td>108.23</td>\n",
       "      <td>108.94</td>\n",
       "      <td>108.01</td>\n",
       "      <td>108.81</td>\n",
       "      <td>26315204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-10</th>\n",
       "      <td>108.71</td>\n",
       "      <td>108.90</td>\n",
       "      <td>107.76</td>\n",
       "      <td>108.00</td>\n",
       "      <td>24008505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-11</th>\n",
       "      <td>108.52</td>\n",
       "      <td>108.93</td>\n",
       "      <td>107.85</td>\n",
       "      <td>107.93</td>\n",
       "      <td>27484506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-12</th>\n",
       "      <td>107.78</td>\n",
       "      <td>108.44</td>\n",
       "      <td>107.78</td>\n",
       "      <td>108.18</td>\n",
       "      <td>18660434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-15</th>\n",
       "      <td>108.14</td>\n",
       "      <td>109.54</td>\n",
       "      <td>108.08</td>\n",
       "      <td>109.48</td>\n",
       "      <td>25868209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-16</th>\n",
       "      <td>109.63</td>\n",
       "      <td>110.23</td>\n",
       "      <td>109.21</td>\n",
       "      <td>109.38</td>\n",
       "      <td>33794448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-17</th>\n",
       "      <td>109.10</td>\n",
       "      <td>109.37</td>\n",
       "      <td>108.34</td>\n",
       "      <td>109.22</td>\n",
       "      <td>25355976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-18</th>\n",
       "      <td>109.23</td>\n",
       "      <td>109.60</td>\n",
       "      <td>109.02</td>\n",
       "      <td>109.08</td>\n",
       "      <td>21984703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-19</th>\n",
       "      <td>108.77</td>\n",
       "      <td>109.69</td>\n",
       "      <td>108.36</td>\n",
       "      <td>109.36</td>\n",
       "      <td>25368072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-22</th>\n",
       "      <td>108.86</td>\n",
       "      <td>109.10</td>\n",
       "      <td>107.85</td>\n",
       "      <td>108.51</td>\n",
       "      <td>25820230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-23</th>\n",
       "      <td>108.59</td>\n",
       "      <td>109.32</td>\n",
       "      <td>108.53</td>\n",
       "      <td>108.85</td>\n",
       "      <td>21257669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-24</th>\n",
       "      <td>108.56</td>\n",
       "      <td>108.75</td>\n",
       "      <td>107.68</td>\n",
       "      <td>108.03</td>\n",
       "      <td>23675081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-25</th>\n",
       "      <td>107.39</td>\n",
       "      <td>107.88</td>\n",
       "      <td>106.68</td>\n",
       "      <td>107.57</td>\n",
       "      <td>25086248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-26</th>\n",
       "      <td>107.41</td>\n",
       "      <td>107.95</td>\n",
       "      <td>106.31</td>\n",
       "      <td>106.94</td>\n",
       "      <td>27766291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-29</th>\n",
       "      <td>106.62</td>\n",
       "      <td>107.44</td>\n",
       "      <td>106.29</td>\n",
       "      <td>106.82</td>\n",
       "      <td>24970300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-30</th>\n",
       "      <td>105.80</td>\n",
       "      <td>106.50</td>\n",
       "      <td>105.50</td>\n",
       "      <td>106.00</td>\n",
       "      <td>24863945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-08-31</th>\n",
       "      <td>105.66</td>\n",
       "      <td>106.57</td>\n",
       "      <td>105.64</td>\n",
       "      <td>106.10</td>\n",
       "      <td>29662406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-01</th>\n",
       "      <td>106.14</td>\n",
       "      <td>106.80</td>\n",
       "      <td>105.62</td>\n",
       "      <td>106.73</td>\n",
       "      <td>26701523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-02</th>\n",
       "      <td>107.70</td>\n",
       "      <td>108.00</td>\n",
       "      <td>106.82</td>\n",
       "      <td>107.73</td>\n",
       "      <td>26334858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-06</th>\n",
       "      <td>107.90</td>\n",
       "      <td>108.30</td>\n",
       "      <td>107.51</td>\n",
       "      <td>107.70</td>\n",
       "      <td>26880391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-07</th>\n",
       "      <td>107.83</td>\n",
       "      <td>108.76</td>\n",
       "      <td>107.07</td>\n",
       "      <td>108.36</td>\n",
       "      <td>42364328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-08</th>\n",
       "      <td>107.25</td>\n",
       "      <td>107.27</td>\n",
       "      <td>105.24</td>\n",
       "      <td>105.52</td>\n",
       "      <td>53002026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-09</th>\n",
       "      <td>104.64</td>\n",
       "      <td>105.72</td>\n",
       "      <td>103.13</td>\n",
       "      <td>103.13</td>\n",
