avito.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "avito.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bE3uy1MI7WIL",
        "colab_type": "text"
      },
      "source": [
        "# Итоги"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uzKU60Ya7Yb0",
        "colab_type": "text"
      },
      "source": [
        "Итоги приведу в начале, чтобы избавить от необходимости листать файл до конца)\n",
        "\n",
        "Наилучшие результаты были получены нейросетью с одним скрытым слоем из 64 нейронов. Использованные признаки:\n",
        "\n",
        "\n",
        "*   текст объявления (description). Для представления текста использовал tfidf (max_features=100000,ngram_range=(1, 2))\n",
        "*   текст заголовков (title). Тоже tfidf, но max_features=10000. Заголовки кроме того были очищены от знаков препинания и цифр\n",
        "*   цена и новые признаки: количество слов в заголовке и количество слов в тексте объявления. Эти данные были нормализованы с помощью StandardScaler, т.к. из-за широкого разброса цен точность падала до 8-10%\n",
        "\n",
        "\n",
        "Также была рассчитана точность на разных уровнях иерархии (как я понял их 4)\n",
        "\n",
        "*   Точность на 1 уровне: 0.9575\n",
        "*   Точность на 2 уровне: 0.9359\n",
        "*   Точность на 3 уровне: 0.8795\n",
        "*   Точность на 4 уровне: 0.8754 (итоговая точность)\n",
        "\n",
        "При подсчете точности тренировочные данные - это 70% данных из train.csv, а тестовые - оставшиеся 30%\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4q_AtLCBxLZ7",
        "colab_type": "text"
      },
      "source": [
        "# Загрузка файлов (Colaboratory)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bIBXoj-RuaX_",
        "colab_type": "code",
        "outputId": "5884b66e-fb4a-49e4-97d6-51e1b66efee7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 50
        }
      },
      "source": [
        "!pip install -U -q PyDrive\n",
        "from pydrive.auth import GoogleAuth\n",
        "from pydrive.drive import GoogleDrive\n",
        "from google.colab import auth\n",
        "from oauth2client.client import GoogleCredentials"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[?25l\r\u001b[K    1% |▎                               | 10kB 26.1MB/s eta 0:00:01\r\u001b[K    2% |▋                               | 20kB 28.7MB/s eta 0:00:01\r\u001b[K    3% |█                               | 30kB 34.0MB/s eta 0:00:01\r\u001b[K    4% |█▎                              | 40kB 36.7MB/s eta 0:00:01\r\u001b[K    5% |█▋                              | 51kB 39.8MB/s eta 0:00:01\r\u001b[K    6% |██                              | 61kB 43.5MB/s eta 0:00:01\r\u001b[K    7% |██▎                             | 71kB 40.5MB/s eta 0:00:01\r\u001b[K    8% |██▋                             | 81kB 41.1MB/s eta 0:00:01\r\u001b[K    9% |███                             | 92kB 42.9MB/s eta 0:00:01\r\u001b[K    10% |███▎                            | 102kB 44.2MB/s eta 0:00:01\r\u001b[K    11% |███▋                            | 112kB 47.3MB/s eta 0:00:01\r\u001b[K    12% |████                            | 122kB 50.5MB/s eta 0:00:01\r\u001b[K    13% |████▎                           | 133kB 47.2MB/s eta 0:00:01\r\u001b[K    14% |████▋                           | 143kB 48.9MB/s eta 0:00:01\r\u001b[K    15% |█████                           | 153kB 49.7MB/s eta 0:00:01\r\u001b[K    16% |█████▎                          | 163kB 40.3MB/s eta 0:00:01\r\u001b[K    17% |█████▋                          | 174kB 41.7MB/s eta 0:00:01\r\u001b[K    18% |██████                          | 184kB 39.7MB/s eta 0:00:01\r\u001b[K    19% |██████▎                         | 194kB 39.8MB/s eta 0:00:01\r\u001b[K    20% |██████▋                         | 204kB 35.7MB/s eta 0:00:01\r\u001b[K    21% |███████                         | 215kB 36.9MB/s eta 0:00:01\r\u001b[K    22% |███████▎                        | 225kB 37.7MB/s eta 0:00:01\r\u001b[K    23% |███████▋                        | 235kB 39.8MB/s eta 0:00:01\r\u001b[K    24% |████████                        | 245kB 39.8MB/s eta 0:00:01\r\u001b[K    25% |████████▎                       | 256kB 39.7MB/s eta 0:00:01\r\u001b[K    26% |████████▋                       | 266kB 38.2MB/s eta 0:00:01\r\u001b[K    27% |█████████                       | 276kB 39.9MB/s eta 0:00:01\r\u001b[K    29% |█████████▎                      | 286kB 42.1MB/s eta 0:00:01\r\u001b[K    30% |█████████▋                      | 296kB 42.1MB/s eta 0:00:01\r\u001b[K    31% |██████████                      | 307kB 48.9MB/s eta 0:00:01\r\u001b[K    32% |██████████▎                     | 317kB 43.5MB/s eta 0:00:01\r\u001b[K    33% |██████████▋                     | 327kB 42.6MB/s eta 0:00:01\r\u001b[K    34% |███████████                     | 337kB 43.7MB/s eta 0:00:01\r\u001b[K    35% |███████████▎                    | 348kB 38.8MB/s eta 0:00:01\r\u001b[K    36% |███████████▋                    | 358kB 38.5MB/s eta 0:00:01\r\u001b[K    37% |████████████                    | 368kB 48.7MB/s eta 0:00:01\r\u001b[K    38% |████████████▎                   | 378kB 48.9MB/s eta 0:00:01\r\u001b[K    39% |████████████▋                   | 389kB 51.2MB/s eta 0:00:01\r\u001b[K    40% |█████████████                   | 399kB 51.3MB/s eta 0:00:01\r\u001b[K    41% |█████████████▎                  | 409kB 46.2MB/s eta 0:00:01\r\u001b[K    42% |█████████████▋                  | 419kB 52.3MB/s eta 0:00:01\r\u001b[K    43% |██████████████                  | 430kB 53.6MB/s eta 0:00:01\r\u001b[K    44% |██████████████▎                 | 440kB 53.5MB/s eta 0:00:01\r\u001b[K    45% |██████████████▋                 | 450kB 55.7MB/s eta 0:00:01\r\u001b[K    46% |███████████████                 | 460kB 55.6MB/s eta 0:00:01\r\u001b[K    47% |███████████████▎                | 471kB 56.1MB/s eta 0:00:01\r\u001b[K    48% |███████████████▋                | 481kB 56.0MB/s eta 0:00:01\r\u001b[K    49% |████████████████                | 491kB 54.8MB/s eta 0:00:01\r\u001b[K    50% |████████████████▎               | 501kB 54.3MB/s eta 0:00:01\r\u001b[K    51% |████████████████▋               | 512kB 55.8MB/s eta 0:00:01\r\u001b[K    52% |█████████████████               | 522kB 55.7MB/s eta 0:00:01\r\u001b[K    53% |█████████████████▎              | 532kB 54.8MB/s eta 0:00:01\r\u001b[K    54% |█████████████████▋              | 542kB 53.7MB/s eta 0:00:01\r\u001b[K    55% |██████████████████              | 552kB 61.5MB/s eta 0:00:01\r\u001b[K    57% |██████████████████▎             | 563kB 62.3MB/s eta 0:00:01\r\u001b[K    58% |██████████████████▋             | 573kB 60.6MB/s eta 0:00:01\r\u001b[K    59% |███████████████████             | 583kB 60.6MB/s eta 0:00:01\r\u001b[K    60% |███████████████████▎            | 593kB 59.4MB/s eta 0:00:01\r\u001b[K    61% |███████████████████▋            | 604kB 58.4MB/s eta 0:00:01\r\u001b[K    62% |████████████████████            | 614kB 63.5MB/s eta 0:00:01\r\u001b[K    63% |████████████████████▎           | 624kB 63.8MB/s eta 0:00:01\r\u001b[K    64% |████████████████████▋           | 634kB 64.1MB/s eta 0:00:01\r\u001b[K    65% |█████████████████████           | 645kB 64.0MB/s eta 0:00:01\r\u001b[K    66% |█████████████████████▎          | 655kB 61.3MB/s eta 0:00:01\r\u001b[K    67% |█████████████████████▋          | 665kB 46.1MB/s eta 0:00:01\r\u001b[K    68% |██████████████████████          | 675kB 46.8MB/s eta 0:00:01\r\u001b[K    69% |██████████████████████▎         | 686kB 45.3MB/s eta 0:00:01\r\u001b[K    70% |██████████████████████▋         | 696kB 45.8MB/s eta 0:00:01\r\u001b[K    71% |███████████████████████         | 706kB 46.4MB/s eta 0:00:01\r\u001b[K    72% |███████████████████████▎        | 716kB 46.2MB/s eta 0:00:01\r\u001b[K    73% |███████████████████████▋        | 727kB 45.8MB/s eta 0:00:01\r\u001b[K    74% |████████████████████████        | 737kB 45.0MB/s eta 0:00:01\r\u001b[K    75% |████████████████████████▎       | 747kB 44.6MB/s eta 0:00:01\r\u001b[K    76% |████████████████████████▋       | 757kB 45.1MB/s eta 0:00:01\r\u001b[K    77% |████████████████████████▉       | 768kB 60.0MB/s eta 0:00:01\r\u001b[K    78% |█████████████████████████▏      | 778kB 60.9MB/s eta 0:00:01\r\u001b[K    79% |█████████████████████████▌      | 788kB 62.4MB/s eta 0:00:01\r\u001b[K    80% |█████████████████████████▉      | 798kB 61.0MB/s eta 0:00:01\r\u001b[K    81% |██████████████████████████▏     | 808kB 62.1MB/s eta 0:00:01\r\u001b[K    82% |██████████████████████████▌     | 819kB 62.7MB/s eta 0:00:01\r\u001b[K    83% |██████████████████████████▉     | 829kB 63.9MB/s eta 0:00:01\r\u001b[K    85% |███████████████████████████▏    | 839kB 66.5MB/s eta 0:00:01\r\u001b[K    86% |███████████████████████████▌    | 849kB 68.5MB/s eta 0:00:01\r\u001b[K    87% |███████████████████████████▉    | 860kB 60.3MB/s eta 0:00:01\r\u001b[K    88% |████████████████████████████▏   | 870kB 59.3MB/s eta 0:00:01\r\u001b[K    89% |████████████████████████████▌   | 880kB 58.8MB/s eta 0:00:01\r\u001b[K    90% |████████████████████████████▉   | 890kB 60.4MB/s eta 0:00:01\r\u001b[K    91% |█████████████████████████████▏  | 901kB 62.5MB/s eta 0:00:01\r\u001b[K    92% |█████████████████████████████▌  | 911kB 62.1MB/s eta 0:00:01\r\u001b[K    93% |█████████████████████████████▉  | 921kB 61.6MB/s eta 0:00:01\r\u001b[K    94% |██████████████████████████████▏ | 931kB 60.2MB/s eta 0:00:01\r\u001b[K    95% |██████████████████████████████▌ | 942kB 59.7MB/s eta 0:00:01\r\u001b[K    96% |██████████████████████████████▉ | 952kB 59.1MB/s eta 0:00:01\r\u001b[K    97% |███████████████████████████████▏| 962kB 67.8MB/s eta 0:00:01\r\u001b[K    98% |███████████████████████████████▌| 972kB 68.2MB/s eta 0:00:01\r\u001b[K    99% |███████████████████████████████▉| 983kB 67.6MB/s eta 0:00:01\r\u001b[K    100% |████████████████████████████████| 993kB 22.2MB/s \n",
            "\u001b[?25h  Building wheel for PyDrive (setup.py) ... \u001b[?25ldone\n",
            "\u001b[?25h"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wFGmeyIdt8Ir",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Authenticate and create the PyDrive client.\n",
        "# This only needs to be done once per notebook.\n",
        "auth.authenticate_user()\n",
        "gauth = GoogleAuth()\n",
        "gauth.credentials = GoogleCredentials.get_application_default()\n",
        "drive = GoogleDrive(gauth)\n",
        "\n",
        "# Download a file based on its file ID.\n",
        "#\n",
        "# A file ID looks like: laggVyWshwcyP6kEI-y_W3P8D26sz\n",
        "file_id = '1yP6LE6hbS8nICho0W7KLqoicYu4PEeA8'\n",
        "downloaded = drive.CreateFile({'id': file_id})\n",
        "downloaded.GetContentFile('train.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cVKHObyywB3u",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "file_id = '1CjI3HQsB3Cma2SrTMLJ9PUvSHCK9r_Lp'\n",
        "downloaded = drive.CreateFile({'id': file_id})\n",
        "downloaded.GetContentFile('test.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yEzsm2AoxDIu",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "file_id = '1rkxPEPPICEu99JchWDBVKsYCFstSRWQF'\n",
        "downloaded = drive.CreateFile({'id': file_id})\n",
        "downloaded.GetContentFile('category.csv')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rqF-Byd5ksHA",
        "colab_type": "text"
      },
      "source": [
        "# Импорт библиотек"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tX0mOMUVZjZn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from collections import defaultdict\n",
        "\n",
        "from sklearn.naive_bayes import MultinomialNB\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "from sklearn.linear_model import SGDClassifier\n",
        "\n",
        "from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
        "from sklearn.feature_extraction.text import TfidfVectorizer\n",
        "from sklearn.model_selection import StratifiedKFold, cross_val_score, train_test_split\n",
        "from sklearn.metrics import accuracy_score\n",
        "\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Dropout\n",
        "from keras.wrappers.scikit_learn import KerasClassifier\n",
        "\n",
        "from keras.utils import np_utils\n",
        "\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from scipy.sparse import hstack\n",
        "\n",
        "import re\n",
        "from nltk.corpus import stopwords\n",
        "import string\n",
        "import nltk\n",
        "\n",
        "\n",
        "from tqdm import tqdm_notebook\n",
        "\n",
        "import warnings\n",
        "warnings.simplefilter('ignore')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YV_HSx-yFuKZ",
        "colab_type": "code",
        "outputId": "a81278f4-0946-4ba0-dc87-e09fe24e9914",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 101
        }
      },
      "source": [
        "nltk.download('punkt')\n",
        "nltk.download('stopwords')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Unzipping tokenizers/punkt.zip.\n",
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Unzipping corpora/stopwords.zip.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QzV28EeoxVlO",
        "colab_type": "text"
      },
      "source": [
        "# Осмотр данных"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7ujtBmsuxJLb",
        "colab_type": "code",
        "outputId": "80cb9cea-7f19-419e-b535-ecfe194a5534",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        }
      },
      "source": [
        "category = pd.read_csv('category.csv', index_col='category_id')\n",
        "category.head(10)"
      ],
      "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>name</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>category_id</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Бытовая электроника|Телефоны|iPhone</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Бытовая электроника|Ноутбуки</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Бытовая электроника|Телефоны|Samsung</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Бытовая электроника|Планшеты и электронные кни...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Бытовая электроника|Игры, приставки и программ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Бытовая электроника|Аудио и видео|Телевизоры и...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Бытовая электроника|Телефоны|Другие марки</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Бытовая электроника|Настольные компьютеры</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Бытовая электроника|Игры, приставки и программ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Бытовая электроника|Телефоны|Аксессуары|Чехлы ...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                          name\n",
              "category_id                                                   \n",
              "0                          Бытовая электроника|Телефоны|iPhone\n",
              "1                                 Бытовая электроника|Ноутбуки\n",
              "2                         Бытовая электроника|Телефоны|Samsung\n",
              "3            Бытовая электроника|Планшеты и электронные кни...\n",
              "4            Бытовая электроника|Игры, приставки и программ...\n",
              "5            Бытовая электроника|Аудио и видео|Телевизоры и...\n",
              "6                    Бытовая электроника|Телефоны|Другие марки\n",
              "7                    Бытовая электроника|Настольные компьютеры\n",
              "8            Бытовая электроника|Игры, приставки и программ...\n",
              "9            Бытовая электроника|Телефоны|Аксессуары|Чехлы ..."
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SHPA3IB81pF_",
        "colab_type": "code",
        "outputId": "25f5ea43-ca98-4d00-f031-83519f12ffc7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "category.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(54, 1)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7AVoZhGC0jGX",
        "colab_type": "code",
        "outputId": "e0638474-3ac5-4fa7-b5c5-986e0fc32e73",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        }
      },
      "source": [
        "test_df = pd.read_csv('test.csv', index_col='item_id')\n",
        "test_df.head(10)"
      ],
      "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>title</th>\n",
              "      <th>description</th>\n",
              "      <th>price</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>item_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>489517</th>\n",
              "      <td>Стоик журнальный сталь</td>\n",
              "      <td>продам журнальный столик изготавливаю столы из...</td>\n",
              "      <td>10000.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>489518</th>\n",
              "      <td>iPhone 5 64Gb</td>\n",
              "      <td>Телефон в хорошем состоянии. Комплект, гаранти...</td>\n",
              "      <td>12500.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>489519</th>\n",
              "      <td>Утеплитель</td>\n",
              "      <td>ТЕПЛОПЕЛЕН-ЛИДЕР ТЕПЛА!!! Толщина утеплителя :...</td>\n",
              "      <td>250.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>489520</th>\n",
              "      <td>Пальто демисезонное</td>\n",
              "      <td>Продам пальто женское (букле) в отличном состо...</td>\n",
              "      <td>1700.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>489521</th>\n",
              "      <td>Samsung syncmaster T200N</td>\n",
              "      <td>Условно рабочий, проблема в панели настройки м...</td>\n",
              "      <td>1000.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>489522</th>\n",
              "      <td>Дверь Profil Doors Х21</td>\n",
              "      <td>Дверь межкомнатная ProfilDoors 21Х. Серия Х пр...</td>\n",
              "      <td>6600.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>489523</th>\n",
              "      <td>Новый Cort CR100 в отличном состоянии, с коробкой</td>\n",
              "      <td>Доброго времени суток, Томичи. Срочно нужны де...</td>\n",
              "      <td>13900.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>489524</th>\n",
              "      <td>Кресла</td>\n",
              "      <td>Продаются 2кресла в хорошем состоянии за два 600</td>\n",
              "      <td>600.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>489525</th>\n",
              "      <td>Сверх быстрый YotaPhone 2</td>\n",
              "      <td>Да , разбит дисплей , но когда экран работает ...</td>\n",
              "      <td>6000.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>489526</th>\n",
              "      <td>Люстра ArteLamp medici A9468LM-5BR</td>\n",
              "      <td>ВНИМАНИЕ РАСПРОДАЖА !!!! Люстра ArteLamp MEDIC...</td>\n",
              "      <td>3650.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                     title  \\\n",
              "item_id                                                      \n",
              "489517                              Стоик журнальный сталь   \n",
              "489518                                       iPhone 5 64Gb   \n",
              "489519                                          Утеплитель   \n",
              "489520                                 Пальто демисезонное   \n",
              "489521                            Samsung syncmaster T200N   \n",
              "489522                              Дверь Profil Doors Х21   \n",
              "489523   Новый Cort CR100 в отличном состоянии, с коробкой   \n",
              "489524                                              Кресла   \n",
              "489525                           Сверх быстрый YotaPhone 2   \n",
              "489526                  Люстра ArteLamp medici A9468LM-5BR   \n",
              "\n",
              "                                               description    price  \n",
              "item_id                                                              \n",
              "489517   продам журнальный столик изготавливаю столы из...  10000.0  \n",
              "489518   Телефон в хорошем состоянии. Комплект, гаранти...  12500.0  \n",
              "489519   ТЕПЛОПЕЛЕН-ЛИДЕР ТЕПЛА!!! Толщина утеплителя :...    250.0  \n",
              "489520   Продам пальто женское (букле) в отличном состо...   1700.0  \n",
              "489521   Условно рабочий, проблема в панели настройки м...   1000.0  \n",
              "489522   Дверь межкомнатная ProfilDoors 21Х. Серия Х пр...   6600.0  \n",
              "489523   Доброго времени суток, Томичи. Срочно нужны де...  13900.0  \n",
              "489524    Продаются 2кресла в хорошем состоянии за два 600    600.0  \n",
              "489525   Да , разбит дисплей , но когда экран работает ...   6000.0  \n",
              "489526   ВНИМАНИЕ РАСПРОДАЖА !!!! Люстра ArteLamp MEDIC...   3650.0  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9ijjfUC50lk5",
        "colab_type": "code",
        "outputId": "2e269510-dc9b-4f40-8c49-14cba298ab59",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 151
        }
      },
      "source": [
        "test_df.info()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 243166 entries, 489517 to 732682\n",
            "Data columns (total 3 columns):\n",
            "title          243166 non-null object\n",
            "description    243166 non-null object\n",
            "price          243166 non-null float64\n",
            "dtypes: float64(1), object(2)\n",
            "memory usage: 7.4+ MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "niTy6V-HxtBv",
        "colab_type": "code",
        "outputId": "b712eb13-e3ee-4cd1-d191-203fb2061349",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 373
        }
      },
      "source": [
        "train_df = pd.read_csv('train.csv', index_col='item_id')\n",
        "train_df.head(10)"
      ],
      "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>title</th>\n",
              "      <th>description</th>\n",
              "      <th>price</th>\n",
              "      <th>category_id</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>item_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Картина</td>\n",
              "      <td>Гобелен. Размеры 139х84см.</td>\n",
              "      <td>1000.0</td>\n",
              "      <td>19</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Стулья из прессованной кожи</td>\n",
              "      <td>Продам недорого 4 стула из светлой прессованно...</td>\n",
              "      <td>1250.0</td>\n",
              "      <td>22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Домашняя мини баня</td>\n",
              "      <td>Мини баня МБ-1(мини сауна), предназначена для ...</td>\n",
              "      <td>13000.0</td>\n",
              "      <td>37</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Эксклюзивная коллекция книг \"Трансаэро\" + подарок</td>\n",
              "      <td>Продам эксклюзивную коллекцию книг, выпущенную...</td>\n",
              "      <td>4000.0</td>\n",
              "      <td>43</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Ноутбук aser</td>\n",
              "      <td>Продаётся ноутбук ACER e5-511C2TA. Куплен в ко...</td>\n",
              "      <td>19000.0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Бас гитара invasion bg110</td>\n",
              "      <td>Состояние хорошее. Имеется теплый чехол .</td>\n",
              "      <td>3999.0</td>\n",
              "      <td>50</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Смесь \"Грудничок\" г. Зеленодольск</td>\n",
              "      <td>Смесь молочная адаптированная ультрапастеризов...</td>\n",
              "      <td>15.0</td>\n",
              "      <td>41</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>G-shock</td>\n",
              "      <td>Часы абсолютно новые! с коробкой. Часы   Китай...</td>\n",
              "      <td>2500.0</td>\n",
              "      <td>36</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Санатории Белоруссии. - \"Лепельский военный\"</td>\n",
              "      <td>Санатории Белоруссии! -  «Лепельский военный» ...</td>\n",
              "      <td>1090.0</td>\n",
              "      <td>48</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Фотохолст</td>\n",
              "      <td>Фотохолст на подрамнике. 36х58см. Галерейная н...</td>\n",
              "      <td>1250.0</td>\n",
              "      <td>19</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                     title  \\\n",
              "item_id                                                      \n",
              "0                                                  Картина   \n",
              "1                              Стулья из прессованной кожи   \n",
              "2                                       Домашняя мини баня   \n",
              "3        Эксклюзивная коллекция книг \"Трансаэро\" + подарок   \n",
              "4                                             Ноутбук aser   \n",
              "5                                Бас гитара invasion bg110   \n",
              "6                        Смесь \"Грудничок\" г. Зеленодольск   \n",
              "7                                                  G-shock   \n",
              "8             Санатории Белоруссии. - \"Лепельский военный\"   \n",
              "9                                                Фотохолст   \n",
              "\n",
              "                                               description    price  \\\n",
              "item_id                                                               \n",
              "0                               Гобелен. Размеры 139х84см.   1000.0   \n",
              "1        Продам недорого 4 стула из светлой прессованно...   1250.0   \n",
              "2        Мини баня МБ-1(мини сауна), предназначена для ...  13000.0   \n",
              "3        Продам эксклюзивную коллекцию книг, выпущенную...   4000.0   \n",
              "4        Продаётся ноутбук ACER e5-511C2TA. Куплен в ко...  19000.0   \n",
              "5                Состояние хорошее. Имеется теплый чехол .   3999.0   \n",
              "6        Смесь молочная адаптированная ультрапастеризов...     15.0   \n",
              "7        Часы абсолютно новые! с коробкой. Часы   Китай...   2500.0   \n",
              "8        Санатории Белоруссии! -  «Лепельский военный» ...   1090.0   \n",
              "9        Фотохолст на подрамнике. 36х58см. Галерейная н...   1250.0   \n",
              "\n",
              "         category_id  \n",
              "item_id               \n",
              "0                 19  \n",
              "1                 22  \n",
              "2                 37  \n",
              "3                 43  \n",
              "4                  1  \n",
              "5                 50  \n",
              "6                 41  \n",
              "7                 36  \n",
              "8                 48  \n",
              "9                 19  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0APR5iJYyg6X",
        "colab_type": "code",
        "outputId": "121bf71d-6b47-4c6b-e52a-4030cf699e36",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 168
        }
      },
      "source": [
        "train_df.info()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 489517 entries, 0 to 489516\n",
            "Data columns (total 4 columns):\n",
            "title          489517 non-null object\n",
            "description    489517 non-null object\n",
            "price          489517 non-null float64\n",
            "category_id    489517 non-null int64\n",
            "dtypes: float64(1), int64(1), object(2)\n",
            "memory usage: 18.7+ MB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sEIumxGK146C",
        "colab_type": "code",
        "outputId": "3a67791b-38e7-4923-f5b2-85d4fb16ba77",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 106
        }
      },
      "source": [
        "train_df.describe().T"
      ],
      "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>count</th>\n",
              "      <th>mean</th>\n",
              "      <th>std</th>\n",
              "      <th>min</th>\n",
              "      <th>25%</th>\n",
              "      <th>50%</th>\n",
              "      <th>75%</th>\n",
              "      <th>max</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>price</th>\n",
              "      <td>489517.0</td>\n",
              "      <td>8795.969966</td>\n",
              "      <td>71581.944044</td>\n",
              "      <td>13.0</td>\n",
              "      <td>750.0</td>\n",
              "      <td>2400.0</td>\n",
              "      <td>7000.0</td>\n",
              "      <td>10000000.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>category_id</th>\n",
              "      <td>489517.0</td>\n",
              "      <td>26.765361</td>\n",
              "      <td>15.531774</td>\n",
              "      <td>0.0</td>\n",
              "      <td>13.0</td>\n",
              "      <td>27.0</td>\n",
              "      <td>40.0</td>\n",
              "      <td>53.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                count         mean           std   min    25%     50%     75%  \\\n",
              "price        489517.0  8795.969966  71581.944044  13.0  750.0  2400.0  7000.0   \n",
              "category_id  489517.0    26.765361     15.531774   0.0   13.0    27.0    40.0   \n",
              "\n",
              "                    max  \n",
              "price        10000000.0  \n",
              "category_id        53.0  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zkEVDgwCQu8N",
        "colab_type": "text"
      },
      "source": [
        "Посмотрим на распределение объявлений по категориям"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ywCCMbZj0pzj",
        "colab_type": "code",
        "outputId": "686792c8-ba17-4258-8003-1e56707ebd70",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 354
        }
      },
      "source": [
        "plt.figure(figsize=(15, 5))\n",
        "sns.countplot(train_df.category_id)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f31a7a599b0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA4sAAAFBCAYAAADe/zqYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 1080x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5O-TLkNUQ4hQ",
        "colab_type": "text"
      },
      "source": [
        "Посмотрим на цены"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uqqD8Bjr1ChC",
        "colab_type": "code",
        "outputId": "6c627621-0120-44b9-e418-d2c590f30657",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        }
      },
      "source": [
        "sns.distplot(train_df.price[train_df.price<10000])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f820ba875f8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEKCAYAAAAMzhLIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w9pdDfsyRIaA",
        "colab_type": "text"
      },
      "source": [
        "Добавим новые признаки - длина заголовка и текста объявления"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aFUDuZYkQ8Zh",
        "colab_type": "code",
        "outputId": "8a3b44c6-dc32-4e84-90ab-3cfcec99dbfb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 292
        }
      },
      "source": [
        "train_df['title_len'] = train_df.title.map(lambda x: len(x.split()))\n",
        "train_df['descr_len'] = train_df.description.map(lambda x: len(x.split()))\n",
        "train_df.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>title</th>\n",
              "      <th>description</th>\n",
              "      <th>price</th>\n",
              "      <th>category_id</th>\n",
              "      <th>title_len</th>\n",
              "      <th>descr_len</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>item_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Картина</td>\n",
              "      <td>Гобелен. Размеры 139х84см.</td>\n",
              "      <td>1000.0</td>\n",
              "      <td>19</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Стулья из прессованной кожи</td>\n",
              "      <td>Продам недорого 4 стула из светлой прессованно...</td>\n",
              "      <td>1250.0</td>\n",
              "      <td>22</td>\n",
              "      <td>4</td>\n",
              "      <td>11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Домашняя мини баня</td>\n",
              "      <td>Мини баня МБ-1(мини сауна), предназначена для ...</td>\n",
              "      <td>13000.0</td>\n",
              "      <td>37</td>\n",
              "      <td>3</td>\n",
              "      <td>102</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Эксклюзивная коллекция книг \"Трансаэро\" + подарок</td>\n",
              "      <td>Продам эксклюзивную коллекцию книг, выпущенную...</td>\n",
              "      <td>4000.0</td>\n",
              "      <td>43</td>\n",
              "      <td>6</td>\n",
              "      <td>234</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Ноутбук aser</td>\n",
              "      <td>Продаётся ноутбук ACER e5-511C2TA. Куплен в ко...</td>\n",
              "      <td>19000.0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>18</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                     title  \\\n",
              "item_id                                                      \n",
              "0                                                  Картина   \n",
              "1                              Стулья из прессованной кожи   \n",
              "2                                       Домашняя мини баня   \n",
              "3        Эксклюзивная коллекция книг \"Трансаэро\" + подарок   \n",
              "4                                             Ноутбук aser   \n",
              "\n",
              "                                               description    price  \\\n",
              "item_id                                                               \n",
              "0                               Гобелен. Размеры 139х84см.   1000.0   \n",
              "1        Продам недорого 4 стула из светлой прессованно...   1250.0   \n",
              "2        Мини баня МБ-1(мини сауна), предназначена для ...  13000.0   \n",
              "3        Продам эксклюзивную коллекцию книг, выпущенную...   4000.0   \n",
              "4        Продаётся ноутбук ACER e5-511C2TA. Куплен в ко...  19000.0   \n",
              "\n",
              "         category_id  title_len  descr_len  \n",
              "item_id                                     \n",
              "0                 19          1          3  \n",
              "1                 22          4         11  \n",
              "2                 37          3        102  \n",
              "3                 43          6        234  \n",
              "4                  1          2         18  "
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tQodBN42xYSy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "test_df['title_len'] = test_df.title.map(lambda x: len(x.split()))\n",
        "test_df['descr_len'] = test_df.description.map(lambda x: len(x.split()))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9fqwckZfIM4i",
        "colab_type": "code",
        "outputId": "d5f40f6b-655c-4ee7-9e47-0c3cea008a0b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        }
      },
      "source": [
        "sns.countplot(train_df['title_len']);"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAELCAYAAAAP/iu7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3pgYc0XJNk9I",
        "colab_type": "code",
        "outputId": "f3236360-96ae-4bd3-ea34-30c53aba4f63",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 338
        }
      },
      "source": [
        "plt.figure(figsize=(10, 5))\n",
        "sns.distplot(train_df['descr_len']);"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmMAAAFBCAYAAAA7RKjdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSeogw5gkSVIHGcYkSZI6yDAmSZLUQf8/Vd7WCSnB+5sAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0EVyhtpZYV01",
        "colab_type": "text"
      },
      "source": [
        "# Модель 1"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Jigb8prkHkbd",
        "colab_type": "text"
      },
      "source": [
        "Только description"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NTlJUWSeUQOZ",
        "colab_type": "text"
      },
      "source": [
        "## Работа с текстом"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "47wvPTI9-l74",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "n_features = 100000"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BrtJrzDdxAMm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "tf_idf_descr = TfidfVectorizer(max_features=n_features,ngram_range=(1, 2))\n",
        "x_train_descr = tf_idf_descr.fit_transform(train_df.description.values)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "O3jF7Tc_ZFPa",
        "colab_type": "text"
      },
      "source": [
        "## Подготовка датасета"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aZ8vvsWrUQ9f",
        "colab_type": "code",
        "outputId": "db5e3cf0-4d3b-409c-9b72-3cba52a30cb3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "target = train_df.category_id\n",
        "x_train, x_test, y_train, y_test = train_test_split(x_train_descr, target, test_size=0.3, random_state=42)\n",
        "print(x_train.shape, x_test.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(342661, 100000) (146856, 100000)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pKyVRh-Sap8w",
        "colab_type": "text"
      },
      "source": [
        "## Модели"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S3VCqc_FbM_W",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "models = {'decision tree': DecisionTreeClassifier(max_depth=3),\n",
        "          'random forest': RandomForestClassifier(),\n",
        "          'naive bayes': MultinomialNB(),\n",
        "          'sgd': SGDClassifier(loss='modified_huber'),\n",
        "         }"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3pgh9j-ha2_Q",
        "colab_type": "code",
        "outputId": "f92c73c1-7305-4840-d86e-a7c170ecf5ba",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 171
        }
      },
      "source": [
        "for key, model in models.items():\n",
        "  model.fit(x_train, y_train)\n",
        "  predicted = model.predict(x_test)\n",
        "  print('%s %.4f' % (key, accuracy_score(y_test, predicted)))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "decision tree 0.0575\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/ensemble/forest.py:246: FutureWarning: The default value of n_estimators will change from 10 in version 0.20 to 100 in 0.22.\n",
            "  \"10 in version 0.20 to 100 in 0.22.\", FutureWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "random forest 0.6745\n",
            "naive bayes 0.7542\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/linear_model/stochastic_gradient.py:166: FutureWarning: max_iter and tol parameters have been added in SGDClassifier in 0.19. If both are left unset, they default to max_iter=5 and tol=None. If tol is not None, max_iter defaults to max_iter=1000. From 0.21, default max_iter will be 1000, and default tol will be 1e-3.\n",
            "  FutureWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "sgd 0.7809\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qo-Vkcg6mI73",
        "colab_type": "code",
        "outputId": "bf4f1dc7-08e4-41de-d5f5-f5ee80ae83b3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 420
        }
      },
      "source": [
        "seed = 7\n",
        "np.random.seed(seed)\n",
        "\n",
        "def create_model():\n",
        "  model = Sequential()\n",
        "  model.add(Dense(64, activation='relu', input_dim=n_features))\n",
        "  model.add(Dropout(0.2))\n",
        "  model.add(Dense(54, activation='softmax'))\n",
        "  model.compile(optimizer='adam',\n",
        "                loss='categorical_crossentropy',\n",
        "                metrics=['accuracy'])\n",
        "  return model\n",
        "\n",
        "\n",
        "model = KerasClassifier(build_fn=create_model, epochs=3, batch_size=32, verbose=1)\n",
        "kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=seed)\n",
        "results = cross_val_score(model, x_train_descr, target, cv=kfold, scoring='accuracy', verbose=1)\n",
        "print(results.mean())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/3\n",
            "326329/326329 [==============================] - 235s 719us/step - loss: 1.1070 - acc: 0.7344\n",
            "Epoch 2/3\n",
            "326329/326329 [==============================] - 240s 734us/step - loss: 0.5651 - acc: 0.8386\n",
            "Epoch 3/3\n",
            "326329/326329 [==============================] - 240s 734us/step - loss: 0.4235 - acc: 0.8772\n",
            "163188/163188 [==============================] - 83s 506us/step\n",
            "Epoch 1/3\n",
            "326340/326340 [==============================] - 243s 745us/step - loss: 1.1151 - acc: 0.7327\n",
            "Epoch 2/3\n",
            "326340/326340 [==============================] - 243s 746us/step - loss: 0.5685 - acc: 0.8377\n",
            "Epoch 3/3\n",
            "326340/326340 [==============================] - 242s 743us/step - loss: 0.4265 - acc: 0.8764\n",
            "163177/163177 [==============================] - 86s 526us/step\n",
            "Epoch 1/3\n",
            "326365/326365 [==============================] - 254s 779us/step - loss: 1.1130 - acc: 0.7328\n",
            "Epoch 2/3\n",
            "326365/326365 [==============================] - 250s 766us/step - loss: 0.5682 - acc: 0.8377\n",
            "Epoch 3/3\n",
            "326365/326365 [==============================] - 255s 781us/step - loss: 0.4257 - acc: 0.8763\n",
            "163152/163152 [==============================] - 85s 524us/step\n",
            "0.7909551922543443\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed: 41.0min finished\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "d-kXrFkcuMMQ",
        "colab_type": "text"
      },
      "source": [
        "**Подведем итоги**\n",
        "\n",
        "decision tree 0.0575\n",
        "\n",
        "random forest 0.6745\n",
        "\n",
        "naive bayes 0.7542\n",
        "\n",
        "sgd 0.7809\n",
        "\n",
        "nn 1L 64n 2L 32n 0.7778\n",
        "\n",
        "**nn 1L 64n 0.7909**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "1WgY6G8pEWDx"
      },
      "source": [
        "# Модель 2"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "66GMW6nFHesn",
        "colab_type": "text"
      },
      "source": [
        "description+чистка текста"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "BAB93n9NEWDz"
      },
      "source": [
        "## Работа с текстом"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RXPBnty9Y8nx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def tokenize_me(file_text):\n",
        "  \n",
        "  tokens = nltk.word_tokenize(file_text)\n",
        "  \n",
        "  tokens = [i for i in tokens if ( i not in string.punctuation )]\n",
        "  \n",
        "  stop_words = stopwords.words('russian')\n",
        "  stop_words.extend(['что', 'это', 'так', 'вот', 'быть', 'как', 'в', '—', 'к', 'на', 'п', 'рф', 'ред', 'г', 'ооо', 'ст', 'гк', 'здравствуйте', 'из-за', '–'])\n",
        "  tokens = [i for i in tokens if ( i not in stop_words )]\n",
        "  \n",
        "  tokens = [i.replace(\"«\", \"\").replace(\"»\", \"\") for i in tokens]\n",
        "  tokens = [i.replace(\"“\", \"\").replace(\"”\", \"\") for i in tokens]\n",
        "  tokens = [i.replace(\"`\", \"\") for i in tokens]\n",
        "  tokens = [i.replace(\"'\", \"\") for i in tokens]\n",
        "  tokens = [i.replace(\"ё\", \"е\") for i in tokens]\n",
        "  \n",
        "  return tokens"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VrO1m8g_Y8n5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def text_cleaner(text):\n",
        "  clean = []\n",
        "  for s in tqdm_notebook(text):\n",
        "    t = \"\"\n",
        "    t = re.sub('(E-mail\\S+)', \"\", s)\n",
        "    t = re.sub('(@\\S+)', \"\", t)\n",
        "    t = re.sub('(№\\S+)', \"\", t)\n",
        "    t = re.sub('(№)', \"\", t)\n",
        "    t = re.sub('(\\*\\S+)', \"\", t)\n",
        "    t = re.sub('\\.', \" \", t)\n",
        "    t = re.sub('  ', \" \", t)\n",
        "    t = re.sub('(#\\w+)|(@\\w+)|(\\d+)|(&gt;)|(&lt;)', \"\", t)\n",
        "\n",
        "    t = t.lower()\n",
        "\n",
        "    s = \"\"\n",
        "    for w in tokenize_me(t):\n",
        "      s = s + ' ' + w\n",
        "\n",
        "    t = s\n",
        "    t = re.sub('  ', \" \", t)\n",
        "\n",
        "    t = t.strip()\n",
        "\n",
        "\n",
        "\n",
        "    clean.append(t)\n",
        "  return clean"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4TwDxcL_FNOM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "text = train_df.description.values\n",
        "clean = text_cleaner(text)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "lBLxLpCMEWD5",
        "colab": {}
      },
      "source": [
        "n_features = 100000\n",
        "\n",
        "tf_idf_descr = TfidfVectorizer(max_features=n_features,ngram_range=(1, 2))\n",
        "x_train_descr = tf_idf_descr.fit_transform(clean)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "QTS7Pz6FEWD8"
      },
      "source": [
        "## Подготовка датасета"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "c1bacaca-0788-4006-c01a-ee82c3fce41e",
        "id": "YwIpjk2gEWD-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "target = train_df.category_id\n",
        "x_train, x_test, y_train, y_testd = train_test_split(x_train_descr, target, test_size=0.3, random_state=42)\n",
        "print(x_train.shape, x_test.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(342661, 100000) (146856, 100000)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "bCZu7RHsEWEC"
      },
      "source": [
        "## Модели"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4EFRqLAeQjU9",
        "colab_type": "text"
      },
      "source": [
        "Попробуем лучшие модели с предыдущего шага"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "zwojbaQiI-rG",
        "colab": {}
      },
      "source": [
        "models = {'naive bayes': MultinomialNB(),\n",
        "          'sgd': SGDClassifier(loss='modified_huber'),\n",
        "         }"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "11404efb-93e0-45eb-ddbc-7fa413635c6f",
        "id": "ONKAZ4p8I-S6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104
        }
      },
      "source": [
        "for key, model in models.items():\n",
        "  model.fit(x_train, y_train)\n",
        "  predicted = model.predict(x_test)\n",
        "  print('%s %.4f' % (key, accuracy_score(test, predicted)))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "naive bayes 0.7598\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/linear_model/stochastic_gradient.py:166: FutureWarning: max_iter and tol parameters have been added in SGDClassifier in 0.19. If both are left unset, they default to max_iter=5 and tol=None. If tol is not None, max_iter defaults to max_iter=1000. From 0.21, default max_iter will be 1000, and default tol will be 1e-3.\n",
            "  FutureWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "sgd 0.7789\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4Xe72d6tQqSA",
        "colab_type": "text"
      },
      "source": [
        "Также посмотрим на sgd на кросс-валидации"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0p-Zdomvy4_1",
        "colab_type": "code",
        "outputId": "d49fb144-0efe-4bc7-dd94-59a7abe78dc6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 121
        }
      },
      "source": [
        "model = SGDClassifier(loss='modified_huber')\n",
        "kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=42)\n",
        "results = cross_val_score(model, x_train_descr, target, cv=kfold, scoring='accuracy', verbose=1)\n",
        "print(results.mean())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
            "/usr/local/lib/python3.6/dist-packages/sklearn/linear_model/stochastic_gradient.py:166: FutureWarning: max_iter and tol parameters have been added in SGDClassifier in 0.19. If both are left unset, they default to max_iter=5 and tol=None. If tol is not None, max_iter defaults to max_iter=1000. From 0.21, default max_iter will be 1000, and default tol will be 1e-3.\n",
            "  FutureWarning)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "0.7789310768551099\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed:  2.2min finished\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "grqE4NdDEWEJ"
      },
      "source": [
        "naive bayes 0.7598\n",
        "\n",
        "sgd 0.7789\n",
        "\n",
        "sgd cv 0.7789"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PfVEXM2yQ4Ns",
        "colab_type": "text"
      },
      "source": [
        "Теперь посмотрим на разные сочитания слоев нейронных сетей. Опять же на кросс-валидации"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "twtuw91tEWEK",
        "colab": {}
      },
      "source": [
        "seed = 7\n",
        "np.random.seed(seed)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DVqVwthSODd9",
        "colab_type": "code",
        "outputId": "4db63257-1fac-4c68-8c0e-2a79c3adf81e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 420
        }
      },
      "source": [
        "def create_model():\n",
        "  model = Sequential()\n",
        "  model.add(Dense(64, activation='relu', input_dim=n_features))\n",
        "  model.add(Dropout(0.2))\n",
        "  model.add(Dense(32, activation='relu'))\n",
        "  model.add(Dropout(0.2))\n",
        "  model.add(Dense(54, activation='softmax'))\n",
        "  model.compile(optimizer='adam',\n",
        "                loss='categorical_crossentropy',\n",
        "                metrics=['accuracy'])\n",
        "  return model\n",
        "\n",
        "\n",
        "model = KerasClassifier(build_fn=create_model, epochs=3, batch_size=32, verbose=1)\n",
        "kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=seed)\n",
        "results = cross_val_score(model, x_train_descr, target, cv=kfold, scoring='accuracy', verbose=1)\n",
        "print(results.mean())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/3\n",
            "326329/326329 [==============================] - 223s 682us/step - loss: 1.2871 - acc: 0.6696\n",
            "Epoch 2/3\n",
            "326329/326329 [==============================] - 221s 678us/step - loss: 0.7839 - acc: 0.7851\n",
            "Epoch 3/3\n",
            "326329/326329 [==============================] - 224s 687us/step - loss: 0.6550 - acc: 0.8163\n",
            "163188/163188 [==============================] - 80s 490us/step\n",
            "Epoch 1/3\n",
            "326340/326340 [==============================] - 227s 696us/step - loss: 1.3073 - acc: 0.6668\n",
            "Epoch 2/3\n",
            "326340/326340 [==============================] - 226s 692us/step - loss: 0.7913 - acc: 0.7842\n",
            "Epoch 3/3\n",
            "326340/326340 [==============================] - 227s 696us/step - loss: 0.6604 - acc: 0.8147\n",
            "163177/163177 [==============================] - 82s 503us/step\n",
            "Epoch 1/3\n",
            "326365/326365 [==============================] - 237s 725us/step - loss: 1.2834 - acc: 0.6698\n",
            "Epoch 2/3\n",
            "326365/326365 [==============================] - 235s 719us/step - loss: 0.7811 - acc: 0.7857\n",
            "Epoch 3/3\n",
            "326365/326365 [==============================] - 233s 715us/step - loss: 0.6543 - acc: 0.8158\n",
            "163152/163152 [==============================] - 72s 444us/step\n",
            "0.7768678759325937\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed: 38.2min finished\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c39GhPLHirJk",
        "colab_type": "text"
      },
      "source": [
        "NN 1L 32n 0.7884\n",
        "\n",
        "NN 1L 64n 0.7892\n",
        "\n",
        "NN 1L 128n 0.7864\n",
        "\n",
        "NN 1L 64n 2L 32n 0.7768\n",
        "\n",
        "Видим, что лучший результат (0.7909) показала нейросеть с одним слоем из 64 нейронов на неочищенном тексте. Далее добавим заговолки объявлений и другие признаки (цена, длина текста). Хотя смущает то, что разница точности на тренировке и валидации в случае неочищенного текста в почти в раза выше (4% против 8%). "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "krdq9keyRnts"
      },
      "source": [
        "# Модель 3"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "_8MwOhH1Rntt"
      },
      "source": [
        "description+title. Попробуем варианты с очищенным и неочищенным текстом"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "EkQEUcOxRntu"
      },
      "source": [
        "## Работа с текстом"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "enGAJiPpRntu",
        "colab": {}
      },
      "source": [
        "n_features_d = 100000\n",
        "n_features_t = 10000"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JazikQd0Rt6g",
        "colab_type": "text"
      },
      "source": [
        "Текст объявления"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "6iwUQC_PRntx",
        "colab": {}
      },
      "source": [
        "text = train_df.description.values\n",
        "#text = text_cleaner(text)\n",
        "tf_idf_descr = TfidfVectorizer(max_features=n_features_d,ngram_range=(1, 2))\n",
        "x_train_descr = tf_idf_descr.fit_transform(text)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "GBotK1TlRzBt"
      },
      "source": [
        "Теперь заголовок"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "n6NWOy7XRzBu",
        "outputId": "c010ae40-ade1-4a78-844c-6a70ec8db28f",
        "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;
}

