{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stock Prediction using Stocker\n",
    "\n",
    "Stocker (\"stock explorer\") is a Python-based toolkit for stock analysis and prediction. It is built on the quandl library for financial data, the prophet library from Facebook for additive models, numpy and pandas for data manipulation, and matplotlib for visualization. \n",
    "\n",
    "This notebook will document some of the basic capabilities of Stocker for prediction. First, I have to recommend against playing the stock market on a daily basis, with or without Stocker! Primarily I developed this tool to gain more experience with time series analysis and object-oriented programming. To see the code for Stocker, check out stocker.py and to see a notebook with analysis examples, look at the [Stocker Analysis Usage notebook](https://github.com/WillKoehrsen/Data-Analysis/blob/master/stocker/Stocker%20Analysis%20Usage.ipynb). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Matplotlib for plotting in the notebook\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import the Stocker Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from stocker import Stocker"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Instantiate a Stocker object \n",
    "\n",
    "We will be looking at Amazon stock data throughout this example. To retrieve the data, we pass the ticker to the stocker class and assign it to a variable. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AMZN Stocker Initialized. Data covers 1997-05-16 to 2018-01-22.\n"
     ]
    }
   ],
   "source": [
    "amazon = Stocker('AMZN')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Stocker object has a number of attributes and methods we can use for analysis and prediction. The main methods we will use in this notebook are `Stocker.create_prophet_model(), Stocker.changepoint_prior_analysis(), Stocker.changepoint_prior_validation(), Stocker.evaluate_prediction(),` and `Stocker.predict_future()`.\n",
    "\n",
    "The most critical attributes for a forecast are `Stocker.changepoint_prior_scale, Stocker.training_years`, and the seasonalities included in the model. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic Plot of Stock History\n",
    "\n",
    "We have a little over 20 years of Amazon price history. Let's see what that looks like in its entirety."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Adj. Close = 1327.31 on 2018-01-22.\n",
      "Minimum Adj. Close = 1.40 on 1997-05-22.\n",
      "Current Adj. Close = 1327.31 on 2018-01-22.\n",
      "\n"
     ]
    },
    {
     "data": {
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F7pPyFy0XtBEVFVWmOApMnz5dpmkqLi5Os2fPLvO0MF+rXr265s+fr4SEBJmmqe+//15/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\nIiIiB/8PKduTWVn57hoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d2cf64a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.plot_stock()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks predictable right? "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot of Daily Changes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Maximum Daily Change = 42.81 on 2017-10-27.\n",
      "Minimum Daily Change = -49.57 on 2015-07-24.\n",
      "Current Daily Change = 30.14 on 2018-01-22.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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555/j5MmTeP7557Fu3Tp0797d7LW6An9A1mjQoIH4b8O0pMTERNSsWROZmZmY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jxgx1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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d2940da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.plot_stock(stats=['Daily Change'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There have been some extreme changes in absolute magnitude recently, but these are not as large as they seem because the price of the stock has increased. We could change the plot to have percentage change on the y-axis. There do not appear to be trends with regards to the changes in one direction or the other. However, we know the stock has increased in value, so the overall average daily change must be slightly positive. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Examine Trends/Patterns\n",
    "\n",
    "We can create a basic model (with no predictions) trained on the past 3 years of data to inspect any trends and patterns in the data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FEEIIIUS5JgmvMKhTpw5z584t6zDum/DwcDQaDSkpKWUdihBCCCHKkCS8FcSF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\n5pFOpTm48yDFOcXMmTVHljK8TTLDK4QQQggxA2Q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LteRS21hLfmE+5TXlNJ3XxPyl848a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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d2a46940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, model_data = amazon.create_prophet_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wmRpKMxgMJCQkkJ+fT0BAwHkd+7GQV1dXR11dXePXlZUNN8RarVZsNhtWq7WZn2nrpR66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\nVNH9N336dFy+fFm3jLV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      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d291b940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Variables assigned from previous method call\n",