       "      <td>46556984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-12</th>\n",
       "      <td>102.65</td>\n",
       "      <td>105.72</td>\n",
       "      <td>102.53</td>\n",
       "      <td>105.44</td>\n",
       "      <td>45292770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-13</th>\n",
       "      <td>107.51</td>\n",
       "      <td>108.79</td>\n",
       "      <td>107.24</td>\n",
       "      <td>107.95</td>\n",
       "      <td>62176190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-14</th>\n",
       "      <td>108.73</td>\n",
       "      <td>113.03</td>\n",
       "      <td>108.60</td>\n",
       "      <td>111.77</td>\n",
       "      <td>112340318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-15</th>\n",
       "      <td>113.86</td>\n",
       "      <td>115.73</td>\n",
       "      <td>113.49</td>\n",
       "      <td>115.57</td>\n",
       "      <td>90613177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-16</th>\n",
       "      <td>115.12</td>\n",
       "      <td>116.13</td>\n",
       "      <td>114.04</td>\n",
       "      <td>114.92</td>\n",
       "      <td>79886911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-23</th>\n",
       "      <td>145.13</td>\n",
       "      <td>147.16</td>\n",
       "      <td>145.11</td>\n",
       "      <td>146.28</td>\n",
       "      <td>35439389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-26</th>\n",
       "      <td>147.17</td>\n",
       "      <td>148.28</td>\n",
       "      <td>145.38</td>\n",
       "      <td>145.82</td>\n",
       "      <td>25692361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-27</th>\n",
       "      <td>145.01</td>\n",
       "      <td>146.16</td>\n",
       "      <td>143.62</td>\n",
       "      <td>143.73</td>\n",
       "      <td>24761891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-28</th>\n",
       "      <td>144.49</td>\n",
       "      <td>146.11</td>\n",
       "      <td>143.16</td>\n",
       "      <td>145.83</td>\n",
       "      <td>22082432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-29</th>\n",
       "      <td>144.71</td>\n",
       "      <td>145.13</td>\n",
       "      <td>142.28</td>\n",
       "      <td>143.68</td>\n",
       "      <td>31499368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-30</th>\n",
       "      <td>144.45</td>\n",
       "      <td>144.96</td>\n",
       "      <td>143.78</td>\n",
       "      <td>144.02</td>\n",
       "      <td>23024107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-03</th>\n",
       "      <td>144.88</td>\n",
       "      <td>145.30</td>\n",
       "      <td>143.10</td>\n",
       "      <td>143.50</td>\n",
       "      <td>14277848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-05</th>\n",
       "      <td>143.69</td>\n",
       "      <td>144.79</td>\n",
       "      <td>142.72</td>\n",
       "      <td>144.09</td>\n",
       "      <td>21569557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-06</th>\n",
       "      <td>143.02</td>\n",
       "      <td>143.50</td>\n",
       "      <td>142.41</td>\n",
       "      <td>142.73</td>\n",
       "      <td>24128782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-07</th>\n",
       "      <td>142.90</td>\n",
       "      <td>144.75</td>\n",
       "      <td>142.90</td>\n",
       "      <td>144.18</td>\n",
       "      <td>19201712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-10</th>\n",
       "      <td>144.11</td>\n",
       "      <td>145.95</td>\n",
       "      <td>143.37</td>\n",
       "      <td>145.06</td>\n",
       "      <td>21090636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-11</th>\n",
       "      <td>144.73</td>\n",
       "      <td>145.85</td>\n",
       "      <td>144.38</td>\n",
       "      <td>145.53</td>\n",
       "      <td>19781836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-12</th>\n",
       "      <td>145.87</td>\n",
       "      <td>146.18</td>\n",
       "      <td>144.82</td>\n",
       "      <td>145.74</td>\n",
       "      <td>24884478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-13</th>\n",
       "      <td>145.50</td>\n",
       "      <td>148.49</td>\n",
       "      <td>145.44</td>\n",
       "      <td>147.77</td>\n",
       "      <td>25199373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-14</th>\n",
       "      <td>147.97</td>\n",
       "      <td>149.33</td>\n",
       "      <td>147.33</td>\n",
       "      <td>149.04</td>\n",
       "      <td>20132061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-17</th>\n",
       "      <td>148.82</td>\n",
       "      <td>150.90</td>\n",
       "      <td>148.57</td>\n",
       "      <td>149.56</td>\n",
       "      <td>23793456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-18</th>\n",
       "      <td>149.20</td>\n",
       "      <td>150.13</td>\n",
       "      <td>148.67</td>\n",
       "      <td>150.08</td>\n",
       "      <td>17868792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-19</th>\n",
       "      <td>150.48</td>\n",
       "      <td>151.42</td>\n",