/*# sourceMappingURL=data:application/json;base64,{"version":3,"sources":["../node_modules/@jupyter-widgets/controls/css/widgets.css","../node_modules/@jupyter-widgets/controls/css/labvariables.css","../node_modules/@jupyter-widgets/controls/css/materialcolors.css","../node_modules/@jupyter-widgets/controls/css/widgets-base.css","../node_modules/@jupyter-widgets/controls/css/phosphor.css"],"names":[],"mappings":"AAAA;;GAEG;;CAEF;;kCAEiC;;CCNlC;;;+EAG+E;;CAE/E;;;;EAIE;;CCTF;;;;;;;;;;;;;;;;;;;;;;;;;;;;;GA6BG;;CDhBH;;;;;;;;;;;;;;;;;;;EAmBE;;CAGF;;GAEG;;CACF,yDAAyD;;CAC1D,yEAAyE;;CAEzE;;GAEG;;CAOH;;EAEE;;;KAGG;;EAQH;;;;IAIE,CAIwB,oBAAoB,CAGhB,0CAA0C;;EAGxE;;IAEE;;EAOF;;KAEG;;EAOH;;;IAGE,CAWwB,oBAAoB;;;EAU9C;;;;IAIE;;EAOF,kBAAkB;;EAYlB,+CAA+C;;EAsB/C,0BAA0B;EAa1B;4EAC0E;EAE1E;wEACsE;;EAGtE,8BAA8B;;EAK9B,6BAA6B;;EAI7B,6BAA6B;CAQ9B;;CEzMD;;GAEG;;CAEH;;;;GAIG;;CCRH;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;EA8BE;;CAEF;;;GAGG;;CAEH;EACE,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,0BAA0B;EAC1B,uBAAuB;EACvB,sBAAsB;EACtB,kBAAkB;CACnB;;CAGD;EACE,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;CACrB;;CAGD;EACE,6BAAuB;EAAvB,8BAAuB;MAAvB,2BAAuB;UAAvB,uBAAuB;CACxB;;CAGD;EACE,UAAU;EACV,WAAW;EACX,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,oBAAe;MAAf,mBAAe;UAAf,eAAe;EACf,sBAAsB;CACvB;;CAGD;EACE,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;CACrB;;CAGD;EACE,6BAAuB;EAAvB,8BAAuB;MAAvB,2BAAuB;UAAvB,uBAAuB;CACxB;;CAGD;EACE,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;EACpB,+BAAuB;UAAvB,uBAAuB;EACvB,iBAAiB;CAClB;;CAGD;;EAEE,oBAAe;MAAf,mBAAe;UAAf,eAAe;CAChB;;CAGD;EACE,oBAAe;MAAf,mBAAe;UAAf,eAAe;EACf,iBAAiB;EACjB,oBAAoB;CACrB;;CAGD;EACE,yBAAyB;CAC1B;;CAGD;EACE,mBAAmB;CACpB;;CAGD;EACE,QAAQ;EACR,oCAA4B;EAA5B,4BAA4B;CAC7B;;CAGD;EACE,OAAO;EACP,mCAA2B;EAA3B,2BAA2B;CAC5B;;CAGD;EACE,yBAAiB;EAAjB,iBAAiB;CAClB;;CAED,oBAAoB;;CD9GpB,QAUqC,oCAAoC;;IA2BrE,+BAA+B;CAIlC;;CAED;IACI,YAAiC;IACjC,+BAAuB;YAAvB,uBAAuB;IACvB,aAA+B;IAC/B,kBAAkB;CACrB;;CAED;IACI,kBAA6C;IAC7C,aAAwC;CAC3C;;CAED;IACI,eAAe;IACf,gBAAgB;CACnB;;CAED,mBAAmB;;CAEnB;IACI,wBAAwB;IACxB,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,+BAAoB;IAApB,8BAAoB;QAApB,wBAAoB;YAApB,oBAAoB;IACpB,4BAAsB;QAAtB,yBAAsB;YAAtB,sBAAsB;CACzB;;CAED;IACI,sBAAsB;IACtB,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,UAAU;IACV,eAAe;CAClB;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,cAAc;IACd,UAAU;IACV,eAAe;CAClB;;CAED;IACI,+BAAoB;IAApB,8BAAoB;QAApB,wBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED,4BAA4B;;CAE5B;IACI,mBAAmB;IACnB,oBAAoB;IACpB,iBAAiB;IACjB,oBAAoB;IACpB,sBAAsB;IACtB,oBAAoB;IACpB,iBAAiB;IACjB,wBAAwB;IACxB,mBAAmB;IACnB,gBAAuC;IACvC,gBAAgB;;IAEhB,aAAwC;IACxC,kBAAkB;IAClB,kBAA6C;IAC7C,yBAAiB;YAAjB,iBAAiB;;IAEjB,yBAAgC;IAChC,0BAA0C;IAC1C,sBAAsC;IACtC,aAAa;CAChB;;CAED;IACI,kBAA8C;IAC9C,qBAAqB;CACxB;;CAED;IACI,iBAAiB,CAAC,sBAAsB;CAC3C;;CAED;IACI,aAA4C;CAC/C;;CAED;IACI,gBAAgB;CACnB;;CAED;IACI,wBAAwB;IACxB;;+CAE+E;YAF/E;;+CAE+E;CAClF;;CAED;IACI,wBAAwB;IACxB;;iDAE6E;YAF7E;;iDAE6E;IAC7E,yBAAgC;IAChC,0BAA0C;CAC7C;;CAED;IACI,2BAA8D;CACjE;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAA2C;CAC9C;;CAED;IACI,8BAAwC;IACxC,0BAA2C;EAC7C;;CAEF;IACI,8BAAwC;IACxC,0BAA2C;EAC7C;;CAED,2BAA2B;;CAE5B;IACI,gCAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED,6BAA6B;;CAE7B;IACI,gCAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED,kBAAkB;;CAElB;IACI,aAA4C;CAC/C;;CAED,0BAA0B;;CAE1B,kCAAkC;;CAClC;IACI,iBAAuB;IAAvB,uBAAuB;CAC1B;;CAED;IACI,iBAAiB;IACjB,aAAqC;IACrC,gBAAuC;IACvC,iBAAiB;IACjB,wBAAwB;IACxB,oBAAoB;IACpB,kBAA6C;CAChD;;CAED;IACI,WAAW;IACX,aAAqC;IACrC,gBAAuC;IACvC,iBAAiB;IACjB,wBAAwB;IACxB,oBAAoB;IACpB,kBAA6C;CAChD;;CAED;IACI,6BAA6B;IAC7B,aAAqC;IACrC,kBAAkB;IAClB,kBAA0D;IAC1D,YAA4C;IAC5C,qBAAe;QAAf,eAAe;CAClB;;CAED;IACI,2BAA2B;IAC3B,aAAqC;IACrC,mBAAmB;IACnB,kBAA6C;CAChD;;CAED,4BAA4B;;CAE5B;IACI,aAAuC;IACvC,gBAAuC;IACvC,aAAwC;IACxC,kBAA6C;IAC7C,iBAAiB;IACjB,oBAAoB;IACpB,mBAAmB;CACtB;;CAED;IACI,yBAAyB;;IAEzB;;;;OAIG;IACH;;uDAEoD;;IAMpD;;+CAE4C;CAC/C;;CAED;IACI,wBAAwB;IACxB,mBAAmB;IACnB,iBAAgD;IAChD,gBAA+C;IAC/C,iBAA6C;CAChD;;CAED;IACI,sBAAsB;IACtB,gBAA4C;IAC5C,2BAA2B;IAC3B,eAAe;CAClB;;CAED,6BAA6B;;CAE7B;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,wBAAgE;IAChE,kBAA6C;IAC7C,iBAAiB;IACjB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,4BAAmB;QAAnB,mBAAmB;CACtB;;CAED,0BAA0B;;CAE1B;IACI,aAAwC;IACxC,kBAA6C;IAC7C,aAA4C;IAC5C,gBAAuC;CAC1C;;CAED;IACI,kBAA6C;IAC7C,kBAA8C;IAC9C,iBAA6C;;IAE7C,0JAA0J;IAC1J,sBAAsB;IACtB,8CAA8C;IAC9C,mBAAmB;IACnB,qBAAqB;IACrB,oCAAoC;IACpC,mCAAmC;CACtC;;CAED;IACI,iBAAiB;IACjB,aAAa;CAChB;;CAED;IACI,iBAAiB;IACjB,WAAW;CACd;;CAED;IACI,cAAc;CACjB;;CAED,qCAAqC;;CAErC;IACI,aAAsC;CACzC;;CAED;IACI,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,aAA4C;CAC/C;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,iBAAsF;IACtF,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,aAAa,CAAC,iEAAiE;IAC/E,qBAAe;QAAf,eAAe;IACf,yBAAyB;CAC5B;;CAED;IACI,gBAAgB;IAChB,eAAe;CAClB;;CAED;IACI,sBAAyD;CAC5D;;CAED,mBAAmB;;CAEnB;IACI,kBAAkB;IAClB,0BAA4E;IAC5E,oBAAoC;IACpC,+BAAuB;YAAvB,uBAAuB;IACvB,mBAAmB;IACnB,mBAAmB;CACtB;;CAED;IACI,mBAAmB;IACnB,yBAAyB,CAAC,oDAAoD;IAC9E,mBAAmB;IACnB,wBAAmE;IACnE,0BAAiG;IACjG,+BAAuB;YAAvB,uBAAuB;IACvB,WAAW;IACX,uBAAuB,CAAC,wBAAwB;CACnD;;CAED,wBAAwB;;CACxB;IACI,0BAA+D;IAC/D,0BAAiG;CACpG;;CAED;IACI,0BAA+D;IAC/D,sBAA2D;IAC3D,WAAW;IACX,8BAAsB;YAAtB,sBAAsB;CACzB;;CAED;IACI,iEAAiE;IACjE,mBAAmB;IACnB,oBAAyD;IACzD,WAAW;CACd;;CAED,8BAA8B;;CAE9B;IACI,YAA4C;IAC5C,aAA6C;IAC7C,iBAAgJ;IAChJ,kBAAqG;IACrG,mBAAmB;IACnB,OAAO;CACV;;CAED;IACI,YAA4C;IAC5C,aAA6C;IAC7C,oBAAuG;IACvG,kBAAiJ;IACjJ,mBAAmB;IACnB,QAAQ;CACX;;CAED;IACI,YAA6D;IAC7D,iBAAyJ;CAC5J;;CAED;IACI,WAA4D;IAC5D,kBAA0J;CAC7J;;CAED,uBAAuB;;CAEvB;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;;IAE7C;;oDAEgD;IAChD,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,kBAAkB;CACrB;;CAED;IACI,aAAwC;IACxC,iBAAwG;IACxG,kBAAyG;IACzG,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;CAClD;;CAED;IACI,gCAAgC;IAChC,YAAiD;IACjD,iBAAmG;IACnG,YAAY;CACf;;CAED,qBAAqB;;CAErB;IACI,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,qBAAqB;IACrB,cAA0C;IAC1C,YAA2C;CAC9C;;CAED;IACI,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,kBAAkB;IAClB,mBAAmB;IACnB,mBAA0G;IAC1G,gBAAuG;IACvG,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,gCAAgC;IAChC,WAAgD;IAChD,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,kBAAkB;IAClB,mBAAmB;CACtB;;CAED,6BAA6B;;CAE7B;IACI,yBAAyB;IAIzB,iBAAiB;CACpB;;CAED;IACI,aAAwC;CAC3C;;CAED;IACI,0BAAyC;CAC5C;;CAED;IACI,0BAA2C;CAC9C;;CAED;IACI,0BAAwC;CAC3C;;CAED;IACI,0BAAwC;CAC3C;;CAED;IACI,0BAAyC;CAC5C;;CAED;IACI,0BAA0C;IAC1C,aAAa;IACb,yBAAiB;YAAjB,iBAAiB;CACpB;;CAED,yBAAyB;;CAEzB;IACI,kBAAkB;IAClB,aAAwC;IACxC,kBAA6C;IAC7C,aAAsC;IACtC,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;;CAEvB;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,gBAA4C;IAC5C,mBAA+C;IAC/C,6BAAoB;QAApB,oBAAoB;IACpB,8BAA8B;IAC9B,aAAgB;IAAhB,gBAAgB;CACnB;;CAED,uBAAuB;;CAEvB;IACI,cAA0C;IAC1C,YAA2C;CAC9C;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,YAA4C;IAC5C,kBAAkB;IAClB,mBAAmB;IACnB,iBAAiB;CACpB;;CAED,2BAA2B;;CAE3B;IACI,aAAwC;IACxC,aAAsC;IACtC,kBAA6C;CAChD;;CAED;IACI,oBAAoB;IACpB,0BAAwF;IACxF,iBAAiB;IACjB,gBAAgB;IAChB,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,aAAa,CAAC,iEAAiE;IAC/E,+BAAuB;YAAvB,uBAAuB;IACvB,yBAAyB;IACzB,yBAAiB;YAAjB,iBAAiB;IACjB,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,oBAAoB;IACpB,kBAAyD;CAC5D,iBAAiB;CACjB,yBAAyB;CACzB,sBAAsB;IACnB,6BAA6B;CAChC,sBAAsB;CACtB,kCAAkC;IAC/B,kuBAAmD;CACtD;;CACD;IACI,sBAAyD;CAC5D;;CAED;IACI,aAA4C;CAC/C;;CAED;6CAC6C;;CAC7C;IACI,mBAAmB;IACnB,wBAAwB;CAC3B;;CAED,+BAA+B;;CAE/B;IACI,aAAsC;IACtC,kBAA6C;;IAE7C;;kEAE8D;IAC9D,yBAAwB;QAAxB,sBAAwB;YAAxB,wBAAwB;CAC3B;;CAED;IACI,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,yBAAyB;IACzB,eAAe;IACf,gBAAgB;;IAEhB;;kEAE8D;IAC9D,iBAAiB;CACpB;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,kBAA8C;IAC9C,kBAA6C;IAC7C,kEAAkE;IAClE,0DAAiF;IACjF,6DAAoF;CACvF;;CAID,4BAA4B;;CAE5B;IACI,kBAA6C;CAChD;;CAED;IACI,iBAAsC;IACtC,kBAAuC;CAC1C;;CAED;IACI,aAA4C;CAC/C;;CAED,2BAA2B;;CAE3B;IACI,aAAsC;IACtC,kBAA6C;CAChD;;CAED;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;IACrB,+BAAuB;YAAvB,uBAAuB;IACvB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,mBAA8D;CACjE;;CAED;IACI,aAA4C;IAC5C,kBAAiD;IACjD,gBAAuC;CAC1C;;CAED;IACI,aAA4C;IAC5C,kBAAiD;IACjD,oBAA4D;IAC5D,YAAY;CACf;;CAED,0BAA0B;;CAE1B;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,gBAA+C;CAClD;;CAED;IACI,YAAuC;IACvC,aAAwC;IACxC,eAAe,CAAC,6DAA6D;IAC7E,kBAAqD;IACrD,yBAAqC;IACrC,0BAAwF;IACxF,kBAAkB;IAClB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,+BAAuB;YAAvB,uBAAuB;IACvB,6BAAoB;QAApB,oBAAoB;IACpB,yBAAyB;CAC5B;;CAED;IACI,+BAA6F;CAChG;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,yBAAyB;IACzB,aAAwC;IACxC,kBAA6C;IAC7C,kBAAqD;IACrD,yBAAqC;IACrC,0BAAwF;IACxF,gBAAuC;IACvC,iBAAsF;IACtF,aAAa,CAAC,iEAAiE;IAC/E,qBAAe;QAAf,eAAe;IACf,+BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,aAA4C;CAC/C;;CAED,yBAAyB;;CAEzB;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,aAAa,CAAC,iEAAiE;IAC/E,yBAAyB;IACzB,aAAwC;IACxC,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,iBAAsF;IACtF,+BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,sBAAoC;CACvC;;CAED;IACI,aAA4C;CAC/C;;CAED,iBAAiB;;CAEjB;IACI,aAA4C;IAC5C,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,aAAa;CAChB;;CAED;IACI,aAA4C;CAC/C;;CAED,gBAAgB;;CAEhB;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,yFAAyF;IACzF,oBAAoB;IACpB,oBAAoB;CACvB;;CAED;IACI,iDAAiD;IACjD,uBAAsB;QAAtB,oBAAsB;YAAtB,sBAAsB;IACtB,aAAa;IACb,cAAc;CACjB;;CAED;IACI,YAAY;IACZ,+BAAuB;YAAvB,uBAAuB;IACvB,UAAU;IACV,kBAAoC;IACpC,yBAAgC;IAChC,0BAA6D;IAC7D,cAA6C;IAC7C,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,eAAe;CAClB;;CAED;IACI,wCAA+D;IAC/D,iBAAmF;CACtF;;CAED;IACI,oBAAiD;QAAjD,oBAAiD;YAAjD,gBAAiD;IACjD,gBAAgB;IAChB,iBAAmF;IACnF,kBAAqD;IACrD,kBAA+C;IAC/C,kBAAkB;IAClB,oBAAoC;IACpC,yBAAgC;IAChC,0BAA6D;IAC7D,oBAAoB;IACpB,mBAAmB;CACtB;;CAED;IACI,0BAAgC;IAChC,gEAAgE;IAChE,kBAAoC;IACpC,iBAAuF;IACvF,mCAA8C;YAA9C,2BAA8C;IAC9C,kBAAkB;CACrB;;CAED;IACI,mBAAmB;IACnB,UAAuC;IACvC,WAAwC;IACxC,YAAY;IACZ,YAAoD;IACpD,wBAA+C;IAC/C,oBAAmC;CACtC;;CAED;IACI,eAAe;CAClB;;CAED;IACI,kBAAoC;IACpC,yBAAgC;CACnC;;CAED;IACI,iBAAiB;CACpB;;CAED;IACI,yBAAyB;IACzB,iBAAiB,CAAC,WAAW;CAChC;;CAED;;;IAGI,kBAAqD;CACxD;;CAED,sBAAsB;;CAEtB;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,aAAyC;IACzC,gBAAgB;IAChB,yBAAgC;IAChC,0BAA0C;IAC1C,0BAAqE;IACrE,mBAA+F;IAC/F,kBAAkB;CACrB;;CAED;IACI,wBAA0C;IAC1C,yBAAgC;CACnC;;CAED;IACI,wBAA0C;IAC1C,0BAAgC;IAChC,gBAAgB;IAChB,oBAAoB;CACvB;;CAED;IACI,sBAAsB,EAAE,qCAAqC;IAC7D,sBAAsB;IACtB,8CAA8C;IAC9C,mBAAmB;IACnB,qBAAqB;IACrB,oCAAoC;IACpC,mCAAmC;CACtC;;CAED;IACI,sBAAsB,CAAC,oCAAoC;CAC9D;;CAED;IACI,cAA6C;IAC7C,wBAA0C;IAC1C,yBAAgC;IAChC,+BAA0E;IAC1E,gCAA2E;IAC3E,iCAA4E;IAC5E,eAAe;CAClB;;CAED;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,iBAAiB;CACpB;;CAED;IACI,gBAAgB;CACnB;;CAID,iBAAiB;;CAEjB;IACI,gBAAuC;CAC1C;;CAED;IACI,0CAA0C;IAC1C,6BAAoB;QAApB,oBAAoB;IACpB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,kEAAkE;IAClE,kBAA6C;IAC7C,yEAAyE;IACzE,mBAAmB;CACtB","file":"controls.css","sourcesContent":["/* Copyright (c) Jupyter Development Team.\n * Distributed under the terms of the Modified BSD License.\n */\n\n /* We import all of these together in a single css file because the Webpack\nloader sees only one file at a time. This allows postcss to see the variable\ndefinitions when they are used. */\n\n@import \"./labvariables.css\";\n@import \"./widgets-base.css\";\n","/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*/\n\n/*\nThis file is copied from the JupyterLab project to define default styling for\nwhen the widget styling is compiled down to eliminate CSS variables. We make one\nchange - we comment out the font import below.\n*/\n\n@import \"./materialcolors.css\";\n\n/*\nThe following CSS variables define the main, public API for styling JupyterLab.\nThese variables should be used by all plugins wherever possible. In other\nwords, plugins should not define custom colors, sizes, etc unless absolutely\nnecessary. This enables users to change the visual theme of JupyterLab\nby changing these variables.\n\nMany variables appear in an ordered sequence (0,1,2,3). These sequences\nare designed to work well together, so for example, `--jp-border-color1` should\nbe used with `--jp-layout-color1`. The numbers have the following meanings:\n\n* 0: super-primary, reserved for special emphasis\n* 1: primary, most important under normal situations\n* 2: secondary, next most important under normal situations\n* 3: tertiary, next most important under normal situations\n\nThroughout JupyterLab, we are mostly following principles from Google's\nMaterial Design when selecting colors. We are not, however, following\nall of MD as it is not optimized for dense, information rich UIs.\n*/\n\n\n/*\n * Optional monospace font for input/output prompt.\n */\n /* Commented out in ipywidgets since we don't need it. */\n/* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */\n\n/*\n * Added for compabitility with output area\n */\n:root {\n  --jp-icon-search: none;\n  --jp-ui-select-caret: none;\n}\n\n\n:root {\n\n  /* Borders\n\n  The following variables, specify the visual styling of borders in JupyterLab.\n   */\n\n  --jp-border-width: 1px;\n  --jp-border-color0: var(--md-grey-700);\n  --jp-border-color1: var(--md-grey-500);\n  --jp-border-color2: var(--md-grey-300);\n  --jp-border-color3: var(--md-grey-100);\n\n  /* UI Fonts\n\n  The UI font CSS variables are used for the typography all of the JupyterLab\n  user interface elements that are not directly user generated content.\n  */\n\n  --jp-ui-font-scale-factor: 1.2;\n  --jp-ui-font-size0: calc(var(--jp-ui-font-size1)/var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size1: 13px; /* Base font size */\n  --jp-ui-font-size2: calc(var(--jp-ui-font-size1)*var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size3: calc(var(--jp-ui-font-size2)*var(--jp-ui-font-scale-factor));\n  --jp-ui-icon-font-size: 14px; /* Ensures px perfect FontAwesome icons */\n  --jp-ui-font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n\n  /* Use these font colors against the corresponding main layout colors.\n     In a light theme, these go from dark to light.\n  */\n\n  --jp-ui-font-color0: rgba(0,0,0,1.0);\n  --jp-ui-font-color1: rgba(0,0,0,0.8);\n  --jp-ui-font-color2: rgba(0,0,0,0.5);\n  --jp-ui-font-color3: rgba(0,0,0,0.3);\n\n  /* Use these against the brand/accent/warn/error colors.\n     These will typically go from light to darker, in both a dark and light theme\n   */\n\n  --jp-inverse-ui-font-color0: rgba(255,255,255,1);\n  --jp-inverse-ui-font-color1: rgba(255,255,255,1.0);\n  --jp-inverse-ui-font-color2: rgba(255,255,255,0.7);\n  --jp-inverse-ui-font-color3: rgba(255,255,255,0.5);\n\n  /* Content Fonts\n\n  Content font variables are used for typography of user generated content.\n  */\n\n  --jp-content-font-size: 13px;\n  --jp-content-line-height: 1.5;\n  --jp-content-font-color0: black;\n  --jp-content-font-color1: black;\n  --jp-content-font-color2: var(--md-grey-700);\n  --jp-content-font-color3: var(--md-grey-500);\n\n  --jp-ui-font-scale-factor: 1.2;\n  --jp-ui-font-size0: calc(var(--jp-ui-font-size1)/var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size1: 13px; /* Base font size */\n  --jp-ui-font-size2: calc(var(--jp-ui-font-size1)*var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size3: calc(var(--jp-ui-font-size2)*var(--jp-ui-font-scale-factor));\n\n  --jp-code-font-size: 13px;\n  --jp-code-line-height: 1.307;\n  --jp-code-padding: 5px;\n  --jp-code-font-family: monospace;\n\n\n  /* Layout\n\n  The following are the main layout colors use in JupyterLab. In a light\n  theme these would go from light to dark.\n  */\n\n  --jp-layout-color0: white;\n  --jp-layout-color1: white;\n  --jp-layout-color2: var(--md-grey-200);\n  --jp-layout-color3: var(--md-grey-400);\n\n  /* Brand/accent */\n\n  --jp-brand-color0: var(--md-blue-700);\n  --jp-brand-color1: var(--md-blue-500);\n  --jp-brand-color2: var(--md-blue-300);\n  --jp-brand-color3: var(--md-blue-100);\n\n  --jp-accent-color0: var(--md-green-700);\n  --jp-accent-color1: var(--md-green-500);\n  --jp-accent-color2: var(--md-green-300);\n  --jp-accent-color3: var(--md-green-100);\n\n  /* State colors (warn, error, success, info) */\n\n  --jp-warn-color0: var(--md-orange-700);\n  --jp-warn-color1: var(--md-orange-500);\n  --jp-warn-color2: var(--md-orange-300);\n  --jp-warn-color3: var(--md-orange-100);\n\n  --jp-error-color0: var(--md-red-700);\n  --jp-error-color1: var(--md-red-500);\n  --jp-error-color2: var(--md-red-300);\n  --jp-error-color3: var(--md-red-100);\n\n  --jp-success-color0: var(--md-green-700);\n  --jp-success-color1: var(--md-green-500);\n  --jp-success-color2: var(--md-green-300);\n  --jp-success-color3: var(--md-green-100);\n\n  --jp-info-color0: var(--md-cyan-700);\n  --jp-info-color1: var(--md-cyan-500);\n  --jp-info-color2: var(--md-cyan-300);\n  --jp-info-color3: var(--md-cyan-100);\n\n  /* Cell specific styles */\n\n  --jp-cell-padding: 5px;\n  --jp-cell-editor-background: #f7f7f7;\n  --jp-cell-editor-border-color: #cfcfcf;\n  --jp-cell-editor-background-edit: var(--jp-ui-layout-color1);\n  --jp-cell-editor-border-color-edit: var(--jp-brand-color1);\n  --jp-cell-prompt-width: 100px;\n  --jp-cell-prompt-font-family: 'Roboto Mono', monospace;\n  --jp-cell-prompt-letter-spacing: 0px;\n  --jp-cell-prompt-opacity: 1.0;\n  --jp-cell-prompt-opacity-not-active: 0.4;\n  --jp-cell-prompt-font-color-not-active: var(--md-grey-700);\n  /* A custom blend of MD grey and blue 600\n   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */\n  --jp-cell-inprompt-font-color: #307FC1;\n  /* A custom blend of MD grey and orange 600\n   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */\n  --jp-cell-outprompt-font-color: #BF5B3D;\n\n  /* Notebook specific styles */\n\n  --jp-notebook-padding: 10px;\n  --jp-notebook-scroll-padding: 100px;\n\n  /* Console specific styles */\n\n  --jp-console-background: var(--md-grey-100);\n\n  /* Toolbar specific styles */\n\n  --jp-toolbar-border-color: var(--md-grey-400);\n  --jp-toolbar-micro-height: 8px;\n  --jp-toolbar-background: var(--jp-layout-color0);\n  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0,0,0,0.24);\n  --jp-toolbar-header-margin: 4px 4px 0px 4px;\n  --jp-toolbar-active-background: var(--md-grey-300);\n}\n","/**\n * The material design colors are adapted from google-material-color v1.2.6\n * https://github.com/danlevan/google-material-color\n * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css\n *\n * The license for the material design color CSS variables is as follows (see\n * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)\n *\n * The MIT License (MIT)\n *\n * Copyright (c) 2014 Dan Le Van\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to deal\n * in the Software without restriction, including without limitation the rights\n * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n * copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n * SOFTWARE.\n */\n:root {\n  --md-red-50: #FFEBEE;\n  --md-red-100: #FFCDD2;\n  --md-red-200: #EF9A9A;\n  --md-red-300: #E57373;\n  --md-red-400: #EF5350;\n  --md-red-500: #F44336;\n  --md-red-600: #E53935;\n  --md-red-700: #D32F2F;\n  --md-red-800: #C62828;\n  --md-red-900: #B71C1C;\n  --md-red-A100: #FF8A80;\n  --md-red-A200: #FF5252;\n  --md-red-A400: #FF1744;\n  --md-red-A700: #D50000;\n\n  --md-pink-50: #FCE4EC;\n  --md-pink-100: #F8BBD0;\n  --md-pink-200: #F48FB1;\n  --md-pink-300: #F06292;\n  --md-pink-400: #EC407A;\n  --md-pink-500: #E91E63;\n  --md-pink-600: #D81B60;\n  --md-pink-700: #C2185B;\n  --md-pink-800: #AD1457;\n  --md-pink-900: #880E4F;\n  --md-pink-A100: #FF80AB;\n  --md-pink-A200: #FF4081;\n  --md-pink-A400: #F50057;\n  --md-pink-A700: #C51162;\n\n  --md-purple-50: #F3E5F5;\n  --md-purple-100: #E1BEE7;\n  --md-purple-200: #CE93D8;\n  --md-purple-300: #BA68C8;\n  --md-purple-400: #AB47BC;\n  --md-purple-500: #9C27B0;\n  --md-purple-600: #8E24AA;\n  --md-purple-700: #7B1FA2;\n  --md-purple-800: #6A1B9A;\n  --md-purple-900: #4A148C;\n  --md-purple-A100: #EA80FC;\n  --md-purple-A200: #E040FB;\n  --md-purple-A400: #D500F9;\n  --md-purple-A700: #AA00FF;\n\n  --md-deep-purple-50: #EDE7F6;\n  --md-deep-purple-100: #D1C4E9;\n  --md-deep-purple-200: #B39DDB;\n  --md-deep-purple-300: #9575CD;\n  --md-deep-purple-400: #7E57C2;\n  --md-deep-purple-500: #673AB7;\n  --md-deep-purple-600: #5E35B1;\n  --md-deep-purple-700: #512DA8;\n  --md-deep-purple-800: #4527A0;\n  --md-deep-purple-900: #311B92;\n  --md-deep-purple-A100: #B388FF;\n  --md-deep-purple-A200: #7C4DFF;\n  --md-deep-purple-A400: #651FFF;\n  --md-deep-purple-A700: #6200EA;\n\n  --md-indigo-50: #E8EAF6;\n  --md-indigo-100: #C5CAE9;\n  --md-indigo-200: #9FA8DA;\n  --md-indigo-300: #7986CB;\n  --md-indigo-400: #5C6BC0;\n  --md-indigo-500: #3F51B5;\n  --md-indigo-600: #3949AB;\n  --md-indigo-700: #303F9F;\n  --md-indigo-800: #283593;\n  --md-indigo-900: #1A237E;\n  --md-indigo-A100: #8C9EFF;\n  --md-indigo-A200: #536DFE;\n  --md-indigo-A400: #3D5AFE;\n  --md-indigo-A700: #304FFE;\n\n  --md-blue-50: #E3F2FD;\n  --md-blue-100: #BBDEFB;\n  --md-blue-200: #90CAF9;\n  --md-blue-300: #64B5F6;\n  --md-blue-400: #42A5F5;\n  --md-blue-500: #2196F3;\n  --md-blue-600: #1E88E5;\n  --md-blue-700: #1976D2;\n  --md-blue-800: #1565C0;\n  --md-blue-900: #0D47A1;\n  --md-blue-A100: #82B1FF;\n  --md-blue-A200: #448AFF;\n  --md-blue-A400: #2979FF;\n  --md-blue-A700: #2962FF;\n\n  --md-light-blue-50: #E1F5FE;\n  --md-light-blue-100: #B3E5FC;\n  --md-light-blue-200: #81D4FA;\n  --md-light-blue-300: #4FC3F7;\n  --md-light-blue-400: #29B6F6;\n  --md-light-blue-500: #03A9F4;\n  --md-light-blue-600: #039BE5;\n  --md-light-blue-700: #0288D1;\n  --md-light-blue-800: #0277BD;\n  --md-light-blue-900: #01579B;\n  --md-light-blue-A100: #80D8FF;\n  --md-light-blue-A200: #40C4FF;\n  --md-light-blue-A400: #00B0FF;\n  --md-light-blue-A700: #0091EA;\n\n  --md-cyan-50: #E0F7FA;\n  --md-cyan-100: #B2EBF2;\n  --md-cyan-200: #80DEEA;\n  --md-cyan-300: #4DD0E1;\n  --md-cyan-400: #26C6DA;\n  --md-cyan-500: #00BCD4;\n  --md-cyan-600: #00ACC1;\n  --md-cyan-700: #0097A7;\n  --md-cyan-800: #00838F;\n  --md-cyan-900: #006064;\n  --md-cyan-A100: #84FFFF;\n  --md-cyan-A200: #18FFFF;\n  --md-cyan-A400: #00E5FF;\n  --md-cyan-A700: #00B8D4;\n\n  --md-teal-50: #E0F2F1;\n  --md-teal-100: #B2DFDB;\n  --md-teal-200: #80CBC4;\n  --md-teal-300: #4DB6AC;\n  --md-teal-400: #26A69A;\n  --md-teal-500: #009688;\n  --md-teal-600: #00897B;\n  --md-teal-700: #00796B;\n  --md-teal-800: #00695C;\n  --md-teal-900: #004D40;\n  --md-teal-A100: #A7FFEB;\n  --md-teal-A200: #64FFDA;\n  --md-teal-A400: #1DE9B6;\n  --md-teal-A700: #00BFA5;\n\n  --md-green-50: #E8F5E9;\n  --md-green-100: #C8E6C9;\n  --md-green-200: #A5D6A7;\n  --md-green-300: #81C784;\n  --md-green-400: #66BB6A;\n  --md-green-500: #4CAF50;\n  --md-green-600: #43A047;\n  --md-green-700: #388E3C;\n  --md-green-800: #2E7D32;\n  --md-green-900: #1B5E20;\n  --md-green-A100: #B9F6CA;\n  --md-green-A200: #69F0AE;\n  --md-green-A400: #00E676;\n  --md-green-A700: #00C853;\n\n  --md-light-green-50: #F1F8E9;\n  --md-light-green-100: #DCEDC8;\n  --md-light-green-200: #C5E1A5;\n  --md-light-green-300: #AED581;\n  --md-light-green-400: #9CCC65;\n  --md-light-green-500: #8BC34A;\n  --md-light-green-600: #7CB342;\n  --md-light-green-700: #689F38;\n  --md-light-green-800: #558B2F;\n  --md-light-green-900: #33691E;\n  --md-light-green-A100: #CCFF90;\n  --md-light-green-A200: #B2FF59;\n  --md-light-green-A400: #76FF03;\n  --md-light-green-A700: #64DD17;\n\n  --md-lime-50: #F9FBE7;\n  --md-lime-100: #F0F4C3;\n  --md-lime-200: #E6EE9C;\n  --md-lime-300: #DCE775;\n  --md-lime-400: #D4E157;\n  --md-lime-500: #CDDC39;\n  --md-lime-600: #C0CA33;\n  --md-lime-700: #AFB42B;\n  --md-lime-800: #9E9D24;\n  --md-lime-900: #827717;\n  --md-lime-A100: #F4FF81;\n  --md-lime-A200: #EEFF41;\n  --md-lime-A400: #C6FF00;\n  --md-lime-A700: #AEEA00;\n\n  --md-yellow-50: #FFFDE7;\n  --md-yellow-100: #FFF9C4;\n  --md-yellow-200: #FFF59D;\n  --md-yellow-300: #FFF176;\n  --md-yellow-400: #FFEE58;\n  --md-yellow-500: #FFEB3B;\n  --md-yellow-600: #FDD835;\n  --md-yellow-700: #FBC02D;\n  --md-yellow-800: #F9A825;\n  --md-yellow-900: #F57F17;\n  --md-yellow-A100: #FFFF8D;\n  --md-yellow-A200: #FFFF00;\n  --md-yellow-A400: #FFEA00;\n  --md-yellow-A700: #FFD600;\n\n  --md-amber-50: #FFF8E1;\n  --md-amber-100: #FFECB3;\n  --md-amber-200: #FFE082;\n  --md-amber-300: #FFD54F;\n  --md-amber-400: #FFCA28;\n  --md-amber-500: #FFC107;\n  --md-amber-600: #FFB300;\n  --md-amber-700: #FFA000;\n  --md-amber-800: #FF8F00;\n  --md-amber-900: #FF6F00;\n  --md-amber-A100: #FFE57F;\n  --md-amber-A200: #FFD740;\n  --md-amber-A400: #FFC400;\n  --md-amber-A700: #FFAB00;\n\n  --md-orange-50: #FFF3E0;\n  --md-orange-100: #FFE0B2;\n  --md-orange-200: #FFCC80;\n  --md-orange-300: #FFB74D;\n  --md-orange-400: #FFA726;\n  --md-orange-500: #FF9800;\n  --md-orange-600: #FB8C00;\n  --md-orange-700: #F57C00;\n  --md-orange-800: #EF6C00;\n  --md-orange-900: #E65100;\n  --md-orange-A100: #FFD180;\n  --md-orange-A200: #FFAB40;\n  --md-orange-A400: #FF9100;\n  --md-orange-A700: #FF6D00;\n\n  --md-deep-orange-50: #FBE9E7;\n  --md-deep-orange-100: #FFCCBC;\n  --md-deep-orange-200: #FFAB91;\n  --md-deep-orange-300: #FF8A65;\n  --md-deep-orange-400: #FF7043;\n  --md-deep-orange-500: #FF5722;\n  --md-deep-orange-600: #F4511E;\n  --md-deep-orange-700: #E64A19;\n  --md-deep-orange-800: #D84315;\n  --md-deep-orange-900: #BF360C;\n  --md-deep-orange-A100: #FF9E80;\n  --md-deep-orange-A200: #FF6E40;\n  --md-deep-orange-A400: #FF3D00;\n  --md-deep-orange-A700: #DD2C00;\n\n  --md-brown-50: #EFEBE9;\n  --md-brown-100: #D7CCC8;\n  --md-brown-200: #BCAAA4;\n  --md-brown-300: #A1887F;\n  --md-brown-400: #8D6E63;\n  --md-brown-500: #795548;\n  --md-brown-600: #6D4C41;\n  --md-brown-700: #5D4037;\n  --md-brown-800: #4E342E;\n  --md-brown-900: #3E2723;\n\n  --md-grey-50: #FAFAFA;\n  --md-grey-100: #F5F5F5;\n  --md-grey-200: #EEEEEE;\n  --md-grey-300: #E0E0E0;\n  --md-grey-400: #BDBDBD;\n  --md-grey-500: #9E9E9E;\n  --md-grey-600: #757575;\n  --md-grey-700: #616161;\n  --md-grey-800: #424242;\n  --md-grey-900: #212121;\n\n  --md-blue-grey-50: #ECEFF1;\n  --md-blue-grey-100: #CFD8DC;\n  --md-blue-grey-200: #B0BEC5;\n  --md-blue-grey-300: #90A4AE;\n  --md-blue-grey-400: #78909C;\n  --md-blue-grey-500: #607D8B;\n  --md-blue-grey-600: #546E7A;\n  --md-blue-grey-700: #455A64;\n  --md-blue-grey-800: #37474F;\n  --md-blue-grey-900: #263238;\n}","/* Copyright (c) Jupyter Development Team.\n * Distributed under the terms of the Modified BSD License.\n */\n\n/*\n * We assume that the CSS variables in\n * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css\n * have been defined.\n */\n\n@import \"./phosphor.css\";\n\n:root {\n    --jp-widgets-color: var(--jp-content-font-color1);\n    --jp-widgets-label-color: var(--jp-widgets-color);\n    --jp-widgets-readout-color: var(--jp-widgets-color);\n    --jp-widgets-font-size: var(--jp-ui-font-size1);\n    --jp-widgets-margin: 2px;\n    --jp-widgets-inline-height: 28px;\n    --jp-widgets-inline-width: 300px;\n    --jp-widgets-inline-width-short: calc(var(--jp-widgets-inline-width) / 2 - var(--jp-widgets-margin));\n    --jp-widgets-inline-width-tiny: calc(var(--jp-widgets-inline-width-short) / 2 - var(--jp-widgets-margin));\n    --jp-widgets-inline-margin: 4px; /* margin between inline elements */\n    --jp-widgets-inline-label-width: 80px;\n    --jp-widgets-border-width: var(--jp-border-width);\n    --jp-widgets-vertical-height: 200px;\n    --jp-widgets-horizontal-tab-height: 24px;\n    --jp-widgets-horizontal-tab-width: 144px;\n    --jp-widgets-horizontal-tab-top-border: 2px;\n    --jp-widgets-progress-thickness: 20px;\n    --jp-widgets-container-padding: 15px;\n    --jp-widgets-input-padding: 4px;\n    --jp-widgets-radio-item-height-adjustment: 8px;\n    --jp-widgets-radio-item-height: calc(var(--jp-widgets-inline-height) - var(--jp-widgets-radio-item-height-adjustment));\n    --jp-widgets-slider-track-thickness: 4px;\n    --jp-widgets-slider-border-width: var(--jp-widgets-border-width);\n    --jp-widgets-slider-handle-size: 16px;\n    --jp-widgets-slider-handle-border-color: var(--jp-border-color1);\n    --jp-widgets-slider-handle-background-color: var(--jp-layout-color1);\n    --jp-widgets-slider-active-handle-color: var(--jp-brand-color1);\n    --jp-widgets-menu-item-height: 24px;\n    --jp-widgets-dropdown-arrow: url(\"data:image/svg+xml;base64,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\");\n    --jp-widgets-input-color: var(--jp-ui-font-color1);\n    --jp-widgets-input-background-color: var(--jp-layout-color1);\n    --jp-widgets-input-border-color: var(--jp-border-color1);\n    --jp-widgets-input-focus-border-color: var(--jp-brand-color2);\n    --jp-widgets-input-border-width: var(--jp-widgets-border-width);\n    --jp-widgets-disabled-opacity: 0.6;\n\n    /* From Material Design Lite */\n    --md-shadow-key-umbra-opacity: 0.2;\n    --md-shadow-key-penumbra-opacity: 0.14;\n    --md-shadow-ambient-shadow-opacity: 0.12;\n}\n\n.jupyter-widgets {\n    margin: var(--jp-widgets-margin);\n    box-sizing: border-box;\n    color: var(--jp-widgets-color);\n    overflow: visible;\n}\n\n.jupyter-widgets.jupyter-widgets-disconnected::before {\n    line-height: var(--jp-widgets-inline-height);\n    height: var(--jp-widgets-inline-height);\n}\n\n.jp-Output-result > .jupyter-widgets {\n    margin-left: 0;\n    margin-right: 0;\n}\n\n/* vbox and hbox */\n\n.widget-inline-hbox {\n    /* Horizontal widgets */\n    box-sizing: border-box;\n    display: flex;\n    flex-direction: row;\n    align-items: baseline;\n}\n\n.widget-inline-vbox {\n    /* Vertical Widgets */\n    box-sizing: border-box;\n    display: flex;\n    flex-direction: column;\n    align-items: center;\n}\n\n.widget-box {\n    box-sizing: border-box;\n    display: flex;\n    margin: 0;\n    overflow: auto;\n}\n\n.widget-gridbox {\n    box-sizing: border-box;\n    display: grid;\n    margin: 0;\n    overflow: auto;\n}\n\n.widget-hbox {\n    flex-direction: row;\n}\n\n.widget-vbox {\n    flex-direction: column;\n}\n\n/* General Button Styling */\n\n.jupyter-button {\n    padding-left: 10px;\n    padding-right: 10px;\n    padding-top: 0px;\n    padding-bottom: 0px;\n    display: inline-block;\n    white-space: nowrap;\n    overflow: hidden;\n    text-overflow: ellipsis;\n    text-align: center;\n    font-size: var(--jp-widgets-font-size);\n    cursor: pointer;\n\n    height: var(--jp-widgets-inline-height);\n    border: 0px solid;\n    line-height: var(--jp-widgets-inline-height);\n    box-shadow: none;\n\n    color: var(--jp-ui-font-color1);\n    background-color: var(--jp-layout-color2);\n    border-color: var(--jp-border-color2);\n    border: none;\n}\n\n.jupyter-button i.fa {\n    margin-right: var(--jp-widgets-inline-margin);\n    pointer-events: none;\n}\n\n.jupyter-button:empty:before {\n    content: \"\\200b\"; /* zero-width space */\n}\n\n.jupyter-widgets.jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n.jupyter-button i.fa.center {\n    margin-right: 0;\n}\n\n.jupyter-button:hover:enabled, .jupyter-button:focus:enabled {\n    /* MD Lite 2dp shadow */\n    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, var(--md-shadow-key-penumbra-opacity)),\n                0 3px 1px -2px rgba(0, 0, 0, var(--md-shadow-key-umbra-opacity)),\n                0 1px 5px 0 rgba(0, 0, 0, var(--md-shadow-ambient-shadow-opacity));\n}\n\n.jupyter-button:active, .jupyter-button.mod-active {\n    /* MD Lite 4dp shadow */\n    box-shadow: 0 4px 5px 0 rgba(0, 0, 0, var(--md-shadow-key-penumbra-opacity)),\n                0 1px 10px 0 rgba(0, 0, 0, var(--md-shadow-ambient-shadow-opacity)),\n                0 2px 4px -1px rgba(0, 0, 0, var(--md-shadow-key-umbra-opacity));\n    color: var(--jp-ui-font-color1);\n    background-color: var(--jp-layout-color3);\n}\n\n.jupyter-button:focus:enabled {\n    outline: 1px solid var(--jp-widgets-input-focus-border-color);\n}\n\n/* Button \"Primary\" Styling */\n\n.jupyter-button.mod-primary {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-brand-color1);\n}\n\n.jupyter-button.mod-primary.