google_stocks.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "google_data = pd.read_csv('datasets/stocks_goog_1yr.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Years Since 2009</th>\n",
       "      <th>Daily Avg</th>\n",
       "      <th>Daily Range</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009-12-31</td>\n",
       "      <td>624.751096</td>\n",
       "      <td>625.401047</td>\n",
       "      <td>619.981079</td>\n",
       "      <td>619.981079</td>\n",
       "      <td>2448700</td>\n",
       "      <td>309.680858</td>\n",
       "      <td>0.997260</td>\n",
       "      <td>622.691063</td>\n",
       "      <td>5.419968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2009-12-30</td>\n",
       "      <td>618.501062</td>\n",
       "      <td>622.731037</td>\n",
       "      <td>618.011072</td>\n",
       "      <td>622.731037</td>\n",
       "      <td>2942100</td>\n",
       "      <td>311.054464</td>\n",
       "      <td>0.994521</td>\n",
       "      <td>620.371055</td>\n",
       "      <td>4.719965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2009-12-29</td>\n",
       "      <td>624.741049</td>\n",
       "      <td>624.841093</td>\n",
       "      <td>618.291049</td>\n",
       "      <td>619.401092</td>\n",
       "      <td>2860200</td>\n",
       "      <td>309.391155</td>\n",
       "      <td>0.991781</td>\n",
       "      <td>621.566071</td>\n",
       "      <td>6.550044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2009-12-28</td>\n",
       "      <td>621.661061</td>\n",
       "      <td>625.991080</td>\n",
       "      <td>618.481090</td>\n",
       "      <td>622.871087</td>\n",
       "      <td>3408400</td>\n",
       "      <td>311.124419</td>\n",
       "      <td>0.989041</td>\n",
       "      <td>622.236085</td>\n",
       "      <td>7.509990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2009-12-24</td>\n",
       "      <td>612.931058</td>\n",
       "      <td>619.521047</td>\n",
       "      <td>612.271061</td>\n",
       "      <td>618.481090</td>\n",
       "      <td>1723800</td>\n",
       "      <td>308.931613</td>\n",
       "      <td>0.978082</td>\n",
       "      <td>615.896054</td>\n",
       "      <td>7.249986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2009-12-23</td>\n",
       "      <td>603.501053</td>\n",
       "      <td>612.871081</td>\n",
       "      <td>602.851041</td>\n",
       "      <td>611.681027</td>\n",
       "      <td>4160800</td>\n",
       "      <td>305.534978</td>\n",
       "      <td>0.975342</td>\n",
       "      <td>607.861061</td>\n",
       "      <td>10.020040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2009-12-22</td>\n",
       "      <td>601.341005</td>\n",
       "      <td>601.501027</td>\n",
       "      <td>598.851051</td>\n",
       "      <td>601.121006</td>\n",
       "      <td>3775600</td>\n",
       "      <td>300.260243</td>\n",
       "      <td>0.972603</td>\n",
       "      <td>600.176039</td>\n",
       "      <td>2.649976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2009-12-21</td>\n",
       "      <td>597.611006</td>\n",
       "      <td>599.841017</td>\n",
       "      <td>595.671019</td>\n",
       "      <td>598.681044</td>\n",
       "      <td>5161600</td>\n",
       "      <td>299.041480</td>\n",
       "      <td>0.969863</td>\n",
       "      <td>597.756018</td>\n",
       "      <td>4.169998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2009-12-18</td>\n",
       "      <td>596.031006</td>\n",
       "      <td>598.931001</td>\n",
       "      <td>595.001035</td>\n",
       "      <td>596.421013</td>\n",
       "      <td>7089400</td>\n",
       "      <td>297.912594</td>\n",
       "      <td>0.961644</td>\n",
       "      <td>596.966018</td>\n",
       "      <td>3.929966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2009-12-17</td>\n",
       "      <td>596.441047</td>\n",
       "      <td>597.641025</td>\n",
       "      <td>593.760990</td>\n",
       "      <td>593.941045</td>\n",
       "      <td>5297300</td>\n",
       "      <td>296.673849</td>\n",
       "      <td>0.958904</td>\n",
       "      <td>595.701008</td>\n",
       "      <td>3.880035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2009-12-16</td>\n",
       "      <td>598.601033</td>\n",
       "      <td>600.371012</td>\n",
       "      <td>596.641012</td>\n",
       "      <td>597.761042</td>\n",