       "      <td>149.95</td>\n",
       "      <td>151.02</td>\n",
       "      <td>20922969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-20</th>\n",
       "      <td>151.50</td>\n",
       "      <td>151.74</td>\n",
       "      <td>150.19</td>\n",
       "      <td>150.34</td>\n",
       "      <td>17243748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-21</th>\n",
       "      <td>149.99</td>\n",
       "      <td>150.44</td>\n",
       "      <td>148.88</td>\n",
       "      <td>150.27</td>\n",
       "      <td>26252630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-24</th>\n",
       "      <td>150.58</td>\n",
       "      <td>152.44</td>\n",
       "      <td>149.90</td>\n",
       "      <td>152.09</td>\n",
       "      <td>21493160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-25</th>\n",
       "      <td>151.80</td>\n",
       "      <td>153.84</td>\n",
       "      <td>151.80</td>\n",
       "      <td>152.74</td>\n",
       "      <td>18853932</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-26</th>\n",
       "      <td>153.35</td>\n",
       "      <td>153.93</td>\n",
       "      <td>153.06</td>\n",
       "      <td>153.46</td>\n",
       "      <td>15780951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-27</th>\n",
       "      <td>153.75</td>\n",
       "      <td>153.99</td>\n",
       "      <td>147.30</td>\n",
       "      <td>150.56</td>\n",
       "      <td>32476337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-28</th>\n",
       "      <td>149.89</td>\n",
       "      <td>150.23</td>\n",
       "      <td>149.19</td>\n",
       "      <td>149.50</td>\n",
       "      <td>17213653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-31</th>\n",
       "      <td>149.90</td>\n",
       "      <td>150.33</td>\n",
       "      <td>148.13</td>\n",
       "      <td>148.73</td>\n",
       "      <td>19845920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-01</th>\n",
       "      <td>149.10</td>\n",
       "      <td>150.22</td>\n",
       "      <td>148.41</td>\n",
       "      <td>150.05</td>\n",
       "      <td>35368645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-02</th>\n",
       "      <td>159.28</td>\n",
       "      <td>159.75</td>\n",
       "      <td>156.16</td>\n",
       "      <td>157.14</td>\n",
       "      <td>69936800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-03</th>\n",
       "      <td>157.05</td>\n",
       "      <td>157.21</td>\n",
       "      <td>155.02</td>\n",
       "      <td>155.57</td>\n",
       "      <td>27097296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-08-04</th>\n",
       "      <td>156.07</td>\n",
       "      <td>157.40</td>\n",
       "      <td>155.69</td>\n",
       "      <td>156.39</td>\n",
       "      <td>20559852</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>252 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open    High     Low   Close     Volume\n",
       "Date                                                 \n",
       "2016-08-05  106.27  107.65  106.18  107.48   40553402\n",
       "2016-08-08  107.52  108.37  107.16  108.37   28037220\n",
       "2016-08-09  108.23  108.94  108.01  108.81   26315204\n",
       "2016-08-10  108.71  108.90  107.76  108.00   24008505\n",
       "2016-08-11  108.52  108.93  107.85  107.93   27484506\n",
       "2016-08-12  107.78  108.44  107.78  108.18   18660434\n",
       "2016-08-15  108.14  109.54  108.08  109.48   25868209\n",
       "2016-08-16  109.63  110.23  109.21  109.38   33794448\n",
       "2016-08-17  109.10  109.37  108.34  109.22   25355976\n",
       "2016-08-18  109.23  109.60  109.02  109.08   21984703\n",
       "2016-08-19  108.77  109.69  108.36  109.36   25368072\n",
       "2016-08-22  108.86  109.10  107.85  108.51   25820230\n",
       "2016-08-23  108.59  109.32  108.53  108.85   21257669\n",
       "2016-08-24  108.56  108.75  107.68  108.03   23675081\n",
       "2016-08-25  107.39  107.88  106.68  107.57   25086248\n",
       "2016-08-26  107.41  107.95  106.31  106.94   27766291\n",
       "2016-08-29  106.62  107.44  106.29  106.82   24970300\n",
       "2016-08-30  105.80  106.50  105.50  106.00   24863945\n",
       "2016-08-31  105.66  106.57  105.64  106.10   29662406\n",
       "2016-09-01  106.14  106.80  105.62  106.73   26701523\n",
       "2016-09-02  107.70  108.00  106.82  107.73   26334858\n",
       "2016-09-06  107.90  108.30  107.51  107.70   26880391\n",
       "2016-09-07  107.83  108.76  107.07  108.36   42364328\n",
       "2016-09-08  107.25  107.27  105.24  105.52   53002026\n",
       "2016-09-09  104.64  105.72  103.13  103.13   46556984\n",
       "2016-09-12  102.65  105.72  102.53  105.44   45292770\n",
       "2016-09-13  107.51  108.79  107.24  107.95   62176190\n",
       "2016-09-14  108.73  113.03  108.60  111.77  112340318\n",
       "2016-09-15  113.86  115.73  113.49  115.57   90613177\n",
       "2016-09-16  115.12  116.13  114.04  114.92   79886911\n",
       "...            ...     ...     ...     ...        ...\n",
       "2017-06-23  145.13  147.16  145.11  146.28   35439389\n",