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-brand-color0);\n}\n\n.jupyter-button.mod-primary:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-brand-color0);\n}\n\n/* Button \"Success\" Styling */\n\n.jupyter-button.mod-success {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-success-color1);\n}\n\n.jupyter-button.mod-success.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-success-color0);\n }\n\n.jupyter-button.mod-success:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-success-color0);\n }\n\n /* Button \"Info\" Styling */\n\n.jupyter-button.mod-info {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-info-color1);\n}\n\n.jupyter-button.mod-info.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-info-color0);\n}\n\n.jupyter-button.mod-info:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-info-color0);\n}\n\n/* Button \"Warning\" Styling */\n\n.jupyter-button.mod-warning {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-warn-color1);\n}\n\n.jupyter-button.mod-warning.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-warn-color0);\n}\n\n.jupyter-button.mod-warning:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-warn-color0);\n}\n\n/* Button \"Danger\" Styling */\n\n.jupyter-button.mod-danger {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-error-color1);\n}\n\n.jupyter-button.mod-danger.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-error-color0);\n}\n\n.jupyter-button.mod-danger:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-error-color0);\n}\n\n/* Widget Button*/\n\n.widget-button, .widget-toggle-button {\n    width: var(--jp-widgets-inline-width-short);\n}\n\n/* Widget Label Styling */\n\n/* Override Bootstrap label css */\n.jupyter-widgets label {\n    margin-bottom: initial;\n}\n\n.widget-label-basic {\n    /* Basic Label */\n    color: var(--jp-widgets-label-color);\n    font-size: var(--jp-widgets-font-size);\n    overflow: hidden;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-label {\n    /* Label */\n    color: var(--jp-widgets-label-color);\n    font-size: var(--jp-widgets-font-size);\n    overflow: hidden;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-inline-hbox .widget-label {\n    /* Horizontal Widget Label */\n    color: var(--jp-widgets-label-color);\n    text-align: right;\n    margin-right: calc( var(--jp-widgets-inline-margin) * 2 );\n    width: var(--jp-widgets-inline-label-width);\n    flex-shrink: 0;\n}\n\n.widget-inline-vbox .widget-label {\n    /* Vertical Widget Label */\n    color: var(--jp-widgets-label-color);\n    text-align: center;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n/* Widget Readout Styling */\n\n.widget-readout {\n    color: var(--jp-widgets-readout-color);\n    font-size: var(--jp-widgets-font-size);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    overflow: hidden;\n    white-space: nowrap;\n    text-align: center;\n}\n\n.widget-readout.overflow {\n    /* Overflowing Readout */\n\n    /* From Material Design Lite\n        shadow-key-umbra-opacity: 0.2;\n        shadow-key-penumbra-opacity: 0.14;\n        shadow-ambient-shadow-opacity: 0.12;\n     */\n    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                        0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                        0 1px 5px 0 rgba(0, 0, 0, 0.12);\n\n    -moz-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                     0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                     0 1px 5px 0 rgba(0, 0, 0, 0.12);\n\n    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                0 1px 5px 0 rgba(0, 0, 0, 0.12);\n}\n\n.widget-inline-hbox .widget-readout {\n    /* Horizontal Readout */\n    text-align: center;\n    max-width: var(--jp-widgets-inline-width-short);\n    min-width: var(--jp-widgets-inline-width-tiny);\n    margin-left: var(--jp-widgets-inline-margin);\n}\n\n.widget-inline-vbox .widget-readout {\n    /* Vertical Readout */\n    margin-top: var(--jp-widgets-inline-margin);\n    /* as wide as the widget */\n    width: inherit;\n}\n\n/* Widget Checkbox Styling */\n\n.widget-checkbox {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-checkbox input[type=\"checkbox\"] {\n    margin: 0px calc( var(--jp-widgets-inline-margin) * 2 ) 0px 0px;\n    line-height: var(--jp-widgets-inline-height);\n    font-size: large;\n    flex-grow: 1;\n    flex-shrink: 0;\n    align-self: center;\n}\n\n/* Widget Valid Styling */\n\n.widget-valid {\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width-short);\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-valid i:before {\n    line-height: var(--jp-widgets-inline-height);\n    margin-right: var(--jp-widgets-inline-margin);\n    margin-left: var(--jp-widgets-inline-margin);\n\n    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */\n    display: inline-block;\n    font: normal normal normal 14px/1 FontAwesome;\n    font-size: inherit;\n    text-rendering: auto;\n    -webkit-font-smoothing: antialiased;\n    -moz-osx-font-smoothing: grayscale;\n}\n\n.widget-valid.mod-valid i:before {\n    content: \"\\f00c\";\n    color: green;\n}\n\n.widget-valid.mod-invalid i:before {\n    content: \"\\f00d\";\n    color: red;\n}\n\n.widget-valid.mod-valid .widget-valid-readout {\n    display: none;\n}\n\n/* Widget Text and TextArea Stying */\n\n.widget-textarea, .widget-text {\n    width: var(--jp-widgets-inline-width);\n}\n\n.widget-text input[type=\"text\"], .widget-text input[type=\"number\"]{\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-text input[type=\"text\"]:disabled, .widget-text input[type=\"number\"]:disabled, .widget-textarea textarea:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n.widget-text input[type=\"text\"], .widget-text input[type=\"number\"], .widget-textarea textarea {\n    box-sizing: border-box;\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    flex-grow: 1;\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    flex-shrink: 1;\n    outline: none !important;\n}\n\n.widget-textarea textarea {\n    height: inherit;\n    width: inherit;\n}\n\n.widget-text input:focus, .widget-textarea textarea:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n/* Widget Slider */\n\n.widget-slider .ui-slider {\n    /* Slider Track */\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-layout-color3);\n    background: var(--jp-layout-color3);\n    box-sizing: border-box;\n    position: relative;\n    border-radius: 0px;\n}\n\n.widget-slider .ui-slider .ui-slider-handle {\n    /* Slider Handle */\n    outline: none !important; /* focused slider handles are colored - see below */\n    position: absolute;\n    background-color: var(--jp-widgets-slider-handle-background-color);\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-handle-border-color);\n    box-sizing: border-box;\n    z-index: 1;\n    background-image: none; /* Override jquery-ui */\n}\n\n/* Override jquery-ui */\n.widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {\n    background-color: var(--jp-widgets-slider-active-handle-color);\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-active-handle-color);\n}\n\n.widget-slider .ui-slider .ui-slider-handle:active {\n    background-color: var(--jp-widgets-slider-active-handle-color);\n    border-color: var(--jp-widgets-slider-active-handle-color);\n    z-index: 2;\n    transform: scale(1.2);\n}\n\n.widget-slider  .ui-slider .ui-slider-range {\n    /* Interval between the two specified value of a double slider */\n    position: absolute;\n    background: var(--jp-widgets-slider-active-handle-color);\n    z-index: 0;\n}\n\n/* Shapes of Slider Handles */\n\n.widget-hslider .ui-slider .ui-slider-handle {\n    width: var(--jp-widgets-slider-handle-size);\n    height: var(--jp-widgets-slider-handle-size);\n    margin-top: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-handle-size)) / 2 - var(--jp-widgets-slider-border-width));\n    margin-left: calc(var(--jp-widgets-slider-handle-size) / -2 + var(--jp-widgets-slider-border-width));\n    border-radius: 50%;\n    top: 0;\n}\n\n.widget-vslider .ui-slider .ui-slider-handle {\n    width: var(--jp-widgets-slider-handle-size);\n    height: var(--jp-widgets-slider-handle-size);\n    margin-bottom: calc(var(--jp-widgets-slider-handle-size) / -2 + var(--jp-widgets-slider-border-width));\n    margin-left: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-handle-size)) / 2 - var(--jp-widgets-slider-border-width));\n    border-radius: 50%;\n    left: 0;\n}\n\n.widget-hslider .ui-slider .ui-slider-range {\n    height: calc( var(--jp-widgets-slider-track-thickness) * 2 );\n    margin-top: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-track-thickness) * 2 ) / 2 - var(--jp-widgets-slider-border-width));\n}\n\n.widget-vslider .ui-slider .ui-slider-range {\n    width: calc( var(--jp-widgets-slider-track-thickness) * 2 );\n    margin-left: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-track-thickness) * 2 ) / 2 - var(--jp-widgets-slider-border-width));\n}\n\n/* Horizontal Slider */\n\n.widget-hslider {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n\n    /* Override the align-items baseline. This way, the description and readout\n    still seem to align their baseline properly, and we don't have to have\n    align-self: stretch in the .slider-container. */\n    align-items: center;\n}\n\n.widgets-slider .slider-container {\n    overflow: visible;\n}\n\n.widget-hslider .slider-container {\n    height: var(--jp-widgets-inline-height);\n    margin-left: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    margin-right: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n}\n\n.widget-hslider .ui-slider {\n    /* Inner, invisible slide div */\n    height: var(--jp-widgets-slider-track-thickness);\n    margin-top: calc((var(--jp-widgets-inline-height) - var(--jp-widgets-slider-track-thickness)) / 2);\n    width: 100%;\n}\n\n/* Vertical Slider */\n\n.widget-vbox .widget-label {\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-vslider {\n    /* Vertical Slider */\n    height: var(--jp-widgets-vertical-height);\n    width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-vslider .slider-container {\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    margin-left: auto;\n    margin-right: auto;\n    margin-bottom: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    margin-top: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    display: flex;\n    flex-direction: column;\n}\n\n.widget-vslider .ui-slider-vertical {\n    /* Inner, invisible slide div */\n    width: var(--jp-widgets-slider-track-thickness);\n    flex-grow: 1;\n    margin-left: auto;\n    margin-right: auto;\n}\n\n/* Widget Progress Styling */\n\n.progress-bar {\n    -webkit-transition: none;\n    -moz-transition: none;\n    -ms-transition: none;\n    -o-transition: none;\n    transition: none;\n}\n\n.progress-bar {\n    height: var(--jp-widgets-inline-height);\n}\n\n.progress-bar {\n    background-color: var(--jp-brand-color1);\n}\n\n.progress-bar-success {\n    background-color: var(--jp-success-color1);\n}\n\n.progress-bar-info {\n    background-color: var(--jp-info-color1);\n}\n\n.progress-bar-warning {\n    background-color: var(--jp-warn-color1);\n}\n\n.progress-bar-danger {\n    background-color: var(--jp-error-color1);\n}\n\n.progress {\n    background-color: var(--jp-layout-color2);\n    border: none;\n    box-shadow: none;\n}\n\n/* Horisontal Progress */\n\n.widget-hprogress {\n    /* Progress Bar */\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width);\n    align-items: center;\n\n}\n\n.widget-hprogress .progress {\n    flex-grow: 1;\n    margin-top: var(--jp-widgets-input-padding);\n    margin-bottom: var(--jp-widgets-input-padding);\n    align-self: stretch;\n    /* Override bootstrap style */\n    height: initial;\n}\n\n/* Vertical Progress */\n\n.widget-vprogress {\n    height: var(--jp-widgets-vertical-height);\n    width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-vprogress .progress {\n    flex-grow: 1;\n    width: var(--jp-widgets-progress-thickness);\n    margin-left: auto;\n    margin-right: auto;\n    margin-bottom: 0;\n}\n\n/* Select Widget Styling */\n\n.widget-dropdown {\n    height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-dropdown > select {\n    padding-right: 20px;\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    border-radius: 0;\n    height: inherit;\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    box-sizing: border-box;\n    outline: none !important;\n    box-shadow: none;\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    vertical-align: top;\n    padding-left: calc( var(--jp-widgets-input-padding) * 2);\n\tappearance: none;\n\t-webkit-appearance: none;\n\t-moz-appearance: none;\n    background-repeat: no-repeat;\n\tbackground-size: 20px;\n\tbackground-position: right center;\n    background-image: var(--jp-widgets-dropdown-arrow);\n}\n.widget-dropdown > select:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-dropdown > select:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* To disable the dotted border in Firefox around select controls.\n   See http://stackoverflow.com/a/18853002 */\n.widget-dropdown > select:-moz-focusring {\n    color: transparent;\n    text-shadow: 0 0 0 #000;\n}\n\n/* Select and SelectMultiple */\n\n.widget-select {\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n\n    /* Because Firefox defines the baseline of a select as the bottom of the\n    control, we align the entire control to the top and add padding to the\n    select to get an approximate first line baseline alignment. */\n    align-items: flex-start;\n}\n\n.widget-select > select {\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    outline: none !important;\n    overflow: auto;\n    height: inherit;\n\n    /* Because Firefox defines the baseline of a select as the bottom of the\n    control, we align the entire control to the top and add padding to the\n    select to get an approximate first line baseline alignment. */\n    padding-top: 5px;\n}\n\n.widget-select > select:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.wiget-select > select > option {\n    padding-left: var(--jp-widgets-input-padding);\n    line-height: var(--jp-widgets-inline-height);\n    /* line-height doesn't work on some browsers for select options */\n    padding-top: calc(var(--jp-widgets-inline-height)-var(--jp-widgets-font-size)/2);\n    padding-bottom: calc(var(--jp-widgets-inline-height)-var(--jp-widgets-font-size)/2);\n}\n\n\n\n/* Toggle Buttons Styling */\n\n.widget-toggle-buttons {\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-toggle-buttons .widget-toggle-button {\n    margin-left: var(--jp-widgets-margin);\n    margin-right: var(--jp-widgets-margin);\n}\n\n.widget-toggle-buttons .jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Radio Buttons Styling */\n\n.widget-radio {\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-radio-box {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n    box-sizing: border-box;\n    flex-grow: 1;\n    margin-bottom: var(--jp-widgets-radio-item-height-adjustment);\n}\n\n.widget-radio-box label {\n    height: var(--jp-widgets-radio-item-height);\n    line-height: var(--jp-widgets-radio-item-height);\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-radio-box input {\n    height: var(--jp-widgets-radio-item-height);\n    line-height: var(--jp-widgets-radio-item-height);\n    margin: 0 calc( var(--jp-widgets-input-padding) * 2 ) 0 1px;\n    float: left;\n}\n\n/* Color Picker Styling */\n\n.widget-colorpicker {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-colorpicker > .widget-colorpicker-input {\n    flex-grow: 1;\n    flex-shrink: 1;\n    min-width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-colorpicker input[type=\"color\"] {\n    width: var(--jp-widgets-inline-height);\n    height: var(--jp-widgets-inline-height);\n    padding: 0 2px; /* make the color square actually square on Chrome on OS X */\n    background: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    border-left: none;\n    flex-grow: 0;\n    flex-shrink: 0;\n    box-sizing: border-box;\n    align-self: stretch;\n    outline: none !important;\n}\n\n.widget-colorpicker.concise input[type=\"color\"] {\n    border-left: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n}\n\n.widget-colorpicker input[type=\"color\"]:focus, .widget-colorpicker input[type=\"text\"]:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-colorpicker input[type=\"text\"] {\n    flex-grow: 1;\n    outline: none !important;\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    background: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    flex-shrink: 1;\n    box-sizing: border-box;\n}\n\n.widget-colorpicker input[type=\"text\"]:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Date Picker Styling */\n\n.widget-datepicker {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-datepicker input[type=\"date\"] {\n    flex-grow: 1;\n    flex-shrink: 1;\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    outline: none !important;\n    height: var(--jp-widgets-inline-height);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    box-sizing: border-box;\n}\n\n.widget-datepicker input[type=\"date\"]:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-datepicker input[type=\"date\"]:invalid {\n    border-color: var(--jp-warn-color1);\n}\n\n.widget-datepicker input[type=\"date\"]:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Play Widget */\n\n.widget-play {\n    width: var(--jp-widgets-inline-width-short);\n    display: flex;\n    align-items: stretch;\n}\n\n.widget-play .jupyter-button {\n    flex-grow: 1;\n    height: auto;\n}\n\n.widget-play .jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Tab Widget */\n\n.jupyter-widgets.widget-tab {\n    display: flex;\n    flex-direction: column;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */\n    overflow-x: visible;\n    overflow-y: visible;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {\n    /* Make sure that the tab grows from bottom up */\n    align-items: flex-end;\n    min-width: 0;\n    min-height: 0;\n}\n\n.jupyter-widgets.widget-tab > .widget-tab-contents {\n    width: 100%;\n    box-sizing: border-box;\n    margin: 0;\n    background: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n    border: var(--jp-border-width) solid var(--jp-border-color1);\n    padding: var(--jp-widgets-container-padding);\n    flex-grow: 1;\n    overflow: auto;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n    font: var(--jp-widgets-font-size) Helvetica, Arial, sans-serif;\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + var(--jp-border-width));\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {\n    flex: 0 1 var(--jp-widgets-horizontal-tab-width);\n    min-width: 35px;\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + var(--jp-border-width));\n    line-height: var(--jp-widgets-horizontal-tab-height);\n    margin-left: calc(-1 * var(--jp-border-width));\n    padding: 0px 10px;\n    background: var(--jp-layout-color2);\n    color: var(--jp-ui-font-color2);\n    border: var(--jp-border-width) solid var(--jp-border-color1);\n    border-bottom: none;\n    position: relative;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {\n    color: var(--jp-ui-font-color0);\n    /* We want the background to match the tab content background */\n    background: var(--jp-layout-color1);\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + 2 * var(--jp-border-width));\n    transform: translateY(var(--jp-border-width));\n    overflow: visible;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {\n    position: absolute;\n    top: calc(-1 * var(--jp-border-width));\n    left: calc(-1 * var(--jp-border-width));\n    content: '';\n    height: var(--jp-widgets-horizontal-tab-top-border);\n    width: calc(100% + 2 * var(--jp-border-width));\n    background: var(--jp-brand-color1);\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {\n    margin-left: 0;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {\n    background: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {\n    margin-left: 4px;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {\n    font-family: FontAwesome;\n    content: '\\f00d'; /* close */\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {\n    line-height: var(--jp-widgets-horizontal-tab-height);\n}\n\n/* Accordion Widget */\n\n.p-Collapse {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n}\n\n.p-Collapse-header {\n    padding: var(--jp-widgets-input-padding);\n    cursor: pointer;\n    color: var(--jp-ui-font-color2);\n    background-color: var(--jp-layout-color2);\n    border: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    padding: calc(var(--jp-widgets-container-padding) * 2 / 3) var(--jp-widgets-container-padding);\n    font-weight: bold;\n}\n\n.p-Collapse-header:hover {\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n}\n\n.p-Collapse-open > .p-Collapse-header {\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color0);\n    cursor: default;\n    border-bottom: none;\n}\n\n.p-Collapse .p-Collapse-header::before {\n    content: '\\f0da\\00A0';  /* caret-right, non-breaking space */\n    display: inline-block;\n    font: normal normal normal 14px/1 FontAwesome;\n    font-size: inherit;\n    text-rendering: auto;\n    -webkit-font-smoothing: antialiased;\n    -moz-osx-font-smoothing: grayscale;\n}\n\n.p-Collapse-open > .p-Collapse-header::before {\n    content: '\\f0d7\\00A0'; /* caret-down, non-breaking space */\n}\n\n.p-Collapse-contents {\n    padding: var(--jp-widgets-container-padding);\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n    border-left: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    border-right: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    border-bottom: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    overflow: auto;\n}\n\n.p-Accordion {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n}\n\n.p-Accordion .p-Collapse {\n    margin-bottom: 0;\n}\n\n.p-Accordion .p-Collapse + .p-Collapse {\n    margin-top: 4px;\n}\n\n\n\n/* HTML widget */\n\n.widget-html, .widget-htmlmath {\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {\n    /* Fill out the area in the HTML widget */\n    align-self: stretch;\n    flex-grow: 1;\n    flex-shrink: 1;\n    /* Makes sure the baseline is still aligned with other elements */\n    line-height: var(--jp-widgets-inline-height);\n    /* Make it possible to have absolutely-positioned elements in the html */\n    position: relative;\n}\n","/* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:\n\nCopyright (c) 2014-2017, PhosphorJS Contributors\nAll rights reserved.\n\nRedistribution and use in source and binary forms, with or without\nmodification, are permitted provided that the following conditions are met:\n\n* Redistributions of source code must retain the above copyright notice, this\n  list of conditions and the following disclaimer.\n\n* Redistributions in binary form must reproduce the above copyright notice,\n  this list of conditions and the following disclaimer in the documentation\n  and/or other materials provided with the distribution.\n\n* Neither the name of the copyright holder nor the names of its\n  contributors may be used to endorse or promote products derived from\n  this software without specific prior written permission.\n\nTHIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\nAND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\nIMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\nDISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE\nFOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\nDAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\nSERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\nCAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\nOR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\nOF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n\n*/\n\n/*\n * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css \n * We've scoped the rules so that they are consistent with exactly our code.\n */\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n  display: flex;\n  -webkit-user-select: none;\n  -moz-user-select: none;\n  -ms-user-select: none;\n  user-select: none;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {\n  flex-direction: row;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {\n  flex-direction: column;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {\n  margin: 0;\n  padding: 0;\n  display: flex;\n  flex: 1 1 auto;\n  list-style-type: none;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {\n  flex-direction: row;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {\n  flex-direction: column;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {\n  display: flex;\n  flex-direction: row;\n  box-sizing: border-box;\n  overflow: hidden;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {\n  flex: 0 0 auto;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {\n  flex: 1 1 auto;\n  overflow: hidden;\n  white-space: nowrap;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {\n  display: none !important;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {\n  position: relative;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {\n  left: 0;\n  transition: left 150ms ease;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {\n  top: 0;\n  transition: top 150ms ease;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {\n  transition: none;\n}\n\n/* End tabbar.css */\n"]} */",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 66
        }
      },
      "source": [
        "text = train_df.title.values\n",
        "text = text_cleaner(text)\n",
        "tf_idf_title = TfidfVectorizer(max_features=n_features_t,ngram_range=(1, 2))\n",
        "x_train_title = tf_idf_title.fit_transform(text)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "3193cd6e6d4243119fb8e2d129504a2f",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=489517), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "dOCG07ErRnty"
      },
      "source": [
        "## Подготовка датасета"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "idUxaVtNSGNE",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x_train_full = hstack([\n",
        "                         x_train_descr, \n",
        "                         x_train_title,\n",
        "    \n",
        "]).tocsr()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "adod9HXKRnty",
        "colab": {}
      },
      "source": [
        "target = train_df.category_id"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "T2fCmPtrRnt4"
      },
      "source": [
        "## Модели"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "52R2YyGBUBuw",
        "colab_type": "text"
      },
      "source": [
        "Далее будем пробовать только нейронные сети"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "hboKsp77RnuA",
        "outputId": "26dee36a-8673-49d1-fbb7-61e335f221a9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 420
        }
      },
      "source": [
        "seed = 7\n",
        "np.random.seed(seed)\n",
        "\n",
        "def create_model():\n",
        "  model = Sequential()\n",
        "  model.add(Dense(64, activation='relu', input_dim=n_features_d+n_features_t))\n",
        "  model.add(Dropout(0.2))\n",
        "  model.add(Dense(54, activation='softmax'))\n",
        "  model.compile(optimizer='adam',\n",
        "                loss='categorical_crossentropy',\n",
        "                metrics=['accuracy'])\n",
        "  return model\n",
        "\n",
        "\n",
        "model = KerasClassifier(build_fn=create_model, epochs=3, batch_size=32, verbose=1)\n",
        "kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=seed)\n",
        "results = cross_val_score(model, x_train_full, target, cv=kfold, scoring='accuracy', verbose=1)\n",
        "print(results.mean())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/3\n",
            "326329/326329 [==============================] - 234s 716us/step - loss: 0.6907 - acc: 0.8445\n",
            "Epoch 2/3\n",
            "326329/326329 [==============================] - 232s 711us/step - loss: 0.2975 - acc: 0.9126\n",
            "Epoch 3/3\n",
            "326329/326329 [==============================] - 231s 708us/step - loss: 0.2053 - acc: 0.9388\n",
            "163188/163188 [==============================] - 77s 474us/step\n",
            "Epoch 1/3\n",
            "326340/326340 [==============================] - 232s 711us/step - loss: 0.6961 - acc: 0.8430\n",
            "Epoch 2/3\n",
            "326340/326340 [==============================] - 232s 711us/step - loss: 0.2987 - acc: 0.9123\n",
            "Epoch 3/3\n",
            "326340/326340 [==============================] - 233s 714us/step - loss: 0.2071 - acc: 0.9384\n",
            "163177/163177 [==============================] - 77s 474us/step\n",
            "Epoch 1/3\n",
            "326365/326365 [==============================] - 234s 718us/step - loss: 0.6951 - acc: 0.8422\n",
            "Epoch 2/3\n",
            "326365/326365 [==============================] - 233s 715us/step - loss: 0.2990 - acc: 0.9122\n",
            "Epoch 3/3\n",
            "326365/326365 [==============================] - 233s 712us/step - loss: 0.2067 - acc: 0.9383\n",
            "163152/163152 [==============================] - 79s 484us/step\n",
            "0.8755365656785054\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed: 38.9min finished\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "e2vHLGA8RnuG"
      },
      "source": [
        "**Подведем итоги**\n",
        "\n",
        "\n",
        "неочищенный текст и заголовки nn 1L 64n 0.8750 (0,938 на обучении)\n",
        "\n",
        "очищенный текст + очищенные заголовки nn 1L 64n 0.8754 (0,933-4 на обучении)\n",
        "\n",
        "неочищенный текст и очищенные заголовки nn 1L 64n 0.8755 (0,938 на обучении)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "dkhwxgwD_6UF"
      },
      "source": [
        "# Модель 4"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "ZNfEpUa2_6UH"
      },
      "source": [
        "Добавим цену и попробуем добавить длину заголовка и текста объявления"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "TZL-CimQ_6UH"
      },
      "source": [
        "## Работа с текстом"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "J3klsVfM_6UI",
        "colab": {}
      },
      "source": [
        "n_features_d = 100000\n",
        "n_features_t = 10000"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "rVkXPjql_6UK"
      },
      "source": [
        "Текст объявления"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "NUzzDhDW_6UL",
        "colab": {}
      },
      "source": [
        "text = train_df.description.values\n",
        "#text = text_cleaner(text)\n",
        "tf_idf_descr = TfidfVectorizer(max_features=n_features_d,ngram_range=(1, 2))\n",
        "x_train_descr = tf_idf_descr.fit_transform(text)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "E-R4Qj9u_6UN"
      },
      "source": [
        "Теперь заголовок"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "c010ae40-ade1-4a78-844c-6a70ec8db28f",
        "id": "saRfEhL0_6UO",
        "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;
}

