DWARKA_PM2-5_Predict_LSTM .ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "mmEYVyLwYLg1"
   },
   "source": [
    "### Link Colab to Google Drive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 54
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 993,
     "status": "ok",
     "timestamp": 1562397227058,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "gwPXYin4MIsq",
    "outputId": "103f9307-aa6b-493b-d87d-1d0091f79a8c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount(\"/content/drive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3839,
     "status": "ok",
     "timestamp": 1562397231164,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "3PDQDtteiJhd",
    "outputId": "c877e2fe-37ff-4087-a364-dc6bb43dcdfb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IHBAS_DataSheet.csv  \u001b[0m\u001b[01;34minput\u001b[0m/  \u001b[01;34moutput\u001b[0m/  PM2-5_Predict_LSTM.ipynb\n"
     ]
    }
   ],
   "source": [
    "ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3206,
     "status": "ok",
     "timestamp": 1562397231167,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "fcu2pln-McIv",
    "outputId": "95a200d5-88b5-47ae-97c2-77625df70572"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['input', 'output', 'PM2-5_Predict_LSTM.ipynb', 'IHBAS_DataSheet.csv']"
      ]
     },
     "execution_count": 111,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "#os.chdir(\"drive/My Drive/Adil_Work/\")\n",
    "os.listdir()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "wzY_p9qBYPPe"
   },
   "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": {
    "colab_type": "text",
    "id": "MkYjJra8ZeRh"
   },
   "source": [
    "## Importing dependencies & Declaring methods and variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "iP9exc0qMqqM"
   },
   "outputs": [],
   "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,RobustScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "HMTLYL8sM8mR"
   },
   "outputs": [],
   "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\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "oisjE7BOM_JB"
   },
   "outputs": [],
   "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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "rf = RandomForestClassifier()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "NtA29eUGZktQ"
   },
   "source": [
    "## Reading and analyzing data. (Pandas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 394
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1147,
     "status": "error",
     "timestamp": 1562397247401,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "A3SYLGM4NCEm",
    "outputId": "7581cf7d-8c3e-45ff-ccb1-dd42c2daf95e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset size:  (687, 13)\n",
      "Columns:  Index(['SO2', 'Toluene', 'CO', 'NO', 'NO2', 'Nox', 'RH', 'Temp', 'SR', 'VWS',\n",
      "       'WD', 'WS', 'PM 2.5'],\n",
      "      dtype='object')\n"
     ]
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SO2</th>\n",
       "      <th>Toluene</th>\n",
       "      <th>CO</th>\n",
       "      <th>NO</th>\n",
       "      <th>NO2</th>\n",
       "      <th>Nox</th>\n",
       "      <th>RH</th>\n",
       "      <th>Temp</th>\n",
       "      <th>SR</th>\n",
       "      <th>VWS</th>\n",
       "      <th>WD</th>\n",
       "      <th>WS</th>\n",
       "      <th>PM 2.5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.17</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.43</td>\n",
       "      <td>3.57</td>\n",
       "      <td>9.05</td>\n",
       "      <td>8.30</td>\n",
       "      <td>49.82</td>\n",
       "      <td>32.93</td>\n",
       "      <td>610.44</td>\n",
       "      <td>-0.97</td>\n",
       "      <td>308.13</td>\n",
       "      <td>0.94</td>\n",
       "      <td>152.50</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6.60</td>\n",
       "      <td>9.07</td>\n",
       "      <td>0.60</td>\n",
       "      <td>17.16</td>\n",
       "      <td>48.10</td>\n",
       "      <td>37.81</td>\n",
       "      <td>43.94</td>\n",
       "      <td>34.74</td>\n",
       "      <td>191.60</td>\n",
       "      <td>0.43</td>\n",
       "      <td>115.60</td>\n",
       "      <td>0.56</td>\n",
       "      <td>148.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9.55</td>\n",
       "      <td>5.27</td>\n",
       "      <td>0.43</td>\n",
       "      <td>4.35</td>\n",
       "      <td>19.64</td>\n",
       "      <td>14.36</td>\n",
       "      <td>51.17</td>\n",
       "      <td>33.49</td>\n",
       "      <td>228.78</td>\n",
       "      <td>0.51</td>\n",
       "      <td>238.44</td>\n",
       "      <td>0.54</td>\n",
       "      <td>153.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.68</td>\n",
       "      <td>69.24</td>\n",
       "      <td>0.41</td>\n",
       "      <td>6.80</td>\n",
       "      <td>13.86</td>\n",
       "      <td>13.35</td>\n",
       "      <td>54.94</td>\n",
       "      <td>35.63</td>\n",
       "      <td>416.21</td>\n",
       "      <td>0.49</td>\n",
       "      <td>283.05</td>\n",
       "      <td>0.31</td>\n",
       "      <td>112.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.60</td>\n",
       "      <td>10.76</td>\n",
       "      <td>0.43</td>\n",