       "2017-06-26  147.17  148.28  145.38  145.82   25692361\n",
       "2017-06-27  145.01  146.16  143.62  143.73   24761891\n",
       "2017-06-28  144.49  146.11  143.16  145.83   22082432\n",
       "2017-06-29  144.71  145.13  142.28  143.68   31499368\n",
       "2017-06-30  144.45  144.96  143.78  144.02   23024107\n",
       "2017-07-03  144.88  145.30  143.10  143.50   14277848\n",
       "2017-07-05  143.69  144.79  142.72  144.09   21569557\n",
       "2017-07-06  143.02  143.50  142.41  142.73   24128782\n",
       "2017-07-07  142.90  144.75  142.90  144.18   19201712\n",
       "2017-07-10  144.11  145.95  143.37  145.06   21090636\n",
       "2017-07-11  144.73  145.85  144.38  145.53   19781836\n",
       "2017-07-12  145.87  146.18  144.82  145.74   24884478\n",
       "2017-07-13  145.50  148.49  145.44  147.77   25199373\n",
       "2017-07-14  147.97  149.33  147.33  149.04   20132061\n",
       "2017-07-17  148.82  150.90  148.57  149.56   23793456\n",
       "2017-07-18  149.20  150.13  148.67  150.08   17868792\n",
       "2017-07-19  150.48  151.42  149.95  151.02   20922969\n",
       "2017-07-20  151.50  151.74  150.19  150.34   17243748\n",
       "2017-07-21  149.99  150.44  148.88  150.27   26252630\n",
       "2017-07-24  150.58  152.44  149.90  152.09   21493160\n",
       "2017-07-25  151.80  153.84  151.80  152.74   18853932\n",
       "2017-07-26  153.35  153.93  153.06  153.46   15780951\n",
       "2017-07-27  153.75  153.99  147.30  150.56   32476337\n",
       "2017-07-28  149.89  150.23  149.19  149.50   17213653\n",
       "2017-07-31  149.90  150.33  148.13  148.73   19845920\n",
       "2017-08-01  149.10  150.22  148.41  150.05   35368645\n",
       "2017-08-02  159.28  159.75  156.16  157.14   69936800\n",
       "2017-08-03  157.05  157.21  155.02  155.57   27097296\n",
       "2017-08-04  156.07  157.40  155.69  156.39   20559852\n",
       "\n",
       "[252 rows x 5 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = web.DataReader(symbol, 'google', start, end)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Open', 'High', 'Low', 'Close', 'Volume'], dtype='object')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2016-08-05', '2016-08-08', '2016-08-09', '2016-08-10',\n",
       "               '2016-08-11', '2016-08-12', '2016-08-15', '2016-08-16',\n",
       "               '2016-08-17', '2016-08-18',\n",
       "               ...\n",
       "               '2017-07-24', '2017-07-25', '2017-07-26', '2017-07-27',\n",
       "               '2017-07-28', '2017-07-31', '2017-08-01', '2017-08-02',\n",
       "               '2017-08-03', '2017-08-04'],\n",
       "              dtype='datetime64[ns]', name='Date', length=252, freq=None)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"b59199ca-947c-4273-a90c-0ed90b38cbfd\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(global) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "    window._bokeh_onload_callbacks = [];\n",
       "    window._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "\n",
       "  \n",
       "  if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    window._bokeh_timeout = Date.now() + 5000;\n",
       "    window._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    if (window.Bokeh !== undefined) {\n",
       "      var el = document.getElementById(\"b59199ca-947c-4273-a90c-0ed90b38cbfd\");\n",
       "      el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "    } else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function run_callbacks() {\n",
       "    window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "    delete window._bokeh_onload_callbacks\n",
       "    console.info(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(js_urls, callback) {\n",
       "    window._bokeh_onload_callbacks.push(callback);\n",
       "    if (window._bokeh_is_loading > 0) {\n",
       "      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    window._bokeh_is_loading = js_urls.length;\n",
       "    for (var i = 0; i < js_urls.length; i++) {\n",
       "      var url = js_urls[i];\n",
       "      var s = document.createElement('script');\n",
       "      s.src = url;\n",
       "      s.async = false;\n",
       "      s.onreadystatechange = s.onload = function() {\n",
       "        window._bokeh_is_loading--;\n",
       "        if (window._bokeh_is_loading === 0) {\n",
       "          console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "          run_callbacks()\n",
       "        }\n",
       "      };\n",
       "      s.onerror = function() {\n",
       "        console.warn(\"failed to load library \" + url);\n",
       "      };\n",
       "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "    }\n",
       "  };var element = document.getElementById(\"b59199ca-947c-4273-a90c-0ed90b38cbfd\");\n",
       "  if (element == null) {\n",
       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'b59199ca-947c-4273-a90c-0ed90b38cbfd' but no matching script tag was found. \")\n",
       "    return false;\n",
       "  }\n",
       "\n",