/*# sourceMappingURL=data:application/json;base64,{"version":3,"sources":["../node_modules/@jupyter-widgets/controls/css/widgets.css","../node_modules/@jupyter-widgets/controls/css/labvariables.css","../node_modules/@jupyter-widgets/controls/css/materialcolors.css","../node_modules/@jupyter-widgets/controls/css/widgets-base.css","../node_modules/@jupyter-widgets/controls/css/phosphor.css"],"names":[],"mappings":"AAAA;;GAEG;;CAEF;;kCAEiC;;CCNlC;;;+EAG+E;;CAE/E;;;;EAIE;;CCTF;;;;;;;;;;;;;;;;;;;;;;;;;;;;;GA6BG;;CDhBH;;;;;;;;;;;;;;;;;;;EAmBE;;CAGF;;GAEG;;CACF,yDAAyD;;CAC1D,yEAAyE;;CAEzE;;GAEG;;CAOH;;EAEE;;;KAGG;;EAQH;;;;IAIE,CAIwB,oBAAoB,CAGhB,0CAA0C;;EAGxE;;IAEE;;EAOF;;KAEG;;EAOH;;;IAGE,CAWwB,oBAAoB;;;EAU9C;;;;IAIE;;EAOF,kBAAkB;;EAYlB,+CAA+C;;EAsB/C,0BAA0B;EAa1B;4EAC0E;EAE1E;wEACsE;;EAGtE,8BAA8B;;EAK9B,6BAA6B;;EAI7B,6BAA6B;CAQ9B;;CEzMD;;GAEG;;CAEH;;;;GAIG;;CCRH;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;EA8BE;;CAEF;;;GAGG;;CAEH;EACE,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,0BAA0B;EAC1B,uBAAuB;EACvB,sBAAsB;EACtB,kBAAkB;CACnB;;CAGD;EACE,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;CACrB;;CAGD;EACE,6BAAuB;EAAvB,8BAAuB;MAAvB,2BAAuB;UAAvB,uBAAuB;CACxB;;CAGD;EACE,UAAU;EACV,WAAW;EACX,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,oBAAe;MAAf,mBAAe;UAAf,eAAe;EACf,sBAAsB;CACvB;;CAGD;EACE,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;CACrB;;CAGD;EACE,6BAAuB;EAAvB,8BAAuB;MAAvB,2BAAuB;UAAvB,uBAAuB;CACxB;;CAGD;EACE,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;EACpB,+BAAuB;UAAvB,uBAAuB;EACvB,iBAAiB;CAClB;;CAGD;;EAEE,oBAAe;MAAf,mBAAe;UAAf,eAAe;CAChB;;CAGD;EACE,oBAAe;MAAf,mBAAe;UAAf,eAAe;EACf,iBAAiB;EACjB,oBAAoB;CACrB;;CAGD;EACE,yBAAyB;CAC1B;;CAGD;EACE,mBAAmB;CACpB;;CAGD;EACE,QAAQ;EACR,oCAA4B;EAA5B,4BAA4B;CAC7B;;CAGD;EACE,OAAO;EACP,mCAA2B;EAA3B,2BAA2B;CAC5B;;CAGD;EACE,yBAAiB;EAAjB,iBAAiB;CAClB;;CAED,oBAAoB;;CD9GpB,QAUqC,oCAAoC;;IA2BrE,+BAA+B;CAIlC;;CAED;IACI,YAAiC;IACjC,+BAAuB;YAAvB,uBAAuB;IACvB,aAA+B;IAC/B,kBAAkB;CACrB;;CAED;IACI,kBAA6C;IAC7C,aAAwC;CAC3C;;CAED;IACI,eAAe;IACf,gBAAgB;CACnB;;CAED,mBAAmB;;CAEnB;IACI,wBAAwB;IACxB,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,+BAAoB;IAApB,8BAAoB;QAApB,wBAAoB;YAApB,oBAAoB;IACpB,4BAAsB;QAAtB,yBAAsB;YAAtB,sBAAsB;CACzB;;CAED;IACI,sBAAsB;IACtB,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,UAAU;IACV,eAAe;CAClB;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,cAAc;IACd,UAAU;IACV,eAAe;CAClB;;CAED;IACI,+BAAoB;IAApB,8BAAoB;QAApB,wBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED,4BAA4B;;CAE5B;IACI,mBAAmB;IACnB,oBAAoB;IACpB,iBAAiB;IACjB,oBAAoB;IACpB,sBAAsB;IACtB,oBAAoB;IACpB,iBAAiB;IACjB,wBAAwB;IACxB,mBAAmB;IACnB,gBAAuC;IACvC,gBAAgB;;IAEhB,aAAwC;IACxC,kBAAkB;IAClB,kBAA6C;IAC7C,yBAAiB;YAAjB,iBAAiB;;IAEjB,yBAAgC;IAChC,0BAA0C;IAC1C,sBAAsC;IACtC,aAAa;CAChB;;CAED;IACI,kBAA8C;IAC9C,qBAAqB;CACxB;;CAED;IACI,iBAAiB,CAAC,sBAAsB;CAC3C;;CAED;IACI,aAA4C;CAC/C;;CAED;IACI,gBAAgB;CACnB;;CAED;IACI,wBAAwB;IACxB;;+CAE+E;YAF/E;;+CAE+E;CAClF;;CAED;IACI,wBAAwB;IACxB;;iDAE6E;YAF7E;;iDAE6E;IAC7E,yBAAgC;IAChC,0BAA0C;CAC7C;;CAED;IACI,2BAA8D;CACjE;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAA2C;CAC9C;;CAED;IACI,8BAAwC;IACxC,0BAA2C;EAC7C;;CAEF;IACI,8BAAwC;IACxC,0BAA2C;EAC7C;;CAED,2BAA2B;;CAE5B;IACI,gCAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED,6BAA6B;;CAE7B;IACI,gCAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED,kBAAkB;;CAElB;IACI,aAA4C;CAC/C;;CAED,0BAA0B;;CAE1B,kCAAkC;;CAClC;IACI,iBAAuB;IAAvB,uBAAuB;CAC1B;;CAED;IACI,iBAAiB;IACjB,aAAqC;IACrC,gBAAuC;IACvC,iBAAiB;IACjB,wBAAwB;IACxB,oBAAoB;IACpB,kBAA6C;CAChD;;CAED;IACI,WAAW;IACX,aAAqC;IACrC,gBAAuC;IACvC,iBAAiB;IACjB,wBAAwB;IACxB,oBAAoB;IACpB,kBAA6C;CAChD;;CAED;IACI,6BAA6B;IAC7B,aAAqC;IACrC,kBAAkB;IAClB,kBAA0D;IAC1D,YAA4C;IAC5C,qBAAe;QAAf,eAAe;CAClB;;CAED;IACI,2BAA2B;IAC3B,aAAqC;IACrC,mBAAmB;IACnB,kBAA6C;CAChD;;CAED,4BAA4B;;CAE5B;IACI,aAAuC;IACvC,gBAAuC;IACvC,aAAwC;IACxC,kBAA6C;IAC7C,iBAAiB;IACjB,oBAAoB;IACpB,mBAAmB;CACtB;;CAED;IACI,yBAAyB;;IAEzB;;;;OAIG;IACH;;uDAEoD;;IAMpD;;+CAE4C;CAC/C;;CAED;IACI,wBAAwB;IACxB,mBAAmB;IACnB,iBAAgD;IAChD,gBAA+C;IAC/C,iBAA6C;CAChD;;CAED;IACI,sBAAsB;IACtB,gBAA4C;IAC5C,2BAA2B;IAC3B,eAAe;CAClB;;CAED,6BAA6B;;CAE7B;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,wBAAgE;IAChE,kBAA6C;IAC7C,iBAAiB;IACjB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,4BAAmB;QAAnB,mBAAmB;CACtB;;CAED,0BAA0B;;CAE1B;IACI,aAAwC;IACxC,kBAA6C;IAC7C,aAA4C;IAC5C,gBAAuC;CAC1C;;CAED;IACI,kBAA6C;IAC7C,kBAA8C;IAC9C,iBAA6C;;IAE7C,0JAA0J;IAC1J,sBAAsB;IACtB,8CAA8C;IAC9C,mBAAmB;IACnB,qBAAqB;IACrB,oCAAoC;IACpC,mCAAmC;CACtC;;CAED;IACI,iBAAiB;IACjB,aAAa;CAChB;;CAED;IACI,iBAAiB;IACjB,WAAW;CACd;;CAED;IACI,cAAc;CACjB;;CAED,qCAAqC;;CAErC;IACI,aAAsC;CACzC;;CAED;IACI,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,aAA4C;CAC/C;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,iBAAsF;IACtF,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,aAAa,CAAC,iEAAiE;IAC/E,qBAAe;QAAf,eAAe;IACf,yBAAyB;CAC5B;;CAED;IACI,gBAAgB;IAChB,eAAe;CAClB;;CAED;IACI,sBAAyD;CAC5D;;CAED,mBAAmB;;CAEnB;IACI,kBAAkB;IAClB,0BAA4E;IAC5E,oBAAoC;IACpC,+BAAuB;YAAvB,uBAAuB;IACvB,mBAAmB;IACnB,mBAAmB;CACtB;;CAED;IACI,mBAAmB;IACnB,yBAAyB,CAAC,oDAAoD;IAC9E,mBAAmB;IACnB,wBAAmE;IACnE,0BAAiG;IACjG,+BAAuB;YAAvB,uBAAuB;IACvB,WAAW;IACX,uBAAuB,CAAC,wBAAwB;CACnD;;CAED,wBAAwB;;CACxB;IACI,0BAA+D;IAC/D,0BAAiG;CACpG;;CAED;IACI,0BAA+D;IAC/D,sBAA2D;IAC3D,WAAW;IACX,8BAAsB;YAAtB,sBAAsB;CACzB;;CAED;IACI,iEAAiE;IACjE,mBAAmB;IACnB,oBAAyD;IACzD,WAAW;CACd;;CAED,8BAA8B;;CAE9B;IACI,YAA4C;IAC5C,aAA6C;IAC7C,iBAAgJ;IAChJ,kBAAqG;IACrG,mBAAmB;IACnB,OAAO;CACV;;CAED;IACI,YAA4C;IAC5C,aAA6C;IAC7C,oBAAuG;IACvG,kBAAiJ;IACjJ,mBAAmB;IACnB,QAAQ;CACX;;CAED;IACI,YAA6D;IAC7D,iBAAyJ;CAC5J;;CAED;IACI,WAA4D;IAC5D,kBAA0J;CAC7J;;CAED,uBAAuB;;CAEvB;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;;IAE7C;;oDAEgD;IAChD,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,kBAAkB;CACrB;;CAED;IACI,aAAwC;IACxC,iBAAwG;IACxG,kBAAyG;IACzG,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;CAClD;;CAED;IACI,gCAAgC;IAChC,YAAiD;IACjD,iBAAmG;IACnG,YAAY;CACf;;CAED,qBAAqB;;CAErB;IACI,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,qBAAqB;IACrB,cAA0C;IAC1C,YAA2C;CAC9C;;CAED;IACI,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,kBAAkB;IAClB,mBAAmB;IACnB,mBAA0G;IAC1G,gBAAuG;IACvG,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,gCAAgC;IAChC,WAAgD;IAChD,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,kBAAkB;IAClB,mBAAmB;CACtB;;CAED,6BAA6B;;CAE7B;IACI,yBAAyB;IAIzB,iBAAiB;CACpB;;CAED;IACI,aAAwC;CAC3C;;CAED;IACI,0BAAyC;CAC5C;;CAED;IACI,0BAA2C;CAC9C;;CAED;IACI,0BAAwC;CAC3C;;CAED;IACI,0BAAwC;CAC3C;;CAED;IACI,0BAAyC;CAC5C;;CAED;IACI,0BAA0C;IAC1C,aAAa;IACb,yBAAiB;YAAjB,iBAAiB;CACpB;;CAED,yBAAyB;;CAEzB;IACI,kBAAkB;IAClB,aAAwC;IACxC,kBAA6C;IAC7C,aAAsC;IACtC,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;;CAEvB;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,gBAA4C;IAC5C,mBAA+C;IAC/C,6BAAoB;QAApB,oBAAoB;IACpB,8BAA8B;IAC9B,aAAgB;IAAhB,gBAAgB;CACnB;;CAED,uBAAuB;;CAEvB;IACI,cAA0C;IAC1C,YAA2C;CAC9C;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,YAA4C;IAC5C,kBAAkB;IAClB,mBAAmB;IACnB,iBAAiB;CACpB;;CAED,2BAA2B;;CAE3B;IACI,aAAwC;IACxC,aAAsC;IACtC,kBAA6C;CAChD;;CAED;IACI,oBAAoB;IACpB,0BAAwF;IACxF,iBAAiB;IACjB,gBAAgB;IAChB,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,aAAa,CAAC,iEAAiE;IAC/E,+BAAuB;YAAvB,uBAAuB;IACvB,yBAAyB;IACzB,yBAAiB;YAAjB,iBAAiB;IACjB,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,oBAAoB;IACpB,kBAAyD;CAC5D,iBAAiB;CACjB,yBAAyB;CACzB,sBAAsB;IACnB,6BAA6B;CAChC,sBAAsB;CACtB,kCAAkC;IAC/B,kuBAAmD;CACtD;;CACD;IACI,sBAAyD;CAC5D;;CAED;IACI,aAA4C;CAC/C;;CAED;6CAC6C;;CAC7C;IACI,mBAAmB;IACnB,wBAAwB;CAC3B;;CAED,+BAA+B;;CAE/B;IACI,aAAsC;IACtC,kBAA6C;;IAE7C;;kEAE8D;IAC9D,yBAAwB;QAAxB,sBAAwB;YAAxB,wBAAwB;CAC3B;;CAED;IACI,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,yBAAyB;IACzB,eAAe;IACf,gBAAgB;;IAEhB;;kEAE8D;IAC9D,iBAAiB;CACpB;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,kBAA8C;IAC9C,kBAA6C;IAC7C,kEAAkE;IAClE,0DAAiF;IACjF,6DAAoF;CACvF;;CAID,4BAA4B;;CAE5B;IACI,kBAA6C;CAChD;;CAED;IACI,iBAAsC;IACtC,kBAAuC;CAC1C;;CAED;IACI,aAA4C;CAC/C;;CAED,2BAA2B;;CAE3B;IACI,aAAsC;IACtC,kBAA6C;CAChD;;CAED;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;IACrB,+BAAuB;YAAvB,uBAAuB;IACvB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,mBAA8D;CACjE;;CAED;IACI,aAA4C;IAC5C,kBAAiD;IACjD,gBAAuC;CAC1C;;CAED;IACI,aAA4C;IAC5C,kBAAiD;IACjD,oBAA4D;IAC5D,YAAY;CACf;;CAED,0BAA0B;;CAE1B;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,gBAA+C;CAClD;;CAED;IACI,YAAuC;IACvC,aAAwC;IACxC,eAAe,CAAC,6DAA6D;IAC7E,kBAAqD;IACrD,yBAAqC;IACrC,0BAAwF;IACxF,kBAAkB;IAClB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,+BAAuB;YAAvB,uBAAuB;IACvB,6BAAoB;QAApB,oBAAoB;IACpB,yBAAyB;CAC5B;;CAED;IACI,+BAA6F;CAChG;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,yBAAyB;IACzB,aAAwC;IACxC,kBAA6C;IAC7C,kBAAqD;IACrD,yBAAqC;IACrC,0BAAwF;IACxF,gBAAuC;IACvC,iBAAsF;IACtF,aAAa,CAAC,iEAAiE;IAC/E,qBAAe;QAAf,eAAe;IACf,+BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,aAA4C;CAC/C;;CAED,yBAAyB;;CAEzB;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,aAAa,CAAC,iEAAiE;IAC/E,yBAAyB;IACzB,aAAwC;IACxC,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,iBAAsF;IACtF,+BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,sBAAoC;CACvC;;CAED;IACI,aAA4C;CAC/C;;CAED,iBAAiB;;CAEjB;IACI,aAA4C;IAC5C,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,aAAa;CAChB;;CAED;IACI,aAA4C;CAC/C;;CAED,gBAAgB;;CAEhB;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,yFAAyF;IACzF,oBAAoB;IACpB,oBAAoB;CACvB;;CAED;IACI,iDAAiD;IACjD,uBAAsB;QAAtB,oBAAsB;YAAtB,sBAAsB;IACtB,aAAa;IACb,cAAc;CACjB;;CAED;IACI,YAAY;IACZ,+BAAuB;YAAvB,uBAAuB;IACvB,UAAU;IACV,kBAAoC;IACpC,yBAAgC;IAChC,0BAA6D;IAC7D,cAA6C;IAC7C,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,eAAe;CAClB;;CAED;IACI,wCAA+D;IAC/D,iBAAmF;CACtF;;CAED;IACI,oBAAiD;QAAjD,oBAAiD;YAAjD,gBAAiD;IACjD,gBAAgB;IAChB,iBAAmF;IACnF,kBAAqD;IACrD,kBAA+C;IAC/C,kBAAkB;IAClB,oBAAoC;IACpC,yBAAgC;IAChC,0BAA6D;IAC7D,oBAAoB;IACpB,mBAAmB;CACtB;;CAED;IACI,0BAAgC;IAChC,gEAAgE;IAChE,kBAAoC;IACpC,iBAAuF;IACvF,mCAA8C;YAA9C,2BAA8C;IAC9C,kBAAkB;CACrB;;CAED;IACI,mBAAmB;IACnB,UAAuC;IACvC,WAAwC;IACxC,YAAY;IACZ,YAAoD;IACpD,wBAA+C;IAC/C,oBAAmC;CACtC;;CAED;IACI,eAAe;CAClB;;CAED;IACI,kBAAoC;IACpC,yBAAgC;CACnC;;CAED;IACI,iBAAiB;CACpB;;CAED;IACI,yBAAyB;IACzB,iBAAiB,CAAC,WAAW;CAChC;;CAED;;;IAGI,kBAAqD;CACxD;;CAED,sBAAsB;;CAEtB;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,aAAyC;IACzC,gBAAgB;IAChB,yBAAgC;IAChC,0BAA0C;IAC1C,0BAAqE;IACrE,mBAA+F;IAC/F,kBAAkB;CACrB;;CAED;IACI,wBAA0C;IAC1C,yBAAgC;CACnC;;CAED;IACI,wBAA0C;IAC1C,0BAAgC;IAChC,gBAAgB;IAChB,oBAAoB;CACvB;;CAED;IACI,sBAAsB,EAAE,qCAAqC;IAC7D,sBAAsB;IACtB,8CAA8C;IAC9C,mBAAmB;IACnB,qBAAqB;IACrB,oCAAoC;IACpC,mCAAmC;CACtC;;CAED;IACI,sBAAsB,CAAC,oCAAoC;CAC9D;;CAED;IACI,cAA6C;IAC7C,wBAA0C;IAC1C,yBAAgC;IAChC,+BAA0E;IAC1E,gCAA2E;IAC3E,iCAA4E;IAC5E,eAAe;CAClB;;CAED;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,iBAAiB;CACpB;;CAED;IACI,gBAAgB;CACnB;;CAID,iBAAiB;;CAEjB;IACI,gBAAuC;CAC1C;;CAED;IACI,0CAA0C;IAC1C,6BAAoB;QAApB,oBAAoB;IACpB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,kEAAkE;IAClE,kBAA6C;IAC7C,yEAAyE;IACzE,mBAAmB;CACtB","file":"controls.css","sourcesContent":["/* Copyright (c) Jupyter Development Team.\n * Distributed under the terms of the Modified BSD License.\n */\n\n /* We import all of these together in a single css file because the Webpack\nloader sees only one file at a time. This allows postcss to see the variable\ndefinitions when they are used. */\n\n@import \"./labvariables.css\";\n@import \"./widgets-base.css\";\n","/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*/\n\n/*\nThis file is copied from the JupyterLab project to define default styling for\nwhen the widget styling is compiled down to eliminate CSS variables. We make one\nchange - we comment out the font import below.\n*/\n\n@import \"./materialcolors.css\";\n\n/*\nThe following CSS variables define the main, public API for styling JupyterLab.\nThese variables should be used by all plugins wherever possible. In other\nwords, plugins should not define custom colors, sizes, etc unless absolutely\nnecessary. This enables users to change the visual theme of JupyterLab\nby changing these variables.\n\nMany variables appear in an ordered sequence (0,1,2,3). These sequences\nare designed to work well together, so for example, `--jp-border-color1` should\nbe used with `--jp-layout-color1`. The numbers have the following meanings:\n\n* 0: super-primary, reserved for special emphasis\n* 1: primary, most important under normal situations\n* 2: secondary, next most important under normal situations\n* 3: tertiary, next most important under normal situations\n\nThroughout JupyterLab, we are mostly following principles from Google's\nMaterial Design when selecting colors. We are not, however, following\nall of MD as it is not optimized for dense, information rich UIs.\n*/\n\n\n/*\n * Optional monospace font for input/output prompt.\n */\n /* Commented out in ipywidgets since we don't need it. */\n/* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */\n\n/*\n * Added for compabitility with output area\n */\n:root {\n  --jp-icon-search: none;\n  --jp-ui-select-caret: none;\n}\n\n\n:root {\n\n  /* Borders\n\n  The following variables, specify the visual styling of borders in JupyterLab.\n   */\n\n  --jp-border-width: 1px;\n  --jp-border-color0: var(--md-grey-700);\n  --jp-border-color1: var(--md-grey-500);\n  --jp-border-color2: var(--md-grey-300);\n  --jp-border-color3: var(--md-grey-100);\n\n  /* UI Fonts\n\n  The UI font CSS variables are used for the typography all of the JupyterLab\n  user interface elements that are not directly user generated content.\n  */\n\n  --jp-ui-font-scale-factor: 1.2;\n  --jp-ui-font-size0: calc(var(--jp-ui-font-size1)/var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size1: 13px; /* Base font size */\n  --jp-ui-font-size2: calc(var(--jp-ui-font-size1)*var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size3: calc(var(--jp-ui-font-size2)*var(--jp-ui-font-scale-factor));\n  --jp-ui-icon-font-size: 14px; /* Ensures px perfect FontAwesome icons */\n  --jp-ui-font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n\n  /* Use these font colors against the corresponding main layout colors.\n     In a light theme, these go from dark to light.\n  */\n\n  --jp-ui-font-color0: rgba(0,0,0,1.0);\n  --jp-ui-font-color1: rgba(0,0,0,0.8);\n  --jp-ui-font-color2: rgba(0,0,0,0.5);\n  --jp-ui-font-color3: rgba(0,0,0,0.3);\n\n  /* Use these against the brand/accent/warn/error colors.\n     These will typically go from light to darker, in both a dark and light theme\n   */\n\n  --jp-inverse-ui-font-color0: rgba(255,255,255,1);\n  --jp-inverse-ui-font-color1: rgba(255,255,255,1.0);\n  --jp-inverse-ui-font-color2: rgba(255,255,255,0.7);\n  --jp-inverse-ui-font-color3: rgba(255,255,255,0.5);\n\n  /* Content Fonts\n\n  Content font variables are used for typography of user generated content.\n  */\n\n  --jp-content-font-size: 13px;\n  --jp-content-line-height: 1.5;\n  --jp-content-font-color0: black;\n  --jp-content-font-color1: black;\n  --jp-content-font-color2: var(--md-grey-700);\n  --jp-content-font-color3: var(--md-grey-500);\n\n  --jp-ui-font-scale-factor: 1.2;\n  --jp-ui-font-size0: calc(var(--jp-ui-font-size1)/var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size1: 13px; /* Base font size */\n  --jp-ui-font-size2: calc(var(--jp-ui-font-size1)*var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size3: calc(var(--jp-ui-font-size2)*var(--jp-ui-font-scale-factor));\n\n  --jp-code-font-size: 13px;\n  --jp-code-line-height: 1.307;\n  --jp-code-padding: 5px;\n  --jp-code-font-family: monospace;\n\n\n  /* Layout\n\n  The following are the main layout colors use in JupyterLab. In a light\n  theme these would go from light to dark.\n  */\n\n  --jp-layout-color0: white;\n  --jp-layout-color1: white;\n  --jp-layout-color2: var(--md-grey-200);\n  --jp-layout-color3: var(--md-grey-400);\n\n  /* Brand/accent */\n\n  --jp-brand-color0: var(--md-blue-700);\n  --jp-brand-color1: var(--md-blue-500);\n  --jp-brand-color2: var(--md-blue-300);\n  --jp-brand-color3: var(--md-blue-100);\n\n  --jp-accent-color0: var(--md-green-700);\n  --jp-accent-color1: var(--md-green-500);\n  --jp-accent-color2: var(--md-green-300);\n  --jp-accent-color3: var(--md-green-100);\n\n  /* State colors (warn, error, success, info) */\n\n  --jp-warn-color0: var(--md-orange-700);\n  --jp-warn-color1: var(--md-orange-500);\n  --jp-warn-color2: var(--md-orange-300);\n  --jp-warn-color3: var(--md-orange-100);\n\n  --jp-error-color0: var(--md-red-700);\n  --jp-error-color1: var(--md-red-500);\n  --jp-error-color2: var(--md-red-300);\n  --jp-error-color3: var(--md-red-100);\n\n  --jp-success-color0: var(--md-green-700);\n  --jp-success-color1: var(--md-green-500);\n  --jp-success-color2: var(--md-green-300);\n  --jp-success-color3: var(--md-green-100);\n\n  --jp-info-color0: var(--md-cyan-700);\n  --jp-info-color1: var(--md-cyan-500);\n  --jp-info-color2: var(--md-cyan-300);\n  --jp-info-color3: var(--md-cyan-100);\n\n  /* Cell specific styles */\n\n  --jp-cell-padding: 5px;\n  --jp-cell-editor-background: #f7f7f7;\n  --jp-cell-editor-border-color: #cfcfcf;\n  --jp-cell-editor-background-edit: var(--jp-ui-layout-color1);\n  --jp-cell-editor-border-color-edit: var(--jp-brand-color1);\n  --jp-cell-prompt-width: 100px;\n  --jp-cell-prompt-font-family: 'Roboto Mono', monospace;\n  --jp-cell-prompt-letter-spacing: 0px;\n  --jp-cell-prompt-opacity: 1.0;\n  --jp-cell-prompt-opacity-not-active: 0.4;\n  --jp-cell-prompt-font-color-not-active: var(--md-grey-700);\n  /* A custom blend of MD grey and blue 600\n   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */\n  --jp-cell-inprompt-font-color: #307FC1;\n  /* A custom blend of MD grey and orange 600\n   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */\n  --jp-cell-outprompt-font-color: #BF5B3D;\n\n  /* Notebook specific styles */\n\n  --jp-notebook-padding: 10px;\n  --jp-notebook-scroll-padding: 100px;\n\n  /* Console specific styles */\n\n  --jp-console-background: var(--md-grey-100);\n\n  /* Toolbar specific styles */\n\n  --jp-toolbar-border-color: var(--md-grey-400);\n  --jp-toolbar-micro-height: 8px;\n  --jp-toolbar-background: var(--jp-layout-color0);\n  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0,0,0,0.24);\n  --jp-toolbar-header-margin: 4px 4px 0px 4px;\n  --jp-toolbar-active-background: var(--md-grey-300);\n}\n","/**\n * The material design colors are adapted from google-material-color v1.2.6\n * https://github.com/danlevan/google-material-color\n * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css\n *\n * The license for the material design color CSS variables is as follows (see\n * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)\n *\n * The MIT License (MIT)\n *\n * Copyright (c) 2014 Dan Le Van\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to deal\n * in the Software without restriction, including without limitation the rights\n * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n * copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n * SOFTWARE.\n */\n:root {\n  --md-red-50: #FFEBEE;\n  --md-red-100: #FFCDD2;\n  --md-red-200: #EF9A9A;\n  --md-red-300: #E57373;\n  --md-red-400: #EF5350;\n  --md-red-500: #F44336;\n  --md-red-600: #E53935;\n  --md-red-700: #D32F2F;\n  --md-red-800: #C62828;\n  --md-red-900: #B71C1C;\n  --md-red-A100: #FF8A80;\n  --md-red-A200: #FF5252;\n  --md-red-A400: #FF1744;\n  --md-red-A700: #D50000;\n\n  --md-pink-50: #FCE4EC;\n  --md-pink-100: #F8BBD0;\n  --md-pink-200: #F48FB1;\n  --md-pink-300: #F06292;\n  --md-pink-400: #EC407A;\n  --md-pink-500: #E91E63;\n  --md-pink-600: #D81B60;\n  --md-pink-700: #C2185B;\n  --md-pink-800: #AD1457;\n  --md-pink-900: #880E4F;\n  --md-pink-A100: #FF80AB;\n  --md-pink-A200: #FF4081;\n  --md-pink-A400: #F50057;\n  --md-pink-A700: #C51162;\n\n  --md-purple-50: #F3E5F5;\n  --md-purple-100: #E1BEE7;\n  --md-purple-200: #CE93D8;\n  --md-purple-300: #BA68C8;\n  --md-purple-400: #AB47BC;\n  --md-purple-500: #9C27B0;\n  --md-purple-600: #8E24AA;\n  --md-purple-700: #7B1FA2;\n  --md-purple-800: #6A1B9A;\n  --md-purple-900: #4A148C;\n  --md-purple-A100: #EA80FC;\n  --md-purple-A200: #E040FB;\n  --md-purple-A400: #D500F9;\n  --md-purple-A700: #AA00FF;\n\n  --md-deep-purple-50: #EDE7F6;\n  --md-deep-purple-100: #D1C4E9;\n  --md-deep-purple-200: #B39DDB;\n  --md-deep-purple-300: #9575CD;\n  --md-deep-purple-400: #7E57C2;\n  --md-deep-purple-500: #673AB7;\n  --md-deep-purple-600: #5E35B1;\n  --md-deep-purple-700: #512DA8;\n  --md-deep-purple-800: #4527A0;\n  --md-deep-purple-900: #311B92;\n  --md-deep-purple-A100: #B388FF;\n  --md-deep-purple-A200: #7C4DFF;\n  --md-deep-purple-A400: #651FFF;\n  --md-deep-purple-A700: #6200EA;\n\n  --md-indigo-50: #E8EAF6;\n  --md-indigo-100: #C5CAE9;\n  --md-indigo-200: #9FA8DA;\n  --md-indigo-300: #7986CB;\n  --md-indigo-400: #5C6BC0;\n  --md-indigo-500: #3F51B5;\n  --md-indigo-600: #3949AB;\n  --md-indigo-700: #303F9F;\n  --md-indigo-800: #283593;\n  --md-indigo-900: #1A237E;\n  --md-indigo-A100: #8C9EFF;\n  --md-indigo-A200: #536DFE;\n  --md-indigo-A400: #3D5AFE;\n  --md-indigo-A700: #304FFE;\n\n  --md-blue-50: #E3F2FD;\n  --md-blue-100: #BBDEFB;\n  --md-blue-200: #90CAF9;\n  --md-blue-300: #64B5F6;\n  --md-blue-400: #42A5F5;\n  --md-blue-500: #2196F3;\n  --md-blue-600: #1E88E5;\n  --md-blue-700: #1976D2;\n  --md-blue-800: #1565C0;\n  --md-blue-900: #0D47A1;\n  --md-blue-A100: #82B1FF;\n  --md-blue-A200: #448AFF;\n  --md-blue-A400: #2979FF;\n  --md-blue-A700: #2962FF;\n\n  --md-light-blue-50: #E1F5FE;\n  --md-light-blue-100: #B3E5FC;\n  --md-light-blue-200: #81D4FA;\n  --md-light-blue-300: #4FC3F7;\n  --md-light-blue-400: #29B6F6;\n  --md-light-blue-500: #03A9F4;\n  --md-light-blue-600: #039BE5;\n  --md-light-blue-700: #0288D1;\n  --md-light-blue-800: #0277BD;\n  --md-light-blue-900: #01579B;\n  --md-light-blue-A100: #80D8FF;\n  --md-light-blue-A200: #40C4FF;\n  --md-light-blue-A400: #00B0FF;\n  --md-light-blue-A700: #0091EA;\n\n  --md-cyan-50: #E0F7FA;\n  --md-cyan-100: #B2EBF2;\n  --md-cyan-200: #80DEEA;\n  --md-cyan-300: #4DD0E1;\n  --md-cyan-400: #26C6DA;\n  --md-cyan-500: #00BCD4;\n  --md-cyan-600: #00ACC1;\n  --md-cyan-700: #0097A7;\n  --md-cyan-800: #00838F;\n  --md-cyan-900: #006064;\n  --md-cyan-A100: #84FFFF;\n  --md-cyan-A200: #18FFFF;\n  --md-cyan-A400: #00E5FF;\n  --md-cyan-A700: #00B8D4;\n\n  --md-teal-50: #E0F2F1;\n  --md-teal-100: #B2DFDB;\n  --md-teal-200: #80CBC4;\n  --md-teal-300: #4DB6AC;\n  --md-teal-400: #26A69A;\n  --md-teal-500: #009688;\n  --md-teal-600: #00897B;\n  --md-teal-700: #00796B;\n  --md-teal-800: #00695C;\n  --md-teal-900: #004D40;\n  --md-teal-A100: #A7FFEB;\n  --md-teal-A200: #64FFDA;\n  --md-teal-A400: #1DE9B6;\n  --md-teal-A700: #00BFA5;\n\n  --md-green-50: #E8F5E9;\n  --md-green-100: #C8E6C9;\n  --md-green-200: #A5D6A7;\n  --md-green-300: #81C784;\n  --md-green-400: #66BB6A;\n  --md-green-500: #4CAF50;\n  --md-green-600: #43A047;\n  --md-green-700: #388E3C;\n  --md-green-800: #2E7D32;\n  --md-green-900: #1B5E20;\n  --md-green-A100: #B9F6CA;\n  --md-green-A200: #69F0AE;\n  --md-green-A400: #00E676;\n  --md-green-A700: #00C853;\n\n  --md-light-green-50: #F1F8E9;\n  --md-light-green-100: #DCEDC8;\n  --md-light-green-200: #C5E1A5;\n  --md-light-green-300: #AED581;\n  --md-light-green-400: #9CCC65;\n  --md-light-green-500: #8BC34A;\n  --md-light-green-600: #7CB342;\n  --md-light-green-700: #689F38;\n  --md-light-green-800: #558B2F;\n  --md-light-green-900: #33691E;\n  --md-light-green-A100: #CCFF90;\n  --md-light-green-A200: #B2FF59;\n  --md-light-green-A400: #76FF03;\n  --md-light-green-A700: #64DD17;\n\n  --md-lime-50: #F9FBE7;\n  --md-lime-100: #F0F4C3;\n  --md-lime-200: #E6EE9C;\n  --md-lime-300: #DCE775;\n  --md-lime-400: #D4E157;\n  --md-lime-500: #CDDC39;\n  --md-lime-600: #C0CA33;\n  --md-lime-700: #AFB42B;\n  --md-lime-800: #9E9D24;\n  --md-lime-900: #827717;\n  --md-lime-A100: #F4FF81;\n  --md-lime-A200: #EEFF41;\n  --md-lime-A400: #C6FF00;\n  --md-lime-A700: #AEEA00;\n\n  --md-yellow-50: #FFFDE7;\n  --md-yellow-100: #FFF9C4;\n  --md-yellow-200: #FFF59D;\n  --md-yellow-300: #FFF176;\n  --md-yellow-400: #FFEE58;\n  --md-yellow-500: #FFEB3B;\n  --md-yellow-600: #FDD835;\n  --md-yellow-700: #FBC02D;\n  --md-yellow-800: #F9A825;\n  --md-yellow-900: #F57F17;\n  --md-yellow-A100: #FFFF8D;\n  --md-yellow-A200: #FFFF00;\n  --md-yellow-A400: #FFEA00;\n  --md-yellow-A700: #FFD600;\n\n  --md-amber-50: #FFF8E1;\n  --md-amber-100: #FFECB3;\n  --md-amber-200: #FFE082;\n  --md-amber-300: #FFD54F;\n  --md-amber-400: #FFCA28;\n  --md-amber-500: #FFC107;\n  --md-amber-600: #FFB300;\n  --md-amber-700: #FFA000;\n  --md-amber-800: #FF8F00;\n  --md-amber-900: #FF6F00;\n  --md-amber-A100: #FFE57F;\n  --md-amber-A200: #FFD740;\n  --md-amber-A400: #FFC400;\n  --md-amber-A700: #FFAB00;\n\n  --md-orange-50: #FFF3E0;\n  --md-orange-100: #FFE0B2;\n  --md-orange-200: #FFCC80;\n  --md-orange-300: #FFB74D;\n  --md-orange-400: #FFA726;\n  --md-orange-500: #FF9800;\n  --md-orange-600: #FB8C00;\n  --md-orange-700: #F57C00;\n  --md-orange-800: #EF6C00;\n  --md-orange-900: #E65100;\n  --md-orange-A100: #FFD180;\n  --md-orange-A200: #FFAB40;\n  --md-orange-A400: #FF9100;\n  --md-orange-A700: #FF6D00;\n\n  --md-deep-orange-50: #FBE9E7;\n  --md-deep-orange-100: #FFCCBC;\n  --md-deep-orange-200: #FFAB91;\n  --md-deep-orange-300: #FF8A65;\n  --md-deep-orange-400: #FF7043;\n  --md-deep-orange-500: #FF5722;\n  --md-deep-orange-600: #F4511E;\n  --md-deep-orange-700: #E64A19;\n  --md-deep-orange-800: #D84315;\n  --md-deep-orange-900: #BF360C;\n  --md-deep-orange-A100: #FF9E80;\n  --md-deep-orange-A200: #FF6E40;\n  --md-deep-orange-A400: #FF3D00;\n  --md-deep-orange-A700: #DD2C00;\n\n  --md-brown-50: #EFEBE9;\n  --md-brown-100: #D7CCC8;\n  --md-brown-200: #BCAAA4;\n  --md-brown-300: #A1887F;\n  --md-brown-400: #8D6E63;\n  --md-brown-500: #795548;\n  --md-brown-600: #6D4C41;\n  --md-brown-700: #5D4037;\n  --md-brown-800: #4E342E;\n  --md-brown-900: #3E2723;\n\n  --md-grey-50: #FAFAFA;\n  --md-grey-100: #F5F5F5;\n  --md-grey-200: #EEEEEE;\n  --md-grey-300: #E0E0E0;\n  --md-grey-400: #BDBDBD;\n  --md-grey-500: #9E9E9E;\n  --md-grey-600: #757575;\n  --md-grey-700: #616161;\n  --md-grey-800: #424242;\n  --md-grey-900: #212121;\n\n  --md-blue-grey-50: #ECEFF1;\n  --md-blue-grey-100: #CFD8DC;\n  --md-blue-grey-200: #B0BEC5;\n  --md-blue-grey-300: #90A4AE;\n  --md-blue-grey-400: #78909C;\n  --md-blue-grey-500: #607D8B;\n  --md-blue-grey-600: #546E7A;\n  --md-blue-grey-700: #455A64;\n  --md-blue-grey-800: #37474F;\n  --md-blue-grey-900: #263238;\n}","/* Copyright (c) Jupyter Development Team.\n * Distributed under the terms of the Modified BSD License.\n */\n\n/*\n * We assume that the CSS variables in\n * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css\n * have been defined.\n */\n\n@import \"./phosphor.css\";\n\n:root {\n    --jp-widgets-color: var(--jp-content-font-color1);\n    --jp-widgets-label-color: var(--jp-widgets-color);\n    --jp-widgets-readout-color: var(--jp-widgets-color);\n    --jp-widgets-font-size: var(--jp-ui-font-size1);\n    --jp-widgets-margin: 2px;\n    --jp-widgets-inline-height: 28px;\n    --jp-widgets-inline-width: 300px;\n    --jp-widgets-inline-width-short: calc(var(--jp-widgets-inline-width) / 2 - var(--jp-widgets-margin));\n    --jp-widgets-inline-width-tiny: calc(var(--jp-widgets-inline-width-short) / 2 - var(--jp-widgets-margin));\n    --jp-widgets-inline-margin: 4px; /* margin between inline elements */\n    --jp-widgets-inline-label-width: 80px;\n    --jp-widgets-border-width: var(--jp-border-width);\n    --jp-widgets-vertical-height: 200px;\n    --jp-widgets-horizontal-tab-height: 24px;\n    --jp-widgets-horizontal-tab-width: 144px;\n    --jp-widgets-horizontal-tab-top-border: 2px;\n    --jp-widgets-progress-thickness: 20px;\n    --jp-widgets-container-padding: 15px;\n    --jp-widgets-input-padding: 4px;\n    --jp-widgets-radio-item-height-adjustment: 8px;\n    --jp-widgets-radio-item-height: calc(var(--jp-widgets-inline-height) - var(--jp-widgets-radio-item-height-adjustment));\n    --jp-widgets-slider-track-thickness: 4px;\n    --jp-widgets-slider-border-width: var(--jp-widgets-border-width);\n    --jp-widgets-slider-handle-size: 16px;\n    --jp-widgets-slider-handle-border-color: var(--jp-border-color1);\n    --jp-widgets-slider-handle-background-color: var(--jp-layout-color1);\n    --jp-widgets-slider-active-handle-color: var(--jp-brand-color1);\n    --jp-widgets-menu-item-height: 24px;\n    --jp-widgets-dropdown-arrow: url(\"data:image/svg+xml;base64,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\");\n    --jp-widgets-input-color: var(--jp-ui-font-color1);\n    --jp-widgets-input-background-color: var(--jp-layout-color1);\n    --jp-widgets-input-border-color: var(--jp-border-color1);\n    --jp-widgets-input-focus-border-color: var(--jp-brand-color2);\n    --jp-widgets-input-border-width: var(--jp-widgets-border-width);\n    --jp-widgets-disabled-opacity: 0.6;\n\n    /* From Material Design Lite */\n    --md-shadow-key-umbra-opacity: 0.2;\n    --md-shadow-key-penumbra-opacity: 0.14;\n    --md-shadow-ambient-shadow-opacity: 0.12;\n}\n\n.jupyter-widgets {\n    margin: var(--jp-widgets-margin);\n    box-sizing: border-box;\n    color: var(--jp-widgets-color);\n    overflow: visible;\n}\n\n.jupyter-widgets.jupyter-widgets-disconnected::before {\n    line-height: var(--jp-widgets-inline-height);\n    height: var(--jp-widgets-inline-height);\n}\n\n.jp-Output-result > .jupyter-widgets {\n    margin-left: 0;\n    margin-right: 0;\n}\n\n/* vbox and hbox */\n\n.widget-inline-hbox {\n    /* Horizontal widgets */\n    box-sizing: border-box;\n    display: flex;\n    flex-direction: row;\n    align-items: baseline;\n}\n\n.widget-inline-vbox {\n    /* Vertical Widgets */\n    box-sizing: border-box;\n    display: flex;\n    flex-direction: column;\n    align-items: center;\n}\n\n.widget-box {\n    box-sizing: border-box;\n    display: flex;\n    margin: 0;\n    overflow: auto;\n}\n\n.widget-gridbox {\n    box-sizing: border-box;\n    display: grid;\n    margin: 0;\n    overflow: auto;\n}\n\n.widget-hbox {\n    flex-direction: row;\n}\n\n.widget-vbox {\n    flex-direction: column;\n}\n\n/* General Button Styling */\n\n.jupyter-button {\n    padding-left: 10px;\n    padding-right: 10px;\n    padding-top: 0px;\n    padding-bottom: 0px;\n    display: inline-block;\n    white-space: nowrap;\n    overflow: hidden;\n    text-overflow: ellipsis;\n    text-align: center;\n    font-size: var(--jp-widgets-font-size);\n    cursor: pointer;\n\n    height: var(--jp-widgets-inline-height);\n    border: 0px solid;\n    line-height: var(--jp-widgets-inline-height);\n    box-shadow: none;\n\n    color: var(--jp-ui-font-color1);\n    background-color: var(--jp-layout-color2);\n    border-color: var(--jp-border-color2);\n    border: none;\n}\n\n.jupyter-button i.fa {\n    margin-right: var(--jp-widgets-inline-margin);\n    pointer-events: none;\n}\n\n.jupyter-button:empty:before {\n    content: \"\\200b\"; /* zero-width space */\n}\n\n.jupyter-widgets.jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n.jupyter-button i.fa.center {\n    margin-right: 0;\n}\n\n.jupyter-button:hover:enabled, .jupyter-button:focus:enabled {\n    /* MD Lite 2dp shadow */\n    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, var(--md-shadow-key-penumbra-opacity)),\n                0 3px 1px -2px rgba(0, 0, 0, var(--md-shadow-key-umbra-opacity)),\n                0 1px 5px 0 rgba(0, 0, 0, var(--md-shadow-ambient-shadow-opacity));\n}\n\n.jupyter-button:active, .jupyter-button.mod-active {\n    /* MD Lite 4dp shadow */\n    box-shadow: 0 4px 5px 0 rgba(0, 0, 0, var(--md-shadow-key-penumbra-opacity)),\n                0 1px 10px 0 rgba(0, 0, 0, var(--md-shadow-ambient-shadow-opacity)),\n                0 2px 4px -1px rgba(0, 0, 0, var(--md-shadow-key-umbra-opacity));\n    color: var(--jp-ui-font-color1);\n    background-color: var(--jp-layout-color3);\n}\n\n.jupyter-button:focus:enabled {\n    outline: 1px solid var(--jp-widgets-input-focus-border-color);\n}\n\n/* Button \"Primary\" Styling */\n\n.jupyter-button.mod-primary {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-brand-color1);\n}\n\n.jupyter-button.mod-primary.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-brand-color0);\n}\n\n.jupyter-button.mod-primary:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-brand-color0);\n}\n\n/* Button \"Success\" Styling */\n\n.jupyter-button.mod-success {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-success-color1);\n}\n\n.jupyter-button.mod-success.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-success-color0);\n }\n\n.jupyter-button.mod-success:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-success-color0);\n }\n\n /* Button \"Info\" Styling */\n\n.jupyter-button.mod-info {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-info-color1);\n}\n\n.jupyter-button.mod-info.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-info-color0);\n}\n\n.jupyter-button.mod-info:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-info-color0);\n}\n\n/* Button \"Warning\" Styling */\n\n.jupyter-button.mod-warning {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-warn-color1);\n}\n\n.jupyter-button.mod-warning.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-warn-color0);\n}\n\n.jupyter-button.mod-warning:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-warn-color0);\n}\n\n/* Button \"Danger\" Styling */\n\n.jupyter-button.mod-danger {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-error-color1);\n}\n\n.jupyter-button.mod-danger.