{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time Series Analysis on a Driverless AI Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "import math\n",
    "import os\n",
    "import pandas as pd\n",
    "from h2oai_client import Client, ModelParameters, InterpretParameters\n",
    "from sklearn.model_selection import train_test_split\n",
    "from subprocess import Popen, PIPE\n",
    "from dateutil.parser import parse\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "import seaborn\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download Walmart Weekly Sales Data\n",
    "\n",
    "For this notebook we are using the Kaggle Walmart Sales Forecasting challenge. You can download the data here:\n",
    "https://www.kaggle.com/c/walmart-recruiting-store-sales-forecasting/data#\n",
    "\n",
    "Here is a description of the features in the dataset:\n",
    "```\n",
    "Store - the store number\n",
    "Date - the week\n",
    "Dept - the department number\n",
    "Weekly_Sales -  sales for the given department in the given store\n",
    "IsHoliday - whether the week is a special holiday week\n",
    "Temperature - average temperature in the region\n",
    "Fuel_Price - cost of fuel in the region\n",
    "MarkDown1-5 - anonymized data related to promotional markdowns that Walmart is running. \n",
    "CPI - the consumer price index\n",
    "Unemployment - the unemployment rate\n",
    "IsHoliday - whether the week is a special holiday week\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "path = 'data/walmart_train.csv.bz2'\n",
    "process = Popen(['bzip2', '-d', path], stdout=PIPE, stderr=PIPE)\n",
    "stdout, stderr = process.communicate()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Write train and test set to disk for later use in DAI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_path = \"data/walmart_train.csv\"\n",
    "walmart_df = pd.read_csv(train_path)\n",
    "time1_path = \"data/walmart_time1.csv\"\n",
    "time2_path = \"data/walmart_time2.csv\"\n",
    "split_date = \"2011-07-01\"\n",
    "time1_pd = walmart_df.loc[walmart_df.Date < split_date] #Split data by time\n",
    "time2_pd = walmart_df.loc[walmart_df.Date >= split_date]\n",
    "if not (os.path.isfile(time1_path) and os.path.isfile(time2_path)):\n",
    "    time1_pd.to_csv(time1_path, index=False)\n",
    "    time2_pd.to_csv(time2_path, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Connect to Driverless AI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ip = 'localhost'\n",
    "username = 'h2oai'\n",
    "password = 'h2oai'\n",
    "h2oai = Client(address = 'http://' + ip + ':12345', username = username, password = password)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Upload data to Driverless AI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cwd = os.getcwd()\n",
    "train_path_dai = cwd+\"/data/walmart_time1.csv\" #DAI needs absolute path\n",
    "test_path_dai = cwd+\"/data/walmart_time2.csv\"  #DAI needs absolute path\n",
    "train = h2oai.create_dataset_sync(train_path_dai)\n",
    "test = h2oai.create_dataset_sync(test_path_dai)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up parameters for Driverless AI experiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Set the parameters you want to pass to DAI\n",
    "dataset_key=train.key #Dataset to use for DAI\n",
    "validset_key='' #Validation set to use for DAI (Note, we are not using one for this experiment)\n",
    "testset_key=test.key #Test set to use for DAI\n",
    "target=\"Weekly_Sales\" #Target column for DAI\n",
    "dropped_cols=[\"sample_weight\"] #List of columns to drop. In this case we are dropping 'sample_weight'\n",
    "weight_col=None #The column that indicates the per row observation weights. \n",
    "                #If None, each row will have an observation weight of 1\n",
    "fold_col=None #The column that indicates the fold. If None, the folds will be determined by DAI\n",
    "time_col='Date' #Time Column: The column that provides a time order, if applicable.\n",
    "                  #if [AUTO], Driverless AI will auto-detect a potential time order\n",
    "                  #if [OFF], auto-detection is disabled\n",
    "is_time_series=True #Whether or not the experiment is a time series problem\n",
    "is_classification=False #Inform DAI if the problem type is a classification (binomial/multinomial) \n",
    "                    #or not (regression)\n",
    "enable_gpus=True #Whether or not to enable GPUs\n",
    "seed=1234 #Use seed for reproducibility\n",
    "scorer_str='r2' #Set evaluation metric. In this case we are interested in optimizing R-squared\n",
    "accuracy=7 #Accuracy setting for experiment (One of the 3 knobs you see in the DAI UI)\n",
