IHBAS_Predict_PM25_LSTM.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"IHBAS_Predict_PM25_LSTM.ipynb","version":"0.3.2","provenance":[],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"TPU"},"cells":[{"cell_type":"markdown","metadata":{"id":"mmEYVyLwYLg1","colab_type":"text"},"source":["### Link Colab to Google Drive"]},{"cell_type":"code","metadata":{"id":"gwPXYin4MIsq","colab_type":"code","outputId":"e57b3973-7a2b-451c-e8cd-f62c32249974","executionInfo":{"status":"ok","timestamp":1562418868953,"user_tz":-330,"elapsed":1567,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["from google.colab import drive\n","drive.mount(\"/content/drive\")"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"3PDQDtteiJhd","colab_type":"code","outputId":"ac2160ec-db4c-46f3-987f-fc8a51763d1d","executionInfo":{"status":"ok","timestamp":1562418872821,"user_tz":-330,"elapsed":3254,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["ls"],"execution_count":2,"outputs":[{"output_type":"stream","text":["\u001b[0m\u001b[01;34mdrive\u001b[0m/  \u001b[01;34msample_data\u001b[0m/\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"fcu2pln-McIv","colab_type":"code","outputId":"6e294233-a85d-4d54-d40e-868f6b173398","executionInfo":{"status":"ok","timestamp":1562418883719,"user_tz":-330,"elapsed":1265,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":85}},"source":["import os\n","os.chdir(\"drive/My Drive/Adil_Work/\")\n","os.listdir()"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['input',\n"," 'output',\n"," 'DWARKA_PM2-5_Predict_LSTM.ipynb',\n"," 'IHBAS_Predict_PM25_LSTM.ipynb']"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"wzY_p9qBYPPe","colab_type":"text"},"source":["# Steps:\n","\n","* Importing dependencies & Declaring methods and variables\n","* Reading and analyzing data. (Pandas)\n","* Normalizing the data. (SkLearn)\n","* Converting data to time-series and supervised learning problem.\n","* Creating model (Keras)"]},{"cell_type":"markdown","metadata":{"id":"MkYjJra8ZeRh","colab_type":"text"},"source":["## Importing dependencies & Declaring methods and variables"]},{"cell_type":"code","metadata":{"id":"iP9exc0qMqqM","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"outputId":"8fcd1415-7aad-46e5-d10d-54dd52bfd9f1","executionInfo":{"status":"ok","timestamp":1562418890856,"user_tz":-330,"elapsed":3367,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}}},"source":["import numpy as np\n","import os\n","import sys\n","import time\n","import pandas as pd \n","from matplotlib import pyplot as plt\n","from tqdm._tqdm_notebook import tqdm_notebook\n","import pickle\n","from keras.models import Sequential, load_model\n","from keras.layers import Dense, Dropout\n","from keras.layers import LSTM\n","from keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau, CSVLogger\n","from keras import optimizers\n","from sklearn.preprocessing import MinMaxScaler\n","from sklearn.model_selection import train_test_split\n","from sklearn.metrics import mean_squared_error"],"execution_count":5,"outputs":[{"output_type":"stream","text":["Using TensorFlow backend.\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"HMTLYL8sM8mR","colab_type":"code","colab":{}},"source":["params = {\n","    \"batch_size\": 10,\n","    \"epochs\": 100,\n","    \"lr\": 0.0001,\n","    \"time_steps\": 60   #length of input, or No of days when concidering Stock prices\n","}\n","\n","project_path = os.getcwd()\n","INPUT_PATH = \"input/\"\n","OUTPUT_PATH = \"output/\"\n","TIME_STEPS = params[\"time_steps\"]\n","BATCH_SIZE = params[\"batch_size\"]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"oisjE7BOM_JB","colab_type":"code","colab":{}},"source":["# trims the dataset so that the entire DS is in multiples of batch size(20 is this case)\n","# some left out rows from DS are discarded after this.\n","\n","def trim_dataset(mat,batch_size):\n","    \"\"\"\n","    trims dataset to a size that's divisible by BATCH_SIZE\n","    \"\"\"\n","    no_of_rows_drop = mat.shape[0]%batch_size\n","    if no_of_rows_drop > 0:\n","        return mat[:-no_of_rows_drop]\n","    else:\n","        return mat\n","\n","\n","def build_timeseries(mat, y_col_index):\n","    \"\"\"\n","    Converts ndarray into timeseries format and supervised data format. Takes first TIME_STEPS\n","    number of rows as input and sets the TIME_STEPS+1th data as corresponding output and so on.