    "model.plot_components(model_data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test Addition of a Weekly Seasonality\n",
    "\n",
    "Although it is unlikely, there might be a significant weekly component which would improve the model. Let's add it in and look at the pattern. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Vx8XFFTmjRkkopQgNDWXRokWcPHmSlJQUo/GpcXFxRS4XEBBQqEy/z5KTk7G3tyctLY3o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KaLQmjULLx8IUF/kMBggFmOWbgqXOTn55+UHLR2u51wOIzf7+fhhx/GbDYTCoXYuXMngUBgMpA2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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246cf4ce278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.weekly_seasonality=True\n",
    "model, model_data = amazon.create_prophet_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IiEhzkppZQu+/rWbedweptxmM7BjMypn9eGpM52Yd8H4WG+xL+n3D6Bzqy7Fq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/67na0FlpsNQxKC+cMl8VzVPeKMs3a/x83NjXuGdeWm/gn86at9vLU5nzWHK+j74k98Mbsvg6Rg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\nsMgjIiIiIiIyIyzyiIiIiIiIzMj/AXWnvctBM+JQAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d2af87f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_components(model_data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Maybe there is a slight weekly pattern? For now, we can remove that seasonality and then evaluate models with and without it to see the effect on predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "amazon.weekly_seasonality=False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# First Predictions\n",
    "\n",
    "We can make a prediction for any number of specified days using the create model method. The prediction also includes the uncertainty interval, a necessity when making estimates about the future! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted Price on 2018-04-22 = $1354.35\n"
     ]
    },
    {
     "data": {
      "image/png": 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nkJdxqkBe9ZJqM3l8S5IkSbWV/A8nSZIkSZIk1Woy4ZUkSZIkSZJqNZnwSnqe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Iwunt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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d30af4a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model, model_data = amazon.create_prophet_model(days=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model predicts a continuous increase in price. Notice how the model for both the past data and the future data is smoother than the actual observations. The model smooths out the noise on the small scale in order to make more accurate general predictions over a long period. In other words, an additive model will be more accurate at capturing general movements rather than specific daily fluctuations. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluate Model\n",
    "\n",
    "Anyone can make stock predictions by simply picking a number. For our predictions to be meaningful, we must evaluate them on real data. \n",
    "\n",
    "One way to do this is set aside some historical data as a test set and use data from further back as our training set. In the default evaluation method, we test using the past year and train on the 3 years prior to the test period. \n",
    "\n",
    "To quantify the accuracy of our predictions, we can find the average dollar error on both the testing and training data, the percentage the actual price was in the predicted confidence interval, and the percentage of times we predicted the correct direction for the stock. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Prediction Range: 2017-01-22 to 2018-01-22.\n",
      "\n",
      "Predicted price on 2018-01-20 = $849.36.\n",
      "Actual price on    2018-01-19 = $1294.58.\n",
      "\n",
      "Average Absolute Error on Training Data = $18.17.\n",
      "Average Absolute Error on Testing  Data = $168.93.\n",
      "\n",
      "When the model predicted an increase, the price increased 56.43% of the time.\n",
      "When the model predicted a  decrease, the price decreased  43.52% of the time.\n",
      "\n",
      "The actual value was within the 80% confidence interval 20.88% of the time.\n"
     ]
    },
    {
     "data": {