    "time=5 #Time setting for experiment (One of the 3 knobs you see in the DAI UI)\n",
    "interpretability=2 #Interpretability setting for experiment (One of the 3 knobs you see in the DAI UI)\n",
    "config_overrides=None #Extra parameters that can be passed in TOML format"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For information on the experiment settings, refer to the [Experiment Settings](http://docs.h2o.ai/driverless-ai/latest-stable/docs/userguide/launching.html#experimentsettings)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set time-series-specific settings\n",
    "Here we choose the prediction horizon for our final model from the time series recipe. The horizon is a fixed window from which the time series model can output a valid prediction. The model can output intermediate predictions. Intermediate meaning the time between training+gap until the end of the horizon. To see more detail on how to choose and set the horizon please see:\n",
    "http://docs.h2o.ai/driverless-ai/latest-stable/docs/userguide/time-series-use-case.html\n",
    "\n",
    "Since the horizon is fixed, it may be necessary to try multiple models with various horizons to choose the right model based on a balance of retraining frequency and\n",
    "performance.\n",
    "\n",
    "The gap period option is to simulate during training and validation, the time it takes to record or gather data. No predictions or data will be used from this gap period.\n",
    "\n",
    "The numeric values here are in weeks, in accordance with the Walmart dataset.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Note: horizon_in_weeks is how many weeks the model can predict out to. \n",
    "#       Intermediate weeks ARE predicted by the model\n",
    "horizon_in_weeks = 39\n",
    "\n",
    "# Gap between train dataset and when predictions will start\n",
    "num_gap_periods = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Launch experiment\n",
    "Launch the experiment using the accuracy, time, and interpretability settings DAI suggested"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#experiment = h2oai.get_model_job('sapucota').entity # if your experiment is already done\n",
    "\n",
    "experiment = h2oai.start_experiment_sync(\n",
    "    \n",
    "    #Datasets\n",
    "    dataset_key=train.key, \n",
    "    validset_key = validset_key,\n",
    "    testset_key=testset_key, \n",
    "    \n",
    "    #Columns\n",
    "    target_col=target,\n",
    "    cols_to_drop=dropped_cols,\n",
    "    weight_col=weight_col,\n",
    "    fold_col=fold_col,\n",
    "    orig_time_col=time_col,\n",
    "    time_col=time_col,\n",
    "    \n",
    "    #Parameters\n",
    "    is_classification=is_classification,\n",
    "    enable_gpus=enable_gpus,\n",
    "    seed=seed,\n",
    "    accuracy=accuracy, #DAI suggested for accuracy\n",
    "    time=time, #DAI suggested for time\n",
    "    interpretability=interpretability, #DAI suggested for interpretability\n",
    "    scorer=scorer_str,\n",
    "    is_timeseries=is_time_series,\n",
    "    #Time series parameters that need to be set but are not used as they are set to None/False\n",
    "    time_groups_columns=['Date','Store', 'Dept'],   # The features used to group time series data together, \n",
    "                                                    # Each row would have a unique combination of these features\n",
    "    time_period_in_seconds=3600*24*7*horizon_in_weeks,\n",
    "    num_gap_periods=num_gap_periods,\n",
    "    num_prediction_periods=1, # or 39 and dont * time_period_in_seconds by 39\n",
    "    #Extra parameters that can be passed in TOML format\n",
    "    config_overrides=None\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "View the final model score for the validation and test datasets. When feature engineering is complete, an ensemble model can be built depending on the accuracy setting. The experiment object also contains the score on the validation and test data for this ensemble model. In this case, the validation score is the score on the training cross-validation predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final Model Score on Validation Data: 0.95\n",
      "Final Model Score on Test Data: 0.892\n"
     ]
    }
   ],
   "source": [
    "print(\"Final Model Score on Validation Data: \" + str(round(experiment.valid_score, 3)))\n",
    "print(\"Final Model Score on Test Data: \" + str(round(experiment.test_score, 3)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variable importance for Driverless AI experiment\n",
    "The table outputted below shows the feature name, its relative importance, and a description. Some features will be engineered by Driverless AI and some can be the original feature.\n",
    "\n",
