colab-notebooks/06_SigmoidNeuronExample.ipynb

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  "metadata": {
    "colab": {
      "name": "06_SigmoidNeuronExample.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "6L8fKn1t42wo",
        "euMbcsWi_2Yt",
        "HGUYi1xA9KxO"
      ],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/satyajitghana/PadhAI-Course/blob/master/06_SigmoidNeuronExample.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fw4Y7OH956_P",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "from mpl_toolkits import mplot3d\n",
        "import matplotlib.colors\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6L8fKn1t42wo",
        "colab_type": "text"
      },
      "source": [
        "# Load Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kaHPwNBc5QtV",
        "colab_type": "code",
        "outputId": "9fdc197d-ce9b-43a5-a6b8-001d8042a238",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 128
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive/')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/drive/\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "orKddpGP5E8X",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "data = pd.read_csv('drive/My Drive/PadhAI-Course/data/mobile_cleaned_v1.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aogpmEZu6RrY",
        "colab_type": "code",
        "outputId": "7d6168e6-612a-41bb-b5e3-1654066ca8ab",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 316
        }
      },
      "source": [
        "data.head()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>4.4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 88 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   PhoneId  Pixel Density  Screen Size  ...  Sim1_3G  Sim1_4G  Rating\n",
              "0        0            403         6.26  ...        0        1     4.5\n",
              "1        1            271         6.20  ...        0        1     4.5\n",
              "2        2            409         6.30  ...        0        1     4.4\n",
              "3        4            411         6.00  ...        0        1     4.3\n",
              "4        5            396         6.50  ...        0        1     4.4\n",
              "\n",
              "[5 rows x 88 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_4DUZaeH6TCV",
        "colab_type": "code",
        "outputId": "d921b914-1d08-430d-f7d7-cc3bea44b253",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "data.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(341, 88)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wi55B0Al9eeB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X = data.drop('Rating', axis=1)\n",
        "Y = data['Rating'].values"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XrFGs4j-9nWa",
        "colab_type": "code",
        "outputId": "74b62e1e-ebcf-4e63-8e83-6fb60320aaac",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 316
        }
      },
      "source": [
        "X.head()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>PhoneId</th>\n",
              "      <th>Pixel Density</th>\n",
              "      <th>Screen Size</th>\n",
              "      <th>Weight</th>\n",
              "      <th>RAM</th>\n",
              "      <th>Processor_frequency</th>\n",
              "      <th>Screen to Body Ratio (calculated)</th>\n",
              "      <th>Height</th>\n",
              "      <th>Internal Memory</th>\n",
              "      <th>Capacity</th>\n",
              "      <th>Resolution</th>\n",
              "      <th>SIM 2_2G</th>\n",
              "      <th>SIM 2_3G</th>\n",
              "      <th>SIM 2_4G</th>\n",
              "      <th>SIM 2_Other</th>\n",
              "      <th>Num_cores_312</th>\n",
              "      <th>Num_cores_Deca</th>\n",
              "      <th>Num_cores_Dual</th>\n",
              "      <th>Num_cores_Hexa</th>\n",
              "      <th>Num_cores_Octa</th>\n",
              "      <th>Num_cores_Other</th>\n",
              "      <th>Num_cores_Quad</th>\n",
              "      <th>Num_cores_Tru-Octa</th>\n",
              "      <th>Brand_10.or</th>\n",
              "      <th>Brand_Apple</th>\n",
              "      <th>Brand_Asus</th>\n",
              "      <th>Brand_Billion</th>\n",
              "      <th>Brand_Blackberry</th>\n",
              "      <th>Brand_Comio</th>\n",
              "      <th>Brand_Coolpad</th>\n",
              "      <th>Brand_Do</th>\n",
              "      <th>Brand_Gionee</th>\n",
              "      <th>Brand_Google</th>\n",
              "      <th>Brand_HTC</th>\n",
              "      <th>Brand_Honor</th>\n",
              "      <th>Brand_Huawei</th>\n",
              "      <th>Brand_InFocus</th>\n",
              "      <th>Brand_Infinix</th>\n",
              "      <th>Brand_Intex</th>\n",
              "      <th>Brand_Itel</th>\n",
              "      <th>...</th>\n",
              "      <th>Brand_Lyf</th>\n",