      "image/png": 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7OzRt2hR79uyBvr4+mjdvDoFAgFmzZqntF9e6dWusWbMGCxcuhIODA8aMGQMD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\nCCGEEDbt/wODoNAZP0M3cgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d2943748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.evaluate_prediction()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These predictions are not very good! However, it is likely that the model hyperparameters (settings) are not optimized for our problem. There are a number of these knobs we can adjust to improve the model, with perhaps the most important the changepoint prior scale, or the amount of weight the model assigns to shifts in the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Changepoint Prior Scale Selection\n",
    "\n",
    "Changepoints represent where a time series goes from increasing to decreasing or from increasing slowly to increasingly rapidly. They occur at the places with the [greatest change in the rate of the time series](https://facebook.github.io/prophet/docs/trend_changepoints.html). \n",
    "\n",
    "The changepoint prior scale represents the amount of weight given to the changepoints in the model. This can be used to control overfitting vs underfitting. A higher prior will create a model with more flexibility and more emphasis on the changepoints. This can lead to overfitting because the model will closely follow the training data. Lowering the prior decreases the model flexibility which can cause the opposite problem underfitting. This occurs when our model does not follow the training data closely enough and fails to learn the underlying relationships.\n",
    "\n",
    "The Stocker class contains two different ways to choose an appropriate prior: grahically and quantitatively with validation data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphical Comparison\n",
    "\n",
    "We will start with a range of four priors to compare. First, we can graphically compare them to get an intuition of how the priors affect the model.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tan4EBgYyaNAgatasibu7O46OjtSuXZvKlSsTHx/P9evX2bp1KwEBAUDGBfe8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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246ccfa7ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.changepoint_prior_analysis(changepoint_priors=[0.001, 0.05, 0.1, 0.2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quantitative Comparison\n",
    "\n",
    "This gives us an idea of how well each prior fits the training data, but no numbers to back up our intuitions. The changepoint prior validation method is designed to provide numerical backing. We are testing from 2017-01-18 to 2018-01-18, so we need to make sure to use a different validation range. We will select two years prior to the testing date range. The model will be trained on the three years prior to the validation period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Validation Range 2016-01-04 to 2017-01-03.\n",
      "\n",
      "     cps  train_err  train_range    test_err  test_range\n",
      "0  0.001  44.475809   152.801890  149.373638  152.807312\n",
      "1  0.050  11.203019    35.807227  152.033810  139.051694\n",
      "2  0.100  10.722908    34.620899  152.903481  171.422182\n",
      "3  0.200   9.725255    31.906755  127.604543  326.242803\n"
     ]
    },
    {
     "data": {
      "image/png": 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Yb8OGDaJZs2bC0tJS7xnFlEql+O6779TPs7W1FR06dBDbtm0zqI2q8V0/+eST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\nAACUe/8LvqadM95WsPoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d3217710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9hsmTJ+s7DCIiItITWXS0xs+qikmtjuzaBfTtC2RkSG2lUvVTujgsIwPo00fa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      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d2a1cd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.changepoint_prior_validation(start_date='2016-01-04', end_date='2017-01-03', changepoint_priors=[0.001, 0.05, 0.1, 0.2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The test error decreases as we increase the prior. Stocks change considerably on a day to day basis, and a more flexible model can account for these fluctuations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Refine Search \n",
    "\n",
    "We can evaluate additional changepoint prior scales to determine the best fit for our data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Validation Range 2016-01-04 to 2017-01-03.\n",
      "\n",
      "    cps  train_err  train_range    test_err  test_range\n",
      "0  0.15  10.236939    33.365484  143.177752  239.326516\n",
      "1  0.20   9.725255    31.897320  127.604543  321.674516\n",
      "2  0.25   9.252699    30.729486  114.198811  446.223591\n",
      "3  0.40   8.546549    28.818847   78.462455  754.581801\n",
      "4  0.50   8.421606    28.474730   72.964334  824.210970\n",