       "      <td>5639800</td>\n",
       "      <td>298.581939</td>\n",
       "      <td>0.956164</td>\n",
       "      <td>598.506012</td>\n",
       "      <td>3.730000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2009-12-15</td>\n",
       "      <td>593.301020</td>\n",
       "      <td>596.381008</td>\n",
       "      <td>590.990998</td>\n",
       "      <td>593.140998</td>\n",
       "      <td>4577800</td>\n",
       "      <td>296.274225</td>\n",
       "      <td>0.953425</td>\n",
       "      <td>593.686003</td>\n",
       "      <td>5.390010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2009-12-14</td>\n",
       "      <td>595.351037</td>\n",
       "      <td>597.310996</td>\n",
       "      <td>592.611003</td>\n",
       "      <td>595.730996</td>\n",
       "      <td>3841100</td>\n",
       "      <td>297.567930</td>\n",
       "      <td>0.950685</td>\n",
       "      <td>594.960999</td>\n",
       "      <td>4.699993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2009-12-11</td>\n",
       "      <td>594.680992</td>\n",
       "      <td>594.751017</td>\n",
       "      <td>587.731016</td>\n",
       "      <td>590.510994</td>\n",
       "      <td>3452800</td>\n",
       "      <td>294.960537</td>\n",
       "      <td>0.942466</td>\n",
       "      <td>591.241017</td>\n",
       "      <td>7.020001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>590.441031</td>\n",
       "      <td>594.711011</td>\n",
       "      <td>590.411011</td>\n",
       "      <td>591.501021</td>\n",
       "      <td>3349000</td>\n",
       "      <td>295.455055</td>\n",
       "      <td>0.939726</td>\n",
       "      <td>592.561011</td>\n",
       "      <td>4.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2009-12-09</td>\n",
       "      <td>587.501031</td>\n",
       "      <td>589.330988</td>\n",
       "      <td>583.580990</td>\n",
       "      <td>589.020992</td>\n",
       "      <td>3575200</td>\n",
       "      <td>294.216280</td>\n",
       "      <td>0.936986</td>\n",
       "      <td>586.455989</td>\n",
       "      <td>5.749998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2009-12-08</td>\n",
       "      <td>583.500979</td>\n",
       "      <td>590.661030</td>\n",
       "      <td>582.000991</td>\n",
       "      <td>587.050985</td>\n",
       "      <td>3059300</td>\n",
       "      <td>293.232260</td>\n",
       "      <td>0.934247</td>\n",
       "      <td>586.331011</td>\n",
       "      <td>8.660039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2009-12-07</td>\n",
       "      <td>584.211030</td>\n",
       "      <td>588.691024</td>\n",
       "      <td>581.000978</td>\n",
       "      <td>586.250999</td>\n",
       "      <td>3284500</td>\n",
       "      <td>292.832667</td>\n",
       "      <td>0.931507</td>\n",
       "      <td>584.846001</td>\n",
       "      <td>7.690046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2009-12-04</td>\n",
       "      <td>593.021043</td>\n",
       "      <td>594.831028</td>\n",
       "      <td>579.181007</td>\n",
       "      <td>585.011015</td>\n",
       "      <td>5046000</td>\n",
       "      <td>292.213294</td>\n",
       "      <td>0.923288</td>\n",
       "      <td>587.006017</td>\n",
       "      <td>15.650021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2009-12-03</td>\n",
       "      <td>589.041025</td>\n",
       "      <td>591.451030</td>\n",
       "      <td>585.001029</td>\n",
       "      <td>585.740976</td>\n",
       "      <td>2868000</td>\n",
       "      <td>292.577910</td>\n",
       "      <td>0.920548</td>\n",
       "      <td>588.226029</td>\n",
       "      <td>6.450001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2009-12-02</td>\n",
       "      <td>591.000984</td>\n",
       "      <td>593.010996</td>\n",
       "      <td>586.220980</td>\n",
       "      <td>587.511017</td>\n",
       "      <td>3338800</td>\n",
       "      <td>293.462046</td>\n",
       "      <td>0.917808</td>\n",
       "      <td>589.615988</td>\n",
       "      <td>6.790016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2009-12-01</td>\n",
       "      <td>588.131009</td>\n",
       "      <td>591.220983</td>\n",
       "      <td>583.001004</td>\n",
       "      <td>589.871030</td>\n",
       "      <td>4657900</td>\n",
       "      <td>294.640874</td>\n",
       "      <td>0.915068</td>\n",