\n","    :param mat: ndarray which holds the dataset\n","    :param y_col_index: index of column which acts as output\n","    :return: returns two ndarrays-- input and output in format suitable to feed\n","    to LSTM.\n","    \"\"\"\n","    # total number of time-series samples would be len(mat) - TIME_STEPS\n","    dim_0 = mat.shape[0] - TIME_STEPS\n","    dim_1 = mat.shape[1]\n","    x = np.zeros((dim_0, TIME_STEPS, dim_1))\n","    y = np.zeros((dim_0,))\n","    for i in tqdm_notebook(range(dim_0)):\n","        x[i] = mat[i:TIME_STEPS+i]\n","        y[i] = mat[TIME_STEPS+i, y_col_index]\n","    return x, y"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"NtA29eUGZktQ","colab_type":"text"},"source":["## Reading and analyzing data. (Pandas)"]},{"cell_type":"code","metadata":{"id":"u6OuNRxlL2SX","colab_type":"code","outputId":"db318ab8-a7c0-4809-e9a0-0e34ade83a30","executionInfo":{"status":"ok","timestamp":1562418912357,"user_tz":-330,"elapsed":6696,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["!ls\n","!pwd"],"execution_count":8,"outputs":[{"output_type":"stream","text":["DWARKA_PM2-5_Predict_LSTM.ipynb  IHBAS_Predict_PM25_LSTM.ipynb\tinput  output\n","/content/drive/My Drive/Adil_Work\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"A3SYLGM4NCEm","colab_type":"code","outputId":"20892784-72aa-46f0-9543-0333a544cb0b","executionInfo":{"status":"ok","timestamp":1562418915378,"user_tz":-330,"elapsed":2743,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":842}},"source":["df_ge = pd.read_csv(os.path.join(INPUT_PATH, \"IHBAS_DataSheet_01.csv\"), engine='python')\n","print(\"Dataset size: \", df_ge.shape)\n","print(\"Columns: \", df_ge.columns)\n","display(df_ge.head(5))\n","\n","plt.figure(figsize=(15,10))\n","plt.plot(df_ge[\"AT\"])\n","plt.plot(df_ge[\"BP\"])\n","plt.plot(df_ge[\"RH\"])\n","plt.plot(df_ge[\"SR\"])\n","plt.plot(df_ge[\"VWS\"])\n","plt.plot(df_ge[\"VD\"])\n","plt.plot(df_ge[\"WS\"])\n","plt.plot(df_ge[\"CO\"])\n","plt.plot(df_ge[\"NO\"])\n","plt.plot(df_ge[\"NH3\"])\n","plt.plot(df_ge[\"PM2.5\"])\n","plt.title('PM 2.5 Data Chart')\n","plt.ylabel('PM 2.5 Value')\n","plt.xlabel('Days')\n","plt.legend(['AT', 'BP', 'RH', 'SR', 'VWS', 'VD', 'WS', 'CO', 'NO', 'NH3','PM2.5'], loc='upper left')\n","plt.show()"],"execution_count":9,"outputs":[{"output_type":"stream","text":["Dataset size:  (986, 11)\n","Columns:  Index(['AT', 'BP', 'RH', 'SR', 'VWS', 'VD', 'WS', 'CO', 'NO', 'NH3', 'PM2.5'], dtype='object')\n"],"name":"stdout"},{"output_type":"display_data","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\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>AT</th>\n","      <th>BP</th>\n","      <th>RH</th>\n","      <th>SR</th>\n","      <th>VWS</th>\n","      <th>VD</th>\n","      <th>WS</th>\n","      <th>CO</th>\n","      <th>NO</th>\n","      <th>NH3</th>\n","      <th>PM2.5</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>28.72</td>\n","      <td>752.65</td>\n","      <td>36.80</td>\n","      <td>88.54</td>\n","      <td>-0.01</td>\n","      <td>263.59</td>\n","      <td>1.00</td>\n","      <td>0.63</td>\n","      <td>5.15</td>\n","      <td>24.95</td>\n","      <td>103.58</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>26.21</td>\n","      <td>752.70</td>\n","      <td>55.65</td>\n","      <td>75.65</td>\n","      <td>-0.01</td>\n","      <td>177.37</td>\n","      <td>0.98</td>\n","      <td>1.08</td>\n","      <td>13.30</td>\n","      <td>31.88</td>\n","      <td>147.75</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>24.83</td>\n","      <td>752.62</td>\n","      <td>42.73</td>\n","      <td>77.51</td>\n","      <td>-0.01</td>\n","      <td>172.48</td>\n","      <td>1.07</td>\n","      <td>0.76</td>\n","      <td>9.76</td>\n","      <td>32.35</td>\n","      <td>155.53</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>23.81</td>\n","      <td>752.32</td>\n","      <td>47.39</td>\n","      <td>75.31</td>\n","      <td>-0.01</td>\n","      <td>165.29</td>\n","      <td>1.05</td>\n","      <td>0.83</td>\n","      <td>11.36</td>\n","      <td>30.66</td>\n","      <td>201.95</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>25.09</td>\n","      <td>751.72</td>\n","      <td>46.31</td>\n","      <td>72.19</td>\n","      <td>-0.01</td>\n","      <td>149.15</td>\n","      <td>1.03</td>\n","      <td>1.02</td>\n","      <td>8.84</td>\n","      <td>38.51</td>\n","      <td>202.08</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["      AT      BP     RH     SR   VWS      VD    WS    CO     NO    