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-error-color0);\n}\n\n.jupyter-button.mod-danger:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-error-color0);\n}\n\n/* Widget Button*/\n\n.widget-button, .widget-toggle-button {\n    width: var(--jp-widgets-inline-width-short);\n}\n\n/* Widget Label Styling */\n\n/* Override Bootstrap label css */\n.jupyter-widgets label {\n    margin-bottom: initial;\n}\n\n.widget-label-basic {\n    /* Basic Label */\n    color: var(--jp-widgets-label-color);\n    font-size: var(--jp-widgets-font-size);\n    overflow: hidden;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-label {\n    /* Label */\n    color: var(--jp-widgets-label-color);\n    font-size: var(--jp-widgets-font-size);\n    overflow: hidden;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-inline-hbox .widget-label {\n    /* Horizontal Widget Label */\n    color: var(--jp-widgets-label-color);\n    text-align: right;\n    margin-right: calc( var(--jp-widgets-inline-margin) * 2 );\n    width: var(--jp-widgets-inline-label-width);\n    flex-shrink: 0;\n}\n\n.widget-inline-vbox .widget-label {\n    /* Vertical Widget Label */\n    color: var(--jp-widgets-label-color);\n    text-align: center;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n/* Widget Readout Styling */\n\n.widget-readout {\n    color: var(--jp-widgets-readout-color);\n    font-size: var(--jp-widgets-font-size);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    overflow: hidden;\n    white-space: nowrap;\n    text-align: center;\n}\n\n.widget-readout.overflow {\n    /* Overflowing Readout */\n\n    /* From Material Design Lite\n        shadow-key-umbra-opacity: 0.2;\n        shadow-key-penumbra-opacity: 0.14;\n        shadow-ambient-shadow-opacity: 0.12;\n     */\n    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                        0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                        0 1px 5px 0 rgba(0, 0, 0, 0.12);\n\n    -moz-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                     0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                     0 1px 5px 0 rgba(0, 0, 0, 0.12);\n\n    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                0 1px 5px 0 rgba(0, 0, 0, 0.12);\n}\n\n.widget-inline-hbox .widget-readout {\n    /* Horizontal Readout */\n    text-align: center;\n    max-width: var(--jp-widgets-inline-width-short);\n    min-width: var(--jp-widgets-inline-width-tiny);\n    margin-left: var(--jp-widgets-inline-margin);\n}\n\n.widget-inline-vbox .widget-readout {\n    /* Vertical Readout */\n    margin-top: var(--jp-widgets-inline-margin);\n    /* as wide as the widget */\n    width: inherit;\n}\n\n/* Widget Checkbox Styling */\n\n.widget-checkbox {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-checkbox input[type=\"checkbox\"] {\n    margin: 0px calc( var(--jp-widgets-inline-margin) * 2 ) 0px 0px;\n    line-height: var(--jp-widgets-inline-height);\n    font-size: large;\n    flex-grow: 1;\n    flex-shrink: 0;\n    align-self: center;\n}\n\n/* Widget Valid Styling */\n\n.widget-valid {\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width-short);\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-valid i:before {\n    line-height: var(--jp-widgets-inline-height);\n    margin-right: var(--jp-widgets-inline-margin);\n    margin-left: var(--jp-widgets-inline-margin);\n\n    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */\n    display: inline-block;\n    font: normal normal normal 14px/1 FontAwesome;\n    font-size: inherit;\n    text-rendering: auto;\n    -webkit-font-smoothing: antialiased;\n    -moz-osx-font-smoothing: grayscale;\n}\n\n.widget-valid.mod-valid i:before {\n    content: \"\\f00c\";\n    color: green;\n}\n\n.widget-valid.mod-invalid i:before {\n    content: \"\\f00d\";\n    color: red;\n}\n\n.widget-valid.mod-valid .widget-valid-readout {\n    display: none;\n}\n\n/* Widget Text and TextArea Stying */\n\n.widget-textarea, .widget-text {\n    width: var(--jp-widgets-inline-width);\n}\n\n.widget-text input[type=\"text\"], .widget-text input[type=\"number\"]{\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-text input[type=\"text\"]:disabled, .widget-text input[type=\"number\"]:disabled, .widget-textarea textarea:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n.widget-text input[type=\"text\"], .widget-text input[type=\"number\"], .widget-textarea textarea {\n    box-sizing: border-box;\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    flex-grow: 1;\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    flex-shrink: 1;\n    outline: none !important;\n}\n\n.widget-textarea textarea {\n    height: inherit;\n    width: inherit;\n}\n\n.widget-text input:focus, .widget-textarea textarea:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n/* Widget Slider */\n\n.widget-slider .ui-slider {\n    /* Slider Track */\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-layout-color3);\n    background: var(--jp-layout-color3);\n    box-sizing: border-box;\n    position: relative;\n    border-radius: 0px;\n}\n\n.widget-slider .ui-slider .ui-slider-handle {\n    /* Slider Handle */\n    outline: none !important; /* focused slider handles are colored - see below */\n    position: absolute;\n    background-color: var(--jp-widgets-slider-handle-background-color);\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-handle-border-color);\n    box-sizing: border-box;\n    z-index: 1;\n    background-image: none; /* Override jquery-ui */\n}\n\n/* Override jquery-ui */\n.widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {\n    background-color: var(--jp-widgets-slider-active-handle-color);\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-active-handle-color);\n}\n\n.widget-slider .ui-slider .ui-slider-handle:active {\n    background-color: var(--jp-widgets-slider-active-handle-color);\n    border-color: var(--jp-widgets-slider-active-handle-color);\n    z-index: 2;\n    transform: scale(1.2);\n}\n\n.widget-slider  .ui-slider .ui-slider-range {\n    /* Interval between the two specified value of a double slider */\n    position: absolute;\n    background: var(--jp-widgets-slider-active-handle-color);\n    z-index: 0;\n}\n\n/* Shapes of Slider Handles */\n\n.widget-hslider .ui-slider .ui-slider-handle {\n    width: var(--jp-widgets-slider-handle-size);\n    height: var(--jp-widgets-slider-handle-size);\n    margin-top: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-handle-size)) / 2 - var(--jp-widgets-slider-border-width));\n    margin-left: calc(var(--jp-widgets-slider-handle-size) / -2 + var(--jp-widgets-slider-border-width));\n    border-radius: 50%;\n    top: 0;\n}\n\n.widget-vslider .ui-slider .ui-slider-handle {\n    width: var(--jp-widgets-slider-handle-size);\n    height: var(--jp-widgets-slider-handle-size);\n    margin-bottom: calc(var(--jp-widgets-slider-handle-size) / -2 + var(--jp-widgets-slider-border-width));\n    margin-left: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-handle-size)) / 2 - var(--jp-widgets-slider-border-width));\n    border-radius: 50%;\n    left: 0;\n}\n\n.widget-hslider .ui-slider .ui-slider-range {\n    height: calc( var(--jp-widgets-slider-track-thickness) * 2 );\n    margin-top: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-track-thickness) * 2 ) / 2 - var(--jp-widgets-slider-border-width));\n}\n\n.widget-vslider .ui-slider .ui-slider-range {\n    width: calc( var(--jp-widgets-slider-track-thickness) * 2 );\n    margin-left: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-track-thickness) * 2 ) / 2 - var(--jp-widgets-slider-border-width));\n}\n\n/* Horizontal Slider */\n\n.widget-hslider {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n\n    /* Override the align-items baseline. This way, the description and readout\n    still seem to align their baseline properly, and we don't have to have\n    align-self: stretch in the .slider-container. */\n    align-items: center;\n}\n\n.widgets-slider .slider-container {\n    overflow: visible;\n}\n\n.widget-hslider .slider-container {\n    height: var(--jp-widgets-inline-height);\n    margin-left: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    margin-right: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n}\n\n.widget-hslider .ui-slider {\n    /* Inner, invisible slide div */\n    height: var(--jp-widgets-slider-track-thickness);\n    margin-top: calc((var(--jp-widgets-inline-height) - var(--jp-widgets-slider-track-thickness)) / 2);\n    width: 100%;\n}\n\n/* Vertical Slider */\n\n.widget-vbox .widget-label {\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-vslider {\n    /* Vertical Slider */\n    height: var(--jp-widgets-vertical-height);\n    width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-vslider .slider-container {\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    margin-left: auto;\n    margin-right: auto;\n    margin-bottom: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    margin-top: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    display: flex;\n    flex-direction: column;\n}\n\n.widget-vslider .ui-slider-vertical {\n    /* Inner, invisible slide div */\n    width: var(--jp-widgets-slider-track-thickness);\n    flex-grow: 1;\n    margin-left: auto;\n    margin-right: auto;\n}\n\n/* Widget Progress Styling */\n\n.progress-bar {\n    -webkit-transition: none;\n    -moz-transition: none;\n    -ms-transition: none;\n    -o-transition: none;\n    transition: none;\n}\n\n.progress-bar {\n    height: var(--jp-widgets-inline-height);\n}\n\n.progress-bar {\n    background-color: var(--jp-brand-color1);\n}\n\n.progress-bar-success {\n    background-color: var(--jp-success-color1);\n}\n\n.progress-bar-info {\n    background-color: var(--jp-info-color1);\n}\n\n.progress-bar-warning {\n    background-color: var(--jp-warn-color1);\n}\n\n.progress-bar-danger {\n    background-color: var(--jp-error-color1);\n}\n\n.progress {\n    background-color: var(--jp-layout-color2);\n    border: none;\n    box-shadow: none;\n}\n\n/* Horisontal Progress */\n\n.widget-hprogress {\n    /* Progress Bar */\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width);\n    align-items: center;\n\n}\n\n.widget-hprogress .progress {\n    flex-grow: 1;\n    margin-top: var(--jp-widgets-input-padding);\n    margin-bottom: var(--jp-widgets-input-padding);\n    align-self: stretch;\n    /* Override bootstrap style */\n    height: initial;\n}\n\n/* Vertical Progress */\n\n.widget-vprogress {\n    height: var(--jp-widgets-vertical-height);\n    width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-vprogress .progress {\n    flex-grow: 1;\n    width: var(--jp-widgets-progress-thickness);\n    margin-left: auto;\n    margin-right: auto;\n    margin-bottom: 0;\n}\n\n/* Select Widget Styling */\n\n.widget-dropdown {\n    height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-dropdown > select {\n    padding-right: 20px;\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    border-radius: 0;\n    height: inherit;\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    box-sizing: border-box;\n    outline: none !important;\n    box-shadow: none;\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    vertical-align: top;\n    padding-left: calc( var(--jp-widgets-input-padding) * 2);\n\tappearance: none;\n\t-webkit-appearance: none;\n\t-moz-appearance: none;\n    background-repeat: no-repeat;\n\tbackground-size: 20px;\n\tbackground-position: right center;\n    background-image: var(--jp-widgets-dropdown-arrow);\n}\n.widget-dropdown > select:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-dropdown > select:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* To disable the dotted border in Firefox around select controls.\n   See http://stackoverflow.com/a/18853002 */\n.widget-dropdown > select:-moz-focusring {\n    color: transparent;\n    text-shadow: 0 0 0 #000;\n}\n\n/* Select and SelectMultiple */\n\n.widget-select {\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n\n    /* Because Firefox defines the baseline of a select as the bottom of the\n    control, we align the entire control to the top and add padding to the\n    select to get an approximate first line baseline alignment. */\n    align-items: flex-start;\n}\n\n.widget-select > select {\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    outline: none !important;\n    overflow: auto;\n    height: inherit;\n\n    /* Because Firefox defines the baseline of a select as the bottom of the\n    control, we align the entire control to the top and add padding to the\n    select to get an approximate first line baseline alignment. */\n    padding-top: 5px;\n}\n\n.widget-select > select:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.wiget-select > select > option {\n    padding-left: var(--jp-widgets-input-padding);\n    line-height: var(--jp-widgets-inline-height);\n    /* line-height doesn't work on some browsers for select options */\n    padding-top: calc(var(--jp-widgets-inline-height)-var(--jp-widgets-font-size)/2);\n    padding-bottom: calc(var(--jp-widgets-inline-height)-var(--jp-widgets-font-size)/2);\n}\n\n\n\n/* Toggle Buttons Styling */\n\n.widget-toggle-buttons {\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-toggle-buttons .widget-toggle-button {\n    margin-left: var(--jp-widgets-margin);\n    margin-right: var(--jp-widgets-margin);\n}\n\n.widget-toggle-buttons .jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Radio Buttons Styling */\n\n.widget-radio {\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-radio-box {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n    box-sizing: border-box;\n    flex-grow: 1;\n    margin-bottom: var(--jp-widgets-radio-item-height-adjustment);\n}\n\n.widget-radio-box label {\n    height: var(--jp-widgets-radio-item-height);\n    line-height: var(--jp-widgets-radio-item-height);\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-radio-box input {\n    height: var(--jp-widgets-radio-item-height);\n    line-height: var(--jp-widgets-radio-item-height);\n    margin: 0 calc( var(--jp-widgets-input-padding) * 2 ) 0 1px;\n    float: left;\n}\n\n/* Color Picker Styling */\n\n.widget-colorpicker {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-colorpicker > .widget-colorpicker-input {\n    flex-grow: 1;\n    flex-shrink: 1;\n    min-width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-colorpicker input[type=\"color\"] {\n    width: var(--jp-widgets-inline-height);\n    height: var(--jp-widgets-inline-height);\n    padding: 0 2px; /* make the color square actually square on Chrome on OS X */\n    background: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    border-left: none;\n    flex-grow: 0;\n    flex-shrink: 0;\n    box-sizing: border-box;\n    align-self: stretch;\n    outline: none !important;\n}\n\n.widget-colorpicker.concise input[type=\"color\"] {\n    border-left: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n}\n\n.widget-colorpicker input[type=\"color\"]:focus, .widget-colorpicker input[type=\"text\"]:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-colorpicker input[type=\"text\"] {\n    flex-grow: 1;\n    outline: none !important;\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    background: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    flex-shrink: 1;\n    box-sizing: border-box;\n}\n\n.widget-colorpicker input[type=\"text\"]:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Date Picker Styling */\n\n.widget-datepicker {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-datepicker input[type=\"date\"] {\n    flex-grow: 1;\n    flex-shrink: 1;\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    outline: none !important;\n    height: var(--jp-widgets-inline-height);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    box-sizing: border-box;\n}\n\n.widget-datepicker input[type=\"date\"]:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-datepicker input[type=\"date\"]:invalid {\n    border-color: var(--jp-warn-color1);\n}\n\n.widget-datepicker input[type=\"date\"]:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Play Widget */\n\n.widget-play {\n    width: var(--jp-widgets-inline-width-short);\n    display: flex;\n    align-items: stretch;\n}\n\n.widget-play .jupyter-button {\n    flex-grow: 1;\n    height: auto;\n}\n\n.widget-play .jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Tab Widget */\n\n.jupyter-widgets.widget-tab {\n    display: flex;\n    flex-direction: column;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */\n    overflow-x: visible;\n    overflow-y: visible;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {\n    /* Make sure that the tab grows from bottom up */\n    align-items: flex-end;\n    min-width: 0;\n    min-height: 0;\n}\n\n.jupyter-widgets.widget-tab > .widget-tab-contents {\n    width: 100%;\n    box-sizing: border-box;\n    margin: 0;\n    background: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n    border: var(--jp-border-width) solid var(--jp-border-color1);\n    padding: var(--jp-widgets-container-padding);\n    flex-grow: 1;\n    overflow: auto;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n    font: var(--jp-widgets-font-size) Helvetica, Arial, sans-serif;\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + var(--jp-border-width));\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {\n    flex: 0 1 var(--jp-widgets-horizontal-tab-width);\n    min-width: 35px;\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + var(--jp-border-width));\n    line-height: var(--jp-widgets-horizontal-tab-height);\n    margin-left: calc(-1 * var(--jp-border-width));\n    padding: 0px 10px;\n    background: var(--jp-layout-color2);\n    color: var(--jp-ui-font-color2);\n    border: var(--jp-border-width) solid var(--jp-border-color1);\n    border-bottom: none;\n    position: relative;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {\n    color: var(--jp-ui-font-color0);\n    /* We want the background to match the tab content background */\n    background: var(--jp-layout-color1);\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + 2 * var(--jp-border-width));\n    transform: translateY(var(--jp-border-width));\n    overflow: visible;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {\n    position: absolute;\n    top: calc(-1 * var(--jp-border-width));\n    left: calc(-1 * var(--jp-border-width));\n    content: '';\n    height: var(--jp-widgets-horizontal-tab-top-border);\n    width: calc(100% + 2 * var(--jp-border-width));\n    background: var(--jp-brand-color1);\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {\n    margin-left: 0;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {\n    background: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {\n    margin-left: 4px;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {\n    font-family: FontAwesome;\n    content: '\\f00d'; /* close */\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {\n    line-height: var(--jp-widgets-horizontal-tab-height);\n}\n\n/* Accordion Widget */\n\n.p-Collapse {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n}\n\n.p-Collapse-header {\n    padding: var(--jp-widgets-input-padding);\n    cursor: pointer;\n    color: var(--jp-ui-font-color2);\n    background-color: var(--jp-layout-color2);\n    border: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    padding: calc(var(--jp-widgets-container-padding) * 2 / 3) var(--jp-widgets-container-padding);\n    font-weight: bold;\n}\n\n.p-Collapse-header:hover {\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n}\n\n.p-Collapse-open > .p-Collapse-header {\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color0);\n    cursor: default;\n    border-bottom: none;\n}\n\n.p-Collapse .p-Collapse-header::before {\n    content: '\\f0da\\00A0';  /* caret-right, non-breaking space */\n    display: inline-block;\n    font: normal normal normal 14px/1 FontAwesome;\n    font-size: inherit;\n    text-rendering: auto;\n    -webkit-font-smoothing: antialiased;\n    -moz-osx-font-smoothing: grayscale;\n}\n\n.p-Collapse-open > .p-Collapse-header::before {\n    content: '\\f0d7\\00A0'; /* caret-down, non-breaking space */\n}\n\n.p-Collapse-contents {\n    padding: var(--jp-widgets-container-padding);\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n    border-left: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    border-right: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    border-bottom: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    overflow: auto;\n}\n\n.p-Accordion {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n}\n\n.p-Accordion .p-Collapse {\n    margin-bottom: 0;\n}\n\n.p-Accordion .p-Collapse + .p-Collapse {\n    margin-top: 4px;\n}\n\n\n\n/* HTML widget */\n\n.widget-html, .widget-htmlmath {\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {\n    /* Fill out the area in the HTML widget */\n    align-self: stretch;\n    flex-grow: 1;\n    flex-shrink: 1;\n    /* Makes sure the baseline is still aligned with other elements */\n    line-height: var(--jp-widgets-inline-height);\n    /* Make it possible to have absolutely-positioned elements in the html */\n    position: relative;\n}\n","/* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:\n\nCopyright (c) 2014-2017, PhosphorJS Contributors\nAll rights reserved.\n\nRedistribution and use in source and binary forms, with or without\nmodification, are permitted provided that the following conditions are met:\n\n* Redistributions of source code must retain the above copyright notice, this\n  list of conditions and the following disclaimer.\n\n* Redistributions in binary form must reproduce the above copyright notice,\n  this list of conditions and the following disclaimer in the documentation\n  and/or other materials provided with the distribution.\n\n* Neither the name of the copyright holder nor the names of its\n  contributors may be used to endorse or promote products derived from\n  this software without specific prior written permission.\n\nTHIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\nAND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\nIMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\nDISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE\nFOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\nDAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\nSERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\nCAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\nOR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\nOF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n\n*/\n\n/*\n * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css \n * We've scoped the rules so that they are consistent with exactly our code.\n */\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n  display: flex;\n  -webkit-user-select: none;\n  -moz-user-select: none;\n  -ms-user-select: none;\n  user-select: none;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {\n  flex-direction: row;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {\n  flex-direction: column;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {\n  margin: 0;\n  padding: 0;\n  display: flex;\n  flex: 1 1 auto;\n  list-style-type: none;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {\n  flex-direction: row;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {\n  flex-direction: column;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {\n  display: flex;\n  flex-direction: row;\n  box-sizing: border-box;\n  overflow: hidden;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {\n  flex: 0 0 auto;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {\n  flex: 1 1 auto;\n  overflow: hidden;\n  white-space: nowrap;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {\n  display: none !important;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {\n  position: relative;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {\n  left: 0;\n  transition: left 150ms ease;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {\n  top: 0;\n  transition: top 150ms ease;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {\n  transition: none;\n}\n\n/* End tabbar.css */\n"]} */",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 66
        }
      },
      "source": [
        "text = train_df.title.values\n",
        "text = text_cleaner(text)\n",
        "tf_idf_title = TfidfVectorizer(max_features=n_features_t,ngram_range=(1, 2))\n",
        "x_train_title = tf_idf_title.fit_transform(text)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "3193cd6e6d4243119fb8e2d129504a2f",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=489517), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "g-wKCswW_6US"
      },
      "source": [
        "## Подготовка датасета"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZDT_j7zf4Hkk",
        "colab_type": "text"
      },
      "source": [
        "Без нормализации точность сети падала до 10%, поэтому добавим нормализацию"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tXXTAmIQCqPO",
        "colab_type": "code",
        "outputId": "b6bd8350-785b-4615-b0d8-bba215d4ad7c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104
        }
      },
      "source": [
        "train_tmp_scaled = StandardScaler().fit_transform(train_df[['price', 'descr_len', 'title_len']])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/preprocessing/data.py:645: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
            "  return self.partial_fit(X, y)\n",
            "/usr/local/lib/python3.6/dist-packages/sklearn/base.py:464: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
            "  return self.fit(X, **fit_params).transform(X)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "a7s6CGxb_6US",
        "colab": {}
      },
      "source": [
        "x_train_full = hstack([x_train_descr, \n",
        "                       x_train_title,\n",
        "                       train_tmp_scaled   \n",
        "]).tocsr()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "6575abx0_6UV",
        "colab": {}
      },
      "source": [
        "target = train_df.category_id"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "EVI3j_zS_6UY"
      },
      "source": [
        "## Модели"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "1aca5d4f-c789-4d3f-99e2-da8d3f01de2a",
        "id": "WlNLPa0W_6UZ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 440
        }
      },
      "source": [
        "seed = 7\n",
        "np.random.seed(seed)\n",
        "\n",
        "def create_model():\n",
        "  model = Sequential()\n",
        "  model.add(Dense(64, activation='relu', input_dim=n_features_d+n_features_t+3))\n",
        "  model.add(Dropout(0.2))\n",
        "  model.add(Dense(54, activation='softmax'))\n",
        "  model.compile(optimizer='adam',\n",
        "                loss='categorical_crossentropy',\n",
        "                metrics=['accuracy'])\n",
        "  return model\n",
        "\n",
        "\n",
        "model = KerasClassifier(build_fn=create_model, epochs=3, batch_size=32, verbose=1)\n",
        "kfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=seed)\n",
        "results = cross_val_score(model, x_train_full, target, cv=kfold, scoring='accuracy', verbose=1)\n",
        "print(results.mean())"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/3\n",
            "326329/326329 [==============================] - 268s 822us/step - loss: 0.6955 - acc: 0.8425\n",
            "Epoch 2/3\n",
            "326329/326329 [==============================] - 268s 822us/step - loss: 0.2996 - acc: 0.9122\n",
            "Epoch 3/3\n",
            "326329/326329 [==============================] - 269s 825us/step - loss: 0.2063 - acc: 0.9383\n",
            "163188/163188 [==============================] - 92s 564us/step\n",
            "Epoch 1/3\n",
            "326340/326340 [==============================] - 270s 828us/step - loss: 0.7031 - acc: 0.8402\n",
            "Epoch 2/3\n",
            "326340/326340 [==============================] - 269s 825us/step - loss: 0.3007 - acc: 0.9118\n",
            "Epoch 3/3\n",
            "326340/326340 [==============================] - 270s 828us/step - loss: 0.2080 - acc: 0.9378\n",
            "163177/163177 [==============================] - 92s 566us/step\n",
            "Epoch 1/3\n",
            "326365/326365 [==============================] - 273s 837us/step - loss: 0.7005 - acc: 0.8401\n",
            "Epoch 2/3\n",
            "326365/326365 [==============================] - 272s 835us/step - loss: 0.3005 - acc: 0.9115\n",
            "Epoch 3/3\n",
            "326365/326365 [==============================] - 273s 836us/step - loss: 0.2081 - acc: 0.9378\n",
            "163152/163152 [==============================] - 95s 581us/step\n",
            "0.8760145925659734\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "[Parallel(n_jobs=1)]: Done   3 out of   3 | elapsed: 45.3min finished\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bTdh5tsMWtMI",
        "colab_type": "text"
      },
      "source": [
        "## Подведем итоги"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "oamS-KzD_6Ud"
      },
      "source": [
        "неочищенный текст и заголовки nn 1L 64n 0.8750 (0,938 на обучении)\n",
        "\n",
        "очищенный текст + очищенные заголовки nn 1L 64n 0.8754 (0,933-4 на обучении)\n",
        "\n",
        "неочищенный текст и очищенные заголовки nn 1L 64n 0.8755 (0,938 на обучении)\n",
        "\n",
        "неочищенный текст и очищенные заголовки + scaled price nn 1L 64n 0.8756 (0,938 на обучении)\n",
        "\n",
        "**неочищенный текст и очищенные заголовки + scaled price, длина текста и заголовка nn 1L 64n 0.8760 (0,938 на обучении)**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "20okh5136N4u",
        "colab_type": "text"
      },
      "source": [
        "# Подсчет точности на разных уровнях\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fHYrWFyjLMyF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def get_level_ids(target_level, category_path='category.csv'):\n",
        "  '''\n",
        "  Возвращает словарь, в котором ключи - это оригинальные 54 категории, а значения-\n",
        "  новые категории, соотвествующие указанному уровню иерархии категорий target_level\n",
        "  '''\n",
        "  \n",
        "  \n",
        "  #считаем файлик с категориями\n",
        "  category = pd.read_csv(category_path)\n",
        "  \n",
        "  #сделаем словарь категорий. Укажем:\n",
        "  #level - уровень категории\n",
        "  #max_level - максимальный уровень в текущей ветке каталога\n",
        "  #ids - id, соответствующие текущей категории\n",
        "  category_dict = defaultdict(lambda :{ 'level':0, 'max_level':0, 'ids':[] })\n",
        "  count=0\n",
        "  for cat_id, path in category.values:\n",
        "    for level_id, cat_name in enumerate(path.split('|'), 1):\n",
        "      if cat_name in ['Другое', 'Аксессуары']:\n",
        "        cat_name = \"%s_%d\" % (cat_name, count)\n",
        "        count+=1\n",
        "      category_dict[cat_name]['level'] = level_id\n",
        "      category_dict[cat_name]['max_level'] = len(path.split('|'))\n",
        "      category_dict[cat_name]['ids'].append(cat_id)\n",
        "  \n",
        "  #теперь отберем нужные id\n",
        "  data = []\n",
        "  count = 0\n",
        "  for v in category_dict.values():\n",
        "    if v['level'] == target_level:\n",
        "      data.append([count, v['ids']])\n",
        "      count += 1\n",
        "    elif v['level'] <= target_level and v['level'] == v['max_level']:\n",
        "      data.append([count, v['ids']])\n",
        "      count += 1\n",
        "  \n",
        "  #для удобства оформим все в виде словаря\n",
        "  data_dict = dict()\n",
        "  for cat, cat_ids in data:\n",
        "    for i in cat_ids:\n",
        "      data_dict[i] = cat\n",
        "  \n",
        "  return data_dict   "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GxexfTj8h8Ot",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def convert_pred(pred_list, level):\n",
        "  '''\n",
        "  Выполняет конвертирование списка целей pred_list в новый \n",
        "  список целей, соответствующий указанному level\n",
        "  '''\n",
        "  cat_dict = get_level_ids(level)\n",
        "  for k in range(len(pred_list)):\n",
        "    pred_list[k] = cat_dict[pred_list[k]]\n",
        "  return pred_list"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-C4WsHD9HsYa",
        "colab_type": "code",
        "outputId": "083e2f5a-6ffe-4cef-b121-5968309dc95d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 924
        }
      },
      "source": [
        "get_level_ids(1)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{0: 0,\n",
              " 1: 0,\n",
              " 2: 0,\n",
              " 3: 0,\n",
              " 4: 0,\n",
              " 5: 0,\n",
              " 6: 0,\n",
              " 7: 0,\n",
              " 8: 0,\n",
              " 9: 0,\n",
              " 10: 0,\n",
              " 11: 0,\n",
              " 12: 0,\n",
              " 13: 0,\n",
              " 14: 0,\n",
              " 15: 1,\n",
              " 16: 1,\n",
              " 17: 1,\n",
              " 18: 1,\n",
              " 19: 1,\n",
              " 20: 1,\n",
              " 21: 1,\n",
              " 22: 1,\n",
              " 23: 1,\n",
              " 24: 1,\n",
              " 25: 1,\n",
              " 26: 1,\n",
              " 27: 1,\n",
              " 28: 1,\n",
              " 29: 1,\n",
              " 30: 2,\n",
              " 31: 2,\n",
              " 32: 2,\n",
              " 33: 2,\n",
              " 34: 2,\n",
              " 35: 2,\n",
              " 36: 2,\n",
              " 37: 2,\n",
              " 38: 2,\n",
              " 39: 2,\n",
              " 40: 2,\n",
              " 41: 2,\n",
              " 42: 3,\n",
              " 43: 3,\n",
              " 44: 3,\n",
              " 45: 3,\n",
              " 46: 3,\n",
              " 47: 3,\n",
              " 48: 3,\n",
              " 49: 3,\n",
              " 50: 3,\n",
              " 51: 3,\n",
              " 52: 3,\n",
              " 53: 3}"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 50
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "dDO4Fox5W5E8"
      },
      "source": [
        "## Работа с текстом"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "HtoyBmaRW5E9",
        "colab": {}
      },
      "source": [
        "n_features_d = 100000\n",
        "n_features_t = 10000"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "PibJFFthW5E_"
      },
      "source": [
        "Текст объявления"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "KL1Rul3vW5FC",
        "colab": {}
      },
      "source": [
        "tf_idf_descr = TfidfVectorizer(max_features=n_features_d,ngram_range=(1, 2))\n",
        "x_train_descr = tf_idf_descr.fit_transform(train_df.description.values)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "JPPhA4VxW5FE"
      },
      "source": [
        "Теперь заголовок"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "7b151da6-eaee-49d2-e13e-9f9f496a3f5f",
        "id": "5Kc0SQklW5FF",
        "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;
}