       "      <td>587.110993</td>\n",
       "      <td>8.219979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2009-11-30</td>\n",
       "      <td>580.631004</td>\n",
       "      <td>583.670987</td>\n",
       "      <td>577.111018</td>\n",
       "      <td>583.001004</td>\n",
       "      <td>3463000</td>\n",
       "      <td>291.209293</td>\n",
       "      <td>0.912329</td>\n",
       "      <td>580.391003</td>\n",
       "      <td>6.559969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2009-11-27</td>\n",
       "      <td>572.000985</td>\n",
       "      <td>582.461022</td>\n",
       "      <td>570.970952</td>\n",
       "      <td>579.760994</td>\n",
       "      <td>2779500</td>\n",
       "      <td>289.590906</td>\n",
       "      <td>0.904110</td>\n",
       "      <td>576.715987</td>\n",
       "      <td>11.490070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2009-11-25</td>\n",
       "      <td>586.411021</td>\n",
       "      <td>587.061033</td>\n",
       "      <td>582.691008</td>\n",
       "      <td>585.740976</td>\n",
       "      <td>2933300</td>\n",
       "      <td>292.577910</td>\n",
       "      <td>0.898630</td>\n",
       "      <td>584.876020</td>\n",
       "      <td>4.370025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2009-11-24</td>\n",
       "      <td>582.521000</td>\n",
       "      <td>584.290979</td>\n",
       "      <td>576.541017</td>\n",
       "      <td>583.091001</td>\n",
       "      <td>3222400</td>\n",
       "      <td>291.254246</td>\n",
       "      <td>0.895890</td>\n",
       "      <td>580.415998</td>\n",
       "      <td>7.749962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2009-11-23</td>\n",
       "      <td>576.490965</td>\n",
       "      <td>586.601001</td>\n",
       "      <td>575.860987</td>\n",
       "      <td>582.350992</td>\n",
       "      <td>5114000</td>\n",
       "      <td>290.884611</td>\n",
       "      <td>0.893151</td>\n",
       "      <td>581.230994</td>\n",
       "      <td>10.740014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2009-11-20</td>\n",
       "      <td>569.500983</td>\n",
       "      <td>571.600992</td>\n",
       "      <td>569.401000</td>\n",
       "      <td>569.960954</td>\n",
       "      <td>4027400</td>\n",
       "      <td>284.695781</td>\n",
       "      <td>0.884932</td>\n",
       "      <td>570.500996</td>\n",
       "      <td>2.199992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2009-11-19</td>\n",
       "      <td>573.770964</td>\n",
       "      <td>574.001010</td>\n",
       "      <td>570.000959</td>\n",
       "      <td>572.991012</td>\n",
       "      <td>4352200</td>\n",
       "      <td>286.209296</td>\n",
       "      <td>0.882192</td>\n",
       "      <td>572.000984</td>\n",
       "      <td>4.000051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2009-11-18</td>\n",
       "      <td>576.650986</td>\n",
       "      <td>578.781014</td>\n",
       "      <td>572.071009</td>\n",
       "      <td>576.650986</td>\n",
       "      <td>3110700</td>\n",
       "      <td>288.037456</td>\n",
       "      <td>0.879452</td>\n",
       "      <td>575.426012</td>\n",
       "      <td>6.710005</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>2009-02-13</td>\n",
       "      <td>362.190622</td>\n",
       "      <td>362.990608</td>\n",
       "      <td>355.230599</td>\n",
       "      <td>357.680609</td>\n",
       "      <td>8324300</td>\n",
       "      <td>178.661643</td>\n",
       "      <td>0.117808</td>\n",
       "      <td>359.110604</td>\n",
       "      <td>7.760009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>2009-02-12</td>\n",
       "      <td>353.160610</td>\n",
       "      <td>363.620617</td>\n",
       "      <td>351.480597</td>\n",
       "      <td>363.050616</td>\n",
       "      <td>11142200</td>\n",
       "      <td>181.343964</td>\n",
       "      <td>0.115068</td>\n",
       "      <td>357.550607</td>\n",
       "      <td>12.140020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>2009-02-11</td>\n",
       "      <td>358.950613</td>\n",
       "      <td>365.000620</td>\n",
       "      <td>353.000619</td>\n",
       "      <td>358.040627</td>\n",
       "      <td>10502300</td>\n",
       "      <td>178.841472</td>\n",
       "      <td>0.112329</td>\n",
       "      <td>359.000619</td>\n",
       "      <td>12.000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>2009-02-10</td>\n",