NH3   PM2.5\n","0  28.72  752.65  36.80  88.54 -0.01  263.59  1.00  0.63   5.15  24.95  103.58\n","1  26.21  752.70  55.65  75.65 -0.01  177.37  0.98  1.08  13.30  31.88  147.75\n","2  24.83  752.62  42.73  77.51 -0.01  172.48  1.07  0.76   9.76  32.35  155.53\n","3  23.81  752.32  47.39  75.31 -0.01  165.29  1.05  0.83  11.36  30.66  201.95\n","4  25.09  751.72  46.31  72.19 -0.01  149.15  1.03  1.02   8.84  38.51  202.08"]},"metadata":{"tags":[]}},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA4UAAAJcCAYAAABOlgHzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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WZNdbWs3M/low4XYFGUu48qphAAZlXLCS8M4biuabVCo0TKR9WxTuySJiyN2SLA0/GUlqGy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\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WZAsHMmIPchFH1+NcOaQCf9ACe7sHRXAjBwp3RfvwyeI3htzFDK2cRT0B5H9BXc/oGZa0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size 1080x720 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"Jxuh5a5uZssO","colab_type":"text"},"source":["## Normalizing the data. (SkLearn)\n","The data is not normalized and the range for each column varies, especially Volume. Normalizing data helps the algorithm in converging i.e. to find local/ global minimum efficiently. "]},{"cell_type":"code","metadata":{"id":"5hYbhGQCQUIz","colab_type":"code","outputId":"9411bf1f-5cbd-4aeb-fc3f-0c849bf4c7c5","executionInfo":{"status":"ok","timestamp":1562418919226,"user_tz":-330,"elapsed":1343,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["df_train, df_test = train_test_split(df_ge, train_size=0.85, test_size=0.15, shuffle=False)\n","print(\"Train--Test size\", len(df_train), len(df_test))\n","\n","# scale the feature MinMax, build array\n","train_cols = [\"AT\", \"BP\", \"RH\", \"SR\", \"VWS\", \"VD\", \"WS\", \"CO\", \"NO\", \"NH3\",\n","       \"PM2.5\"]  # training feautres\n","x = df_train.loc[:,train_cols].values\n","min_max_scaler = MinMaxScaler()\n","\n","x_train = min_max_scaler.fit_transform(x)\n","x_test = min_max_scaler.transform(df_test.loc[:,train_cols])\n","#print(x_train[:,0])\n","\n","#display(x_train[0])"],"execution_count":10,"outputs":[{"output_type":"stream","text":["Train--Test size 838 148\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"qs074jZONK0G","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":51},"outputId":"74a000d1-44e7-4f18-a4dc-2cf7e2e7b23e","executionInfo":{"status":"ok","timestamp":1562418926733,"user_tz":-330,"elapsed":1259,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}}},"source":["print(\"Deleting unused dataframes of total size(KB)\",(sys.getsizeof(df_ge)+sys.getsizeof(df_train)+sys.getsizeof(df_test))//1024)\n","del df_ge, df_test, df_train, x\n","\n","print(\"Are any NaNs present in train/test matrices?\",np.isnan(x_train).any(), np.isnan(x_train).any())"],"execution_count":11,"outputs":[{"output_type":"stream","text":["Deleting unused dataframes of total size(KB) 177\n","Are any NaNs present in train/test matrices? False False\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"WY5cztMYaAg-","colab_type":"text"},"source":["## Converting data to time-series and supervised learning problem.\n","\n","LSTMs consume input in format [ batch_size, time_steps, Features ] as a 3- dimensional array.\n","\n","* Batch Size says how many samples of input do you want your Neural Net to see before updating the weights. So let’s say you have 100 samples (input dataset) and you want to update weights every time your NN has seen an input. In that case batch size would be 1 and total number of batches would be 100. Like wise if you wanted your network to update weights after it has seen all the samples, batch size would be 100 and number of batches would be 1. As it turns out using very small batch size reduces the speed of training and on the other hand using too big batch size (like whole dataset) reduces the models ability to generalize to different data and it also consumes more memory. But it takes fewer steps to find the minima for your objective function. So you have to try out various values on your data and find the sweet spot. It’s quite a big topic.\n","* Time Steps define how many units back in time you want your network to see. For example if you were working on a character prediction problem where you have a text corpus to train on and you decide to feed your network 6 characters at a time. Then your time step is 6. In our case we will be using 60 as time step i.e. we will look into 2 months of data to predict next day's price.