      "5  0.60   8.253096    28.032181   66.301627  931.729959\n"
     ]
    },
    {
     "data": {
      "image/png": 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frVu3Lk0xpszvOmrUqGe/aY+9pk2bNsrT01M5ODiogIAANWbMGLMr06V1ntrH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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d46c2860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2bInPP/9c380gIiIiPZFFRKj9W1Yx1OrIrl3Ae+8BiYnStEKh/Fe6SCoxEejR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\nERFB06ZNCQsL8+VuuaR+2mjWrBlBQX5/uzONXfcb7L3vYj863u1HbW4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      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d307a7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.changepoint_prior_validation(start_date='2016-01-04', end_date='2017-01-03', changepoint_priors=[0.15, 0.2, 0.25,0.4, 0.5, 0.6])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now assign the changepoint prior with the smallest error on the testing set to the Stocker object. The prior is one of the attiributes and we can change it like any other variable. At this point, we could also change the seasonalities or the amount of training data to achieve the best performance on the testing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "amazon.changepoint_prior_scale = 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluate Improved Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Prediction Range: 2017-01-22 to 2018-01-22.\n",
      "\n",
      "Predicted price on 2018-01-20 = $1254.12.\n",
      "Actual price on    2018-01-19 = $1294.58.\n",
      "\n",
      "Average Absolute Error on Training Data = $10.46.\n",
      "Average Absolute Error on Testing  Data = $152.97.\n",
      "\n",
      "When the model predicted an increase, the price increased 58.47% of the time.\n",
      "When the model predicted a  decrease, the price decreased  49.23% of the time.\n",
      "\n",
      "The actual value was within the 80% confidence interval 88.76% of the time.\n"
     ]
    },
    {
     "data": {
      "image/png": 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u2rdvj5+fH+fPn2fjxo0EBQXx888/65WfMGECK1asYODAgQwZMoTKlStz4MAB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\nCKDCWEREREQEUGEsIiIiIgLA/wdxZzAlZK6uFwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d3218048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.evaluate_prediction()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Add in weekly seasonality and evaluate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "amazon.weekly_seasonality=True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Prediction Range: 2017-01-22 to 2018-01-22.\n",
      "\n",
      "Predicted price on 2018-01-20 = $1193.24.\n",
      "Actual price on    2018-01-19 = $1294.58.\n",
      "\n",
      "Average Absolute Error on Training Data = $10.42.\n",
      "Average Absolute Error on Testing  Data = $181.79.\n",
      "\n",
      "When the model predicted an increase, the price increased 59.36% of the time.\n",
      "When the model predicted a  decrease, the price decreased  52.46% of the time.\n",
      "\n",
      "The actual value was within the 80% confidence interval 87.55% of the time.\n"
     ]
    },
    {
     "data": {
      "image/png": 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Dzp07adOmDQEBAZw/f55NmzbRu3dvvvvuO6PtJ0yYwPLly+nfvz+DBw/G1dWV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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d3218f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.evaluate_prediction()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The best changepoint prior scale for our model is 0.5 and including the weekly seasonality did not improve the model. Therefore, we will change these settings accordingly. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "amazon.changepoint_prior_scale=0.5\n",
    "amazon.weekly_seasonality=True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Play the Daily Market\n",
    "\n",
    "For fun (this should never be done for real) we can \"play\" the market with our predictions. We will compare our model with the simple strategy of buying and holding over the same time period. The rules of our game are straightforward:\n",
    "\n",
    "1. If we predict the price will increase, we buy stock on that day. If we predict a decrease, we do not play the market.\n",
    "2. If we predicted an increase and the stock does increase, we recieve the change in price of the stock over that day times the number of shares.\n",
    "3. If we predicted an increase and the stock decreases, we lose the change in price of the stock over that day times the number of shares.\n",
    "\n",