       "      <td>375.980636</td>\n",
       "      <td>377.500658</td>\n",
       "      <td>357.890622</td>\n",
       "      <td>358.510614</td>\n",
       "      <td>14260600</td>\n",
       "      <td>179.076231</td>\n",
       "      <td>0.109589</td>\n",
       "      <td>367.695640</td>\n",
       "      <td>19.610036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>2009-02-09</td>\n",
       "      <td>371.280643</td>\n",
       "      <td>381.000642</td>\n",
       "      <td>367.300625</td>\n",
       "      <td>378.770662</td>\n",
       "      <td>9991800</td>\n",
       "      <td>189.196135</td>\n",
       "      <td>0.106849</td>\n",
       "      <td>374.150633</td>\n",
       "      <td>13.700017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>2009-02-06</td>\n",
       "      <td>356.460597</td>\n",
       "      <td>373.810633</td>\n",
       "      <td>355.440612</td>\n",
       "      <td>371.280643</td>\n",
       "      <td>14128800</td>\n",
       "      <td>185.454867</td>\n",
       "      <td>0.098630</td>\n",
       "      <td>364.625623</td>\n",
       "      <td>18.370021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>2009-02-05</td>\n",
       "      <td>340.910590</td>\n",
       "      <td>355.380604</td>\n",
       "      <td>337.000566</td>\n",
       "      <td>353.720594</td>\n",
       "      <td>14583200</td>\n",
       "      <td>176.683613</td>\n",
       "      <td>0.095890</td>\n",
       "      <td>346.190585</td>\n",
       "      <td>18.380038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>2009-02-04</td>\n",
       "      <td>340.070568</td>\n",
       "      <td>354.440599</td>\n",
       "      <td>339.170569</td>\n",
       "      <td>343.000582</td>\n",
       "      <td>13685800</td>\n",
       "      <td>171.328962</td>\n",
       "      <td>0.093151</td>\n",
       "      <td>346.805584</td>\n",
       "      <td>15.270030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>2009-02-03</td>\n",
       "      <td>342.570600</td>\n",
       "      <td>343.000582</td>\n",
       "      <td>333.830581</td>\n",
       "      <td>340.450589</td>\n",
       "      <td>13162100</td>\n",
       "      <td>170.055239</td>\n",
       "      <td>0.090411</td>\n",
       "      <td>338.415581</td>\n",
       "      <td>9.170001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>2009-02-02</td>\n",
       "      <td>334.290582</td>\n",
       "      <td>345.000577</td>\n",
       "      <td>332.000563</td>\n",
       "      <td>340.570575</td>\n",
       "      <td>10452800</td>\n",
       "      <td>170.115172</td>\n",
       "      <td>0.087671</td>\n",
       "      <td>338.500570</td>\n",
       "      <td>13.000014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>2009-01-30</td>\n",
       "      <td>344.690581</td>\n",
       "      <td>348.800602</td>\n",
       "      <td>336.000584</td>\n",
       "      <td>338.530574</td>\n",
       "      <td>9378900</td>\n",
       "      <td>169.096191</td>\n",
       "      <td>0.079452</td>\n",
       "      <td>342.400593</td>\n",
       "      <td>12.800018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>2009-01-29</td>\n",
       "      <td>344.540576</td>\n",
       "      <td>345.050599</td>\n",
       "      <td>340.110574</td>\n",
       "      <td>343.320595</td>\n",
       "      <td>14622100</td>\n",
       "      <td>171.488809</td>\n",
       "      <td>0.076712</td>\n",
       "      <td>342.580587</td>\n",
       "      <td>4.940025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>2009-01-28</td>\n",
       "      <td>337.980576</td>\n",
       "      <td>352.330605</td>\n",
       "      <td>336.310580</td>\n",
       "      <td>348.670599</td>\n",
       "      <td>15440300</td>\n",
       "      <td>174.161139</td>\n",
       "      <td>0.073973</td>\n",
       "      <td>344.320592</td>\n",
       "      <td>16.020025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>2009-01-27</td>\n",
       "      <td>326.450562</td>\n",
       "      <td>333.870587</td>\n",
       "      <td>324.270543</td>\n",
       "      <td>331.480554</td>\n",
       "      <td>9891400</td>\n",
       "      <td>165.574702</td>\n",
       "      <td>0.071233</td>\n",
       "      <td>329.070565</td>\n",
       "      <td>9.600044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>2009-01-26</td>\n",