\n","* Features is the number of attributes used to represent each time step. Consider the character prediction example above, and assume that you use a one-hot encoded vector of size 100 to represent each character. Then feature size here is 100. In our case we will use 5 as the number of attributes."]},{"cell_type":"code","metadata":{"id":"mBjJ611VS4gg","colab_type":"code","outputId":"ef8dd510-4e71-4ec8-895d-b6893fce7658","executionInfo":{"status":"ok","timestamp":1562418933089,"user_tz":-330,"elapsed":1217,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"resources":{"http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css":{"data":"/* Copyright (c) Jupyter Development Team.
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definitions when they are used. */

 /*-----------------------------------------------------------------------------
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 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
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 /**
 * The material design colors are adapted from google-material-color v1.2.6
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 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
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 *
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The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
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 /* Copyright (c) Jupyter Development Team.
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 /*
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 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0idXRmLTgiPz4KPCEtLSBHZW5lcmF0b3I6IEFkb2JlIElsbHVzdHJhdG9yIDE5LjIuMSwgU1ZHIEV4cG9ydCBQbHVnLUluIC4gU1ZHIFZlcnNpb246IDYuMDAgQnVpbGQgMCkgIC0tPgo8c3ZnIHZlcnNpb249IjEuMSIgaWQ9IkxheWVyXzEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgeG1sbnM6eGxpbms9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkveGxpbmsiIHg9IjBweCIgeT0iMHB4IgoJIHZpZXdCb3g9IjAgMCAxOCAxOCIgc3R5bGU9ImVuYWJsZS1iYWNrZ3JvdW5kOm5ldyAwIDAgMTggMTg7IiB4bWw6c3BhY2U9InByZXNlcnZlIj4KPHN0eWxlIHR5cGU9InRleHQvY3NzIj4KCS5zdDB7ZmlsbDpub25lO30KPC9zdHlsZT4KPHBhdGggZD0iTTUuMiw1LjlMOSw5LjdsMy44LTMuOGwxLjIsMS4ybC00LjksNWwtNC45LTVMNS4yLDUuOXoiLz4KPHBhdGggY2xhc3M9InN0MCIgZD0iTTAtMC42aDE4djE4SDBWLTAuNnoiLz4KPC9zdmc+Cg");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

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 */","ok":true,"headers":[["content-type","text/css"]],"status":200,"status_text":""}},"base_uri":"https://localhost:8080/","height":166}},"source":["# 3rd col (Close value ) is the target for this dataset\n","\n","x_t, y_t = build_timeseries(x_train, 10)\n","x_t = trim_dataset(x_t, BATCH_SIZE)\n","y_t = trim_dataset(y_t, BATCH_SIZE)\n","print(\"Train size\",x_t.shape, y_t.shape)\n","\n","x_temp, y_temp = build_timeseries(x_test, 10)\n","x_val, x_test_t = np.split(trim_dataset(x_temp, BATCH_SIZE),2)\n","y_val, y_test_t = np.split(trim_dataset(y_temp, BATCH_SIZE),2)\n","\n","print(\"Test size\", x_test_t.shape, y_test_t.shape)\n","print(\"Val size\", x_val.shape, y_val.shape)"],"execution_count":12,"outputs":[{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6f13a401bec24596a0c3554e1a6a1936","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=778), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Train size (770, 60, 11) (770,)\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fe55653dcfd4485598dd0d44d02e7999","version_minor":0,"version_major":2},"text/plain":["HBox(children=(IntProgress(value=0, max=88), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Test size (40, 60, 11) (40,)\n","Val size (40, 60, 11) (40,)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"x5L4M3yqaCn5","colab_type":"text"},"source":["## Creating model (Keras)"]},{"cell_type":"code","metadata":{"id":"pI1Gody-WOLX","colab_type":"code","outputId":"1b745946-1f47-466b-c9f5-fa1224138f59","executionInfo":{"status":"ok","timestamp":1562394992824,"user_tz":-330,"elapsed":986,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["x_t.shape"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(520, 60, 13)"]},"metadata":{"tags":[]},"execution_count":96}]},{"cell_type":"code","metadata":{"id":"Mqhh_58oPqn_","colab_type":"code","colab":{}},"source":["def create_model():\n","    lstm_model = Sequential()\n","    lstm_model.add(LSTM(80, batch_input_shape=(BATCH_SIZE, TIME_STEPS, x_t.shape[2]),\n","                        