    "We are assuming the \"change in price of a share on that day\" is the difference between the previous days' closing price and the closing price on our day. For example, if the closing price on Monday was \\$14 and the closing price on Tuesday was \\$18, we would call that a \\$4 change on Tuesday. This is not entirely accurate as stocks prices change a small amount overnight, but it will be acceptable for our game. Now, let's play with the defaults."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You played the stock market in AMZN from 2017-01-22 to 2018-01-22 with 1000 shares.\n",
      "\n",
      "When the model predicted an increase, the price increased 59.36% of the time.\n",
      "When the model predicted a  decrease, the price decreased  52.46% of the time.\n",
      "\n",
      "The total profit using the Prophet model = $396440.00.\n",
      "The Buy and Hold strategy profit =         $476700.00.\n",
      "\n",
      "Thanks for playing the stock market!\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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Uo0rr6X8EdPE6dKG6osunwt1n7+bi7xdR+cqifHbvbH4896NlBS6iBfUuaCcJ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\nREREPEiJuoiIiIiIBylRFxERERHxoP8PFzLGHt8TLXsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d2ac48d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.evaluate_prediction(nshares=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that our profits do not depend on the difference between the final predicted price and the actual price, only on the percentage of the time we correctly predicted the direction. We could alter the rules of the game to play it based on predicted values, but for now we can leave it at the rather simple exercise shown here. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Try a Different Period\n",
    "\n",
    "We can evaluate any time period we like to see if there are times when we beat the buy and hold strategy. More likely is that we will find times when we lose money. Nonetheless, it is important to test over different time frames to see how robust the model is to training data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You played the stock market in AMZN from 2008-01-03 to 2009-01-05 with 1000 shares.\n",
      "\n",
      "When the model predicted an increase, the price increased 43.27% of the time.\n",
      "When the model predicted a  decrease, the price decreased  55.00% of the time.\n",
      "\n",
      "The total profit using the Prophet model = $-38260.00.\n",
      "The Buy and Hold strategy profit =         $-43930.00.\n",
      "\n",
      "Thanks for playing the stock market!\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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ss894/fXXSU1NLbW+FaWoaFQWRXEz4mJSVWJiIgA7d+7Ew8Mj12QJW2apX6dOHZd91K1b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CZOnMhPfvKTvBycIBQPPTitOY65Lcx/Ddwbst12VPaW6SHrBaE14wA/AT5zn5s3SkMoFdaSmo/K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\nRCQAFJiLiIiIiATA/wctgYzQawJGcQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d2b71240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.evaluate_prediction(start_date = '2008-01-03', end_date = '2009-01-05', nshares=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predict the Future\n",
    "\n",
    "As a last step, we can predict any number of days into the future. This function automatically trains on the past 3 years and makes predictions with the uncertainty intervals. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Predicted Increase: \n",
      "\n",
      "        Date     estimate     change        upper        lower\n",
      "1 2018-01-23  1306.228442   6.025072  1325.657688  1285.862847\n",
      "2 2018-01-24  1311.564033   5.335591  1331.135478  1290.675662\n",
      "3 2018-01-25  1314.109191   2.545158  1333.532189  1294.738520\n",
      "4 2018-01-26  1315.050236   0.941045  1335.782839  1297.670593\n",
      "6 2018-01-28  1327.643659  12.593423  1347.452667  1308.042842\n",
      "7 2018-01-29  1329.362177   1.718518  1348.448071  1309.709329\n",
      "8 2018-01-30  1334.349879   4.987701  1353.295355  1314.949842\n",
      "9 2018-01-31  1336.068697   1.718819  1356.096798  1316.727266\n",
      "\n",
      "Predicted Decrease: \n",
      "\n",
      "         Date     estimate    change        upper        lower\n",
      "10 2018-02-01  1334.473118 -1.595579  1356.152481  1313.691556\n"
     ]
    },
    {