              "      <th>Brand_Meizu</th>\n",
              "      <th>Brand_Micromax</th>\n",
              "      <th>Brand_Mobiistar</th>\n",
              "      <th>Brand_Moto</th>\n",
              "      <th>Brand_Motorola</th>\n",
              "      <th>Brand_Nokia</th>\n",
              "      <th>Brand_Nubia</th>\n",
              "      <th>Brand_OPPO</th>\n",
              "      <th>Brand_OnePlus</th>\n",
              "      <th>Brand_Oppo</th>\n",
              "      <th>Brand_Panasonic</th>\n",
              "      <th>Brand_Razer</th>\n",
              "      <th>Brand_Realme</th>\n",
              "      <th>Brand_Reliance</th>\n",
              "      <th>Brand_Samsung</th>\n",
              "      <th>Brand_Sony</th>\n",
              "      <th>Brand_Spice</th>\n",
              "      <th>Brand_Tecno</th>\n",
              "      <th>Brand_Ulefone</th>\n",
              "      <th>Brand_VOTO</th>\n",
              "      <th>Brand_Vivo</th>\n",
              "      <th>Brand_Xiaomi</th>\n",
              "      <th>Brand_Xiaomi Poco</th>\n",
              "      <th>Brand_Yu</th>\n",
              "      <th>Brand_iVooMi</th>\n",
              "      <th>os_name_Android</th>\n",
              "      <th>os_name_Blackberry</th>\n",
              "      <th>os_name_KAI</th>\n",
              "      <th>os_name_Nokia</th>\n",
              "      <th>os_name_Other</th>\n",
              "      <th>os_name_Tizen</th>\n",
              "      <th>os_name_iOS</th>\n",
              "      <th>SIM Slot(s)_Dual SIM, GSM+CDMA</th>\n",
              "      <th>SIM Slot(s)_Dual SIM, GSM+GSM</th>\n",
              "      <th>SIM Slot(s)_Dual SIM, GSM+GSM, Dual VoLTE</th>\n",
              "      <th>SIM Slot(s)_Single SIM, GSM</th>\n",
              "      <th>Sim1_2G</th>\n",
              "      <th>Sim1_3G</th>\n",
              "      <th>Sim1_4G</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
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              "      <td>1.8</td>\n",
              "      <td>80.68</td>\n",
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              "      <td>2.2</td>\n",
              "      <td>74.78</td>\n",
              "      <td>159.8</td>\n",
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              "      <td>6.50</td>\n",
              "      <td>175</td>\n",
              "      <td>4</td>\n",
              "      <td>2.2</td>\n",
              "      <td>84.23</td>\n",
              "      <td>160.4</td>\n",
              "      <td>64</td>\n",
              "      <td>3750</td>\n",
              "      <td>16</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 87 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   PhoneId  Pixel Density  Screen Size  ...  Sim1_2G  Sim1_3G  Sim1_4G\n",
              "0        0            403         6.26  ...        0        0        1\n",
              "1        1            271         6.20  ...        0        0        1\n",
              "2        2            409         6.30  ...        0        0        1\n",
              "3        4            411         6.00  ...        0        0        1\n",
              "4        5            396         6.50  ...        0        0        1\n",
              "\n",
              "[5 rows x 87 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cq5Et0zL9qY3",
        "colab_type": "code",
        "outputId": "d28c7768-3d3e-40e2-f312-bc333c9c6866",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 508
        }
      },
      "source": [
        "Y"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([4.5, 4.5, 4.4, 4.3, 4.4, 4.5, 4.3, 4.1, 4.3, 4.5, 4.5, 4. , 4.4,\n",
              "       4.4, 4.4, 4.4, 4.5, 4.4, 4.4, 4.4, 4.4, 4.5, 4.4, 4.3, 4.2, 4.3,\n",
              "       4.3, 4.6, 4.4, 4.5, 3.9, 4.2, 4.3, 4.2, 4.3, 4.3, 4.2, 4.4, 4.1,\n",
              "       3.8, 4.4, 4.6, 4.3, 4.5, 4.5, 4.2, 3.9, 4.3, 4. , 4.3, 4.3, 3.9,\n",
              "       4.2, 4.5, 4. , 4.6, 4.2, 2.8, 4.4, 4.3, 4.2, 4.4, 4.4, 4. , 4.4,\n",
              "       4.4, 4.1, 4.5, 4.3, 3.9, 4.3, 4.1, 4.1, 4.2, 3.4, 4.2, 4.6, 3.8,\n",
              "       4.3, 4.5, 4.2, 4.5, 4.5, 4. , 4.1, 4.4, 4.5, 4.1, 4.5, 4.3, 4.5,\n",
              "       3.9, 3.9, 4.4, 4.4, 4.4, 4. , 4.1, 4.1, 4.4, 4.3, 4.3, 4.2, 4.3,\n",
              "       3.4, 4.3, 4.3, 4.2, 4.6, 4.8, 4.4, 3.4, 3.7, 4.2, 4.3, 4.4, 4.3,\n",
              "       4.2, 4.1, 4.3, 4. , 3.9, 4.4, 4.4, 3.9, 3.1, 3.7, 4.2, 4.4, 4. ,\n",
              "       4. , 4.1, 4.2, 4.3, 4.2, 4.3, 4.1, 3.6, 4.1, 4. , 3.8, 3.7, 4.3,\n",
              "       4.1, 4.1, 4.5, 4. , 4.3, 3.6, 4.1, 4.5, 3.5, 4. , 4.3, 4.6, 3.5,\n",
              "       3.9, 4.1, 3.9, 3.8, 4.4, 4.3, 4. , 3.9, 4.4, 4.7, 3.9, 4.5, 3.7,\n",
              "       4. , 4.3, 4.1, 4.8, 4.1, 4. , 4.7, 4. , 4.1, 4. , 3.4, 4.1, 3.9,\n",
              "       3.1, 4.1, 3.7, 3.4, 3.9, 4.3, 4.1, 3.7, 3.8, 4. , 3.8, 4.6, 3.4,\n",