/*# sourceMappingURL=data:application/json;base64,{"version":3,"sources":["../node_modules/@jupyter-widgets/controls/css/widgets.css","../node_modules/@jupyter-widgets/controls/css/labvariables.css","../node_modules/@jupyter-widgets/controls/css/materialcolors.css","../node_modules/@jupyter-widgets/controls/css/widgets-base.css","../node_modules/@jupyter-widgets/controls/css/phosphor.css"],"names":[],"mappings":"AAAA;;GAEG;;CAEF;;kCAEiC;;CCNlC;;;+EAG+E;;CAE/E;;;;EAIE;;CCTF;;;;;;;;;;;;;;;;;;;;;;;;;;;;;GA6BG;;CDhBH;;;;;;;;;;;;;;;;;;;EAmBE;;CAGF;;GAEG;;CACF,yDAAyD;;CAC1D,yEAAyE;;CAEzE;;GAEG;;CAOH;;EAEE;;;KAGG;;EAQH;;;;IAIE,CAIwB,oBAAoB,CAGhB,0CAA0C;;EAGxE;;IAEE;;EAOF;;KAEG;;EAOH;;;IAGE,CAWwB,oBAAoB;;;EAU9C;;;;IAIE;;EAOF,kBAAkB;;EAYlB,+CAA+C;;EAsB/C,0BAA0B;EAa1B;4EAC0E;EAE1E;wEACsE;;EAGtE,8BAA8B;;EAK9B,6BAA6B;;EAI7B,6BAA6B;CAQ9B;;CEzMD;;GAEG;;CAEH;;;;GAIG;;CCRH;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;EA8BE;;CAEF;;;GAGG;;CAEH;EACE,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,0BAA0B;EAC1B,uBAAuB;EACvB,sBAAsB;EACtB,kBAAkB;CACnB;;CAGD;EACE,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;CACrB;;CAGD;EACE,6BAAuB;EAAvB,8BAAuB;MAAvB,2BAAuB;UAAvB,uBAAuB;CACxB;;CAGD;EACE,UAAU;EACV,WAAW;EACX,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,oBAAe;MAAf,mBAAe;UAAf,eAAe;EACf,sBAAsB;CACvB;;CAGD;EACE,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;CACrB;;CAGD;EACE,6BAAuB;EAAvB,8BAAuB;MAAvB,2BAAuB;UAAvB,uBAAuB;CACxB;;CAGD;EACE,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;EACpB,+BAAuB;UAAvB,uBAAuB;EACvB,iBAAiB;CAClB;;CAGD;;EAEE,oBAAe;MAAf,mBAAe;UAAf,eAAe;CAChB;;CAGD;EACE,oBAAe;MAAf,mBAAe;UAAf,eAAe;EACf,iBAAiB;EACjB,oBAAoB;CACrB;;CAGD;EACE,yBAAyB;CAC1B;;CAGD;EACE,mBAAmB;CACpB;;CAGD;EACE,QAAQ;EACR,oCAA4B;EAA5B,4BAA4B;CAC7B;;CAGD;EACE,OAAO;EACP,mCAA2B;EAA3B,2BAA2B;CAC5B;;CAGD;EACE,yBAAiB;EAAjB,iBAAiB;CAClB;;CAED,oBAAoB;;CD9GpB,QAUqC,oCAAoC;;IA2BrE,+BAA+B;CAIlC;;CAED;IACI,YAAiC;IACjC,+BAAuB;YAAvB,uBAAuB;IACvB,aAA+B;IAC/B,kBAAkB;CACrB;;CAED;IACI,kBAA6C;IAC7C,aAAwC;CAC3C;;CAED;IACI,eAAe;IACf,gBAAgB;CACnB;;CAED,mBAAmB;;CAEnB;IACI,wBAAwB;IACxB,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,+BAAoB;IAApB,8BAAoB;QAApB,wBAAoB;YAApB,oBAAoB;IACpB,4BAAsB;QAAtB,yBAAsB;YAAtB,sBAAsB;CACzB;;CAED;IACI,sBAAsB;IACtB,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,UAAU;IACV,eAAe;CAClB;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,cAAc;IACd,UAAU;IACV,eAAe;CAClB;;CAED;IACI,+BAAoB;IAApB,8BAAoB;QAApB,wBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED,4BAA4B;;CAE5B;IACI,mBAAmB;IACnB,oBAAoB;IACpB,iBAAiB;IACjB,oBAAoB;IACpB,sBAAsB;IACtB,oBAAoB;IACpB,iBAAiB;IACjB,wBAAwB;IACxB,mBAAmB;IACnB,gBAAuC;IACvC,gBAAgB;;IAEhB,aAAwC;IACxC,kBAAkB;IAClB,kBAA6C;IAC7C,yBAAiB;YAAjB,iBAAiB;;IAEjB,yBAAgC;IAChC,0BAA0C;IAC1C,sBAAsC;IACtC,aAAa;CAChB;;CAED;IACI,kBAA8C;IAC9C,qBAAqB;CACxB;;CAED;IACI,iBAAiB,CAAC,sBAAsB;CAC3C;;CAED;IACI,aAA4C;CAC/C;;CAED;IACI,gBAAgB;CACnB;;CAED;IACI,wBAAwB;IACxB;;+CAE+E;YAF/E;;+CAE+E;CAClF;;CAED;IACI,wBAAwB;IACxB;;iDAE6E;YAF7E;;iDAE6E;IAC7E,yBAAgC;IAChC,0BAA0C;CAC7C;;CAED;IACI,2BAA8D;CACjE;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAA2C;CAC9C;;CAED;IACI,8BAAwC;IACxC,0BAA2C;EAC7C;;CAEF;IACI,8BAAwC;IACxC,0BAA2C;EAC7C;;CAED,2BAA2B;;CAE5B;IACI,gCAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED,6BAA6B;;CAE7B;IACI,gCAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED,kBAAkB;;CAElB;IACI,aAA4C;CAC/C;;CAED,0BAA0B;;CAE1B,kCAAkC;;CAClC;IACI,iBAAuB;IAAvB,uBAAuB;CAC1B;;CAED;IACI,iBAAiB;IACjB,aAAqC;IACrC,gBAAuC;IACvC,iBAAiB;IACjB,wBAAwB;IACxB,oBAAoB;IACpB,kBAA6C;CAChD;;CAED;IACI,WAAW;IACX,aAAqC;IACrC,gBAAuC;IACvC,iBAAiB;IACjB,wBAAwB;IACxB,oBAAoB;IACpB,kBAA6C;CAChD;;CAED;IACI,6BAA6B;IAC7B,aAAqC;IACrC,kBAAkB;IAClB,kBAA0D;IAC1D,YAA4C;IAC5C,qBAAe;QAAf,eAAe;CAClB;;CAED;IACI,2BAA2B;IAC3B,aAAqC;IACrC,mBAAmB;IACnB,kBAA6C;CAChD;;CAED,4BAA4B;;CAE5B;IACI,aAAuC;IACvC,gBAAuC;IACvC,aAAwC;IACxC,kBAA6C;IAC7C,iBAAiB;IACjB,oBAAoB;IACpB,mBAAmB;CACtB;;CAED;IACI,yBAAyB;;IAEzB;;;;OAIG;IACH;;uDAEoD;;IAMpD;;+CAE4C;CAC/C;;CAED;IACI,wBAAwB;IACxB,mBAAmB;IACnB,iBAAgD;IAChD,gBAA+C;IAC/C,iBAA6C;CAChD;;CAED;IACI,sBAAsB;IACtB,gBAA4C;IAC5C,2BAA2B;IAC3B,eAAe;CAClB;;CAED,6BAA6B;;CAE7B;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,wBAAgE;IAChE,kBAA6C;IAC7C,iBAAiB;IACjB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,4BAAmB;QAAnB,mBAAmB;CACtB;;CAED,0BAA0B;;CAE1B;IACI,aAAwC;IACxC,kBAA6C;IAC7C,aAA4C;IAC5C,gBAAuC;CAC1C;;CAED;IACI,kBAA6C;IAC7C,kBAA8C;IAC9C,iBAA6C;;IAE7C,0JAA0J;IAC1J,sBAAsB;IACtB,8CAA8C;IAC9C,mBAAmB;IACnB,qBAAqB;IACrB,oCAAoC;IACpC,mCAAmC;CACtC;;CAED;IACI,iBAAiB;IACjB,aAAa;CAChB;;CAED;IACI,iBAAiB;IACjB,WAAW;CACd;;CAED;IACI,cAAc;CACjB;;CAED,qCAAqC;;CAErC;IACI,aAAsC;CACzC;;CAED;IACI,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,aAA4C;CAC/C;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,iBAAsF;IACtF,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,aAAa,CAAC,iEAAiE;IAC/E,qBAAe;QAAf,eAAe;IACf,yBAAyB;CAC5B;;CAED;IACI,gBAAgB;IAChB,eAAe;CAClB;;CAED;IACI,sBAAyD;CAC5D;;CAED,mBAAmB;;CAEnB;IACI,kBAAkB;IAClB,0BAA4E;IAC5E,oBAAoC;IACpC,+BAAuB;YAAvB,uBAAuB;IACvB,mBAAmB;IACnB,mBAAmB;CACtB;;CAED;IACI,mBAAmB;IACnB,yBAAyB,CAAC,oDAAoD;IAC9E,mBAAmB;IACnB,wBAAmE;IACnE,0BAAiG;IACjG,+BAAuB;YAAvB,uBAAuB;IACvB,WAAW;IACX,uBAAuB,CAAC,wBAAwB;CACnD;;CAED,wBAAwB;;CACxB;IACI,0BAA+D;IAC/D,0BAAiG;CACpG;;CAED;IACI,0BAA+D;IAC/D,sBAA2D;IAC3D,WAAW;IACX,8BAAsB;YAAtB,sBAAsB;CACzB;;CAED;IACI,iEAAiE;IACjE,mBAAmB;IACnB,oBAAyD;IACzD,WAAW;CACd;;CAED,8BAA8B;;CAE9B;IACI,YAA4C;IAC5C,aAA6C;IAC7C,iBAAgJ;IAChJ,kBAAqG;IACrG,mBAAmB;IACnB,OAAO;CACV;;CAED;IACI,YAA4C;IAC5C,aAA6C;IAC7C,oBAAuG;IACvG,kBAAiJ;IACjJ,mBAAmB;IACnB,QAAQ;CACX;;CAED;IACI,YAA6D;IAC7D,iBAAyJ;CAC5J;;CAED;IACI,WAA4D;IAC5D,kBAA0J;CAC7J;;CAED,uBAAuB;;CAEvB;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;;IAE7C;;oDAEgD;IAChD,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,kBAAkB;CACrB;;CAED;IACI,aAAwC;IACxC,iBAAwG;IACxG,kBAAyG;IACzG,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;CAClD;;CAED;IACI,gCAAgC;IAChC,YAAiD;IACjD,iBAAmG;IACnG,YAAY;CACf;;CAED,qBAAqB;;CAErB;IACI,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,qBAAqB;IACrB,cAA0C;IAC1C,YAA2C;CAC9C;;CAED;IACI,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,kBAAkB;IAClB,mBAAmB;IACnB,mBAA0G;IAC1G,gBAAuG;IACvG,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,gCAAgC;IAChC,WAAgD;IAChD,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,kBAAkB;IAClB,mBAAmB;CACtB;;CAED,6BAA6B;;CAE7B;IACI,yBAAyB;IAIzB,iBAAiB;CACpB;;CAED;IACI,aAAwC;CAC3C;;CAED;IACI,0BAAyC;CAC5C;;CAED;IACI,0BAA2C;CAC9C;;CAED;IACI,0BAAwC;CAC3C;;CAED;IACI,0BAAwC;CAC3C;;CAED;IACI,0BAAyC;CAC5C;;CAED;IACI,0BAA0C;IAC1C,aAAa;IACb,yBAAiB;YAAjB,iBAAiB;CACpB;;CAED,yBAAyB;;CAEzB;IACI,kBAAkB;IAClB,aAAwC;IACxC,kBAA6C;IAC7C,aAAsC;IACtC,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;;CAEvB;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,gBAA4C;IAC5C,mBAA+C;IAC/C,6BAAoB;QAApB,oBAAoB;IACpB,8BAA8B;IAC9B,aAAgB;IAAhB,gBAAgB;CACnB;;CAED,uBAAuB;;CAEvB;IACI,cAA0C;IAC1C,YAA2C;CAC9C;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,YAA4C;IAC5C,kBAAkB;IAClB,mBAAmB;IACnB,iBAAiB;CACpB;;CAED,2BAA2B;;CAE3B;IACI,aAAwC;IACxC,aAAsC;IACtC,kBAA6C;CAChD;;CAED;IACI,oBAAoB;IACpB,0BAAwF;IACxF,iBAAiB;IACjB,gBAAgB;IAChB,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,aAAa,CAAC,iEAAiE;IAC/E,+BAAuB;YAAvB,uBAAuB;IACvB,yBAAyB;IACzB,yBAAiB;YAAjB,iBAAiB;IACjB,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,oBAAoB;IACpB,kBAAyD;CAC5D,iBAAiB;CACjB,yBAAyB;CACzB,sBAAsB;IACnB,6BAA6B;CAChC,sBAAsB;CACtB,kCAAkC;IAC/B,kuBAAmD;CACtD;;CACD;IACI,sBAAyD;CAC5D;;CAED;IACI,aAA4C;CAC/C;;CAED;6CAC6C;;CAC7C;IACI,mBAAmB;IACnB,wBAAwB;CAC3B;;CAED,+BAA+B;;CAE/B;IACI,aAAsC;IACtC,kBAA6C;;IAE7C;;kEAE8D;IAC9D,yBAAwB;QAAxB,sBAAwB;YAAxB,wBAAwB;CAC3B;;CAED;IACI,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,yBAAyB;IACzB,eAAe;IACf,gBAAgB;;IAEhB;;kEAE8D;IAC9D,iBAAiB;CACpB;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,kBAA8C;IAC9C,kBAA6C;IAC7C,kEAAkE;IAClE,0DAAiF;IACjF,6DAAoF;CACvF;;CAID,4BAA4B;;CAE5B;IACI,kBAA6C;CAChD;;CAED;IACI,iBAAsC;IACtC,kBAAuC;CAC1C;;CAED;IACI,aAA4C;CAC/C;;CAED,2BAA2B;;CAE3B;IACI,aAAsC;IACtC,kBAA6C;CAChD;;CAED;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;IACrB,+BAAuB;YAAvB,uBAAuB;IACvB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,mBAA8D;CACjE;;CAED;IACI,aAA4C;IAC5C,kBAAiD;IACjD,gBAAuC;CAC1C;;CAED;IACI,aAA4C;IAC5C,kBAAiD;IACjD,oBAA4D;IAC5D,YAAY;CACf;;CAED,0BAA0B;;CAE1B;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,gBAA+C;CAClD;;CAED;IACI,YAAuC;IACvC,aAAwC;IACxC,eAAe,CAAC,6DAA6D;IAC7E,kBAAqD;IACrD,yBAAqC;IACrC,0BAAwF;IACxF,kBAAkB;IAClB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,+BAAuB;YAAvB,uBAAuB;IACvB,6BAAoB;QAApB,oBAAoB;IACpB,yBAAyB;CAC5B;;CAED;IACI,+BAA6F;CAChG;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,yBAAyB;IACzB,aAAwC;IACxC,kBAA6C;IAC7C,kBAAqD;IACrD,yBAAqC;IACrC,0BAAwF;IACxF,gBAAuC;IACvC,iBAAsF;IACtF,aAAa,CAAC,iEAAiE;IAC/E,qBAAe;QAAf,eAAe;IACf,+BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,aAA4C;CAC/C;;CAED,yBAAyB;;CAEzB;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,aAAa,CAAC,iEAAiE;IAC/E,yBAAyB;IACzB,aAAwC;IACxC,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,iBAAsF;IACtF,+BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,sBAAoC;CACvC;;CAED;IACI,aAA4C;CAC/C;;CAED,iBAAiB;;CAEjB;IACI,aAA4C;IAC5C,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,aAAa;CAChB;;CAED;IACI,aAA4C;CAC/C;;CAED,gBAAgB;;CAEhB;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,yFAAyF;IACzF,oBAAoB;IACpB,oBAAoB;CACvB;;CAED;IACI,iDAAiD;IACjD,uBAAsB;QAAtB,oBAAsB;YAAtB,sBAAsB;IACtB,aAAa;IACb,cAAc;CACjB;;CAED;IACI,YAAY;IACZ,+BAAuB;YAAvB,uBAAuB;IACvB,UAAU;IACV,kBAAoC;IACpC,yBAAgC;IAChC,0BAA6D;IAC7D,cAA6C;IAC7C,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,eAAe;CAClB;;CAED;IACI,wCAA+D;IAC/D,iBAAmF;CACtF;;CAED;IACI,oBAAiD;QAAjD,oBAAiD;YAAjD,gBAAiD;IACjD,gBAAgB;IAChB,iBAAmF;IACnF,kBAAqD;IACrD,kBAA+C;IAC/C,kBAAkB;IAClB,oBAAoC;IACpC,yBAAgC;IAChC,0BAA6D;IAC7D,oBAAoB;IACpB,mBAAmB;CACtB;;CAED;IACI,0BAAgC;IAChC,gEAAgE;IAChE,kBAAoC;IACpC,iBAAuF;IACvF,mCAA8C;YAA9C,2BAA8C;IAC9C,kBAAkB;CACrB;;CAED;IACI,mBAAmB;IACnB,UAAuC;IACvC,WAAwC;IACxC,YAAY;IACZ,YAAoD;IACpD,wBAA+C;IAC/C,oBAAmC;CACtC;;CAED;IACI,eAAe;CAClB;;CAED;IACI,kBAAoC;IACpC,yBAAgC;CACnC;;CAED;IACI,iBAAiB;CACpB;;CAED;IACI,yBAAyB;IACzB,iBAAiB,CAAC,WAAW;CAChC;;CAED;;;IAGI,kBAAqD;CACxD;;CAED,sBAAsB;;CAEtB;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,aAAyC;IACzC,gBAAgB;IAChB,yBAAgC;IAChC,0BAA0C;IAC1C,0BAAqE;IACrE,mBAA+F;IAC/F,kBAAkB;CACrB;;CAED;IACI,wBAA0C;IAC1C,yBAAgC;CACnC;;CAED;IACI,wBAA0C;IAC1C,0BAAgC;IAChC,gBAAgB;IAChB,oBAAoB;CACvB;;CAED;IACI,sBAAsB,EAAE,qCAAqC;IAC7D,sBAAsB;IACtB,8CAA8C;IAC9C,mBAAmB;IACnB,qBAAqB;IACrB,oCAAoC;IACpC,mCAAmC;CACtC;;CAED;IACI,sBAAsB,CAAC,oCAAoC;CAC9D;;CAED;IACI,cAA6C;IAC7C,wBAA0C;IAC1C,yBAAgC;IAChC,+BAA0E;IAC1E,gCAA2E;IAC3E,iCAA4E;IAC5E,eAAe;CAClB;;CAED;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,iBAAiB;CACpB;;CAED;IACI,gBAAgB;CACnB;;CAID,iBAAiB;;CAEjB;IACI,gBAAuC;CAC1C;;CAED;IACI,0CAA0C;IAC1C,6BAAoB;QAApB,oBAAoB;IACpB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,kEAAkE;IAClE,kBAA6C;IAC7C,yEAAyE;IACzE,mBAAmB;CACtB","file":"controls.css","sourcesContent":["/* Copyright (c) Jupyter Development Team.\n * Distributed under the terms of the Modified BSD License.\n */\n\n /* We import all of these together in a single css file because the Webpack\nloader sees only one file at a time. This allows postcss to see the variable\ndefinitions when they are used. */\n\n@import \"./labvariables.css\";\n@import \"./widgets-base.css\";\n","/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*/\n\n/*\nThis file is copied from the JupyterLab project to define default styling for\nwhen the widget styling is compiled down to eliminate CSS variables. We make one\nchange - we comment out the font import below.\n*/\n\n@import \"./materialcolors.css\";\n\n/*\nThe following CSS variables define the main, public API for styling JupyterLab.\nThese variables should be used by all plugins wherever possible. In other\nwords, plugins should not define custom colors, sizes, etc unless absolutely\nnecessary. This enables users to change the visual theme of JupyterLab\nby changing these variables.\n\nMany variables appear in an ordered sequence (0,1,2,3). These sequences\nare designed to work well together, so for example, `--jp-border-color1` should\nbe used with `--jp-layout-color1`. The numbers have the following meanings:\n\n* 0: super-primary, reserved for special emphasis\n* 1: primary, most important under normal situations\n* 2: secondary, next most important under normal situations\n* 3: tertiary, next most important under normal situations\n\nThroughout JupyterLab, we are mostly following principles from Google's\nMaterial Design when selecting colors. We are not, however, following\nall of MD as it is not optimized for dense, information rich UIs.\n*/\n\n\n/*\n * Optional monospace font for input/output prompt.\n */\n /* Commented out in ipywidgets since we don't need it. */\n/* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */\n\n/*\n * Added for compabitility with output area\n */\n:root {\n  --jp-icon-search: none;\n  --jp-ui-select-caret: none;\n}\n\n\n:root {\n\n  /* Borders\n\n  The following variables, specify the visual styling of borders in JupyterLab.\n   */\n\n  --jp-border-width: 1px;\n  --jp-border-color0: var(--md-grey-700);\n  --jp-border-color1: var(--md-grey-500);\n  --jp-border-color2: var(--md-grey-300);\n  --jp-border-color3: var(--md-grey-100);\n\n  /* UI Fonts\n\n  The UI font CSS variables are used for the typography all of the JupyterLab\n  user interface elements that are not directly user generated content.\n  */\n\n  --jp-ui-font-scale-factor: 1.2;\n  --jp-ui-font-size0: calc(var(--jp-ui-font-size1)/var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size1: 13px; /* Base font size */\n  --jp-ui-font-size2: calc(var(--jp-ui-font-size1)*var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size3: calc(var(--jp-ui-font-size2)*var(--jp-ui-font-scale-factor));\n  --jp-ui-icon-font-size: 14px; /* Ensures px perfect FontAwesome icons */\n  --jp-ui-font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n\n  /* Use these font colors against the corresponding main layout colors.\n     In a light theme, these go from dark to light.\n  */\n\n  --jp-ui-font-color0: rgba(0,0,0,1.0);\n  --jp-ui-font-color1: rgba(0,0,0,0.8);\n  --jp-ui-font-color2: rgba(0,0,0,0.5);\n  --jp-ui-font-color3: rgba(0,0,0,0.3);\n\n  /* Use these against the brand/accent/warn/error colors.\n     These will typically go from light to darker, in both a dark and light theme\n   */\n\n  --jp-inverse-ui-font-color0: rgba(255,255,255,1);\n  --jp-inverse-ui-font-color1: rgba(255,255,255,1.0);\n  --jp-inverse-ui-font-color2: rgba(255,255,255,0.7);\n  --jp-inverse-ui-font-color3: rgba(255,255,255,0.5);\n\n  /* Content Fonts\n\n  Content font variables are used for typography of user generated content.\n  */\n\n  --jp-content-font-size: 13px;\n  --jp-content-line-height: 1.5;\n  --jp-content-font-color0: black;\n  --jp-content-font-color1: black;\n  --jp-content-font-color2: var(--md-grey-700);\n  --jp-content-font-color3: var(--md-grey-500);\n\n  --jp-ui-font-scale-factor: 1.2;\n  --jp-ui-font-size0: calc(var(--jp-ui-font-size1)/var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size1: 13px; /* Base font size */\n  --jp-ui-font-size2: calc(var(--jp-ui-font-size1)*var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size3: calc(var(--jp-ui-font-size2)*var(--jp-ui-font-scale-factor));\n\n  --jp-code-font-size: 13px;\n  --jp-code-line-height: 1.307;\n  --jp-code-padding: 5px;\n  --jp-code-font-family: monospace;\n\n\n  /* Layout\n\n  The following are the main layout colors use in JupyterLab. In a light\n  theme these would go from light to dark.\n  */\n\n  --jp-layout-color0: white;\n  --jp-layout-color1: white;\n  --jp-layout-color2: var(--md-grey-200);\n  --jp-layout-color3: var(--md-grey-400);\n\n  /* Brand/accent */\n\n  --jp-brand-color0: var(--md-blue-700);\n  --jp-brand-color1: var(--md-blue-500);\n  --jp-brand-color2: var(--md-blue-300);\n  --jp-brand-color3: var(--md-blue-100);\n\n  --jp-accent-color0: var(--md-green-700);\n  --jp-accent-color1: var(--md-green-500);\n  --jp-accent-color2: var(--md-green-300);\n  --jp-accent-color3: var(--md-green-100);\n\n  /* State colors (warn, error, success, info) */\n\n  --jp-warn-color0: var(--md-orange-700);\n  --jp-warn-color1: var(--md-orange-500);\n  --jp-warn-color2: var(--md-orange-300);\n  --jp-warn-color3: var(--md-orange-100);\n\n  --jp-error-color0: var(--md-red-700);\n  --jp-error-color1: var(--md-red-500);\n  --jp-error-color2: var(--md-red-300);\n  --jp-error-color3: var(--md-red-100);\n\n  --jp-success-color0: var(--md-green-700);\n  --jp-success-color1: var(--md-green-500);\n  --jp-success-color2: var(--md-green-300);\n  --jp-success-color3: var(--md-green-100);\n\n  --jp-info-color0: var(--md-cyan-700);\n  --jp-info-color1: var(--md-cyan-500);\n  --jp-info-color2: var(--md-cyan-300);\n  --jp-info-color3: var(--md-cyan-100);\n\n  /* Cell specific styles */\n\n  --jp-cell-padding: 5px;\n  --jp-cell-editor-background: #f7f7f7;\n  --jp-cell-editor-border-color: #cfcfcf;\n  --jp-cell-editor-background-edit: var(--jp-ui-layout-color1);\n  --jp-cell-editor-border-color-edit: var(--jp-brand-color1);\n  --jp-cell-prompt-width: 100px;\n  --jp-cell-prompt-font-family: 'Roboto Mono', monospace;\n  --jp-cell-prompt-letter-spacing: 0px;\n  --jp-cell-prompt-opacity: 1.0;\n  --jp-cell-prompt-opacity-not-active: 0.4;\n  --jp-cell-prompt-font-color-not-active: var(--md-grey-700);\n  /* A custom blend of MD grey and blue 600\n   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */\n  --jp-cell-inprompt-font-color: #307FC1;\n  /* A custom blend of MD grey and orange 600\n   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */\n  --jp-cell-outprompt-font-color: #BF5B3D;\n\n  /* Notebook specific styles */\n\n  --jp-notebook-padding: 10px;\n  --jp-notebook-scroll-padding: 100px;\n\n  /* Console specific styles */\n\n  --jp-console-background: var(--md-grey-100);\n\n  /* Toolbar specific styles */\n\n  --jp-toolbar-border-color: var(--md-grey-400);\n  --jp-toolbar-micro-height: 8px;\n  --jp-toolbar-background: var(--jp-layout-color0);\n  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0,0,0,0.24);\n  --jp-toolbar-header-margin: 4px 4px 0px 4px;\n  --jp-toolbar-active-background: var(--md-grey-300);\n}\n","/**\n * The material design colors are adapted from google-material-color v1.2.6\n * https://github.com/danlevan/google-material-color\n * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css\n *\n * The license for the material design color CSS variables is as follows (see\n * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)\n *\n * The MIT License (MIT)\n *\n * Copyright (c) 2014 Dan Le Van\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to deal\n * in the Software without restriction, including without limitation the rights\n * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n * copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n * SOFTWARE.\n */\n:root {\n  --md-red-50: #FFEBEE;\n  --md-red-100: #FFCDD2;\n  --md-red-200: #EF9A9A;\n  --md-red-300: #E57373;\n  --md-red-400: #EF5350;\n  --md-red-500: #F44336;\n  --md-red-600: #E53935;\n  --md-red-700: #D32F2F;\n  --md-red-800: #C62828;\n  --md-red-900: #B71C1C;\n  --md-red-A100: #FF8A80;\n  --md-red-A200: #FF5252;\n  --md-red-A400: #FF1744;\n  --md-red-A700: #D50000;\n\n  --md-pink-50: #FCE4EC;\n  --md-pink-100: #F8BBD0;\n  --md-pink-200: #F48FB1;\n  --md-pink-300: #F06292;\n  --md-pink-400: #EC407A;\n  --md-pink-500: #E91E63;\n  --md-pink-600: #D81B60;\n  --md-pink-700: #C2185B;\n  --md-pink-800: #AD1457;\n  --md-pink-900: #880E4F;\n  --md-pink-A100: #FF80AB;\n  --md-pink-A200: #FF4081;\n  --md-pink-A400: #F50057;\n  --md-pink-A700: #C51162;\n\n  --md-purple-50: #F3E5F5;\n  --md-purple-100: #E1BEE7;\n  --md-purple-200: #CE93D8;\n  --md-purple-300: #BA68C8;\n  --md-purple-400: #AB47BC;\n  --md-purple-500: #9C27B0;\n  --md-purple-600: #8E24AA;\n  --md-purple-700: #7B1FA2;\n  --md-purple-800: #6A1B9A;\n  --md-purple-900: #4A148C;\n  --md-purple-A100: #EA80FC;\n  --md-purple-A200: #E040FB;\n  --md-purple-A400: #D500F9;\n  --md-purple-A700: #AA00FF;\n\n  --md-deep-purple-50: #EDE7F6;\n  --md-deep-purple-100: #D1C4E9;\n  --md-deep-purple-200: #B39DDB;\n  --md-deep-purple-300: #9575CD;\n  --md-deep-purple-400: #7E57C2;\n  --md-deep-purple-500: #673AB7;\n  --md-deep-purple-600: #5E35B1;\n  --md-deep-purple-700: #512DA8;\n  --md-deep-purple-800: #4527A0;\n  --md-deep-purple-900: #311B92;\n  --md-deep-purple-A100: #B388FF;\n  --md-deep-purple-A200: #7C4DFF;\n  --md-deep-purple-A400: #651FFF;\n  --md-deep-purple-A700: #6200EA;\n\n  --md-indigo-50: #E8EAF6;\n  --md-indigo-100: #C5CAE9;\n  --md-indigo-200: #9FA8DA;\n  --md-indigo-300: #7986CB;\n  --md-indigo-400: #5C6BC0;\n  --md-indigo-500: #3F51B5;\n  --md-indigo-600: #3949AB;\n  --md-indigo-700: #303F9F;\n  --md-indigo-800: #283593;\n  --md-indigo-900: #1A237E;\n  --md-indigo-A100: #8C9EFF;\n  --md-indigo-A200: #536DFE;\n  --md-indigo-A400: #3D5AFE;\n  --md-indigo-A700: #304FFE;\n\n  --md-blue-50: #E3F2FD;\n  --md-blue-100: #BBDEFB;\n  --md-blue-200: #90CAF9;\n  --md-blue-300: #64B5F6;\n  --md-blue-400: #42A5F5;\n  --md-blue-500: #2196F3;\n  --md-blue-600: #1E88E5;\n  --md-blue-700: #1976D2;\n  --md-blue-800: #1565C0;\n  --md-blue-900: #0D47A1;\n  --md-blue-A100: #82B1FF;\n  --md-blue-A200: #448AFF;\n  --md-blue-A400: #2979FF;\n  --md-blue-A700: #2962FF;\n\n  --md-light-blue-50: #E1F5FE;\n  --md-light-blue-100: #B3E5FC;\n  --md-light-blue-200: #81D4FA;\n  --md-light-blue-300: #4FC3F7;\n  --md-light-blue-400: #29B6F6;\n  --md-light-blue-500: #03A9F4;\n  --md-light-blue-600: #039BE5;\n  --md-light-blue-700: #0288D1;\n  --md-light-blue-800: #0277BD;\n  --md-light-blue-900: #01579B;\n  --md-light-blue-A100: #80D8FF;\n  --md-light-blue-A200: #40C4FF;\n  --md-light-blue-A400: #00B0FF;\n  --md-light-blue-A700: #0091EA;\n\n  --md-cyan-50: #E0F7FA;\n  --md-cyan-100: #B2EBF2;\n  --md-cyan-200: #80DEEA;\n  --md-cyan-300: #4DD0E1;\n  --md-cyan-400: #26C6DA;\n  --md-cyan-500: #00BCD4;\n  --md-cyan-600: #00ACC1;\n  --md-cyan-700: #0097A7;\n  --md-cyan-800: #00838F;\n  --md-cyan-900: #006064;\n  --md-cyan-A100: #84FFFF;\n  --md-cyan-A200: #18FFFF;\n  --md-cyan-A400: #00E5FF;\n  --md-cyan-A700: #00B8D4;\n\n  --md-teal-50: #E0F2F1;\n  --md-teal-100: #B2DFDB;\n  --md-teal-200: #80CBC4;\n  --md-teal-300: #4DB6AC;\n  --md-teal-400: #26A69A;\n  --md-teal-500: #009688;\n  --md-teal-600: #00897B;\n  --md-teal-700: #00796B;\n  --md-teal-800: #00695C;\n  --md-teal-900: #004D40;\n  --md-teal-A100: #A7FFEB;\n  --md-teal-A200: #64FFDA;\n  --md-teal-A400: #1DE9B6;\n  --md-teal-A700: #00BFA5;\n\n  --md-green-50: #E8F5E9;\n  --md-green-100: #C8E6C9;\n  --md-green-200: #A5D6A7;\n  --md-green-300: #81C784;\n  --md-green-400: #66BB6A;\n  --md-green-500: #4CAF50;\n  --md-green-600: #43A047;\n  --md-green-700: #388E3C;\n  --md-green-800: #2E7D32;\n  --md-green-900: #1B5E20;\n  --md-green-A100: #B9F6CA;\n  --md-green-A200: #69F0AE;\n  --md-green-A400: #00E676;\n  --md-green-A700: #00C853;\n\n  --md-light-green-50: #F1F8E9;\n  --md-light-green-100: #DCEDC8;\n  --md-light-green-200: #C5E1A5;\n  --md-light-green-300: #AED581;\n  --md-light-green-400: #9CCC65;\n  --md-light-green-500: #8BC34A;\n  --md-light-green-600: #7CB342;\n  --md-light-green-700: #689F38;\n  --md-light-green-800: #558B2F;\n  --md-light-green-900: #33691E;\n  --md-light-green-A100: #CCFF90;\n  --md-light-green-A200: #B2FF59;\n  --md-light-green-A400: #76FF03;\n  --md-light-green-A700: #64DD17;\n\n  --md-lime-50: #F9FBE7;\n  --md-lime-100: #F0F4C3;\n  --md-lime-200: #E6EE9C;\n  --md-lime-300: #DCE775;\n  --md-lime-400: #D4E157;\n  --md-lime-500: #CDDC39;\n  --md-lime-600: #C0CA33;\n  --md-lime-700: #AFB42B;\n  --md-lime-800: #9E9D24;\n  --md-lime-900: #827717;\n  --md-lime-A100: #F4FF81;\n  --md-lime-A200: #EEFF41;\n  --md-lime-A400: #C6FF00;\n  --md-lime-A700: #AEEA00;\n\n  --md-yellow-50: #FFFDE7;\n  --md-yellow-100: #FFF9C4;\n  --md-yellow-200: #FFF59D;\n  --md-yellow-300: #FFF176;\n  --md-yellow-400: #FFEE58;\n  --md-yellow-500: #FFEB3B;\n  --md-yellow-600: #FDD835;\n  --md-yellow-700: #FBC02D;\n  --md-yellow-800: #F9A825;\n  --md-yellow-900: #F57F17;\n  --md-yellow-A100: #FFFF8D;\n  --md-yellow-A200: #FFFF00;\n  --md-yellow-A400: #FFEA00;\n  --md-yellow-A700: #FFD600;\n\n  --md-amber-50: #FFF8E1;\n  --md-amber-100: #FFECB3;\n  --md-amber-200: #FFE082;\n  --md-amber-300: #FFD54F;\n  --md-amber-400: #FFCA28;\n  --md-amber-500: #FFC107;\n  --md-amber-600: #FFB300;\n  --md-amber-700: #FFA000;\n  --md-amber-800: #FF8F00;\n  --md-amber-900: #FF6F00;\n  --md-amber-A100: #FFE57F;\n  --md-amber-A200: #FFD740;\n  --md-amber-A400: #FFC400;\n  --md-amber-A700: #FFAB00;\n\n  --md-orange-50: #FFF3E0;\n  --md-orange-100: #FFE0B2;\n  --md-orange-200: #FFCC80;\n  --md-orange-300: #FFB74D;\n  --md-orange-400: #FFA726;\n  --md-orange-500: #FF9800;\n  --md-orange-600: #FB8C00;\n  --md-orange-700: #F57C00;\n  --md-orange-800: #EF6C00;\n  --md-orange-900: #E65100;\n  --md-orange-A100: #FFD180;\n  --md-orange-A200: #FFAB40;\n  --md-orange-A400: #FF9100;\n  --md-orange-A700: #FF6D00;\n\n  --md-deep-orange-50: #FBE9E7;\n  --md-deep-orange-100: #FFCCBC;\n  --md-deep-orange-200: #FFAB91;\n  --md-deep-orange-300: #FF8A65;\n  --md-deep-orange-400: #FF7043;\n  --md-deep-orange-500: #FF5722;\n  --md-deep-orange-600: #F4511E;\n  --md-deep-orange-700: #E64A19;\n  --md-deep-orange-800: #D84315;\n  --md-deep-orange-900: #BF360C;\n  --md-deep-orange-A100: #FF9E80;\n  --md-deep-orange-A200: #FF6E40;\n  --md-deep-orange-A400: #FF3D00;\n  --md-deep-orange-A700: #DD2C00;\n\n  --md-brown-50: #EFEBE9;\n  --md-brown-100: #D7CCC8;\n  --md-brown-200: #BCAAA4;\n  --md-brown-300: #A1887F;\n  --md-brown-400: #8D6E63;\n  --md-brown-500: #795548;\n  --md-brown-600: #6D4C41;\n  --md-brown-700: #5D4037;\n  --md-brown-800: #4E342E;\n  --md-brown-900: #3E2723;\n\n  --md-grey-50: #FAFAFA;\n  --md-grey-100: #F5F5F5;\n  --md-grey-200: #EEEEEE;\n  --md-grey-300: #E0E0E0;\n  --md-grey-400: #BDBDBD;\n  --md-grey-500: #9E9E9E;\n  --md-grey-600: #757575;\n  --md-grey-700: #616161;\n  --md-grey-800: #424242;\n  --md-grey-900: #212121;\n\n  --md-blue-grey-50: #ECEFF1;\n  --md-blue-grey-100: #CFD8DC;\n  --md-blue-grey-200: #B0BEC5;\n  --md-blue-grey-300: #90A4AE;\n  --md-blue-grey-400: #78909C;\n  --md-blue-grey-500: #607D8B;\n  --md-blue-grey-600: #546E7A;\n  --md-blue-grey-700: #455A64;\n  --md-blue-grey-800: #37474F;\n  --md-blue-grey-900: #263238;\n}","/* Copyright (c) Jupyter Development Team.\n * Distributed under the terms of the Modified BSD License.\n */\n\n/*\n * We assume that the CSS variables in\n * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css\n * have been defined.\n */\n\n@import \"./phosphor.css\";\n\n:root {\n    --jp-widgets-color: var(--jp-content-font-color1);\n    --jp-widgets-label-color: var(--jp-widgets-color);\n    --jp-widgets-readout-color: var(--jp-widgets-color);\n    --jp-widgets-font-size: var(--jp-ui-font-size1);\n    --jp-widgets-margin: 2px;\n    --jp-widgets-inline-height: 28px;\n    --jp-widgets-inline-width: 300px;\n    --jp-widgets-inline-width-short: calc(var(--jp-widgets-inline-width) / 2 - var(--jp-widgets-margin));\n    --jp-widgets-inline-width-tiny: calc(var(--jp-widgets-inline-width-short) / 2 - var(--jp-widgets-margin));\n    --jp-widgets-inline-margin: 4px; /* margin between inline elements */\n    --jp-widgets-inline-label-width: 80px;\n    --jp-widgets-border-width: var(--jp-border-width);\n    --jp-widgets-vertical-height: 200px;\n    --jp-widgets-horizontal-tab-height: 24px;\n    --jp-widgets-horizontal-tab-width: 144px;\n    --jp-widgets-horizontal-tab-top-border: 2px;\n    --jp-widgets-progress-thickness: 20px;\n    --jp-widgets-container-padding: 15px;\n    --jp-widgets-input-padding: 4px;\n    --jp-widgets-radio-item-height-adjustment: 8px;\n    --jp-widgets-radio-item-height: calc(var(--jp-widgets-inline-height) - var(--jp-widgets-radio-item-height-adjustment));\n    --jp-widgets-slider-track-thickness: 4px;\n    --jp-widgets-slider-border-width: var(--jp-widgets-border-width);\n    --jp-widgets-slider-handle-size: 16px;\n    --jp-widgets-slider-handle-border-color: var(--jp-border-color1);\n    --jp-widgets-slider-handle-background-color: var(--jp-layout-color1);\n    --jp-widgets-slider-active-handle-color: var(--jp-brand-color1);\n    --jp-widgets-menu-item-height: 24px;\n    --jp-widgets-dropdown-arrow: url(\"data:image/svg+xml;base64,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\");\n    --jp-widgets-input-color: var(--jp-ui-font-color1);\n    --jp-widgets-input-background-color: var(--jp-layout-color1);\n    --jp-widgets-input-border-color: var(--jp-border-color1);\n    --jp-widgets-input-focus-border-color: var(--jp-brand-color2);\n    --jp-widgets-input-border-width: var(--jp-widgets-border-width);\n    --jp-widgets-disabled-opacity: 0.6;\n\n    /* From Material Design Lite */\n    --md-shadow-key-umbra-opacity: 0.2;\n    --md-shadow-key-penumbra-opacity: 0.14;\n    --md-shadow-ambient-shadow-opacity: 0.12;\n}\n\n.jupyter-widgets {\n    margin: var(--jp-widgets-margin);\n    box-sizing: border-box;\n    color: var(--jp-widgets-color);\n    overflow: visible;\n}\n\n.jupyter-widgets.jupyter-widgets-disconnected::before {\n    line-height: var(--jp-widgets-inline-height);\n    height: var(--jp-widgets-inline-height);\n}\n\n.jp-Output-result > .jupyter-widgets {\n    margin-left: 0;\n    margin-right: 0;\n}\n\n/* vbox and hbox */\n\n.widget-inline-hbox {\n    /* Horizontal widgets */\n    box-sizing: border-box;\n    display: flex;\n    flex-direction: row;\n    align-items: baseline;\n}\n\n.widget-inline-vbox {\n    /* Vertical Widgets */\n    box-sizing: border-box;\n    display: flex;\n    flex-direction: column;\n    align-items: center;\n}\n\n.widget-box {\n    box-sizing: border-box;\n    display: flex;\n    margin: 0;\n    overflow: auto;\n}\n\n.widget-gridbox {\n    box-sizing: border-box;\n    display: grid;\n    margin: 0;\n    overflow: auto;\n}\n\n.widget-hbox {\n    flex-direction: row;\n}\n\n.widget-vbox {\n    flex-direction: column;\n}\n\n/* General Button Styling */\n\n.jupyter-button {\n    padding-left: 10px;\n    padding-right: 10px;\n    padding-top: 0px;\n    padding-bottom: 0px;\n    display: inline-block;\n    white-space: nowrap;\n    overflow: hidden;\n    text-overflow: ellipsis;\n    text-align: center;\n    font-size: var(--jp-widgets-font-size);\n    cursor: pointer;\n\n    height: var(--jp-widgets-inline-height);\n    border: 0px solid;\n    line-height: var(--jp-widgets-inline-height);\n    box-shadow: none;\n\n    color: var(--jp-ui-font-color1);\n    background-color: var(--jp-layout-color2);\n    border-color: var(--jp-border-color2);\n    border: none;\n}\n\n.jupyter-button i.fa {\n    margin-right: var(--jp-widgets-inline-margin);\n    pointer-events: none;\n}\n\n.jupyter-button:empty:before {\n    content: \"\\200b\"; /* zero-width space */\n}\n\n.jupyter-widgets.jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n.jupyter-button i.fa.center {\n    margin-right: 0;\n}\n\n.jupyter-button:hover:enabled, .jupyter-button:focus:enabled {\n    /* MD Lite 2dp shadow */\n    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, var(--md-shadow-key-penumbra-opacity)),\n                0 3px 1px -2px rgba(0, 0, 0, var(--md-shadow-key-umbra-opacity)),\n                0 1px 5px 0 rgba(0, 0, 0, var(--md-shadow-ambient-shadow-opacity));\n}\n\n.jupyter-button:active, .jupyter-button.mod-active {\n    /* MD Lite 4dp shadow */\n    box-shadow: 0 4px 5px 0 rgba(0, 0, 0, var(--md-shadow-key-penumbra-opacity)),\n                0 1px 10px 0 rgba(0, 0, 0, var(--md-shadow-ambient-shadow-opacity)),\n                0 2px 4px -1px rgba(0, 0, 0, var(--md-shadow-key-umbra-opacity));\n    color: var(--jp-ui-font-color1);\n    background-color: var(--jp-layout-color3);\n}\n\n.jupyter-button:focus:enabled {\n    outline: 1px solid var(--jp-widgets-input-focus-border-color);\n}\n\n/* Button \"Primary\" Styling */\n\n.jupyter-button.mod-primary {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-brand-color1);\n}\n\n.jupyter-button.mod-primary.