       "  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.5.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.5.min.js\"];\n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "    },\n",
       "    \n",
       "    function(Bokeh) {\n",
       "      \n",
       "      document.getElementById(\"b59199ca-947c-4273-a90c-0ed90b38cbfd\").textContent = \"BokehJS is loading...\";\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.5.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-0.12.5.min.css\");\n",
       "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.5.min.css\");\n",
       "      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-0.12.5.min.css\");\n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "      for (var i = 0; i < inline_js.length; i++) {\n",
       "        inline_js[i](window.Bokeh);\n",
       "      }if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < window._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!window._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      window._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"b59199ca-947c-4273-a90c-0ed90b38cbfd\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (window._bokeh_is_loading === 0) {\n",
       "    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(js_urls, function() {\n",
       "      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(this));"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <div class=\"bk-plotdiv\" id=\"525e4067-f107-4327-8fab-3a1f259dd518\"></div>\n",
       "    </div>\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "  (function(global) {\n",
       "    function now() {\n",
       "      return new Date();\n",
       "    }\n",
       "  \n",
       "    var force = false;\n",
       "  \n",
       "    if (typeof (window._bokeh_onload_callbacks) === \"undefined\" || force === true) {\n",
       "      window._bokeh_onload_callbacks = [];\n",
       "      window._bokeh_is_loading = undefined;\n",
       "    }\n",
       "  \n",
       "  \n",
       "    \n",
       "    if (typeof (window._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "      window._bokeh_timeout = Date.now() + 0;\n",
       "      window._bokeh_failed_load = false;\n",
       "    }\n",
       "  \n",
       "    var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "       \"<div style='background-color: #fdd'>\\n\"+\n",
       "       \"<p>\\n\"+\n",
       "       \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "       \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "       \"</p>\\n\"+\n",
       "       \"<ul>\\n\"+\n",
       "       \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "       \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "       \"</ul>\\n\"+\n",
       "       \"<code>\\n\"+\n",
       "       \"from bokeh.resources import INLINE\\n\"+\n",
       "       \"output_notebook(resources=INLINE)\\n\"+\n",
       "       \"</code>\\n\"+\n",
       "       \"</div>\"}};\n",
       "  \n",
       "    function display_loaded() {\n",
       "      if (window.Bokeh !== undefined) {\n",
       "        var el = document.getElementById(\"525e4067-f107-4327-8fab-3a1f259dd518\");\n",
       "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
       "      } else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(display_loaded, 100)\n",
       "      }\n",
       "    }\n",
       "  \n",
       "    function run_callbacks() {\n",
       "      window._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n",
       "      delete window._bokeh_onload_callbacks\n",
       "      console.info(\"Bokeh: all callbacks have finished\");\n",
       "    }\n",
       "  \n",
       "    function load_libs(js_urls, callback) {\n",
       "      window._bokeh_onload_callbacks.push(callback);\n",
       "      if (window._bokeh_is_loading > 0) {\n",
       "        console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "        return null;\n",
       "      }\n",
       "      if (js_urls == null || js_urls.length === 0) {\n",
       "        run_callbacks();\n",
       "        return null;\n",
       "      }\n",
       "      console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "      window._bokeh_is_loading = js_urls.length;\n",
       "      for (var i = 0; i < js_urls.length; i++) {\n",
       "        var url = js_urls[i];\n",
       "        var s = document.createElement('script');\n",
       "        s.src = url;\n",
       "        s.async = false;\n",
       "        s.onreadystatechange = s.onload = function() {\n",
       "          window._bokeh_is_loading--;\n",
       "          if (window._bokeh_is_loading === 0) {\n",
       "            console.log(\"Bokeh: all BokehJS libraries loaded\");\n",
       "            run_callbacks()\n",
       "          }\n",
       "        };\n",
       "        s.onerror = function() {\n",
       "          console.warn(\"failed to load library \" + url);\n",
       "        };\n",
       "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "      }\n",
       "    };var element = document.getElementById(\"525e4067-f107-4327-8fab-3a1f259dd518\");\n",