              "       3.3, 3.2, 3.5, 4.3, 4.1, 4. , 3.8, 4.3, 4.1, 4. , 3.8, 3.8, 3.9,\n",
              "       4.1, 3.7, 4.2, 4. , 4.2, 4.4, 4.1, 3.4, 4.2, 4.4, 3.9, 3.9, 4.4,\n",
              "       4.2, 4.5, 4.5, 4.2, 4. , 4.2, 3.5, 3.7, 4.3, 5. , 3.5, 4.4, 3.7,\n",
              "       4.3, 3.9, 4.3, 3.8, 3.8, 4.3, 5. , 4.1, 3. , 4.4, 3. , 4. , 4. ,\n",
              "       3.9, 3.9, 4.2, 2.8, 4.3, 3.3, 4.3, 4. , 4.2, 4.1, 4.2, 3.6, 3.5,\n",
              "       4.1, 4.6, 3.9, 4. , 3.8, 4.1, 2.5, 4.2, 3.7, 3.9, 4.1, 3. , 3.8,\n",
              "       4.6, 4.2, 3.4, 3.9, 4.5, 4.1, 3.3, 4.1, 4. , 3.3, 4.4, 3.8, 3.9,\n",
              "       3.6, 4.4, 4.1, 4.1, 4. , 3.5, 3. , 4.2, 4. , 3.9, 3.5, 3.4, 3.4,\n",
              "       4. , 3.6, 4. , 3.5, 4. , 4. , 3.7, 4.6, 4. , 4.1, 4. , 3.5, 4.1,\n",
              "       3.7, 4.4, 4.3, 4.1, 3.9, 3.4, 3.3, 3.9, 4. , 4.4, 4.5, 4.2, 3.8,\n",
              "       3.7, 4.2, 4.1, 4. , 3.9, 3.7, 4.2, 4. , 3.6, 3.6, 4.4, 3.8, 3.9,\n",
              "       4.1, 3.6, 4.3])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IS3O0dxn9rCU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "threshold = 4.2\n",
        "data['Class'] = (data['Rating'] >= threshold).astype(np.int)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5awJVxjH-Fx7",
        "colab_type": "code",
        "outputId": "9235c005-935a-4a51-9ec8-a7283237af9a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        }
      },
      "source": [
        "data['Class'].value_counts(normalize=True)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    0.533724\n",
              "1    0.466276\n",
              "Name: Class, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cIcFbdh8-MD0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Y_binarised = data['Class'].values"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JBL6KQQR-ijA",
        "colab_type": "text"
      },
      "source": [
        "## Standardization"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KYjNgOaG-wBt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.preprocessing import StandardScaler"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GdM4RxeA-9nI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "R = np.random.random([100, 1])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QGjlb8Jd_PBS",
        "colab_type": "code",
        "outputId": "fbe72ef5-ebfc-4f29-8e5e-e7ea2174a960",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "R.mean()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.5401930787120022"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oItHpuLN_QTv",
        "colab_type": "code",
        "outputId": "8cfcc845-fdb8-47f2-ea27-53eadd747251",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "R.std()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.3049292310808042"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JxdkAAY3_SwM",
        "colab_type": "code",
        "outputId": "5527a70d-0b37-454a-d51b-d8cc5bbc0294",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        }
      },
      "source": [
        "plt.plot(R)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7eff753e8320>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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2DuSTonUlF4ASje0xdJoWZGvGHppAlcc0ccgEVxMIsoZPqoZuZugDz8bWwMP+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\nrAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SHcEqvu2_V2F",
        "colab_type": "code",
        "outputId": "e1fa392f-a8f9-45d5-8932-b0da975400eb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "scaler = StandardScaler()\n",
        "scaler.fit(R)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "StandardScaler(copy=True, with_mean=True, with_std=True)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-cjaaH4n_fUB",
        "colab_type": "code",
        "outputId": "9af7149e-f90a-4c4c-f992-803194879981",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "scaler.mean_, scaler.var_"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([0.54019308]), array([0.09298184]))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "t_NJpW6a_q1x",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "RT = scaler.transform(R)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mLGeD5k1_vVJ",
        "colab_type": "code",
        "outputId": "3bcd7f83-c4c0-4667-8738-a67a479e3639",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "RT.mean(), RT.std() # mean is 0 and standard deviation is 1"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(-3.4638958368304885e-16, 0.9999999999999998)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jc5FtLtO_x7U",
        "colab_type": "code",
        "outputId": "2265f165-50c5-4a14-ec18-8def0e286906",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        }
      },
      "source": [
        "plt.plot(RT)\n",