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Dm/2nTp3iiSeeoE6dOtSqVYv27dvz448/AjB58mQiIyOZO3cuERERBAQEYLFY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atWrq\n2LGjPvroI+3cuVNfffWVIiMjnXJtU3Z2NvMuVWBbt27VE088oZkzZ6pTp07asGGDnnzySa1atUoh\nISEymUyzyTTfAAATkklEQVTKyclRQkKCPvnkE3388cdq2rSpq8MucyXlZfny5apbt64OHDig7Oxs\na6HkLkrKy4oVKxQaGiqpaEj6888/18cff6yPPvrIrX9fEhMTVa9ePeXm5mrBggVKTU3ViRMnNGHC\nBLfIi1S695irD/5Onz5d9913n8LCwlwddpkrKS8rV65UnTp1dPHiRevMLidPntRbb72lO++809Vh\nl7nrvceEhITIbDYrNzdXa9as0ZQpUzR37ly3GZFOTk7WpEmTNHXqVPXo0UOzZs2Sv7+/7rrrLrVu\n3VqXL1/WjBkzlJ2drdTUVL388stukZuS8tKuXbtisxdu2rRJDz30kBYvXlzl82IYhvLy8vTkk0+q\nX79+io2NVXp6ulatWqWNGzeqS5cu1tH6rVu36r777tOSJUucOtuje91cVQkdO3ZMEydOVKdOnaxT\nqtWqVUvS/4aY/fz8lJ+fr88++8xtHkArKS9Xb++54447rMe6yy0cUsl5ufbBzbNnz+rjjz8ulqeq\nrKS8eHl5yTAM+fr66v7775ck5eXludWMUaV5j7n6d/Xkk0/Kx8fHZbGWp5LycrXH0s/PT59//rkM\nw1Bubq5T7smtDK73HnP198TX11dRUVFKTEx0q5mR0tLSNG3aNHXt2lWpqamaOnWqYmJiNHv2bPXp\n00evvvqqXnzxRZlMJl2+fNktbm+Rrp+XmJgYPfXUUwoKCpLJZNLq1avdouf/6qQCYWFh2r9/v3Jz\nc1W3bl3dc889MgxD27dv18mTJxUaGqpatWpp/fr1Tv9bogCo4GJjY5WWliZJ8vT0VHBwsHx9fa0N\nut27d6t58+Z67LHHXBlmubtRXvbu3asGDRrIz8/PbRr/Uul+X1q0aKHf//73rgyz3F0vLyaTSXv2\n7FH9+vWts7u4k9L8LdWvX1/+/v5u0/iXrp8XDw8P7dq1S5GRkfLz83Or35kb/b7s2bNHUVFRbjOC\n9mujRo2SVLQS/bx58/Tqq6/qkUce0f79+zVq1Ch16NBB99xzjyS51YQUN8pL27ZtNXToUHXp0sXF\nkZa/Ro0aafXq1UpLS1NUVJSCgoLUr18/ffzxx9qyZYuGDRvmtFt+ruWe87lVEldXf6tXr55124UL\nF5SRkSEvLy99+eWX+t3vfqesrCxXhegSpcnLhAkTlJub66oQXeL/t3fvwTGdfxzHP7vZDaFiRZCE\niY2kEbUuQ0uaKf5wG0Qxo6hetIrGJYzqDVWpoRipjGmbaWh6I5g2FbdMtSmzEZf0Mi4ZVMaEpTFB\nXCMhkrX7+yOTbdN+H/Ir2RN7Pq8Z/+Tm2fecZPLNOec59T1erly5otUSNVGfLgkJCaiqqgLg+zdv\n/l19v5fu3Lmj1RI1UZ8uM2bM4M8YyN9LFRUVWi2xUTCbzZg0aRImT54Mt9uNzp07Y+TIkXUGRT39\nnKml6qK3nX7+buLEiTAYDFi8eDGKiopQWVmJsLAw9O/f3/OU5Iai3+qPAOkHhNlsRmRkJD777DPs\n3r0baWlpaN26tQar0w67yNhFxi5qbCNjFxm73F/tJaetWrWCy+WC0WhEZmYm7HY7pk2bpvXyNMMu\n/+Z0OmEymZCeno5p06ZhyZIlCAsLQ2hoKDIzM5Gdnd2g/z9vAm7kar9Rzp8/7/mrS+/eveHv74+v\nv/5aN9dw/xO7yNhFxi5qbCNjFxm7qP2zzZ07d/D5559j8+bNutlwQcIuddUOQ7Vdrl69iqCgIGzb\ntg2nTp1CSUkJpk6d2uBdeAlQI+FwOHDx4sV/vd1oNCI/Px9z5sxBUVERAOCZZ57RzQ2c7CJjFxm7\nqLGNjF1k7KJWnzZnzpxBkyZNPL/s6uGXXHaR2e12pKSk4O2338bt27dhMBg8D1nMz8/HmDFjUFRU\nhFGjRuHNN9/EypUrvdKFzwFoBHbu3IkXX3wRZrMZ4eHhdfZLdjgcePnll/HWW295trQcNmyY50ER\nvoxdZOwiYxc1tpGxi4xd1OrbpvaJ0E8//bRnVy1fxi6yn376CYsWLcLAgQORk5ODTZs24aWXXoLR\naERxcTFeeOEFJCUloU+fPp4zA7X/GhovAdKYw+FAYmKiZ9ur6OhojBkzxrPP9vXr11FSUoIuXbp4\nbsDSw81D7CJjFxm7qLGNjF1k7KLGNjJ2kZ04cQKvv/46Vq1ahdjYWADA4MGD8cEHH3h2PCoqKkJk\nZKQm25XzDIDGysvLERUVhVmzZqGqqgp2ux03btxAaGgoWrZsiaZNm9b5y4oevmkAdlFhFxm7qLGN\njF1k7KLGNjJ2kZWWliI4OBjPPvssqqqqYDAYkJmZiZiYGM8lPkFBQZ6P5wCgEy6XCwaDAYGBgQgL\nC4PJZPIcEHa7HWVlZejTpw/sdjuqq6t18Xh5gF1U2EXGLmpsI2MXGbuosY2MXWS1Xdq0aYOoqCg0\nadIEBoMBRqMRv/76K3r37o2OHTtiz549cLlcCAoK0qQLtwHVwA8//IA9e/bgypUrSExMRIcOHTwP\nBRk9ejQAYPfu3ZgwYQIOHjyI3NxcLZfrNewiYxcZu6ixjYxdZOyixjYydpHVdrl8+TJmz56N9u3b\n17kf4ubNm2jSpAm2bNmCpUuXIisrS7O18gyAl+3btw9z585FQkICLly4gNzcXPz5559o3749LBYL\nACAmJgZbt27F77//ju3bt+tiZwV2kbGLjF3U2EbGLjJ2UWMbGbvIpC7FxcXo0KEDWrVqBQDIycnB\nzp07ceDAAaSnpyMqKkqz9XIA8LKNGzciKioKU6ZMwZAhQ2A2m3HkyBEUFxcjJiYGAQEBOHHiBL75\n5ht88cUXsNlsWi/ZK9hFxi4ydlFjGxm7yNhFjW1k7CK7V5fo6Gg0a9YM27dvR0FBATZs2KD5UMTn\nAHiZ1WpFRUUFnE4nAGD48OEYNGgQCgoKPPvnBgcHIzMzE926ddNyqV7FLjJ2kbGLGtvI2EXGLmps\nI2MX2b26lJaWAgBGjhyJb7/9VtO//NfiAOBlnTt3xp49e7B9+3bP2+Lj42GxWLB27VoAQNu2bXWx\nP+7fsYuMXWTsosY2MnaRsYsa28jYRXavLmlpaQCAESNGoEuXLlotsQ5eAuRloaGhCAkJwaxZs9Cp\nUydYrVaYzWYUFxejuroaAwYM0MVd8v/ELjJ2kbGLGtvI2EXGLmpsI2MX2b26OJ3ORteFuwB5kdvt\nhsvlwqhRo+Dn54clS5bg559/htFoxL59+7B+/fpGdXB4C7vI2EXGLmpsI2MXGbuosY2MXWSPYhc+\nCbiBlJSU4O7du54n4QE1e8MajUYcO3YMISEhuHz5Mk6dOgWHw4Hhw4cjMjJSwxV7B7vI2EXGLmps\nI2MXGbuosY2MXWS+0oUDQAPYtWsXkpOTcevWLcTHx2PBggWe9+Xl5SEpKQkffvgh+vbtq+EqvY9d\nZOwiYxc1tpGxi4xd1NhGxi4yX+rCm4AfstzcXCxbtgyrVq1Camoqdu3ahWvXrgGoeQBEWloaZs+e\n/UgcHA8Tu8jYRcYuamwjYxcZu6ixjYxdZL7WhWcAHrI1a9YgICAA06ZNw6VLlzBq1CjYbDZERERg\n+PDhsFqtsFgscLvdje56sIbELjJ2kbGLGtvI2EXGLmpsI2MXma914RmAh6y8vBxZWVlYv349RowY\ngTFjxuCVV15BUVERvv/+e89T8h6Fg+NhYhcZu8jYRY1tZOwiYxc1tpGxi8zXunAb0IesX79+OH78\nOG7fvo2mTZti5cqVCA8PR6dOnbBu3TqMHDkSAQEBWi/T69hFxi4ydlFjGxm7yNhFjW1k7CLztS48\nA/CAjhw5gqNHj8LlcgGomfyWL1+OwYMHw8/Pz/Nxp0+fRvPmzWE2m7Vaqlexi4xdZOyixjYydpGx\nixrbyNhF5utdeAbgAeTk5CA+Ph6lpaWIjIxE27ZtPad+2rZtixUrViArKwtnz57Fhg0bkJKSUmfb\nKF/FLjJ2kbGLGtvI2EXGLmpsI2MXmR66cAD4jy5fvozU1FRMnToVFRUV2LdvH8LDwz0HiZ+fHyZO\nnAiHw4HAwEDMnTu30Tz+uSGxi4xdZOyixjYydpGxixrbyNhFppcu3AXoAeTn5yM2NhaVlZWYM2cO\n3G43EhIS0KNHjzqnh/SGXWTsImMXNbaRsYuMXdTYRsYuMj104QDwfyorK4PL5fLc7V3r7wdJUlIS\nsrOz4e/vj0mTJmm0Uu9iFxm7yNhFjW1k7CJjFzW2kbGLTG9dOAD8H7Kzs5GSkgKz2QybzYYpU6Yg\nOjrac11YZWUlFi1ahP3796O0tBSZmZno0aOHxqtueOwiYxcZu6ixjYxdZOyixjYydpHpsQvvAain\nw4cPY968eUhOTsaECROwY8cOHDt2DAEBAejYsSMMBgNMJhPOnj2LXbt2ITs7GzabTetlNzh2kbGL\njF3U2EbGLjJ2UWMbGbvI9NqF24DWU3l5OXr16oXY2FhYrVakpqaiWbNm2LJlCxwOBwDgzJkz+O23\n37Bt2zbExMRou2AvYRcZu8jYRY1tZOwiYxc1tpGxi0yvXTgA1FPLli1x8uRJ3Lx5EwDQokULLFiw\nABcvXsTatWsBABEREfjoo4/QrVs3LZfqVewiYxcZu6ixjYxdZOyixjYydpHptQsHgHvIy8vDmjVr\nsHr1akRHR6NPnz4YOnQo3O6a2yZatGiBJUuW4NSpU7h165bnbb6OXWTsImMXNbaRsYuMXdTYRsYu\nMnbhAKD0448/YuHChXA6nfjjjz8wfvx4JCUlISIiAv369cOVK1cAAIcOHcLt27dhNOojJbvI2EXG\nLmpsI2MXGbuosY2MXWTsUoO7AAmOHDmCqVOnYt26dejZsycuXLiAWbNmITk5GVarFa+99hqKi4vR\npk0bnD59GmlpaT51WkiFXWTsImMXNbaRsYuMXdTYRsYuMnb5i0nrBTRGLVu2xOTJk9GzZ08AQEhI\nCCoqKnDo0CFYrVakp6fj5MmTKCsrQ0hICMLDwzVesXewi4xdZOyixjYydpGxixrbyNhFxi5/4QAg\niIiI8Dzgwel0wmQyITQ0FK1btwYA5OTkoFevXj5zJ3h9sYuMXWTsosY2MnaRsYsa28jYRcYuf/HN\nC5segmbNmgGA5yEQJpMJwcHB2LlzJ959913cuHFDy+Vphl1k7CJjFzW2kbGLjF3U2EbGLjJ2qcEz\nAPfh5+cHoOaAee+993Dt2jVkZGSgU6dOGq9MW+wiYxcZu6ixjYxdZOyixjYydpHpvQsHgPtwu90w\nGAw4f/48CgoKkJOTo5uD417YRcYuMnZRYxsZu8jYRY1tZOwi03sX7gJUT3a7HW3atEHXrl21Xkqj\nwi4ydpGxixrbyNhFxi5qbCNjF5leu3AAICIiIiLSEd4ETERERESkIxwAiIiIiIh0hAMAEREREZGO\ncAAgIiIiItIRDgBERERERDrCAYCIiIiISEc4ABARERER6QgHACIiuq/p06fDYrHAYrEgODgYjz/+\nOEaPHo3169fD5XLV++tkZGQgPDy8AVdKRET3wwGAiIjqZdCgQSgsLERBQQG+++479OvXD/Pnz8f4\n8ePhdDq1Xh4REdUTBwAiIqoXf39/tGvXDmFhYejZsyfmzZuHjIwM5OTkYOPGjQCATz75BHFxcQgL\nC0PXrl0xb948lJeXAwDy8vIwc+ZMlJWVec4mLF++HABQVVWF999/H126dEFYWBgGDhyIvLw8zV4r\nEZEv4wBARET/2YABA2Cz2bBjxw4AgNFoxIoVK3DgwAGkpqZi7969WLx4MQCgb9++WL58OQIDA1FY\nWIjCwkIkJiYCAGbOnIlffvkF6enp2L9/P0aPHo2xY8eiqKhIs9dGROSrOAAQEdEDiY6Oxrlz5wAA\nM2bMQP/+/WG1WjFgwAAsXLgQWVlZAGrOIAQGBgIA2rVrh3bt2uGxxx7DmTNnkJmZia+++gpxcXGI\niIhAYmIiYmNjkZGRodnrIiLyVSatF0BERI82t9sNg8EAANi7dy9Wr16NwsJC3Lx5E06nE5WVlaio\nqEDz5s3Fzz969CjcbjeefPLJOm+/c+cOgoKCGnz9RER6wwGAiIgeSGFhITp27Ihz585h3LhxePXV\nV7Fw4UK0atUKBw8eRGJiIqqrq5Wf73K54OfnB7vdDj8/vzrvUw0NRET033EAICKi/yw3NxcnTpzA\njBkzcPjwYTidTixbtgxGY80VprWX/9Ty9/f/17ah3bt3x927d1FaWoq4uDivrZ2ISK84ABARUb1U\nVVXh4sWLuHv3Li5duoTdu3cjJSUFQ4cOxfPPP4/jx4/D6XQiLS0Nw4YNQ35+Pr788ss6XyM8PBzl\n5eXIzc2FzWZDQEAAoqKiMG7cOCQkJGDp0qXo3r07rl69ir179+KJJ57AkCFDNHrFRES+yXD9+nW3\n1osgIqLGbfr06di0aRMAwGQywWKxwGazYezYsZg4caLnL/6ffvopPv74Y9y4cQNxcXF47rnnkJCQ\nAIfDAYvFAgB44403sHXrVly9ehXvvPMO5s+fj+rqaqxatQqbN29GSUkJgoKC8NRTT2H+/Pno2rWr\nZq+biMgXcQAgIiIiItIRbgNKRERERKQjHACIiIiIiHSEAwARERERkY5wACAiIiIi0hEOAERERERE\nOsIBgIiIiIhIRzgAEBERERHpCAcAIiIiIiId4QBARERERKQjHACIiIiIiHSEAwARERERkY5wACAi\nIiIi0pH/AZRT9M0AIP7OAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d2caaf98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.predict_future(days=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Predicted Increase: \n",
      "\n",
      "          Date     estimate     change        upper        lower\n",
      "1   2018-01-23  1306.228442   6.025072  1326.161058  1288.043281\n",
      "2   2018-01-24  1311.564033   5.335591  1331.453768  1291.165245\n",
      "3   2018-01-25  1314.109191   2.545158  1332.027122  1293.957448\n",
      "4   2018-01-26  1315.050236   0.941045  1335.034202  1293.421066\n",
      "6   2018-01-28  1327.643659  12.593423  1348.690399  1307.735908\n",
      "7   2018-01-29  1329.362177   1.718518  1348.764027  1308.724903\n",
      "8   2018-01-30  1334.349879   4.987701  1354.423431  1316.151848\n",
      "9   2018-01-31  1336.068697   1.718819  1357.488546  1316.962015\n",
      "13  2018-02-04  1344.427783  11.606116  1367.526264  1322.719958\n",
      "14  2018-02-05  1345.053218   0.625434  1368.103802  1322.951085\n",
      "15  2018-02-06  1348.389628   3.336410  1371.113281  1326.592277\n",
      "16  2018-02-07  1349.548072   1.158444  1374.324334  1327.575564\n",
      "17  2018-02-08  1349.692806   0.144734  1373.166019  1327.535413\n",
      "18  2018-02-09  1351.331035   1.638229  1376.361037  1329.155187\n",
      "20  2018-02-11  1365.343460  14.012426  1390.014789  1342.388955\n",
      "22  2018-02-13  1364.734230   1.108784  1389.216731  1339.970643\n",
      "23  2018-02-14  1365.946122   1.211893  1395.025153  1340.203373\n",
      "24  2018-02-15  1368.386140   2.440018  1396.578801  1341.712098\n",
      "25  2018-02-16  1372.355598   3.969458  1398.397207  1348.216248\n",
      "27  2018-02-18  1384.113858  11.758261  1415.023467  1356.066115\n",
      "29  2018-02-20  1380.326802   0.580598  1412.661227  1352.012533\n",
      "30  2018-02-21  1383.600641   3.273839  1415.284273  1353.121997\n",
      "31  2018-02-22  1388.781503   5.180862  1423.968721  1357.610942\n",
      "32  2018-02-23  1393.704475   4.922972  1432.506318  1364.408788\n",
      "34  2018-02-25  1401.545031   7.840557  1441.592493  1369.164808\n",
      "36  2018-02-27  1398.278493   1.963657  1439.133247  1366.015970\n",
      "37  2018-02-28  1403.526083   5.247590  1446.279851  1371.317852\n",
      "38  2018-03-01  1408.729616   5.203533  1452.437616  1369.558819\n",
      "39  2018-03-02  1410.605026   1.875410  1458.599228  1372.682707\n",
      "43  2018-03-06  1402.264740   0.719610  1459.364692  1358.282778\n",
      "..         ...          ...        ...          ...          ...\n",
      "50  2018-03-13  1403.984479   1.307234  1477.306364  1345.968274\n",
      "51  2018-03-14  1405.611262   1.626783  1477.458554  1350.188725\n",
      "55  2018-03-18  1407.430666   4.184153  1489.764276  1339.402110\n",
      "57  2018-03-20  1404.672349   0.717513  1491.266842  1335.467964\n",
      "60  2018-03-23  1403.564860   0.263888  1500.367629  1325.237853\n",