       "    if (element == null) {\n",
       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '525e4067-f107-4327-8fab-3a1f259dd518' but no matching script tag was found. \")\n",
       "      return false;\n",
       "    }\n",
       "  \n",
       "    var js_urls = [];\n",
       "  \n",
       "    var inline_js = [\n",
       "      function(Bokeh) {\n",
       "        (function() {\n",
       "          var fn = function() {\n",
       "            var docs_json = {\"2407d80b-0e80-4060-a57c-b243947d8889\":{\"roots\":{\"references\":[{\"attributes\":{\"plot\":{\"id\":\"b92c14a5-394f-41c6-a366-c7258331600c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"20e8d514-7909-4573-9263-c68213d81712\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"num_minor_ticks\":5},\"id\":\"e77aae45-f0ec-46b2-864d-c7496f6e2b60\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"top\",\"bottom\"],\"data\":{\"bottom\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[133]},\"top\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[133]},\"x\":{\"__ndarray__\":\"AADALndmdUIAAED6G2d1QgAAwFwKaXVCAADAip1rdUIAAEBWQmx1QgAAwLgwbnVCAACAHoNudUIAAMDmw3B1QgAAwH0NcnVCAACA419ydUIAAEBJsnJ1QgAAQOD7c3VCAAAARk50dUIAAICoPHZ1QgAAQA6PdnVCAADA2TN3dUIAAACidHl1QgAAwAfHeXVCAAAAOb56dUIAAMCeEHt1QgAAgARje3VCAAAA0Ad8dUIAAEAB/3x1QgAAAGdRfXVCAACAMvZ9dUIAAEAvkn91QgAAwPo2gHVCAACAYImAdUIAAMCRgIF1QgAAgPfSgXVCAABAXSWCdUIAAADDd4J1QgAAwL8ThHVCAABAIgKGdUIAAACIVIZ1QgAAgFP5hnVCAABAuUuHdUIAAMCyg4p1QgAAgBjWinVCAABAfiiLdUIAAMBJzYt1QgAAQKy7jXVCAABAQwWPdUIAAACpV491QgAAwA6qj3VCAABA2k6QdUIAAADX6pF1QgAAwDw9knVCAACAOdmTdUIAAECfK5R1QgAAAAV+lHVCAADAatCUdUIAAEDNvpZ1QgAAADMRl3VCAABAZAiYdUIAAMAvrZh1QgAAgJX/mHVCAABAkpuadUIAAAD47Zp1QgAAgMOSm3VCAADA9ImcdUIAAAAmgZ11QgAAAL3KnnVCAACAiG+fdUIAAEDuwZ91QgAAQIULoXVCAAAA612hdUIAAIC2AqJ1QgAAwH5DpHVCAAAAR4SmdUIAAMCs1qZ1QgAAwEMgqHVCAABAD8WodUIAAAB1F6l1QgAAQKYOqnVCAAAADGGqdUIAAIDXBat1QgAAQD1Yq3VCAACAbk+sdUIAAIAFma11QgAAwDaQrnVCAACAnOKudUIAAEACNa91QgAAwM3Zr3VCAAAA/9CwdUIAAIDKdbF1QgAAAJYasnVCAABAxxGzdUIAAAAtZLN1QgAAwJK2s3VCAABAXlu0dUIAAICPUrV1QgAAAFv3tXVCAADAwEm2dUIAAIC95bd1QgAAwO7cuHVCAAAAINS5dUIAAEBRy7p1QgAAALcdu3VCAABA6BS8dUIAAABOZ7x1QgAAgBkMvXVCAACAsFW+dUIAAAB8+r51QgAAwOFMv3VCAACAR5+/dUIAAMB4lsB1QgAAgN7owHVCAABARDvBdUIAAABB18J1QgAAwKYpw3VCAACADHzDdUIAAEByzsN1QgAAQKBhxnVCAACA0VjHdUIAAEA3q8d1QgAAAJ39x3VCAACA/+vJdUIAAEBlPsp1QgAAwDDjynVCAADAxyzMdUIAAIAtf8x1QgAAAPkjzXVCAAAAkG3OdUIAAMD1v851QgAAAL4A0XVCAADAI1PRdUIAAAAaJ9Z1QgAAQEse13VCAAAAsXDXdUIAAMAWw9d1QgAAQHmx2XVCAADARFbadUI=\",\"dtype\":\"float64\",\"shape\":[133]}}},\"id\":\"31b2a7f9-9e7b-436c-ab07-e9be1e9132bf\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"dc9181cc-75c9-475f-8c7e-779ad8a1b238\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"plot\":{\"id\":\"b92c14a5-394f-41c6-a366-c7258331600c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"ae8057ab-478d-48c6-a4cf-c54ab59f104c\",\"type\":\"ResetTool\"},{\"attributes\":{\"bottom\":{\"field\":\"bottom\"},\"fill_color\":{\"value\":\"#32CD32\"},\"line_color\":{\"value\":\"green\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":43200000},\"x\":{\"field\":\"x\"}},\"id\":\"e10a9b26-69a9-48a3-addf-0935580663a5\",\"type\":\"VBar\"},{\"attributes\":{\"bottom\":{\"field\":\"bottom\"},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":43200000},\"x\":{\"field\":\"x\"}},\"id\":\"e94639e0-9218-46c4-b15b-711eb40e4890\",\"type\":\"VBar\"},{\"attributes\":{\"overlay\":{\"id\":\"e6cc434a-6938-4a4a-a1dd-aca4a3393622\",\"type\":\"BoxAnnotation\"},\"plot\":{\"id\":\"b92c14a5-394f-41c6-a366-c7258331600c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"4d7834ee-e1d6-4594-8d7a-c596b91caa3d\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"bottom\":{\"field\":\"bottom\"},\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":43200000},\"x\":{\"field\":\"x\"}},\"id\":\"6d51ecf4-3bf9-42f5-bcf0-88cdc34bec70\",\"type\":\"VBar\"},{\"attributes\":{\"callback\":null},\"id\":\"6f6508c6-940a-4cf3-85f8-e6241f67b64e\",\"type\":\"DataRange1d\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"a5171e41-35ae-406d-a77a-55a8d3ee2886\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"fe41381d-6f3a-4c39-9106-e6c7555239eb\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"b8d99fe1-c01e-4163-8198-4cc12fd13b61\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"plot\":{\"id\":\"b92c14a5-394f-41c6-a366-c7258331600c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"a36efcd5-5f3c-45eb-80a8-a389c372da7f\",\"type\":\"SaveTool\"},{\"attributes\":{\"data_source\":{\"id\":\"31b2a7f9-9e7b-436c-ab07-e9be1e9132bf\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"71c30c8a-bf23-48e5-b583-36ceaf0ee1ff\",\"type\":\"VBar\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"e94639e0-9218-46c4-b15b-711eb40e4890\",\"type\":\"VBar\"},\"selection_glyph\":null},\"id\":\"27ded7c3-d443-4761-bc7e-9786bfc4f919\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"below\":[{\"id\":\"f3aca593-65e4-4490-b42d-4e6b77581bb2\",\"type\":\"DatetimeAxis\"}],\"left\":[{\"id\":\"425ae699-c793-48a3-baff-454599435786\",\"type\":\"LinearAxis\"}],\"plot_width\":1000,\"renderers\":[{\"id\":\"f3aca593-65e4-4490-b42d-4e6b77581bb2\",\"