       "      <td>324.850560</td>\n",
       "      <td>328.000573</td>\n",
       "      <td>320.560546</td>\n",
       "      <td>323.870550</td>\n",
       "      <td>9255900</td>\n",
       "      <td>161.773501</td>\n",
       "      <td>0.068493</td>\n",
       "      <td>324.280560</td>\n",
       "      <td>7.440027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>2009-01-23</td>\n",
       "      <td>309.270534</td>\n",
       "      <td>331.960558</td>\n",
       "      <td>304.220509</td>\n",
       "      <td>324.700555</td>\n",
       "      <td>21545900</td>\n",
       "      <td>162.188089</td>\n",
       "      <td>0.060274</td>\n",
       "      <td>318.090533</td>\n",
       "      <td>27.740049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>2009-01-22</td>\n",
       "      <td>298.040499</td>\n",
       "      <td>309.350545</td>\n",
       "      <td>295.150521</td>\n",
       "      <td>306.500511</td>\n",
       "      <td>16595900</td>\n",
       "      <td>153.097158</td>\n",
       "      <td>0.057534</td>\n",
       "      <td>302.250533</td>\n",
       "      <td>14.200024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>2009-01-21</td>\n",
       "      <td>288.350489</td>\n",
       "      <td>303.500534</td>\n",
       "      <td>288.350489</td>\n",
       "      <td>303.080507</td>\n",
       "      <td>9885800</td>\n",
       "      <td>151.388865</td>\n",
       "      <td>0.054795</td>\n",
       "      <td>295.925512</td>\n",
       "      <td>15.150045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>2009-01-20</td>\n",
       "      <td>299.140525</td>\n",
       "      <td>299.500513</td>\n",
       "      <td>282.750497</td>\n",
       "      <td>282.750497</td>\n",
       "      <td>10134100</td>\n",
       "      <td>141.234014</td>\n",
       "      <td>0.052055</td>\n",
       "      <td>291.125505</td>\n",
       "      <td>16.750016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>2009-01-16</td>\n",
       "      <td>305.020525</td>\n",
       "      <td>308.250518</td>\n",
       "      <td>295.700519</td>\n",
       "      <td>299.670521</td>\n",
       "      <td>10487900</td>\n",
       "      <td>149.685575</td>\n",
       "      <td>0.041096</td>\n",
       "      <td>301.975519</td>\n",
       "      <td>12.549999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>2009-01-15</td>\n",
       "      <td>297.570512</td>\n",
       "      <td>303.580514</td>\n",
       "      <td>286.790492</td>\n",
       "      <td>298.990520</td>\n",
       "      <td>11913400</td>\n",
       "      <td>149.345914</td>\n",
       "      <td>0.038356</td>\n",
       "      <td>295.185503</td>\n",
       "      <td>16.790022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>2009-01-14</td>\n",
       "      <td>310.000525</td>\n",
       "      <td>313.800550</td>\n",
       "      <td>297.750506</td>\n",
       "      <td>300.970513</td>\n",
       "      <td>10976700</td>\n",
       "      <td>150.334921</td>\n",
       "      <td>0.035616</td>\n",
       "      <td>305.775528</td>\n",
       "      <td>16.050044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>2009-01-13</td>\n",
       "      <td>311.770535</td>\n",
       "      <td>320.600551</td>\n",
       "      <td>310.390532</td>\n",
       "      <td>314.320528</td>\n",
       "      <td>8898100</td>\n",
       "      <td>157.003261</td>\n",
       "      <td>0.032877</td>\n",
       "      <td>315.495542</td>\n",
       "      <td>10.210019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>2009-01-12</td>\n",
       "      <td>316.310537</td>\n",
       "      <td>318.950558</td>\n",
       "      <td>310.230541</td>\n",
       "      <td>312.690537</td>\n",
       "      <td>6633300</td>\n",
       "      <td>156.189080</td>\n",
       "      <td>0.030137</td>\n",
       "      <td>314.590550</td>\n",
       "      <td>8.720017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>2009-01-09</td>\n",
       "      <td>327.500567</td>\n",
       "      <td>327.500567</td>\n",
       "      <td>313.400526</td>\n",
       "      <td>315.070553</td>\n",
       "      <td>8713400</td>\n",
       "      <td>157.377899</td>\n",
       "      <td>0.021918</td>\n",
       "      <td>320.450546</td>\n",
       "      <td>14.100041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>2009-01-08</td>\n",
       "      <td>318.280544</td>\n",
       "      <td>325.190545</td>\n",