        "plt.show() # looks the same as before, but now standardized"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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fyuJwEgirblO4hrpAEHGNDj+VZaod5OnXAuHXvDebhAABroWz6725EH5G6Syu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\ngg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "euMbcsWi_2Yt",
        "colab_type": "text"
      },
      "source": [
        "# Train-Test Split"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "knz-ZMt55rhN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.model_selection import train_test_split"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U2Qqusys6CYE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, random_state=0, stratify=Y_binarised)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ujHmT8aD6VGL",
        "colab_type": "text"
      },
      "source": [
        "stratify makes sure that the number of 1's and 0's (the classes) are roughly the same for train and test split"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kDodyKLS6UqD",
        "colab_type": "code",
        "outputId": "4bdafe76-66b5-4550-90c5-9756ba0ce9df",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "X_train.shape, X_test.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((255, 87), (86, 87))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CyRF1kGv6e72",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "scaler = StandardScaler()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UJuhs_PE897D",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X_scaled_train = scaler.fit_transform(X_train)\n",
        "X_scaled_test = scaler.transform(X_test)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HGUYi1xA9KxO",
        "colab_type": "text"
      },
      "source": [
        "# Min-Max Scaling for Output Variable"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "428KCqlH-By8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.preprocessing import MinMaxScaler"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nqWA-k8E-Gmx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "minmax_scaler = MinMaxScaler()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yOvzzBhj-NoV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Y_scaled_train = minmax_scaler.fit_transform(Y_train.reshape(-1, 1))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "B-FtOJ6C-Swi",
        "colab_type": "code",
        "outputId": "68ab82e6-276c-4d0b-e1e4-4970b8760a88",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "np.max(Y_scaled_train), np.min(Y_scaled_train)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1.0, 0.0)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MT8L1OLW-m3M",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Y_scaled_test = minmax_scaler.transform(Y_test.reshape(-1, 1))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JA26HgiP-sc8",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "scaled_threshold = list(minmax_scaler.transform(np.array([threshold]).reshape(1, -1)))[0][0]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R0ulYYPC_EtV",
        "colab_type": "code",
        "outputId": "1e53c3a6-655f-47ac-e32e-f0b4b9829646",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "scaled_threshold"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.6800000000000002"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eQS7WB29_G40",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Y_binarised_train = (Y_scaled_train > scaled_threshold).astype('int').ravel()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iknjOkMU_bJr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Y_binarised_test = (Y_scaled_test > scaled_threshold).astype('int').ravel()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HNEaCDVA_nlK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YLVH2ck9AX8y",
        "colab_type": "text"
      },
      "source": [
        "# Sigmoid Neuron Class"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LDTudfDUAbb1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.metrics import mean_squared_error\n",
        "import matplotlib.pyplot as plt\n",
        "from tqdm import tqdm_notebook\n",
        "\n",
        "class SigmoidNeuron:\n",
        "    def __init__(self):\n",
        "        self.w = None\n",
        "        self.b = None\n",
        "    \n",
        "    \"\"\"\n",
        "    computes x1*w1 + x2*w2 . . . + b\n",
        "    \"\"\"\n",
        "    def perceptron(self, x):\n",
        "        return np.dot(x, self.w.T) + self.b\n",
        "    \n",
        "    \"\"\"\n",
        "    computes 1 / (1 + e^-x)\n",
        "    \"\"\"\n",
        "    def sigmoid(self, x):\n",
        "        return 1.0/(1.0 + np.exp(-x))\n",
        "    \n",
        "    def grad_w(self, x, y):\n",
        "        # compute the predicted value, 1 / (1 + e^perceptron(x))\n",
        "        # perceptron(x) will give x1*w1+x2*w2 . . . +b\n",
        "        y_pred = self.sigmoid(self.perceptron(x))\n",
        "        return (y_pred - y) * y_pred * (1 - y_pred) * x\n",