type\":\"DatetimeAxis\"},{\"id\":\"d6b157a6-dd40-4b43-bad5-8935f977ab64\",\"type\":\"Grid\"},{\"id\":\"425ae699-c793-48a3-baff-454599435786\",\"type\":\"LinearAxis\"},{\"id\":\"81161b6b-732f-4ce7-9047-2ba731f478f6\",\"type\":\"Grid\"},{\"id\":\"e6cc434a-6938-4a4a-a1dd-aca4a3393622\",\"type\":\"BoxAnnotation\"},{\"id\":\"9f04a43d-10e6-4c0a-b55b-636ed606e325\",\"type\":\"GlyphRenderer\"},{\"id\":\"48d6dfee-fd63-4907-a351-711c52d64b44\",\"type\":\"GlyphRenderer\"},{\"id\":\"27ded7c3-d443-4761-bc7e-9786bfc4f919\",\"type\":\"GlyphRenderer\"}],\"title\":{\"id\":\"18bacb22-cdfd-4364-8ac6-506924e0fb3c\",\"type\":\"Title\"},\"tool_events\":{\"id\":\"e97b1308-c528-4389-b172-bd34032cf373\",\"type\":\"ToolEvents\"},\"toolbar\":{\"id\":\"588f4afb-34ac-43eb-96f9-0ad9266b96d9\",\"type\":\"Toolbar\"},\"x_range\":{\"id\":\"bcf61c6a-a24b-41e4-a011-787b1c55ca91\",\"type\":\"DataRange1d\"},\"y_range\":{\"id\":\"6f6508c6-940a-4cf3-85f8-e6241f67b64e\",\"type\":\"DataRange1d\"}},\"id\":\"b92c14a5-394f-41c6-a366-c7258331600c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"bottom\":{\"field\":\"bottom\"},\"fill_color\":{\"value\":\"#FF4500\"},\"line_color\":{\"value\":\"red\"},\"top\":{\"field\":\"top\"},\"width\":{\"value\":43200000},\"x\":{\"field\":\"x\"}},\"id\":\"71c30c8a-bf23-48e5-b583-36ceaf0ee1ff\",\"type\":\"VBar\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"b74539d3-8274-42e3-a9c8-61aaf4859ae0\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"77eee3d2-b7c0-4e3e-a7f8-20730b786c61\",\"type\":\"YearsTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"9053b3b4-9b46-4819-a1f3-aa391c33349b\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"fb76f342-bc82-48d7-8f1d-08e775dde8fa\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"e97b1308-c528-4389-b172-bd34032cf373\",\"type\":\"ToolEvents\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"7f35fdd1-caf9-421f-9dc7-53c3ad5d5b6f\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x0\",\"y0\",\"x1\",\"y1\"],\"data\":{\"x0\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[252]},\"x1\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[252]},\"y0\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[252]},\"y1\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[252]}}},\"id\":\"d7597aba-6fb3-4d51-9f79-2375fa2824a0\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"7faef875-60ed-4225-8822-75fe0d94fa2c\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"callback\":null,\"column_names\":[\"x\",\"top\",\"bottom\"],\"data\":{\"bottom\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[110]},\"top\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[110]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"shape\":[110]}}},\"id\":\"fbebfbf5-354c-4653-a1cb-c997c3be7b31\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"dimension\":1,\"grid_line_alpha\":{\"value\":0.3},\"plot\":{\"id\":\"b92c14a5-394f-41c6-a366-c7258331600c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"5c32d6e5-f2a2-48c8-a39d-f31667cbad30\",\"type\":\"BasicTicker\"}},\"id\":\"81161b6b-732f-4ce7-9047-2ba731f478f6\",\"type\":\"Grid\"},{\"attributes\":{\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"0bbdce70-1ed0-45d0-8ffd-ff7dd934f6b2\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"callback\":null},\"id\":\"bcf61c6a-a24b-41e4-a011-787b1c55ca91\",\"type\":\"DataRange1d\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"d27fbebd-2b76-4352-bb4c-7f3d7204449c\",\"type\":\"DaysTicker\"},{\"attributes\":{\"plot\":null,\"text\":\"AAPL Candlestick\"},\"id\":\"18bacb22-cdfd-4364-8ac6-506924e0fb3c\",\"type\":\"Title\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"238b6005-837c-479f-ab13-41604532ea22\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"data_source\":{\"id\":\"d7597aba-6fb3-4d51-9f79-2375fa2824a0\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"4ffae4b8-48c4-41b9-a7fc-ab23fe8358e5\",\"type\":\"Segment\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"3f8707f4-f257-440b-b798-4e4396ce6d70\",\"type\":\"Segment\"},\"selection_glyph\":null},\"id\":\"9f04a43d-10e6-4c0a-b55b-636ed606e325\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"grid_line_alpha\":{\"value\":0.3},\"plot\":{\"id\":\"b92c14a5-394f-41c6-a366-c7258331600c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"e77aae45-f0ec-46b2-864d-c7496f6e2b60\",\"type\":\"DatetimeTicker\"}},\"id\":\"d6b157a6-dd40-4b43-bad5-8935f977ab64\",\"type\":\"Grid\"},{\"attributes\":{\"plot\":{\"id\":\"b92c14a5-394f-41c6-a366-c7258331600c\",\"subtype\":\"Figure\",\"type\":\"Plot\"}},\"id\":\"4f2a62b9-557a-48b4-8328-7aa93e77e868\",\"type\":\"PanTool\"},{\"attributes\":{\"data_source\":{\"id\":\"fbebfbf5-354c-4653-a1cb-c997c3be7b31\",\"type\":\"ColumnDataSource\"},\"glyph\":{\"id\":\"e10a9b26-69a9-48a3-addf-0935580663a5\",\"type\":\"VBar\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"6d51ecf4-3bf9-42f5-bcf0-88cdc34bec70\",\"type\":\"VBar\"},\"selection_glyph\":null},\"id\":\"48d6dfee-fd63-4907-a351-711c52d64b44\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"36b8fcd4-6dde-42e5-a76c-cbe62154a99e\",\"type\":\"DaysTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