       "      <td>6.95</td>\n",
       "      <td>19.61</td>\n",
       "      <td>17.70</td>\n",
       "      <td>93.27</td>\n",
       "      <td>27.77</td>\n",
       "      <td>395.29</td>\n",
       "      <td>0.32</td>\n",
       "      <td>166.38</td>\n",
       "      <td>0.43</td>\n",
       "      <td>318.57</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "     SO2  Toluene    CO     NO    NO2    Nox     RH   Temp      SR   VWS  \\\n",
       "0  18.17     0.49  0.43   3.57   9.05   8.30  49.82  32.93  610.44 -0.97   \n",
       "1   6.60     9.07  0.60  17.16  48.10  37.81  43.94  34.74  191.60  0.43   \n",
       "2   9.55     5.27  0.43   4.35  19.64  14.36  51.17  33.49  228.78  0.51   \n",
       "3   5.68    69.24  0.41   6.80  13.86  13.35  54.94  35.63  416.21  0.49   \n",
       "4   7.60    10.76  0.43   6.95  19.61  17.70  93.27  27.77  395.29  0.32   \n",
       "\n",
       "       WD    WS  PM 2.5  \n",
       "0  308.13  0.94  152.50  \n",
       "1  115.60  0.56  148.50  \n",
       "2  238.44  0.54  153.22  \n",
       "3  283.05  0.31  112.35  \n",
       "4  166.38  0.43  318.57  "
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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_ge = pd.read_csv(r\"Dwarka2YearData.csv\")\n",
    "print(\"Dataset size: \", df_ge.shape)\n",
    "print(\"Columns: \", df_ge.columns)\n",
    "display(df_ge.head(5))\n",
    "\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.plot(df_ge[\"SO2\"])\n",
    "plt.plot(df_ge[\"Toluene\"])\n",
    "plt.plot(df_ge[\"CO\"])\n",
    "plt.plot(df_ge[\"NO\"])\n",
    "plt.plot(df_ge[\"NO2\"])\n",
    "plt.plot(df_ge[\"Nox\"])\n",
    "plt.plot(df_ge[\"RH\"])\n",
    "plt.plot(df_ge[\"Temp\"])\n",
    "plt.plot(df_ge[\"SR\"])\n",
    "plt.plot(df_ge[\"VWS\"])\n",
    "plt.plot(df_ge[\"WD\"])\n",
    "plt.plot(df_ge[\"WS\"])\n",
    "plt.plot(df_ge[\"PM 2.5\"])\n",
    "plt.title('PM 2.5 Data Chart')\n",
    "plt.ylabel('PM 2.5 Value')\n",
    "plt.xlabel('Days')\n",
    "plt.legend(['SO2', 'Toluene', 'CO', 'NO', 'NO2', 'Nox', 'RH', 'Temp', 'SR', 'VWS',\n",
    "       'WD', 'WS', 'PM 2.5'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Jxuh5a5uZssO"
   },
   "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",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1105,
     "status": "ok",
     "timestamp": 1562394984801,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "5hYbhGQCQUIz",
    "outputId": "c993d4fc-3e2c-4518-e6a5-cba4c0c91b60"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train--Test size 583 104\n"
     ]
    }
   ],
   "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 = [\"SO2\", \"Toluene\", \"CO\", \"NO\", \"NO2\", \"Nox\", \"RH\", \"Temp\", \"SR\", \"VWS\",\n",
    "       \"WD\", \"WS\", \"PM 2.5\"]  # 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",
    "\n",
    "#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())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WY5cztMYaAg-"
   },
   "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",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 166,
     "resources": {
      "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
       "data": "/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
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
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * 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
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
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
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* 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
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

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

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -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,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");
}

 .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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 */",
       "headers": [
        [
         "content-type",
         "text/css"
        ]
       ],
       "ok": true,
       "status": 200,
       "status_text": ""
      }
     }
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1066,
     "status": "ok",
     "timestamp": 1562394987348,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "mBjJ611VS4gg",
    "outputId": "c2584a3a-9464-471f-f747-e19abd80f222"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "191d2280842548ac8db75db78f674985",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=523), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Train size (520, 60, 13) (520,)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "47b6ab35871f4f4ab0345a44e22210fc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=44), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Test size (20, 60, 13) (20,)\n",
      "Val size (20, 60, 13) (20,)\n"
     ]
    }
   ],
   "source": [
    "# 3rd col (Close value ) is the target for this dataset\n",
    "\n",
    "x_t, y_t = build_timeseries(x_train, 12)\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, 12)\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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "x5L4M3yqaCn5"
   },
   "source": [