dropout=0.0, recurrent_dropout=0.0, stateful=True, return_sequences=True,\n","                        kernel_initializer='random_uniform'))\n","    lstm_model.add(Dropout(0.4))\n","    lstm_model.add(LSTM(80, dropout=0.0))\n","    lstm_model.add(Dropout(0.4))   \n","    lstm_model.add(Dense(256,activation='relu'))\n","    lstm_model.add(Dropout(0.5))    \n","    lstm_model.add(Dense(128,activation='relu'))\n","    lstm_model.add(Dropout(0.5))\n","    lstm_model.add(Dense(1,activation='sigmoid'))\n","    optimizer = optimizers.RMSprop(lr=params[\"lr\"])\n","    lstm_model.compile(loss='mean_squared_error', optimizer=optimizer)\n","    return lstm_model"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"N8jFZEfyTkEs","colab_type":"code","outputId":"5769685a-75e0-416f-b0e2-75a8e726f81e","executionInfo":{"status":"ok","timestamp":1562419487609,"user_tz":-330,"elapsed":1094,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["#Load a model if already created and dumped in a pickle file\n","\n","model = None\n","try:\n","    model = pickle.load(open(\"lstm_model\", 'rb'))\n","    print(\"Loaded saved model...\")\n","except FileNotFoundError:\n","    print(\"Model not found\")"],"execution_count":17,"outputs":[{"output_type":"stream","text":["Model not found\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"088Q_MuMaMAK","colab_type":"text"},"source":["### Model Training"]},{"cell_type":"code","metadata":{"id":"GjueghgzPxla","colab_type":"code","outputId":"7e28cccc-b679-475d-f962-632354467a1c","executionInfo":{"status":"ok","timestamp":1562419651070,"user_tz":-330,"elapsed":161687,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["is_update_model = True\n","if model is None or is_update_model:\n","    print(\"Building model...\")\n","    \n","    model = create_model()\n","    \n","    es = EarlyStopping(monitor='val_loss', mode='min', verbose=1,\n","                       patience=40, min_delta=0.0001)\n","    \n","    mcp = ModelCheckpoint(os.path.join(OUTPUT_PATH,\n","                          \"best_model.h5\"), monitor='val_loss', verbose=1,\n","                          save_best_only=True, save_weights_only=False, mode='min', period=1)\n","    \n","    csv_logger = CSVLogger(os.path.join(OUTPUT_PATH, 'training_log_' + time.ctime().replace(\" \",\"_\") + '.log'), append=True)\n","    \n","    history = model.fit(x_t, y_t, epochs=params[\"epochs\"], verbose=2, batch_size=BATCH_SIZE,\n","                        shuffle=False, validation_data=(trim_dataset(x_val, BATCH_SIZE),\n","                        trim_dataset(y_val, BATCH_SIZE)), callbacks=[es, mcp, csv_logger])\n","    \n","    print(\"saving model...\")\n","    pickle.dump(model, open(os.path.join(OUTPUT_PATH, \"lstm_model\"), \"wb\"))"],"execution_count":18,"outputs":[{"output_type":"stream","text":["Building model...\n"],"name":"stdout"},{"output_type":"stream","text":["W0706 13:13:56.329403 140290053187456 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/optimizers.py:790: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n","\n","W0706 13:13:56.623597 140290053187456 deprecation.py:323] From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/math_grad.py:1250: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n","Instructions for updating:\n","Use tf.where in 2.0, which has the same broadcast rule as np.where\n","W0706 13:13:57.414094 140290053187456 deprecation_wrapper.py:119] From /usr/local/lib/python3.6/dist-packages/keras/backend/tensorflow_backend.py:986: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead.\n","\n"],"name":"stderr"},{"output_type":"stream","text":["Train on 770 samples, validate on 40 samples\n","Epoch 1/100\n"," - 5s - loss: 0.0894 - val_loss: 0.0122\n","\n","Epoch 00001: val_loss improved from inf to 0.01215, saving model to output/best_model.h5\n","Epoch 2/100\n"," - 4s - loss: 0.0065 - val_loss: 0.0123\n","\n","Epoch 00002: val_loss did not improve from 0.01215\n","Epoch 3/100\n"," - 4s - loss: 0.0069 - val_loss: 0.0122\n","\n","Epoch 00003: val_loss did not improve from 0.01215\n","Epoch 4/100\n"," - 4s - loss: 0.0066 - val_loss: 0.0124\n","\n","Epoch 00004: val_loss did not improve from 0.01215\n","Epoch 5/100\n"," - 4s - loss: 0.0064 - val_loss: 0.0122\n","\n","Epoch 00005: val_loss did not improve from 0.01215\n","Epoch 6/100\n"," - 4s - loss: 0.0065 - val_loss: 0.0122\n","\n","Epoch 00006: val_loss did not improve from 0.01215\n","Epoch 