    "The DAI Time Series recipe uses time based transformations such as Lags which are past values of a numeric features. You may also see EWMA, this is the Exponentionally Weighted Moving Average transformation on historical values of a particular numeric feature. This transformation calculates the change in a variable over a period of time and decays that change over a longer period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Relative Importance</th>\n",
       "      <th>Feature</th>\n",
       "      <th>Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>42_EWMA(0.05)(0)TargetLags:Dept:Store.1:2</td>\n",
       "      <td>EWMA (α = 0.05) of target lags [1, 2] grouped ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.081583</td>\n",
       "      <td>25_EWMA(0.05)(0)TargetLags:Dept.1:2</td>\n",
       "      <td>EWMA (α = 0.05) of target lags [1, 2] grouped ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.073816</td>\n",
       "      <td>116_ClusterDist8:Dept.1</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.068951</td>\n",
       "      <td>8_TargetLag:Store.1</td>\n",
       "      <td>Lag of target for groups ['Store'] by 1 time p...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.065496</td>\n",
       "      <td>26_EWMA(0.05)(0)TargetLags:Store.1:2</td>\n",
       "      <td>EWMA (α = 0.05) of target lags [1, 2] grouped ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.063677</td>\n",
       "      <td>117_ClusterDist10:Dept.3</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.056677</td>\n",
       "      <td>1_Dept</td>\n",
       "      <td>Dept (original)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.042125</td>\n",
       "      <td>21_ClusterDist5:Dept.4</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.041066</td>\n",
       "      <td>121_ClusterDist6:Dept.3</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.024420</td>\n",
       "      <td>80_ClusterDist9:Dept:Store.7</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.014663</td>\n",
       "      <td>115_ClusterDist9:Dept.4</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.011975</td>\n",
       "      <td>55_TargetLag:Dept:Store.1</td>\n",
       "      <td>Lag of target for groups ['Dept', 'Store'] by ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.011339</td>\n",
       "      <td>115_ClusterDist9:Dept.0</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.008556</td>\n",
       "      <td>121_ClusterDist6:Dept.4</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.007550</td>\n",
       "      <td>10_TruncSVD:Dept:IsHoliday.0</td>\n",
       "      <td>Component #1 of truncated SVD of ['Dept', 'IsH...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.006433</td>\n",
       "      <td>116_ClusterDist8:Dept.3</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.005832</td>\n",
       "      <td>50_ClusterDist6:Store.1</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.005382</td>\n",
       "      <td>117_ClusterDist10:Dept.1</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.005199</td>\n",
       "      <td>80_ClusterDist9:Dept:Store.1</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.004958</td>\n",
       "      <td>115_ClusterDist9:Dept.3</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.004771</td>\n",
       "      <td>117_ClusterDist10:Dept.9</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.004506</td>\n",
       "      <td>115_ClusterDist9:Dept.2</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.004402</td>\n",
       "      <td>73_Unemployment</td>\n",
       "      <td>Unemployment (original)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.004381</td>\n",
       "      <td>117_ClusterDist10:Dept.2</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.003688</td>\n",
       "      <td>24_InteractionSub:Dept:Store</td>\n",
       "      <td>[Dept] - [Store]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.003573</td>\n",
       "      <td>20_ClusterDist6:Dept:IsHoliday.3</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.003449</td>\n",
       "      <td>90_ClusterDist3:Dept:Store.1</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.003443</td>\n",
       "      <td>117_ClusterDist10:Dept.5</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.002597</td>\n",
       "      <td>21_ClusterDist5:Dept.0</td>\n",
       "      <td>Distances to cluster center after segmenting c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.002517</td>\n",
       "      <td>4_Store</td>\n",
       "      <td>Store (original)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Relative Importance                                    Feature  \\\n",
       "0              1.000000  42_EWMA(0.05)(0)TargetLags:Dept:Store.1:2   \n",