    "## Creating model (Keras)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 986,
     "status": "ok",
     "timestamp": 1562394992824,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "pI1Gody-WOLX",
    "outputId": "1b745946-1f47-466b-c9f5-fa1224138f59"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(520, 60, 13)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_t.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Mqhh_58oPqn_"
   },
   "outputs": [],
   "source": [
    "def create_model():\n",
    "    lstm_model = Sequential()\n",
    "    lstm_model.add(LSTM(200, 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(200, dropout=0.0))\n",
    "    lstm_model.add(Dropout(0.4))\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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 993,
     "status": "ok",
     "timestamp": 1562395917269,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "N8jFZEfyTkEs",
    "outputId": "819d0224-466a-4b85-9c4d-dc000f4df984"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model not found\n"
     ]
    }
   ],
   "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\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "088Q_MuMaMAK"
   },
   "source": [
    "### Model Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 341108,
     "status": "ok",
     "timestamp": 1562396278334,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "GjueghgzPxla",
    "outputId": "c6a340ee-6f7b-44a0-c2a8-56b1fa34226f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Building model...\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'OUTPUT_PATH' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-14-e2f3fe9b2cbb>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      8\u001b[0m                        patience=40, min_delta=0.0001)\n\u001b[0;32m      9\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m     mcp = ModelCheckpoint(os.path.join(OUTPUT_PATH,\n\u001b[0m\u001b[0;32m     11\u001b[0m                           \"best_model.h5\"), monitor='val_loss', verbose=1,\n\u001b[0;32m     12\u001b[0m                           save_best_only=True, save_weights_only=False, mode='min', period=1)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'OUTPUT_PATH' is not defined"
     ]
    }
   ],
   "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\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "_IQdGhmVaRn6"
   },
   "source": [
    "### Model Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 641
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1839,
     "status": "ok",
     "timestamp": 1562396375906,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "Ho1giqhkVPSm",
    "outputId": "e8744cc5-0fe9-4162-9d7d-38c613bbfde3"
   },
   "outputs": [
    {
     "data": {
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dQQAAAABReNUg6JzriKoQSEE2rdFCOe4yAAAAAMxz5zMaihYLMp4KjIYCAAAA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\nBy4+d+2JIss5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "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'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "LoGcoxhZaXvF"
   },
   "source": [
    "### Model Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 13499,
     "status": "ok",
     "timestamp": 1562396391276,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "SbqiqjQOVfm9",
    "outputId": "1abd665c-166e-45fc-8b9d-5a863276732e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<keras.engine.sequential.Sequential object at 0x7f15f5119da0>\n",
      "Error is 0.0007867226071587065 (20,) (20,)\n"
     ]
    }
   ],
   "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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 726
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 11866,
     "status": "ok",
     "timestamp": 1562396392039,
     "user": {
      "displayName": "Sarfaraz Masood",
      "photoUrl": "",
      "userId": "17583629662162499494"
     },
     "user_tz": -330
    },
    "id": "-a5j1uzhVpSL",
    "outputId": "038cddee-a7a7-49e0-b3c4-85f4eb40f325"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 99.583336  99.637184  99.73518   99.83421   99.990616 100.15287\n",
      " 100.423096 100.627625 100.812515 101.130005  98.28283   98.328186\n",
      "  98.436455  98.5772    98.76985 ]\n",
      "[137.22  75.25  60.    77.    64.5  100.   150.5  154.5  179.8  145.2\n",
      " 134.5   72.8   63.5   75.4   92.5 ]\n"
     ]
    },
    {
     "data": {
      "image/png": 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h/CyE8P0Qwg3529uATUMetzl/27OEEN4dQng4hPDwjh07ShyuJFWRwcE0u++y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\ntcSccVJR0MMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred_org = (y_pred * min_max_scaler.data_range_[12]) + min_max_scaler.data_min_[12] # min_max_scaler.inverse_transform(y_pred)\n",
    "y_test_t_org = (y_test_t * min_max_scaler.data_range_[12]) + min_max_scaler.data_min_[12] # 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"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ulWKtcNkaeO0"
   },
   "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)"
   ]
  }
 ],
 "metadata": {
  "accelerator": "TPU",
  "colab": {
   "collapsed_sections": [],
   "name": "DWARKA_PM2-5_Predict_LSTM.ipynb",
   "provenance": [],
   "version": "0.3.2"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}