7/100\n"," - 4s - loss: 0.0062 - val_loss: 0.0122\n","\n","Epoch 00007: val_loss did not improve from 0.01215\n","Epoch 8/100\n"," - 4s - loss: 0.0063 - val_loss: 0.0121\n","\n","Epoch 00008: val_loss improved from 0.01215 to 0.01210, saving model to output/best_model.h5\n","Epoch 9/100\n"," - 4s - loss: 0.0062 - val_loss: 0.0121\n","\n","Epoch 00009: val_loss did not improve from 0.01210\n","Epoch 10/100\n"," - 4s - loss: 0.0062 - val_loss: 0.0121\n","\n","Epoch 00010: val_loss improved from 0.01210 to 0.01208, saving model to output/best_model.h5\n","Epoch 11/100\n"," - 4s - loss: 0.0065 - val_loss: 0.0121\n","\n","Epoch 00011: val_loss did not improve from 0.01208\n","Epoch 12/100\n"," - 4s - loss: 0.0062 - val_loss: 0.0121\n","\n","Epoch 00012: val_loss improved from 0.01208 to 0.01207, saving model to output/best_model.h5\n","Epoch 13/100\n"," - 4s - loss: 0.0062 - val_loss: 0.0121\n","\n","Epoch 00013: val_loss did not improve from 0.01207\n","Epoch 14/100\n"," - 4s - loss: 0.0060 - val_loss: 0.0121\n","\n","Epoch 00014: val_loss did not improve from 0.01207\n","Epoch 15/100\n"," - 4s - loss: 0.0062 - val_loss: 0.0121\n","\n","Epoch 00015: val_loss did not improve from 0.01207\n","Epoch 16/100\n"," - 4s - loss: 0.0060 - val_loss: 0.0121\n","\n","Epoch 00016: val_loss did not improve from 0.01207\n","Epoch 17/100\n"," - 4s - loss: 0.0062 - val_loss: 0.0121\n","\n","Epoch 00017: val_loss did not improve from 0.01207\n","Epoch 18/100\n"," - 4s - loss: 0.0060 - val_loss: 0.0121\n","\n","Epoch 00018: val_loss did not improve from 0.01207\n","Epoch 19/100\n"," - 4s - loss: 0.0060 - val_loss: 0.0121\n","\n","Epoch 00019: val_loss improved from 0.01207 to 0.01207, saving model to output/best_model.h5\n","Epoch 20/100\n"," - 4s - loss: 0.0062 - val_loss: 0.0121\n","\n","Epoch 00020: val_loss did not improve from 0.01207\n","Epoch 21/100\n"," - 4s - loss: 0.0060 - val_loss: 0.0122\n","\n","Epoch 00021: val_loss did not improve from 0.01207\n","Epoch 22/100\n"," - 4s - loss: 0.0062 - val_loss: 0.0121\n","\n","Epoch 00022: val_loss did not improve from 0.01207\n","Epoch 23/100\n"," - 4s - loss: 0.0061 - val_loss: 0.0121\n","\n","Epoch 00023: val_loss did not improve from 0.01207\n","Epoch 24/100\n"," - 4s - loss: 0.0062 - val_loss: 0.0121\n","\n","Epoch 00024: val_loss did not improve from 0.01207\n","Epoch 25/100\n"," - 4s - loss: 0.0060 - val_loss: 0.0122\n","\n","Epoch 00025: val_loss did not improve from 0.01207\n","Epoch 26/100\n"," - 4s - loss: 0.0056 - val_loss: 0.0122\n","\n","Epoch 00026: val_loss did not improve from 0.01207\n","Epoch 27/100\n"," - 4s - loss: 0.0055 - val_loss: 0.0122\n","\n","Epoch 00027: val_loss did not improve from 0.01207\n","Epoch 28/100\n"," - 4s - loss: 0.0061 - val_loss: 0.0122\n","\n","Epoch 00028: val_loss did not improve from 0.01207\n","Epoch 29/100\n"," - 4s - loss: 0.0058 - val_loss: 0.0123\n","\n","Epoch 00029: val_loss did not improve from 0.01207\n","Epoch 30/100\n"," - 4s - loss: 0.0057 - val_loss: 0.0125\n","\n","Epoch 00030: val_loss did not improve from 0.01207\n","Epoch 31/100\n"," - 4s - loss: 0.0059 - val_loss: 0.0124\n","\n","Epoch 00031: val_loss did not improve from 0.01207\n","Epoch 32/100\n"," - 4s - loss: 0.0057 - val_loss: 0.0124\n","\n","Epoch 00032: val_loss did not improve from 0.01207\n","Epoch 33/100\n"," - 4s - loss: 0.0058 - val_loss: 0.0124\n","\n","Epoch 00033: val_loss did not improve from 0.01207\n","Epoch 34/100\n"," - 4s - loss: 0.0059 - val_loss: 0.0122\n","\n","Epoch 00034: val_loss did not improve from 0.01207\n","Epoch 35/100\n"," - 4s - loss: 0.0056 - val_loss: 0.0122\n","\n","Epoch 00035: val_loss did not improve from 0.01207\n","Epoch 36/100\n"," - 4s - loss: 0.0057 - val_loss: 0.0122\n","\n","Epoch 00036: val_loss did not improve from 0.01207\n","Epoch 37/100\n"," - 4s - loss: 0.0058 - val_loss: 0.0128\n","\n","Epoch 00037: val_loss did not improve from 0.01207\n","Epoch 38/100\n"," - 4s - loss: 0.0058 - val_loss: 0.0122\n","\n","Epoch 00038: val_loss did not improve from 0.01207\n","Epoch 39/100\n"," - 4s - loss: 0.0054 - val_loss: 0.0124\n","\n","Epoch 00039: val_loss did not improve from 0.01207\n","Epoch 40/100\n"," - 4s - loss: 0.0056 - val_loss: 0.0123\n","\n","Epoch 00040: val_loss did not improve from 0.01207\n","Epoch 41/100\n"," - 4s - loss: 0.0055 - val_loss: 0.0121\n","\n","Epoch 00041: val_loss did not improve from 0.01207\n","Epoch 00041: early stopping\n","saving model...