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-brand-color0);\n}\n\n.jupyter-button.mod-primary:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-brand-color0);\n}\n\n/* Button \"Success\" Styling */\n\n.jupyter-button.mod-success {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-success-color1);\n}\n\n.jupyter-button.mod-success.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-success-color0);\n }\n\n.jupyter-button.mod-success:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-success-color0);\n }\n\n /* Button \"Info\" Styling */\n\n.jupyter-button.mod-info {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-info-color1);\n}\n\n.jupyter-button.mod-info.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-info-color0);\n}\n\n.jupyter-button.mod-info:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-info-color0);\n}\n\n/* Button \"Warning\" Styling */\n\n.jupyter-button.mod-warning {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-warn-color1);\n}\n\n.jupyter-button.mod-warning.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-warn-color0);\n}\n\n.jupyter-button.mod-warning:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-warn-color0);\n}\n\n/* Button \"Danger\" Styling */\n\n.jupyter-button.mod-danger {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-error-color1);\n}\n\n.jupyter-button.mod-danger.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-error-color0);\n}\n\n.jupyter-button.mod-danger:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-error-color0);\n}\n\n/* Widget Button*/\n\n.widget-button, .widget-toggle-button {\n    width: var(--jp-widgets-inline-width-short);\n}\n\n/* Widget Label Styling */\n\n/* Override Bootstrap label css */\n.jupyter-widgets label {\n    margin-bottom: initial;\n}\n\n.widget-label-basic {\n    /* Basic Label */\n    color: var(--jp-widgets-label-color);\n    font-size: var(--jp-widgets-font-size);\n    overflow: hidden;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-label {\n    /* Label */\n    color: var(--jp-widgets-label-color);\n    font-size: var(--jp-widgets-font-size);\n    overflow: hidden;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-inline-hbox .widget-label {\n    /* Horizontal Widget Label */\n    color: var(--jp-widgets-label-color);\n    text-align: right;\n    margin-right: calc( var(--jp-widgets-inline-margin) * 2 );\n    width: var(--jp-widgets-inline-label-width);\n    flex-shrink: 0;\n}\n\n.widget-inline-vbox .widget-label {\n    /* Vertical Widget Label */\n    color: var(--jp-widgets-label-color);\n    text-align: center;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n/* Widget Readout Styling */\n\n.widget-readout {\n    color: var(--jp-widgets-readout-color);\n    font-size: var(--jp-widgets-font-size);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    overflow: hidden;\n    white-space: nowrap;\n    text-align: center;\n}\n\n.widget-readout.overflow {\n    /* Overflowing Readout */\n\n    /* From Material Design Lite\n        shadow-key-umbra-opacity: 0.2;\n        shadow-key-penumbra-opacity: 0.14;\n        shadow-ambient-shadow-opacity: 0.12;\n     */\n    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                        0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                        0 1px 5px 0 rgba(0, 0, 0, 0.12);\n\n    -moz-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                     0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                     0 1px 5px 0 rgba(0, 0, 0, 0.12);\n\n    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                0 1px 5px 0 rgba(0, 0, 0, 0.12);\n}\n\n.widget-inline-hbox .widget-readout {\n    /* Horizontal Readout */\n    text-align: center;\n    max-width: var(--jp-widgets-inline-width-short);\n    min-width: var(--jp-widgets-inline-width-tiny);\n    margin-left: var(--jp-widgets-inline-margin);\n}\n\n.widget-inline-vbox .widget-readout {\n    /* Vertical Readout */\n    margin-top: var(--jp-widgets-inline-margin);\n    /* as wide as the widget */\n    width: inherit;\n}\n\n/* Widget Checkbox Styling */\n\n.widget-checkbox {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-checkbox input[type=\"checkbox\"] {\n    margin: 0px calc( var(--jp-widgets-inline-margin) * 2 ) 0px 0px;\n    line-height: var(--jp-widgets-inline-height);\n    font-size: large;\n    flex-grow: 1;\n    flex-shrink: 0;\n    align-self: center;\n}\n\n/* Widget Valid Styling */\n\n.widget-valid {\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width-short);\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-valid i:before {\n    line-height: var(--jp-widgets-inline-height);\n    margin-right: var(--jp-widgets-inline-margin);\n    margin-left: var(--jp-widgets-inline-margin);\n\n    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */\n    display: inline-block;\n    font: normal normal normal 14px/1 FontAwesome;\n    font-size: inherit;\n    text-rendering: auto;\n    -webkit-font-smoothing: antialiased;\n    -moz-osx-font-smoothing: grayscale;\n}\n\n.widget-valid.mod-valid i:before {\n    content: \"\\f00c\";\n    color: green;\n}\n\n.widget-valid.mod-invalid i:before {\n    content: \"\\f00d\";\n    color: red;\n}\n\n.widget-valid.mod-valid .widget-valid-readout {\n    display: none;\n}\n\n/* Widget Text and TextArea Stying */\n\n.widget-textarea, .widget-text {\n    width: var(--jp-widgets-inline-width);\n}\n\n.widget-text input[type=\"text\"], .widget-text input[type=\"number\"]{\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-text input[type=\"text\"]:disabled, .widget-text input[type=\"number\"]:disabled, .widget-textarea textarea:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n.widget-text input[type=\"text\"], .widget-text input[type=\"number\"], .widget-textarea textarea {\n    box-sizing: border-box;\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    flex-grow: 1;\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    flex-shrink: 1;\n    outline: none !important;\n}\n\n.widget-textarea textarea {\n    height: inherit;\n    width: inherit;\n}\n\n.widget-text input:focus, .widget-textarea textarea:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n/* Widget Slider */\n\n.widget-slider .ui-slider {\n    /* Slider Track */\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-layout-color3);\n    background: var(--jp-layout-color3);\n    box-sizing: border-box;\n    position: relative;\n    border-radius: 0px;\n}\n\n.widget-slider .ui-slider .ui-slider-handle {\n    /* Slider Handle */\n    outline: none !important; /* focused slider handles are colored - see below */\n    position: absolute;\n    background-color: var(--jp-widgets-slider-handle-background-color);\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-handle-border-color);\n    box-sizing: border-box;\n    z-index: 1;\n    background-image: none; /* Override jquery-ui */\n}\n\n/* Override jquery-ui */\n.widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {\n    background-color: var(--jp-widgets-slider-active-handle-color);\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-active-handle-color);\n}\n\n.widget-slider .ui-slider .ui-slider-handle:active {\n    background-color: var(--jp-widgets-slider-active-handle-color);\n    border-color: var(--jp-widgets-slider-active-handle-color);\n    z-index: 2;\n    transform: scale(1.2);\n}\n\n.widget-slider  .ui-slider .ui-slider-range {\n    /* Interval between the two specified value of a double slider */\n    position: absolute;\n    background: var(--jp-widgets-slider-active-handle-color);\n    z-index: 0;\n}\n\n/* Shapes of Slider Handles */\n\n.widget-hslider .ui-slider .ui-slider-handle {\n    width: var(--jp-widgets-slider-handle-size);\n    height: var(--jp-widgets-slider-handle-size);\n    margin-top: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-handle-size)) / 2 - var(--jp-widgets-slider-border-width));\n    margin-left: calc(var(--jp-widgets-slider-handle-size) / -2 + var(--jp-widgets-slider-border-width));\n    border-radius: 50%;\n    top: 0;\n}\n\n.widget-vslider .ui-slider .ui-slider-handle {\n    width: var(--jp-widgets-slider-handle-size);\n    height: var(--jp-widgets-slider-handle-size);\n    margin-bottom: calc(var(--jp-widgets-slider-handle-size) / -2 + var(--jp-widgets-slider-border-width));\n    margin-left: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-handle-size)) / 2 - var(--jp-widgets-slider-border-width));\n    border-radius: 50%;\n    left: 0;\n}\n\n.widget-hslider .ui-slider .ui-slider-range {\n    height: calc( var(--jp-widgets-slider-track-thickness) * 2 );\n    margin-top: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-track-thickness) * 2 ) / 2 - var(--jp-widgets-slider-border-width));\n}\n\n.widget-vslider .ui-slider .ui-slider-range {\n    width: calc( var(--jp-widgets-slider-track-thickness) * 2 );\n    margin-left: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-track-thickness) * 2 ) / 2 - var(--jp-widgets-slider-border-width));\n}\n\n/* Horizontal Slider */\n\n.widget-hslider {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n\n    /* Override the align-items baseline. This way, the description and readout\n    still seem to align their baseline properly, and we don't have to have\n    align-self: stretch in the .slider-container. */\n    align-items: center;\n}\n\n.widgets-slider .slider-container {\n    overflow: visible;\n}\n\n.widget-hslider .slider-container {\n    height: var(--jp-widgets-inline-height);\n    margin-left: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    margin-right: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n}\n\n.widget-hslider .ui-slider {\n    /* Inner, invisible slide div */\n    height: var(--jp-widgets-slider-track-thickness);\n    margin-top: calc((var(--jp-widgets-inline-height) - var(--jp-widgets-slider-track-thickness)) / 2);\n    width: 100%;\n}\n\n/* Vertical Slider */\n\n.widget-vbox .widget-label {\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-vslider {\n    /* Vertical Slider */\n    height: var(--jp-widgets-vertical-height);\n    width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-vslider .slider-container {\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    margin-left: auto;\n    margin-right: auto;\n    margin-bottom: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    margin-top: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    display: flex;\n    flex-direction: column;\n}\n\n.widget-vslider .ui-slider-vertical {\n    /* Inner, invisible slide div */\n    width: var(--jp-widgets-slider-track-thickness);\n    flex-grow: 1;\n    margin-left: auto;\n    margin-right: auto;\n}\n\n/* Widget Progress Styling */\n\n.progress-bar {\n    -webkit-transition: none;\n    -moz-transition: none;\n    -ms-transition: none;\n    -o-transition: none;\n    transition: none;\n}\n\n.progress-bar {\n    height: var(--jp-widgets-inline-height);\n}\n\n.progress-bar {\n    background-color: var(--jp-brand-color1);\n}\n\n.progress-bar-success {\n    background-color: var(--jp-success-color1);\n}\n\n.progress-bar-info {\n    background-color: var(--jp-info-color1);\n}\n\n.progress-bar-warning {\n    background-color: var(--jp-warn-color1);\n}\n\n.progress-bar-danger {\n    background-color: var(--jp-error-color1);\n}\n\n.progress {\n    background-color: var(--jp-layout-color2);\n    border: none;\n    box-shadow: none;\n}\n\n/* Horisontal Progress */\n\n.widget-hprogress {\n    /* Progress Bar */\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width);\n    align-items: center;\n\n}\n\n.widget-hprogress .progress {\n    flex-grow: 1;\n    margin-top: var(--jp-widgets-input-padding);\n    margin-bottom: var(--jp-widgets-input-padding);\n    align-self: stretch;\n    /* Override bootstrap style */\n    height: initial;\n}\n\n/* Vertical Progress */\n\n.widget-vprogress {\n    height: var(--jp-widgets-vertical-height);\n    width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-vprogress .progress {\n    flex-grow: 1;\n    width: var(--jp-widgets-progress-thickness);\n    margin-left: auto;\n    margin-right: auto;\n    margin-bottom: 0;\n}\n\n/* Select Widget Styling */\n\n.widget-dropdown {\n    height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-dropdown > select {\n    padding-right: 20px;\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    border-radius: 0;\n    height: inherit;\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    box-sizing: border-box;\n    outline: none !important;\n    box-shadow: none;\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    vertical-align: top;\n    padding-left: calc( var(--jp-widgets-input-padding) * 2);\n\tappearance: none;\n\t-webkit-appearance: none;\n\t-moz-appearance: none;\n    background-repeat: no-repeat;\n\tbackground-size: 20px;\n\tbackground-position: right center;\n    background-image: var(--jp-widgets-dropdown-arrow);\n}\n.widget-dropdown > select:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-dropdown > select:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* To disable the dotted border in Firefox around select controls.\n   See http://stackoverflow.com/a/18853002 */\n.widget-dropdown > select:-moz-focusring {\n    color: transparent;\n    text-shadow: 0 0 0 #000;\n}\n\n/* Select and SelectMultiple */\n\n.widget-select {\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n\n    /* Because Firefox defines the baseline of a select as the bottom of the\n    control, we align the entire control to the top and add padding to the\n    select to get an approximate first line baseline alignment. */\n    align-items: flex-start;\n}\n\n.widget-select > select {\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    outline: none !important;\n    overflow: auto;\n    height: inherit;\n\n    /* Because Firefox defines the baseline of a select as the bottom of the\n    control, we align the entire control to the top and add padding to the\n    select to get an approximate first line baseline alignment. */\n    padding-top: 5px;\n}\n\n.widget-select > select:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.wiget-select > select > option {\n    padding-left: var(--jp-widgets-input-padding);\n    line-height: var(--jp-widgets-inline-height);\n    /* line-height doesn't work on some browsers for select options */\n    padding-top: calc(var(--jp-widgets-inline-height)-var(--jp-widgets-font-size)/2);\n    padding-bottom: calc(var(--jp-widgets-inline-height)-var(--jp-widgets-font-size)/2);\n}\n\n\n\n/* Toggle Buttons Styling */\n\n.widget-toggle-buttons {\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-toggle-buttons .widget-toggle-button {\n    margin-left: var(--jp-widgets-margin);\n    margin-right: var(--jp-widgets-margin);\n}\n\n.widget-toggle-buttons .jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Radio Buttons Styling */\n\n.widget-radio {\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-radio-box {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n    box-sizing: border-box;\n    flex-grow: 1;\n    margin-bottom: var(--jp-widgets-radio-item-height-adjustment);\n}\n\n.widget-radio-box label {\n    height: var(--jp-widgets-radio-item-height);\n    line-height: var(--jp-widgets-radio-item-height);\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-radio-box input {\n    height: var(--jp-widgets-radio-item-height);\n    line-height: var(--jp-widgets-radio-item-height);\n    margin: 0 calc( var(--jp-widgets-input-padding) * 2 ) 0 1px;\n    float: left;\n}\n\n/* Color Picker Styling */\n\n.widget-colorpicker {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-colorpicker > .widget-colorpicker-input {\n    flex-grow: 1;\n    flex-shrink: 1;\n    min-width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-colorpicker input[type=\"color\"] {\n    width: var(--jp-widgets-inline-height);\n    height: var(--jp-widgets-inline-height);\n    padding: 0 2px; /* make the color square actually square on Chrome on OS X */\n    background: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    border-left: none;\n    flex-grow: 0;\n    flex-shrink: 0;\n    box-sizing: border-box;\n    align-self: stretch;\n    outline: none !important;\n}\n\n.widget-colorpicker.concise input[type=\"color\"] {\n    border-left: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n}\n\n.widget-colorpicker input[type=\"color\"]:focus, .widget-colorpicker input[type=\"text\"]:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-colorpicker input[type=\"text\"] {\n    flex-grow: 1;\n    outline: none !important;\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    background: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    flex-shrink: 1;\n    box-sizing: border-box;\n}\n\n.widget-colorpicker input[type=\"text\"]:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Date Picker Styling */\n\n.widget-datepicker {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-datepicker input[type=\"date\"] {\n    flex-grow: 1;\n    flex-shrink: 1;\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    outline: none !important;\n    height: var(--jp-widgets-inline-height);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    box-sizing: border-box;\n}\n\n.widget-datepicker input[type=\"date\"]:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-datepicker input[type=\"date\"]:invalid {\n    border-color: var(--jp-warn-color1);\n}\n\n.widget-datepicker input[type=\"date\"]:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Play Widget */\n\n.widget-play {\n    width: var(--jp-widgets-inline-width-short);\n    display: flex;\n    align-items: stretch;\n}\n\n.widget-play .jupyter-button {\n    flex-grow: 1;\n    height: auto;\n}\n\n.widget-play .jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Tab Widget */\n\n.jupyter-widgets.widget-tab {\n    display: flex;\n    flex-direction: column;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */\n    overflow-x: visible;\n    overflow-y: visible;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {\n    /* Make sure that the tab grows from bottom up */\n    align-items: flex-end;\n    min-width: 0;\n    min-height: 0;\n}\n\n.jupyter-widgets.widget-tab > .widget-tab-contents {\n    width: 100%;\n    box-sizing: border-box;\n    margin: 0;\n    background: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n    border: var(--jp-border-width) solid var(--jp-border-color1);\n    padding: var(--jp-widgets-container-padding);\n    flex-grow: 1;\n    overflow: auto;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n    font: var(--jp-widgets-font-size) Helvetica, Arial, sans-serif;\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + var(--jp-border-width));\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {\n    flex: 0 1 var(--jp-widgets-horizontal-tab-width);\n    min-width: 35px;\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + var(--jp-border-width));\n    line-height: var(--jp-widgets-horizontal-tab-height);\n    margin-left: calc(-1 * var(--jp-border-width));\n    padding: 0px 10px;\n    background: var(--jp-layout-color2);\n    color: var(--jp-ui-font-color2);\n    border: var(--jp-border-width) solid var(--jp-border-color1);\n    border-bottom: none;\n    position: relative;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {\n    color: var(--jp-ui-font-color0);\n    /* We want the background to match the tab content background */\n    background: var(--jp-layout-color1);\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + 2 * var(--jp-border-width));\n    transform: translateY(var(--jp-border-width));\n    overflow: visible;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {\n    position: absolute;\n    top: calc(-1 * var(--jp-border-width));\n    left: calc(-1 * var(--jp-border-width));\n    content: '';\n    height: var(--jp-widgets-horizontal-tab-top-border);\n    width: calc(100% + 2 * var(--jp-border-width));\n    background: var(--jp-brand-color1);\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {\n    margin-left: 0;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {\n    background: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {\n    margin-left: 4px;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {\n    font-family: FontAwesome;\n    content: '\\f00d'; /* close */\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {\n    line-height: var(--jp-widgets-horizontal-tab-height);\n}\n\n/* Accordion Widget */\n\n.p-Collapse {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n}\n\n.p-Collapse-header {\n    padding: var(--jp-widgets-input-padding);\n    cursor: pointer;\n    color: var(--jp-ui-font-color2);\n    background-color: var(--jp-layout-color2);\n    border: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    padding: calc(var(--jp-widgets-container-padding) * 2 / 3) var(--jp-widgets-container-padding);\n    font-weight: bold;\n}\n\n.p-Collapse-header:hover {\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n}\n\n.p-Collapse-open > .p-Collapse-header {\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color0);\n    cursor: default;\n    border-bottom: none;\n}\n\n.p-Collapse .p-Collapse-header::before {\n    content: '\\f0da\\00A0';  /* caret-right, non-breaking space */\n    display: inline-block;\n    font: normal normal normal 14px/1 FontAwesome;\n    font-size: inherit;\n    text-rendering: auto;\n    -webkit-font-smoothing: antialiased;\n    -moz-osx-font-smoothing: grayscale;\n}\n\n.p-Collapse-open > .p-Collapse-header::before {\n    content: '\\f0d7\\00A0'; /* caret-down, non-breaking space */\n}\n\n.p-Collapse-contents {\n    padding: var(--jp-widgets-container-padding);\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n    border-left: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    border-right: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    border-bottom: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    overflow: auto;\n}\n\n.p-Accordion {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n}\n\n.p-Accordion .p-Collapse {\n    margin-bottom: 0;\n}\n\n.p-Accordion .p-Collapse + .p-Collapse {\n    margin-top: 4px;\n}\n\n\n\n/* HTML widget */\n\n.widget-html, .widget-htmlmath {\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {\n    /* Fill out the area in the HTML widget */\n    align-self: stretch;\n    flex-grow: 1;\n    flex-shrink: 1;\n    /* Makes sure the baseline is still aligned with other elements */\n    line-height: var(--jp-widgets-inline-height);\n    /* Make it possible to have absolutely-positioned elements in the html */\n    position: relative;\n}\n","/* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:\n\nCopyright (c) 2014-2017, PhosphorJS Contributors\nAll rights reserved.\n\nRedistribution and use in source and binary forms, with or without\nmodification, are permitted provided that the following conditions are met:\n\n* Redistributions of source code must retain the above copyright notice, this\n  list of conditions and the following disclaimer.\n\n* Redistributions in binary form must reproduce the above copyright notice,\n  this list of conditions and the following disclaimer in the documentation\n  and/or other materials provided with the distribution.\n\n* Neither the name of the copyright holder nor the names of its\n  contributors may be used to endorse or promote products derived from\n  this software without specific prior written permission.\n\nTHIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\nAND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\nIMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\nDISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE\nFOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\nDAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\nSERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\nCAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\nOR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\nOF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n\n*/\n\n/*\n * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css \n * We've scoped the rules so that they are consistent with exactly our code.\n */\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n  display: flex;\n  -webkit-user-select: none;\n  -moz-user-select: none;\n  -ms-user-select: none;\n  user-select: none;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {\n  flex-direction: row;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {\n  flex-direction: column;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {\n  margin: 0;\n  padding: 0;\n  display: flex;\n  flex: 1 1 auto;\n  list-style-type: none;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {\n  flex-direction: row;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {\n  flex-direction: column;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {\n  display: flex;\n  flex-direction: row;\n  box-sizing: border-box;\n  overflow: hidden;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {\n  flex: 0 0 auto;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {\n  flex: 1 1 auto;\n  overflow: hidden;\n  white-space: nowrap;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {\n  display: none !important;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {\n  position: relative;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {\n  left: 0;\n  transition: left 150ms ease;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {\n  top: 0;\n  transition: top 150ms ease;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {\n  transition: none;\n}\n\n/* End tabbar.css */\n"]} */",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 66
        }
      },
      "source": [
        "text = text_cleaner(train_df.title.values)\n",
        "tf_idf_title = TfidfVectorizer(max_features=n_features_t,ngram_range=(1, 2))\n",
        "x_train_title = tf_idf_title.fit_transform(text)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f01c40893d4347a997335097881fc067",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=489517), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "GDlsTFR6W5FM"
      },
      "source": [
        "## Подготовка датасета"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "151ebcc0-d160-443b-c36c-ac957250a104",
        "id": "hwPoK9udW5FN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104
        }
      },
      "source": [
        "target_cols = ['price', 'descr_len', 'title_len']\n",
        "train_tmp_scaled = StandardScaler().fit_transform(train_df[target_cols])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/preprocessing/data.py:645: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
            "  return self.partial_fit(X, y)\n",
            "/usr/local/lib/python3.6/dist-packages/sklearn/base.py:464: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
            "  return self.fit(X, **fit_params).transform(X)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "6_agEWzrW5FT",
        "colab": {}
      },
      "source": [
        "x_train_full = hstack([\n",
        "                         x_train_descr, \n",
        "                         x_train_title,\n",
        "                         train_tmp_scaled   \n",
        "]).tocsr()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "4f0aa454-db84-417d-dc30-d1a77369f24a",
        "id": "U6orBsCEW5FX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "target = train_df.category_id\n",
        "x_train, x_test, y_train, y_test = train_test_split(x_train_full, target, test_size=0.3, random_state=42)\n",
        "print(x_train.shape, x_test.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(342661, 110003) (146856, 110003)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "D37iEuU9W5Fb"
      },
      "source": [
        "## Модели"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "33af925d-0106-4a84-e9ca-fa3a351556a2",
        "id": "H7JmoBaGW5Fb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 134
        }
      },
      "source": [
        "seed = 7\n",
        "np.random.seed(seed)\n",
        "\n",
        "# подготовим вектор целей для тренировки\n",
        "encoder = LabelEncoder()\n",
        "encoder.fit(y_train)\n",
        "encoded_Y = encoder.transform(y_train)\n",
        "dummy_y = np_utils.to_categorical(encoded_Y)\n",
        "\n",
        "n_features = n_features_d + n_features_t + len(target_cols)\n",
        "model = Sequential()\n",
        "model.add(Dense(64, activation='relu', input_dim=n_features))\n",
        "model.add(Dropout(0.2))\n",
        "model.add(Dense(54, activation='softmax'))\n",
        "model.compile(optimizer='adam',\n",
        "              loss='categorical_crossentropy',\n",
        "              metrics=['accuracy'])\n",
        "\n",
        "model.fit(x_train, dummy_y, \n",
        "          validation_data=None,\n",
        "          batch_size=32,\n",
        "          epochs=3)\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/3\n",
            "342661/342661 [==============================] - 283s 826us/step - loss: 0.6856 - acc: 0.8419\n",
            "Epoch 2/3\n",
            "342661/342661 [==============================] - 276s 806us/step - loss: 0.2994 - acc: 0.9117\n",
            "Epoch 3/3\n",
            "342661/342661 [==============================] - 274s 799us/step - loss: 0.2100 - acc: 0.9370\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f8200bd0f60>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "trusted": true,
        "_uuid": "82b7168940a9af7220ea751a2da2cab5a24ca398",
        "id": "IL5oOHMQA_Lg",
        "colab_type": "code",
        "outputId": "da2ee67d-98b8-4a66-8119-ecb939de7191",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "original_pred = model.predict_classes(x_test)\n",
        "print(accuracy_score(y_test, original_pred))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.8754289916653047\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RcjQa_yNdEV0",
        "colab_type": "code",
        "outputId": "745b3436-062a-435e-8b56-3cd86d131c11",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 84
        }
      },
      "source": [
        "for i in range(1, 5):\n",
        "  new_pred = convert_pred(original_pred.copy(), i)\n",
        "  new_target = convert_pred(y_test.values.copy(), i)  \n",
        "  print('Точность на %d уровне: %.4f' % (i, accuracy_score(new_target, new_pred)))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Точность на 1 уровне: 0.9575\n",
            "Точность на 2 уровне: 0.9359\n",
            "Точность на 3 уровне: 0.8795\n",
            "Точность на 4 уровне: 0.8754\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tzPZOtdYXVqI",
        "colab_type": "text"
      },
      "source": [
        "# Создание файла с ответами"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "3qK9q4duuZYd"
      },
      "source": [
        "## Работа с текстом"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "twK4HBmauZYe",
        "colab": {}
      },
      "source": [
        "n_features_d = 100000\n",
        "n_features_t = 10000"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "ESoeEBUxuZYh"
      },
      "source": [
        "Текст объявления"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "nxTI3-U7uZYh",
        "colab": {}
      },
      "source": [
        "tf_idf_descr = TfidfVectorizer(max_features=n_features_d,ngram_range=(1, 2))\n",
        "x_train_descr = tf_idf_descr.fit_transform(train_df.description.values)\n",
        "x_test_descr = tf_idf_descr.transform(test_df.description.values)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "_Q-cxWZguZYj"
      },
      "source": [
        "Теперь заголовоки"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "a6bfced8-7ea7-401f-dbbe-61058f42faae",
        "id": "eTBtqGauuZYl",
        "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,PD94bWwgdmVyc2lvbj0iMS4wIiBlbmNvZGluZz0idXRmLTgiPz4KPCEtLSBHZW5lcmF0b3I6IEFkb2JlIElsbHVzdHJhdG9yIDE5LjIuMSwgU1ZHIEV4cG9ydCBQbHVnLUluIC4gU1ZHIFZlcnNpb246IDYuMDAgQnVpbGQgMCkgIC0tPgo8c3ZnIHZlcnNpb249IjEuMSIgaWQ9IkxheWVyXzEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgeG1sbnM6eGxpbms9Imh0dHA6Ly93d3cudzMub3JnLzE5OTkveGxpbmsiIHg9IjBweCIgeT0iMHB4IgoJIHZpZXdCb3g9IjAgMCAxOCAxOCIgc3R5bGU9ImVuYWJsZS1iYWNrZ3JvdW5kOm5ldyAwIDAgMTggMTg7IiB4bWw6c3BhY2U9InByZXNlcnZlIj4KPHN0eWxlIHR5cGU9InRleHQvY3NzIj4KCS5zdDB7ZmlsbDpub25lO30KPC9zdHlsZT4KPHBhdGggZD0iTTUuMiw1LjlMOSw5LjdsMy44LTMuOGwxLjIsMS4ybC00LjksNWwtNC45LTVMNS4yLDUuOXoiLz4KPHBhdGggY2xhc3M9InN0MCIgZD0iTTAtMC42aDE4djE4SDBWLTAuNnoiLz4KPC9zdmc+Cg");
}