        "    \n",
        "    def grad_b(self, x, y):\n",
        "        # compute the predicted value, 1 / (1 + e^perceptron(x))\n",
        "        # perceptron(x) will give x1*w1+x2*w2 . . . +b\n",
        "        y_pred = self.sigmoid(self.perceptron(x))\n",
        "        return (y_pred - y) * y_pred * (1 - y_pred) * 1.0\n",
        "\n",
        "    def fit(self, X, Y, epochs=1, learning_rate=1, initialize=True, display_loss=False):\n",
        "\n",
        "        # initialize w, b\n",
        "\n",
        "        if initialize:\n",
        "            self.w = np.random.randn(1, X.shape[1])\n",
        "            self.b = 0\n",
        "\n",
        "        if display_loss:\n",
        "            loss = {}\n",
        "\n",
        "        # run for epoch number of times\n",
        "        for i in tqdm_notebook(range(epochs), total=epochs, unit='epochs'):\n",
        "            dw = 0\n",
        "            db = 0\n",
        "            # calculate delta_w and delta_b \n",
        "            for x, y in zip(X, Y):\n",
        "                dw += self.grad_w(x, y)\n",
        "                db += self.grad_b(x, y)\n",
        "\n",
        "            self.w -= learning_rate * dw\n",
        "            self.b -= learning_rate * db\n",
        "\n",
        "            if display_loss:\n",
        "                Y_pred = self.sigmoid(self.perceptron(X))\n",
        "                loss[i] = mean_squared_error(Y_pred, Y)\n",
        "            \n",
        "        if display_loss:\n",
        "            # plt.plot(loss.values())\n",
        "            plt.plot(np.array(list(loss.values())).astype(float))\n",
        "            plt.xlabel('Epochs')\n",
        "            plt.ylabel('Mean Squared Error')\n",
        "            plt.grid()\n",
        "            plt.show()\n",
        "    \n",
        "    def predict(self, X):\n",
        "        Y_pred = []\n",
        "        for x in X:\n",
        "            y_pred = self.sigmoid(self.perceptron(x))\n",
        "            Y_pred.append(y_pred)\n",
        "        \n",
        "        return np.array(Y_pred)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KNyD0hkgAcdu",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9gL8u0MLAosn",
        "colab_type": "text"
      },
      "source": [
        "# Train on Real Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qx1HU7CWAqVp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "sn = SigmoidNeuron()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kSgJ_3VuAtyO",
        "colab_type": "code",
        "outputId": "924c616f-af6a-44cd-9c48-3276c7dcfb87",
        "colab": {
          "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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 */",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 329
        }
      },
      "source": [
        "sn.fit(X_scaled_train, Y_scaled_train, epochs=2000, learning_rate=0.015, display_loss=True)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "15216b22c4ca413e854c03b7d355fcd2",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=2000), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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SH0gKxT9ExFPpvC8Cn5fURNLn8d3C327/6Dizyg91MrOhqJDncXwU+BTw2XT6P4BvFrLx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\nmRXFhcPMzIriwmFmZkX5/zfxoYSXF189AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ugQzatsxA1Gk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Y_pred_train = sn.predict(X_scaled_train)\n",
        "Y_pred_test = sn.predict(X_scaled_test)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oCuW9uNsBWGr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "Y_pred_binarised_train = (Y_pred_train > scaled_threshold).astype('int').ravel()\n",
        "Y_pred_binarised_test = (Y_pred_test > scaled_threshold).astype('int').ravel()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PTMQb5cyBoEd",
        "colab_type": "text"
      },
      "source": [
        "# Accuracy Scores"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XCBOjBeMByEx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from sklearn.metrics import accuracy_score"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x3KpAbSaB1fY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "accuracy_train = accuracy_score(Y_pred_binarised_train, Y_binarised_train)\n",
        "accuracy_test = accuracy_score(Y_pred_binarised_test, Y_binarised_test)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V16a0kRzB_oY",
        "colab_type": "code",
        "outputId": "28b0227f-6d27-4182-90e1-1541d1afddd3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "accuracy_train, accuracy_test"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(0.807843137254902, 0.7441860465116279)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KuGI5_d_CCEF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}