\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"_IQdGhmVaRn6","colab_type":"text"},"source":["### Model Evaluation"]},{"cell_type":"code","metadata":{"id":"Ho1giqhkVPSm","colab_type":"code","outputId":"d0317a64-04ae-44a5-8649-4049106d821e","executionInfo":{"status":"ok","timestamp":1562419813072,"user_tz":-330,"elapsed":2218,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":621}},"source":["plt.figure(figsize=(15,10))\n","plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.title('Model loss')\n","plt.ylabel('Loss')\n","plt.xlabel('Epoch')\n","plt.legend(['Train', 'Test'], loc='upper left')\n","#plt.show()\n","plt.savefig(os.path.join(OUTPUT_PATH, 'train_vs_val_'+str(BATCH_SIZE)+'.png'))"],"execution_count":19,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA4IAAAJcCAYAAACsShqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n","text/plain":["<Figure size 1080x720 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"LoGcoxhZaXvF","colab_type":"text"},"source":["### Model Testing"]},{"cell_type":"code","metadata":{"id":"SbqiqjQOVfm9","colab_type":"code","outputId":"9eb01cbc-fc57-483a-c4c7-dfe8fe1285fb","executionInfo":{"status":"ok","timestamp":1562419820834,"user_tz":-330,"elapsed":5561,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":51}},"source":["# load the saved best model from above\n","saved_model = load_model(os.path.join(OUTPUT_PATH, 'best_model.h5'))\n","print(saved_model)\n","\n","y_pred = saved_model.predict(trim_dataset(x_test_t, BATCH_SIZE), batch_size=BATCH_SIZE)\n","y_pred = y_pred.flatten()\n","y_test_t = trim_dataset(y_test_t, BATCH_SIZE)\n","error = mean_squared_error(y_test_t, y_pred)\n","print(\"Error is\", error, y_pred.shape, y_test_t.shape)"],"execution_count":20,"outputs":[{"output_type":"stream","text":["<keras.engine.sequential.Sequential object at 0x7f9786e83908>\n","Error is 0.002365450322774397 (40,) (40,)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"-a5j1uzhVpSL","colab_type":"code","outputId":"9b7a5b95-95a0-4df0-cc2a-9b3baa947cb5","executionInfo":{"status":"ok","timestamp":1562419827088,"user_tz":-330,"elapsed":1814,"user":{"displayName":"Sarfaraz Masood","photoUrl":"","userId":"17583629662162499494"}},"colab":{"base_uri":"https://localhost:8080/","height":706}},"source":["y_pred_org = (y_pred * min_max_scaler.data_range_[10]) + min_max_scaler.data_min_[10] # min_max_scaler.inverse_transform(y_pred)\n","y_test_t_org = (y_test_t * min_max_scaler.data_range_[10]) + min_max_scaler.data_min_[10] # min_max_scaler.inverse_transform(y_test_t)\n","print(y_pred_org[0:15])\n","print(y_test_t_org[0:15])\n","\n","plt.figure(figsize=(15,10))\n","plt.plot(y_pred_org)\n","plt.plot(y_test_t_org)\n","plt.title('Prediction vs Real PM2.5 values')\n","plt.ylabel('PM 2.5')\n","plt.xlabel('Days')\n","plt.legend(['Prediction', 'Real'], loc='upper left')\n","#plt.show()\n","plt.savefig(os.path.join(OUTPUT_PATH, 'pred_vs_real_PM25'+str(BATCH_SIZE)+'.png'))\n"],"execution_count":21,"outputs":[{"output_type":"stream","text":["[81.70801  81.87431  82.044    82.288925 82.47437  82.55687  82.62924\n"," 82.9121   83.10314  83.234116 81.8101   81.93143  82.45316  82.62985\n"," 82.816505]\n","[42.76 57.82 92.03 62.89 61.54 40.54 56.42 91.76 51.47 76.57 77.09 33.32\n"," 87.59 73.63 90.28]\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA34AAAJcCAYAAACmOnadAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzs3XmYXGWZ9/Hvk07SnaSb7CRAgGQg\nsgUIIWAQQQURxA23UUcBFcVdHGdk0HEGcRm3UV98RRDBF9zADUYcRZFVUdmNsgpBAiQsCYF0pTup\nSrr7ef84p0In9FLdXadOdfX3c119napTVefc1UHkl/tZQowRSZIkSVLjGpd3AZIkSZKkbBn8JEmS\nJKnBGfwkSZIkqcEZ/CRJkiSpwRn8JEmSJKnBGfwkSZIkqcEZ/CRJAwohzA8hxBDC+PT5lSGEk4dx\nnd1CCB0hhKbqV1nfQgifCiF8P+86am2sfm9JqkcGP0lqACGElSGETWmwejKEcFEIoTWLe8UYXx5j\nvLjCml7a63OPxBhbY4zdWdQ1UunvbHP6O3w6hPDbEMLeNbjvi0MIPel9N4QQ/hZCeEf6Wjl0/3m7\nz8xKa12ZPm8OIVwYQng4vcbyEMLLB7jn20MI3ek9yz8vzvJ7SpLyZfCTpMbxqhhjK7AEWAp8cvs3\nhIT/7u/fl9Lf4S7AauDCGt33sfS+OwD/Bnw7hLBvr9cnhxAW9Xr+T8BDvZ6PBx4FXgRMJfmz/3EI\nYf4A9/xTGsTLP9eP/GtIkuqV/+cvSQ0mxrgauBJYBBBCuD6E8LkQwh+AjcA/hBCmph2ix0MIq0MI\nny0PwQwhNIUQ/juE8FQI4e/AK3pfP73eu3o9f3cI4d6003RPCGFJCOF7wG7AL9Ju0ul9DBndOYRw\nRdpdWxFCeHeva34qhPDjEMJ30+veHUJY2tf3DSGcG0L47+3O/TyE8NH08b+l37HcTTu6gt/hJuDH\nwOLtrvvO9Ls+E0L4TQhh916vnR1CeDSEUAgh3B5COGKw+/Rx3xhj/B/gGaB38Pse0Ht47UnAd3t9\nrjPG+KkY48oYY0+M8X9JguHBQ61he+nQ3g9ud+4vIYTXpY8r+t5pZ3PVdue2doVDCONCCGeEEB4M\nIaxL//xnpK+1hBC+n55fH0K4NYQwZ6TfTZLGEoOfJDWYEMKuwPFA7+GBJwKnAm3Aw8BFQBewJ3AQ\n8DKgHObeDbwyPb8UeMMA93oj8CmSILID8GpgXYzxROAR0i5kjPFLfXz8UmAVsHN