       "1              0.081583        25_EWMA(0.05)(0)TargetLags:Dept.1:2   \n",
       "2              0.073816                    116_ClusterDist8:Dept.1   \n",
       "3              0.068951                        8_TargetLag:Store.1   \n",
       "4              0.065496       26_EWMA(0.05)(0)TargetLags:Store.1:2   \n",
       "5              0.063677                   117_ClusterDist10:Dept.3   \n",
       "6              0.056677                                     1_Dept   \n",
       "7              0.042125                     21_ClusterDist5:Dept.4   \n",
       "8              0.041066                    121_ClusterDist6:Dept.3   \n",
       "9              0.024420               80_ClusterDist9:Dept:Store.7   \n",
       "10             0.014663                    115_ClusterDist9:Dept.4   \n",
       "11             0.011975                  55_TargetLag:Dept:Store.1   \n",
       "12             0.011339                    115_ClusterDist9:Dept.0   \n",
       "13             0.008556                    121_ClusterDist6:Dept.4   \n",
       "14             0.007550               10_TruncSVD:Dept:IsHoliday.0   \n",
       "15             0.006433                    116_ClusterDist8:Dept.3   \n",
       "16             0.005832                    50_ClusterDist6:Store.1   \n",
       "17             0.005382                   117_ClusterDist10:Dept.1   \n",
       "18             0.005199               80_ClusterDist9:Dept:Store.1   \n",
       "19             0.004958                    115_ClusterDist9:Dept.3   \n",
       "20             0.004771                   117_ClusterDist10:Dept.9   \n",
       "21             0.004506                    115_ClusterDist9:Dept.2   \n",
       "22             0.004402                            73_Unemployment   \n",
       "23             0.004381                   117_ClusterDist10:Dept.2   \n",
       "24             0.003688               24_InteractionSub:Dept:Store   \n",
       "25             0.003573           20_ClusterDist6:Dept:IsHoliday.3   \n",
       "26             0.003449               90_ClusterDist3:Dept:Store.1   \n",
       "27             0.003443                   117_ClusterDist10:Dept.5   \n",
       "28             0.002597                     21_ClusterDist5:Dept.0   \n",
       "29             0.002517                                    4_Store   \n",
       "\n",
       "                                          Description  \n",
       "0   EWMA (α = 0.05) of target lags [1, 2] grouped ...  \n",
       "1   EWMA (α = 0.05) of target lags [1, 2] grouped ...  \n",
       "2   Distances to cluster center after segmenting c...  \n",
       "3   Lag of target for groups ['Store'] by 1 time p...  \n",
       "4   EWMA (α = 0.05) of target lags [1, 2] grouped ...  \n",
       "5   Distances to cluster center after segmenting c...  \n",
       "6                                     Dept (original)  \n",
       "7   Distances to cluster center after segmenting c...  \n",
       "8   Distances to cluster center after segmenting c...  \n",
       "9   Distances to cluster center after segmenting c...  \n",
       "10  Distances to cluster center after segmenting c...  \n",
       "11  Lag of target for groups ['Dept', 'Store'] by ...  \n",
       "12  Distances to cluster center after segmenting c...  \n",
       "13  Distances to cluster center after segmenting c...  \n",
       "14  Component #1 of truncated SVD of ['Dept', 'IsH...  \n",
       "15  Distances to cluster center after segmenting c...  \n",
       "16  Distances to cluster center after segmenting c...  \n",
       "17  Distances to cluster center after segmenting c...  \n",
       "18  Distances to cluster center after segmenting c...  \n",
       "19  Distances to cluster center after segmenting c...  \n",
       "20  Distances to cluster center after segmenting c...  \n",
       "21  Distances to cluster center after segmenting c...  \n",
       "22                            Unemployment (original)  \n",
       "23  Distances to cluster center after segmenting c...  \n",
       "24                                   [Dept] - [Store]  \n",
       "25  Distances to cluster center after segmenting c...  \n",
       "26  Distances to cluster center after segmenting c...  \n",
       "27  Distances to cluster center after segmenting c...  \n",
       "28  Distances to cluster center after segmenting c...  \n",
       "29                                   Store (original)  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Download Summary\n",
    "import subprocess\n",
    "summary_path = h2oai.download(src_path=experiment.summary_path, dest_dir=\".\")\n",
    "dir_path = \"./h2oai_experiment_summary_\" + experiment.key\n",