       "      <td>317.340539</td>\n",
       "      <td>325.190545</td>\n",
       "      <td>7228300</td>\n",
       "      <td>162.432840</td>\n",
       "      <td>0.019178</td>\n",
       "      <td>321.265542</td>\n",
       "      <td>7.850006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>2009-01-07</td>\n",
       "      <td>328.320555</td>\n",
       "      <td>330.910553</td>\n",
       "      <td>318.750561</td>\n",
       "      <td>322.010543</td>\n",
       "      <td>9022600</td>\n",
       "      <td>160.844427</td>\n",
       "      <td>0.016438</td>\n",
       "      <td>324.830557</td>\n",
       "      <td>12.159992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>2009-01-06</td>\n",
       "      <td>332.980573</td>\n",
       "      <td>340.800591</td>\n",
       "      <td>326.390554</td>\n",
       "      <td>334.060566</td>\n",
       "      <td>12898500</td>\n",
       "      <td>166.863420</td>\n",
       "      <td>0.013699</td>\n",
       "      <td>333.595573</td>\n",
       "      <td>14.410037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>2009-01-05</td>\n",
       "      <td>321.000544</td>\n",
       "      <td>331.240583</td>\n",
       "      <td>315.000528</td>\n",
       "      <td>328.050564</td>\n",
       "      <td>9814500</td>\n",
       "      <td>163.861421</td>\n",
       "      <td>0.010959</td>\n",
       "      <td>323.120556</td>\n",
       "      <td>16.240055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>2009-01-02</td>\n",
       "      <td>308.600520</td>\n",
       "      <td>321.820563</td>\n",
       "      <td>305.500529</td>\n",
       "      <td>321.320557</td>\n",
       "      <td>7248000</td>\n",
       "      <td>160.499779</td>\n",
       "      <td>0.002740</td>\n",
       "      <td>313.660546</td>\n",
       "      <td>16.320034</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>252 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Date        Open        High         Low       Close    Volume  \\\n",
       "0    2009-12-31  624.751096  625.401047  619.981079  619.981079   2448700   \n",
       "1    2009-12-30  618.501062  622.731037  618.011072  622.731037   2942100   \n",
       "2    2009-12-29  624.741049  624.841093  618.291049  619.401092   2860200   \n",
       "3    2009-12-28  621.661061  625.991080  618.481090  622.871087   3408400   \n",
       "4    2009-12-24  612.931058  619.521047  612.271061  618.481090   1723800   \n",
       "5    2009-12-23  603.501053  612.871081  602.851041  611.681027   4160800   \n",
       "6    2009-12-22  601.341005  601.501027  598.851051  601.121006   3775600   \n",
       "7    2009-12-21  597.611006  599.841017  595.671019  598.681044   5161600   \n",
       "8    2009-12-18  596.031006  598.931001  595.001035  596.421013   7089400   \n",
       "9    2009-12-17  596.441047  597.641025  593.760990  593.941045   5297300   \n",
       "10   2009-12-16  598.601033  600.371012  596.641012  597.761042   5639800   \n",
       "11   2009-12-15  593.301020  596.381008  590.990998  593.140998   4577800   \n",
       "12   2009-12-14  595.351037  597.310996  592.611003  595.730996   3841100   \n",
       "13   2009-12-11  594.680992  594.751017  587.731016  590.510994   3452800   \n",
       "14   2009-12-10  590.441031  594.711011  590.411011  591.501021   3349000   \n",
       "15   2009-12-09  587.501031  589.330988  583.580990  589.020992   3575200   \n",
       "16   2009-12-08  583.500979  590.661030  582.000991  587.050985   3059300   \n",
       "17   2009-12-07  584.211030  588.691024  581.000978  586.250999   3284500   \n",
       "18   2009-12-04  593.021043  594.831028  579.181007  585.011015   5046000   \n",
       "19   2009-12-03  589.041025  591.451030  585.001029  585.740976   2868000   \n",
       "20   2009-12-02  591.000984  593.010996  586.220980  587.511017   3338800   \n",
       "21   2009-12-01  588.131009  591.220983  583.001004  589.871030   4657900   \n",
       "22   2009-11-30  580.631004  583.670987  577.111018  583.001004   3463000   \n",
       "23   2009-11-27  572.000985  582.461022  570.970952  579.760994   2779500   \n",
       "24   2009-11-25  586.411021  587.061033  582.691008  585.740976   2933300   \n",
       "25   2009-11-24  582.521000  584.290979  576.541017  583.091001   3222400   \n",
       "26   2009-11-23  576.490965  586.601001  575.860987  582.350992   5114000   \n",