6j/8KIRzV6/VX\np++ZBlwBfKOfMi4B3hRCCGlN09Pvc2kIYS/gg8AhMcY24FhgZX/fp9f3mgK8BVjR69xrgE8ArwNm\nA79P7112K0lQnAH8EPhJCKFlsHttd99xIYTXknznO3u99H3gzWko3xdoBW4e4DpzgOcBdw9wu4PS\ncH9/COE/yoG8D5eQ/C7K194X2B34ZXpqxN879SHgBJKu5c4k4fec9LWTSTqZuwIzgfcCm4ZxD0ka\nswx+ktQ4/ieEsB64EbgB+K9er10UY7w7xthF8h/oxwMfSTtFa4CvAW9O3/uPwP+JMT4aY3wa+PwA\n93wXyfDIW9Nu1YoY48ODFZqG08OBf4sxFmOMy4ELSAJk2Y0xxl+lcwK/BxzYz+V+D0Sg3Gl6A8kw\nxseAbqAZ2DeEMCHtiD04QGn/mv4ONwAvJAnMZe8FPh9jvDf9Pf4XsLjc9Ysxfj/GuC7G2BVj/Ep6\n370G+12kdk7v+xRwJnBijPFvvV5fBfwNeCnJ7+h7/V0ohDAB+AFwcYzxvn7e9juSjvCOwOtJgt3H\n+nnv5fT6nsBbgctijCUY8ffu7b3Av8cYV6XX/hTwhjSQbiEJfHvGGLtjjLfHGAvDuIckjVkGP0lq\nHCfEGKfFGHePMb4/Ha5Y9mivx7sDE4DH02Fz64FvkYQASLotvd8/UJDbFRgoSPVnZ+DpGOOG7e6z\nS6/nT/R6vBFo6asrFWOMJJ3Bclfqn0iCDzHGFcBHSELEmhDCpSGEnQeo679jjNOA+SQdpd4BZnfg\n7F6/s6eBUK45hPCv6TDQ9vT1qcCsAe7V22Ppn92MGOPiGOOlfbznu8Db0+/ZZ/BL529+D9hM0uns\nU4zx7zHGh9JhoXcCn6afzm76Z/RLnv2LgbeQ/n7Te47ke/e2O3B5r9/vvSTBfU76nX5D0sV9LITw\npTTgSpIqZPCTpLEh9nr8KFACZqVhY1qMcYcY437p64+TBLqy3Qa47qPAHhXcc3uPATNCCG3b3Wf1\nAJ8ZyCUk3aHdgecDP9taRIw/jDG+kCRYROCLg10sxvgIcBpJ0JuUnn4UeE+v39m0GOOkGOMf03lt\np5N0S6en4bGdJBhWy89I5lv+Pa1vG+lQ1wtJgtLrY4xbhnDtyMC1XgK8JYRwGNACXJfecyjfuxOY\n3KveJpIhs2WPAi/f7vfbEmNcHWPcEmM8K8a4L/ACkqHIJyFJqpjBT5LGmBjj48BVwFdCCDuk88r2\nCCG8KH3Lj4EPhxDmpfPlzhjgcheQDI88OCT27DUk8EngH/qp4VHgj8Dn04U7DgBOIZnLNpzv9GeS\nYZIXAL+JMa4HCCHsFUI4KoTQDBRJung9FV7ztyQB9dT01HnAx0MI+6XXnprOcYRk7mQXsBYYH0L4\nT5I5j1UTY+wEjuLZuZjbOxfYh2Re5YDz30IILy8vjhKSLSv+A/j5AB/5FUlw/jTwoxhj+Xc4lO99\nP0nX9hVpt+6TJMNCy84DPlf+5yeEMDudV0kI4SUhhP3TsFggGfpZ0Z+jJClh8JOksekkYCJwD8ki\nGj8Fdkpf+zbJsLq/AHcAl/V3kRjjT4DPkSzqsQH4H5I5hJDMDfxkOnTvX/v4+FtIhlQ+RjKP7MwY\n49Uj+E4/JJkD98Ne55qBL5CEwidIhrN+fAjX/DJwegihOcZ4OUm38NIQQgG4Cyjvlfcb4Nck4eZh\nkpD5aB/XG5EY4219zVFMw9J7SBZZeSI8uzffW9PXd0ufl7u3RwN/DSF0koS6y9h2Tuj29y2l79n+\n91vx944xtgPvJwnnq0k6gL1X+TybZBGfq0IIG4CbSLq3AHNJ/hktkAwBvYEB5jlKkp4rJFMjJEmS\nJEmNyo6fJEmSJDU4g58kSZIkNTiDnyRJkiQ1OIOfJEmSJDW452yEO5rMmjUrzp8/P+8yJEmSJCkX\nt99++1MxxtmDvW9UB7/58+dz22235V2GJEmSJOUihPBwJe9zqKckSZIkNTiDnyRJkiQ1OIOfJEmS\nJDW4UT3Hry9btmxh1apVFIvFvEtpGC0tLcybN48JEybkXYokSZKkYWi44Ldq1Sra2tqYP38+IYS8\nyxn1YoysW7eOVatWsWDBgrzLkSRJkjQMDTfUs1gsMnPmTENflYQQmDlzph1USZIkaRRruOAHGPqq\nzN+nJEmSNLo1ZPCTJEmSJD3L4JeBpqYmFi9ezKJFi3jjG9/Ixo0bh32t66+/nle+8pUAXHHFFXzh\nC1/o973r16/nm9/85tbnjz32GG94wxuGfW9JkiRJjcHgl4FJkyaxfPly7rrrLiZOnMh55523zesx\nRnp6eoZ83Ve/+tWcccYZ/b6+ffDbeeed+elPfzrk+0iSJElqLAa/jB1xxBGsWLGClStXstdee3HS\nSSexaNEiHn30Ua666ioOO+wwlixZwhvf+EY6OjoA+PWvf83ee+/NkiVLuOyyy7Ze66KLLuKDH/wg\nAE8++SSvfe1rOfDAAznwwAP54x//yBlnnMGDDz7I4sWL+djHPsbKlStZtGgRkCx68453vIP999+f\ngw46iOuuu27rNV/3utdx3HHHsXDhQk4//fQa/4YkSZIkZa3htnPo7axf3M09jxWqes19d96BM1+1\nX0Xv7erq4sorr+S4444D4IEHHuDiiy9m2bJlPPXUU3z2s5/l6quvZsqUKXzxi1/kq1/9Kqeffjrv\nfve7ufbaa9lzzz1505ve1Oe1P/zhD/OiF72Iyy+/nO7ubjo6OvjCF77AXXfdxfLlywFYuXLl1vef\nc845hBC48847ue+++3jZy17G/fffD8Dy5cv585//THNzM3vttRcf+tCH2HXXXUfwW5IkSZJUT+z4\nZWDTpk0sXryYpUuXsttuu3HKKacAsPvuu7Ns2TIAbrrpJu655x4OP/xwFi9ezMUXX8zDDz/Mfffd\nx4IFC1i4cCEhBN72trf1eY9rr72W973vfUAyp3Dq1KkD1nTjjTduvdbee+/N7rvvvjX4HX300Uyd\nOpWWlhb23XdfHn744ar8HiRJkiTVh4bu+FXamau28hy/7U2ZMmXr4xgjxxxzDJdccsk27+nrc1lr\nbm7e+ripqYmurq6a1yBJkiQpO3b8crJs2TL+8Ic/sGLFCgA6Ozu5//772XvvvVm5ciUPPvggwHOC\nYdnRRx/NueeeC0B3dzft7e20tbWxYcOGPt9/xBFH8IMf/ACA+++/n0ceeYS99tqr2l9LkiRJUh0y\n+OVk9uzZXHTRRbzlLW/hgAMO4LDDDuO+++6jpaWF888/n1e84hUsWbKEHXfcsc/Pn3322Vx33XXs\nv//+HHzwwdxzzz3MnDmTww8/nEWLFvGxj31sm/e///3vp6enh/333583velNXHTRRdt0+iRJkiQ1\nrhBjzLuGYVu6dGm87bbbtjl37733ss8+++RUUePy9ypJkiTVnxDC7THGpYO9z46fJEmSJDU4g58k\nSZIkNTiDnyRJkiQ1OIOfJEmSJDU4g58kSZIkNbjMg18IoSmE8OcQwv+mzxeEEG4OIawIIfwohDAx\nPd+cPl+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fDH6SJEnSUBQLybFqQz3Lm7g7z0/ZMfhJkiRJQ1HuzDVXcagnOM9PmTL4SZIk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vpuHY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\nJ0mSJEkjZ/CTJEmSpJH7CsY/96pK3TToAAAAAElFTkSuQmCC\n","text/plain":["<Figure size 1080x720 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"ulWKtcNkaeO0","colab_type":"text"},"source":["# Do It Yourself\n","\n","But how do you land on the perfect (or in almost all the cases, close to perfect) architecture for your neural network? How do you decide the values for each of the hyper-parameters? Refer to the following link for additional information: [**How to Find the Right Architecture for Neural Network and Fine Tune Hyperparameters**](https://towardsdatascience.com/finding-the-right-architecture-for-neural-network-b0439efa4587)"]}]}