      "62  2018-03-25  1415.832798  12.267938  1520.343323  1327.901994\n",
      "64  2018-03-27  1414.286433   0.433594  1529.708024  1326.586378\n",
      "66  2018-03-29  1415.590210   1.387575  1531.280438  1326.128992\n",
      "67  2018-03-30  1420.005631   4.415421  1540.672016  1324.915251\n",
      "69  2018-04-01  1436.273060  16.267429  1565.412153  1337.506112\n",
      "73  2018-04-05  1429.221879   1.370588  1568.344148  1317.986276\n",
      "74  2018-04-06  1433.868372   4.646493  1574.793224  1321.512599\n",
      "76  2018-04-08  1447.702541  13.834169  1595.882423  1328.029349\n",
      "79  2018-04-11  1442.921478   1.159668  1604.255678  1317.670046\n",
      "80  2018-04-12  1446.311349   3.389871  1610.614989  1313.394376\n",
      "81  2018-04-13  1450.305700   3.994352  1612.987604  1320.245409\n",
      "83  2018-04-15  1458.497871   8.192170  1639.530366  1317.655778\n",
      "85  2018-04-17  1454.111549   0.886669  1639.725237  1309.277053\n",
      "86  2018-04-18  1457.395666   3.284117  1644.313027  1319.516417\n",
      "87  2018-04-19  1460.829777   3.434111  1655.878074  1317.224224\n",
      "88  2018-04-20  1462.630515   1.800737  1655.457640  1312.835969\n",
      "90  2018-04-22  1468.559575   5.929060  1679.060769  1312.255870\n",
      "92  2018-04-24  1470.752755   4.622636  1676.260277  1312.917287\n",
      "93  2018-04-25  1476.188602   5.435847  1680.829008  1311.434559\n",
      "94  2018-04-26  1479.467190   3.278587  1693.532490  1311.881894\n",
      "95  2018-04-27  1480.437819   0.970630  1701.724228  1314.733018\n",
      "97  2018-04-29  1490.354997   9.917178  1709.352793  1304.664830\n",
      "98  2018-04-30  1491.749971   1.394974  1715.382391  1310.286352\n",
      "99  2018-05-01  1498.272679   6.522708  1725.609961  1315.625252\n",
      "100 2018-05-02  1502.524521   4.251842  1727.767909  1316.524264\n",
      "\n",
      "[62 rows x 5 columns]\n",
      "\n",
      "Predicted Decrease: \n",
      "\n",
      "         Date     estimate    change        upper        lower\n",
      "10 2018-02-01  1334.473118 -1.595579  1355.221824  1314.214731\n",
      "11 2018-02-02  1332.821668 -1.651451  1354.177462  1313.153938\n",
      "21 2018-02-12  1363.625445 -1.718015  1390.369264  1339.877399\n",
      "28 2018-02-19  1379.746204 -4.367654  1411.478121  1350.888334\n",
      "35 2018-02-26  1396.314836 -5.230196  1437.982746  1362.437788\n",
      "41 2018-03-04  1409.237080 -1.367946  1458.672302  1367.723030\n",
      "42 2018-03-05  1401.545130 -7.691950  1451.043626  1358.190143\n",
      "46 2018-03-09  1408.037229 -0.501248  1469.716815  1358.464332\n",
      "48 2018-03-11  1408.001370 -0.035860  1471.708082  1356.262616\n",
      "49 2018-03-12  1402.677246 -5.324124  1466.771598  1351.600293\n",
      "52 2018-03-15  1405.210029 -0.401233  1480.356118  1346.043619\n",
      "53 2018-03-16  1403.246513 -1.963516  1475.841258  1339.360104\n",
      "56 2018-03-19  1403.954835 -3.475830  1485.809807  1333.815913\n",
      "58 2018-03-21  1404.373134 -0.299215  1495.506342  1333.922275\n",
      "59 2018-03-22  1403.300972 -1.072162  1496.242747  1329.032279\n",
      "63 2018-03-26  1413.852839 -1.979958  1520.052756  1330.070686\n",
      "65 2018-03-28  1414.202635 -0.083799  1528.109505  1323.142978\n",
      "70 2018-04-02  1432.088809 -4.184251  1561.940522  1330.159644\n",
      "71 2018-04-03  1429.571592 -2.517217  1568.274742  1319.968569\n",
      "72 2018-04-04  1427.851291 -1.720301  1568.635772  1317.595084\n",
      "77 2018-04-09  1442.826000 -4.876541  1596.252895  1314.702483\n",
      "78 2018-04-10  1441.761809 -1.064191  1601.743842  1315.809203\n",
      "84 2018-04-16  1453.224880 -5.272990  1629.336647  1311.565217\n",
      "91 2018-04-23  1466.130119 -2.429455  1669.922229  1310.274029\n"
     ]
    },
    {
     "data": {
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atWuxfv16pKenQyqVQiaTwcvLCwDw3nvvITQ0FL1794a/vz/8/f3Rq1cvODk5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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x246d2a4e898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amazon.predict_future(days=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The uncertainty increases the farther out in the future we predict. This is to be expected because the initial forecasted values have some uncertainty, and the next values are made based on the previous ones, so the range of possible values grows over time. \n",
    "\n",
    "Whenever we make a prediction, we must be sure to include uncertainty intervals because there are no processes that can be exactly estimated in the future. While most people interpret a confidence interval as a lack of confidence, it really displays that we know the limitations of our model. "
   ]
  }
 ],
 "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