       "27   2009-11-20  569.500983  571.600992  569.401000  569.960954   4027400   \n",
       "28   2009-11-19  573.770964  574.001010  570.000959  572.991012   4352200   \n",
       "29   2009-11-18  576.650986  578.781014  572.071009  576.650986   3110700   \n",
       "..          ...         ...         ...         ...         ...       ...   \n",
       "222  2009-02-13  362.190622  362.990608  355.230599  357.680609   8324300   \n",
       "223  2009-02-12  353.160610  363.620617  351.480597  363.050616  11142200   \n",
       "224  2009-02-11  358.950613  365.000620  353.000619  358.040627  10502300   \n",
       "225  2009-02-10  375.980636  377.500658  357.890622  358.510614  14260600   \n",
       "226  2009-02-09  371.280643  381.000642  367.300625  378.770662   9991800   \n",
       "227  2009-02-06  356.460597  373.810633  355.440612  371.280643  14128800   \n",
       "228  2009-02-05  340.910590  355.380604  337.000566  353.720594  14583200   \n",
       "229  2009-02-04  340.070568  354.440599  339.170569  343.000582  13685800   \n",
       "230  2009-02-03  342.570600  343.000582  333.830581  340.450589  13162100   \n",
       "231  2009-02-02  334.290582  345.000577  332.000563  340.570575  10452800   \n",
       "232  2009-01-30  344.690581  348.800602  336.000584  338.530574   9378900   \n",
       "233  2009-01-29  344.540576  345.050599  340.110574  343.320595  14622100   \n",
       "234  2009-01-28  337.980576  352.330605  336.310580  348.670599  15440300   \n",
       "235  2009-01-27  326.450562  333.870587  324.270543  331.480554   9891400   \n",
       "236  2009-01-26  324.850560  328.000573  320.560546  323.870550   9255900   \n",
       "237  2009-01-23  309.270534  331.960558  304.220509  324.700555  21545900   \n",
       "238  2009-01-22  298.040499  309.350545  295.150521  306.500511  16595900   \n",
       "239  2009-01-21  288.350489  303.500534  288.350489  303.080507   9885800   \n",
       "240  2009-01-20  299.140525  299.500513  282.750497  282.750497  10134100   \n",
       "241  2009-01-16  305.020525  308.250518  295.700519  299.670521  10487900   \n",
       "242  2009-01-15  297.570512  303.580514  286.790492  298.990520  11913400   \n",
       "243  2009-01-14  310.000525  313.800550  297.750506  300.970513  10976700   \n",
       "244  2009-01-13  311.770535  320.600551  310.390532  314.320528   8898100   \n",
       "245  2009-01-12  316.310537  318.950558  310.230541  312.690537   6633300   \n",
       "246  2009-01-09  327.500567  327.500567  313.400526  315.070553   8713400   \n",
       "247  2009-01-08  318.280544  325.190545  317.340539  325.190545   7228300   \n",
       "248  2009-01-07  328.320555  330.910553  318.750561  322.010543   9022600   \n",
       "249  2009-01-06  332.980573  340.800591  326.390554  334.060566  12898500   \n",
       "250  2009-01-05  321.000544  331.240583  315.000528  328.050564   9814500   \n",
       "251  2009-01-02  308.600520  321.820563  305.500529  321.320557   7248000   \n",
       "\n",
       "      Adj Close  Years Since 2009   Daily Avg  Daily Range  \n",
       "0    309.680858          0.997260  622.691063     5.419968  \n",
       "1    311.054464          0.994521  620.371055     4.719965  \n",
       "2    309.391155          0.991781  621.566071     6.550044  \n",
       "3    311.124419          0.989041  622.236085     7.509990  \n",
       "4    308.931613          0.978082  615.896054     7.249986  \n",
       "5    305.534978          0.975342  607.861061    10.020040  \n",
       "6    300.260243          0.972603  600.176039     2.649976  \n",
       "7    299.041480          0.969863  597.756018     4.169998  \n",
       "8    297.912594          0.961644  596.966018     3.929966  \n",
       "9    296.673849          0.958904  595.701008     3.880035  \n",
       "10   298.581939          0.956164  598.506012     3.730000  \n",
       "11   296.274225          0.953425  593.686003     5.390010  \n",
       "12   297.567930          0.950685  594.960999     4.699993  \n",
       "13   294.960537          0.942466  591.241017     7.020001  \n",
       "14   295.455055          0.939726  592.561011     4.300000  \n",
       "15   294.216280          0.936986  586.455989     5.749998  \n",
       "16   293.232260          0.934247  586.331011     8.660039  \n",
       "17   292.832667          0.931507  584.846001     7.690046  \n",
       "18   292.213294          0.923288  587.006017    15.650021  \n",