    "subprocess.call(['unzip', '-o', summary_path, '-d', dir_path], shell=False)\n",
    "\n",
    "#View Features\n",
    "features = pd.read_table(dir_path + \"/features.txt\", sep=',', skipinitialspace=True)\n",
    "features.head(n=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up scoring package from Driverless AI experiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'./scorer.zip'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h2oai.download(experiment.scoring_pipeline_path, '.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "%%bash\n",
    "#Unzip scoring package and install the scoring python library\n",
    "unzip scorer;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: scoring-h2oai-experiment-sapucota==1.0.0 from file:///home/markc/H2O/h2oai/examples/h2oai_client_demo/model_diagnostics/scoring-pipeline/scoring_h2oai_experiment_sapucota-1.0.0-py3-none-any.whl in /home/markc/py36/lib/python3.6/site-packages\n",
      "\u001b[33mYou are using pip version 9.0.1, however version 18.0 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "#Import scoring module\n",
    "!pip install scoring-pipeline/scoring_h2oai_experiment_*.whl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from scoring_h2oai_experiment_sapucota import Scorer #Make sure to add experiment name to  \n",
    "                                                     #import scoring_h2oai_experiment_* "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "#Create a singleton Scorer instance.\n",
    "#For optimal performance, create a Scorer instance once, and call score() or score_batch() multiple times.\n",
    "scorer = Scorer()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/markc/py36/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "\n",
    "time1_pd[\"predict\"] = scorer.score_batch(time1_pd)\n",
    "time2_pd = time2_pd.reset_index(drop=True)\n",
    "time2_pd[\"predict\"] = scorer.score_batch(time2_pd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make Shapley Values\n",
    "Shapley values show the contribution of engineered features to the predicted weekly sales generated by the model.\n",
    "Will Shapley values you can break down the components of a prediction and attribute precise values to specfic features. Please note, in some cases the model has a \"link function\" that yet to be applied to make the sum of the Shapley contributions equal to the prediction value.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_and_test= time1_pd.append(time2_pd)\n",
    "train_and_test = train_and_test.reset_index(drop=True)\n",
    "shapley = scorer.score_batch(train_and_test, pred_contribs=True, fast_approx=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "shapley.columns = [x.replace('contrib_','',1) for x in shapley.columns]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Evaluation\n",
    "Here we look at the overall model performance in test and train. We also show the model horizon window in red to illustrate the performance when the model is generating predictions beyond the horizon.\n",
    "We prefer to use R-squared as the performance metric since the groups of Store and Department weekly sales are on vastly different scales.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import r2_score, mean_squared_error\n",
    "\n",
    "def r2_rmse( g ):\n",
    "    r2 = r2_score( g['Weekly_Sales'], g['predict'] )\n",
    "    rmse = np.sqrt( mean_squared_error( g['Weekly_Sales'], g['predict'] ) )\n",
    "    return pd.Series( dict(  r2 = r2, rmse = rmse ) )\n",
    "\n",
    "metrics_ts = train_and_test.groupby( 'Date' ).apply( r2_rmse )\n",
    "metrics_ts.index = [parse(x) for x in metrics_ts.index]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### R2 Time Series Plot\n",
    "This would be a useful plot to compare R2 over time between different DAI time series models each with different prediction horizons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "metrics_ts['r2'].plot(figsize=(20,10), title=(\"Training dataset in Green. Test data with model prediction horizon in Red\"))\n",
    "\n",
    "\n",
    "test_window_start = str(parse(time2_pd[\"Date\"].min()) + datetime.timedelta(weeks=num_gap_periods))\n",
    "test_window_end = str(parse(test_window_start) + datetime.timedelta(weeks=horizon_in_weeks))\n",
    "\n",
    "\n",
    "plt.axvspan(time2_pd[\"Date\"].min(), test_window_end, facecolor='r', alpha=0.1)\n",
    "plt.axvspan(time1_pd[\"Date\"].min(), test_window_start, facecolor='g', alpha=0.1)\n",
    "plt.suptitle(\"R2 Time Series Plot\",  fontsize=21, fontweight='bold')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Worst and Best Groups\n",