"dc9181cc-75c9-475f-8c7e-779ad8a1b238\",\"type\":\"DatetimeTickFormatter\"},\"major_label_orientation\":0.7853981633974483,\"plot\":{\"id\":\"b92c14a5-394f-41c6-a366-c7258331600c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"e77aae45-f0ec-46b2-864d-c7496f6e2b60\",\"type\":\"DatetimeTicker\"}},\"id\":\"f3aca593-65e4-4490-b42d-4e6b77581bb2\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"active_drag\":\"auto\",\"active_scroll\":\"auto\",\"active_tap\":\"auto\",\"tools\":[{\"id\":\"4f2a62b9-557a-48b4-8328-7aa93e77e868\",\"type\":\"PanTool\"},{\"id\":\"20e8d514-7909-4573-9263-c68213d81712\",\"type\":\"WheelZoomTool\"},{\"id\":\"4d7834ee-e1d6-4594-8d7a-c596b91caa3d\",\"type\":\"BoxZoomTool\"},{\"id\":\"ae8057ab-478d-48c6-a4cf-c54ab59f104c\",\"type\":\"ResetTool\"},{\"id\":\"a36efcd5-5f3c-45eb-80a8-a389c372da7f\",\"type\":\"SaveTool\"}]},\"id\":\"588f4afb-34ac-43eb-96f9-0ad9266b96d9\",\"type\":\"Toolbar\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"lightgrey\"},\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":{\"value\":1.0},\"line_color\":{\"value\":\"black\"},\"line_dash\":[4,4],\"line_width\":{\"value\":2},\"plot\":null,\"render_mode\":\"css\",\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"e6cc434a-6938-4a4a-a1dd-aca4a3393622\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x0\":{\"field\":\"x0\"},\"x1\":{\"field\":\"x1\"},\"y0\":{\"field\":\"y0\"},\"y1\":{\"field\":\"y1\"}},\"id\":\"3f8707f4-f257-440b-b798-4e4396ce6d70\",\"type\":\"Segment\"},{\"attributes\":{},\"id\":\"5c32d6e5-f2a2-48c8-a39d-f31667cbad30\",\"type\":\"BasicTicker\"},{\"attributes\":{\"x0\":{\"field\":\"x0\"},\"x1\":{\"field\":\"x1\"},\"y0\":{\"field\":\"y0\"},\"y1\":{\"field\":\"y1\"}},\"id\":\"4ffae4b8-48c4-41b9-a7fc-ab23fe8358e5\",\"type\":\"Segment\"},{\"attributes\":{\"formatter\":{\"id\":\"b8d99fe1-c01e-4163-8198-4cc12fd13b61\",\"type\":\"BasicTickFormatter\"},\"plot\":{\"id\":\"b92c14a5-394f-41c6-a366-c7258331600c\",\"subtype\":\"Figure\",\"type\":\"Plot\"},\"ticker\":{\"id\":\"5c32d6e5-f2a2-48c8-a39d-f31667cbad30\",\"type\":\"BasicTicker\"}},\"id\":\"425ae699-c793-48a3-baff-454599435786\",\"type\":\"LinearAxis\"}],\"root_ids\":[\"b92c14a5-394f-41c6-a366-c7258331600c\"]},\"title\":\"Bokeh Application\",\"version\":\"0.12.5\"}};\n",
       "            var render_items = [{\"docid\":\"2407d80b-0e80-4060-a57c-b243947d8889\",\"elementid\":\"525e4067-f107-4327-8fab-3a1f259dd518\",\"modelid\":\"b92c14a5-394f-41c6-a366-c7258331600c\"}];\n",
       "            \n",
       "            Bokeh.embed.embed_items(docs_json, render_items);\n",
       "          };\n",
       "          if (document.readyState != \"loading\") fn();\n",
       "          else document.addEventListener(\"DOMContentLoaded\", fn);\n",
       "        })();\n",
       "      },\n",
       "      function(Bokeh) {\n",
       "      }\n",
       "    ];\n",
       "  \n",
       "    function run_inline_js() {\n",
       "      \n",
       "      if ((window.Bokeh !== undefined) || (force === true)) {\n",
       "        for (var i = 0; i < inline_js.length; i++) {\n",
       "          inline_js[i](window.Bokeh);\n",
       "        }if (force === true) {\n",
       "          display_loaded();\n",
       "        }} else if (Date.now() < window._bokeh_timeout) {\n",
       "        setTimeout(run_inline_js, 100);\n",
       "      } else if (!window._bokeh_failed_load) {\n",
       "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "        window._bokeh_failed_load = true;\n",
       "      } else if (force !== true) {\n",
       "        var cell = $(document.getElementById(\"525e4067-f107-4327-8fab-3a1f259dd518\")).parents('.cell').data().cell;\n",
       "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "      }\n",
       "  \n",
       "    }\n",
       "  \n",
       "    if (window._bokeh_is_loading === 0) {\n",
       "      console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "      run_inline_js();\n",
       "    } else {\n",
       "      load_libs(js_urls, function() {\n",
       "        console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "        run_inline_js();\n",
       "      });\n",
       "    }\n",
       "  }(this));\n",
       "</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inc = df.Close > df.Open\n",
    "dec = df.Open > df.Close\n",
    "w = 12*60*60*1000 #half day in milliseconds\n",
    "\n",
    "TOOLS = \"pan,wheel_zoom,box_zoom,reset,save\"\n",
    "\n",
    "p = figure(x_axis_type=\"datetime\", tools=TOOLS, plot_width=1000, title=\"AAPL Candlestick\")\n",
    "p.xaxis.major_label_orientation = pi / 4\n",
    "p.grid.grid_line_alpha=0.3\n",
    "\n",
    "p.segment(df.index, df.High, df.index, df.Low, color=\"black\")\n",
    "p.vbar(df.index[inc], w, df.Open[inc], df.Close[inc], color=\"#32CD32\", line_color=\"green\")\n",
    "p.vbar(df.index[dec], w, df.Open[dec], df.Close[dec], color=\"#FF4500\", line_color=\"red\")\n",
    "\n",
    "output_file(\"candlestick_AAPL.html\", title=\"candlestick_AAPL.py example\")\n",
    "\n",
    "show(p) # open a browser"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}