       "19   292.577910          0.920548  588.226029     6.450001  \n",
       "20   293.462046          0.917808  589.615988     6.790016  \n",
       "21   294.640874          0.915068  587.110993     8.219979  \n",
       "22   291.209293          0.912329  580.391003     6.559969  \n",
       "23   289.590906          0.904110  576.715987    11.490070  \n",
       "24   292.577910          0.898630  584.876020     4.370025  \n",
       "25   291.254246          0.895890  580.415998     7.749962  \n",
       "26   290.884611          0.893151  581.230994    10.740014  \n",
       "27   284.695781          0.884932  570.500996     2.199992  \n",
       "28   286.209296          0.882192  572.000984     4.000051  \n",
       "29   288.037456          0.879452  575.426012     6.710005  \n",
       "..          ...               ...         ...          ...  \n",
       "222  178.661643          0.117808  359.110604     7.760009  \n",
       "223  181.343964          0.115068  357.550607    12.140020  \n",
       "224  178.841472          0.112329  359.000619    12.000001  \n",
       "225  179.076231          0.109589  367.695640    19.610036  \n",
       "226  189.196135          0.106849  374.150633    13.700017  \n",
       "227  185.454867          0.098630  364.625623    18.370021  \n",
       "228  176.683613          0.095890  346.190585    18.380038  \n",
       "229  171.328962          0.093151  346.805584    15.270030  \n",
       "230  170.055239          0.090411  338.415581     9.170001  \n",
       "231  170.115172          0.087671  338.500570    13.000014  \n",
       "232  169.096191          0.079452  342.400593    12.800018  \n",
       "233  171.488809          0.076712  342.580587     4.940025  \n",
       "234  174.161139          0.073973  344.320592    16.020025  \n",
       "235  165.574702          0.071233  329.070565     9.600044  \n",
       "236  161.773501          0.068493  324.280560     7.440027  \n",
       "237  162.188089          0.060274  318.090533    27.740049  \n",
       "238  153.097158          0.057534  302.250533    14.200024  \n",
       "239  151.388865          0.054795  295.925512    15.150045  \n",
       "240  141.234014          0.052055  291.125505    16.750016  \n",
       "241  149.685575          0.041096  301.975519    12.549999  \n",
       "242  149.345914          0.038356  295.185503    16.790022  \n",
       "243  150.334921          0.035616  305.775528    16.050044  \n",
       "244  157.003261          0.032877  315.495542    10.210019  \n",
       "245  156.189080          0.030137  314.590550     8.720017  \n",
       "246  157.377899          0.021918  320.450546    14.100041  \n",
       "247  162.432840          0.019178  321.265542     7.850006  \n",
       "248  160.844427          0.016438  324.830557    12.159992  \n",
       "249  166.863420          0.013699  333.595573    14.410037  \n",
       "250  163.861421          0.010959  323.120556    16.240055  \n",
       "251  160.499779          0.002740  313.660546    16.320034  \n",
       "\n",
       "[252 rows x 10 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "google_data.Date = pd.to_datetime(google_data.Date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date                datetime64[ns]\n",
       "Open                       float64\n",
       "High                       float64\n",
       "Low                        float64\n",
       "Close                      float64\n",
       "Volume                       int64\n",
       "Adj Close                  float64\n",
       "Years Since 2009           float64\n",
       "Daily Avg                  float64\n",
       "Daily Range                float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "google_data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x = np.array(google_data.Date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "y = google_data.Close"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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LzJs3D6Lv0r4yEIKW6wjlqi8hrG3yGcLU0HMBzGx/QpXPBwi9JmMJ1RgThNLmuPsuM7sT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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb5effd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x, y)\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Close (in USD)')\n",
    "plt.title('Daily Close Value of GOOG')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}