    "Here we generate the best and worst groups by R2. We filter out groups that have some missing data. We only calculate R2 within the valid test horizon window."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average count: 126.55959171419994\n"
     ]
    }
   ],
   "source": [
    "avg_count = train_and_test.groupby([\"Store\",\"Dept\"]).size().mean()\n",
    "print(\"average count: \" + str(avg_count))\n",
    "train_and_test_filtered = train_and_test.groupby([\"Store\",\"Dept\"]).filter(lambda x: len(x) > 0.8 * avg_count)\n",
    "train_and_test_filtered = train_and_test_filtered.loc[(train_and_test_filtered.Date < test_window_end) &\n",
    "                                                     (train_and_test_filtered.Date > test_window_start)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "grouped_r2s = train_and_test_filtered.groupby([\"Store\",\"Dept\"]).apply( r2_rmse ).sort_values(\"r2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    r2        rmse\n",
      "Store Dept                        \n",
      "36    25   -875.369989  179.457548\n",
      "30    25   -578.258849  330.426116\n",
      "      6    -301.603758  184.744816\n",
      "33    55   -288.292147  356.027698\n",
      "44    25   -155.622057  208.824666\n",
      "                  r2         rmse\n",
      "Store Dept                       \n",
      "24    95    0.623023  7477.778263\n",
      "26    9     0.637832  3815.845180\n",
      "21    92    0.680821  2044.332115\n",
      "40    12    0.720645   638.495601\n",
      "26    12    0.746886   673.880181\n"
     ]
    }
   ],
   "source": [
    "print(grouped_r2s.head()) # worst groups\n",
    "print(grouped_r2s.tail()) # best groups"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choose group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Choose Group\n",
    "store_num = 26\n",
    "dept_num = 12\n",
    "date_selection = '2012-02-10'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Actual vs Predicted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "\n",
    "plot_df = train_and_test[(train_and_test.Store == store_num) & (train_and_test.Dept == dept_num)][[\"Date\",\"Weekly_Sales\",\"predict\"]]\n",
    "plot_df[\"Date\"] = plot_df[\"Date\"].apply(lambda x: parse(x))\n",
    "plot_df = plot_df.set_index(\"Date\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_df.plot(figsize=(20,10), title=(\"Training dataset in Green. Test data with model prediction horizon in Red. Date selection in Yellow\"))\n",
    "\n",
    "plt.axvspan(time2_pd[\"Date\"].min(), test_window_end, facecolor='r', alpha=0.1)\n",
    "plt.axvspan(time1_pd[\"Date\"].min(), test_window_start, facecolor='g', alpha=0.1)\n",
    "plt.axvline(x=date_selection, color='y')\n",
    "plt.suptitle(\"Actual vs. Predicted\", fontsize=21, fontweight='bold')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot Shapley\n",
    "This is a global vs local Shapley plot, with global being the average Shapley values for all of the predictions in the selected group and local being the Shapley value for that specific prediction. Looking at this plot can give clues as to which features contributed to the error in the prediction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "shap_vals_group = shapley.loc[(train_and_test.Store==store_num) & (train_and_test.Dept==dept_num),:]\n",
    "shap_vals_timestamp = shapley.loc[(train_and_test.Store==store_num) \n",
    "                                  & (train_and_test.Dept==dept_num)\n",
    "                                  & (train_and_test.Date==date_selection),:]\n",
    "shap_vals = shap_vals_group.mean()\n",
    "shap_vals = pd.concat([pd.DataFrame(shap_vals), shap_vals_timestamp.transpose()], axis=1, ignore_index=True)\n",
    "shap_vals = shap_vals.sort_values(by=0)\n",
    "bias = shap_vals.loc[\"bias\",0]\n",
    "shap_vals = shap_vals.drop(\"bias\",axis=0)\n",
    "shap_vals.columns = [\"Global (Group)\", \"Local (Timestamp)\"]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x2160 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "formatter = FuncFormatter(lambda x, y:  str(round(float(x) + bias)))\n",
    "ax = shap_vals.plot.barh(figsize=(8,30), fontsize=10, colormap=\"Set1\")\n",
    "ax.xaxis.set_major_formatter(formatter)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "This notebook should get you started with all you need to diagnose and debug time series models from DAI.  Try different horizons during training and compare the model's R2 over time to pick the best horizon for your use case.  Use the actual vs prediction plots to do detailed debugging. Find some interesting dates to examine and use the Shapley plots to see how the features impacted the final prediction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "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": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