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

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

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

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

 /* Select and SelectMultiple */

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

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

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

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

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

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

 /* Toggle Buttons Styling */

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

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

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

 /* Radio Buttons Styling */

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

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

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

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

 /* Color Picker Styling */

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

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

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

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

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

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

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

 /* Date Picker Styling */

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

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

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

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

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

 /* Play Widget */

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

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

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

 /* Tab Widget */

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

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

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

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

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

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

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

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

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

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

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

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

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

 /* Accordion Widget */

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

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

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

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

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

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

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

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

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

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

 /* HTML widget */

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

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

/*# sourceMappingURL=data:application/json;base64,{"version":3,"sources":["../node_modules/@jupyter-widgets/controls/css/widgets.css","../node_modules/@jupyter-widgets/controls/css/labvariables.css","../node_modules/@jupyter-widgets/controls/css/materialcolors.css","../node_modules/@jupyter-widgets/controls/css/widgets-base.css","../node_modules/@jupyter-widgets/controls/css/phosphor.css"],"names":[],"mappings":"AAAA;;GAEG;;CAEF;;kCAEiC;;CCNlC;;;+EAG+E;;CAE/E;;;;EAIE;;CCTF;;;;;;;;;;;;;;;;;;;;;;;;;;;;;GA6BG;;CDhBH;;;;;;;;;;;;;;;;;;;EAmBE;;CAGF;;GAEG;;CACF,yDAAyD;;CAC1D,yEAAyE;;CAEzE;;GAEG;;CAOH;;EAEE;;;KAGG;;EAQH;;;;IAIE,CAIwB,oBAAoB,CAGhB,0CAA0C;;EAGxE;;IAEE;;EAOF;;KAEG;;EAOH;;;IAGE,CAWwB,oBAAoB;;;EAU9C;;;;IAIE;;EAOF,kBAAkB;;EAYlB,+CAA+C;;EAsB/C,0BAA0B;EAa1B;4EAC0E;EAE1E;wEACsE;;EAGtE,8BAA8B;;EAK9B,6BAA6B;;EAI7B,6BAA6B;CAQ9B;;CEzMD;;GAEG;;CAEH;;;;GAIG;;CCRH;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;EA8BE;;CAEF;;;GAGG;;CAEH;EACE,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,0BAA0B;EAC1B,uBAAuB;EACvB,sBAAsB;EACtB,kBAAkB;CACnB;;CAGD;EACE,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;CACrB;;CAGD;EACE,6BAAuB;EAAvB,8BAAuB;MAAvB,2BAAuB;UAAvB,uBAAuB;CACxB;;CAGD;EACE,UAAU;EACV,WAAW;EACX,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,oBAAe;MAAf,mBAAe;UAAf,eAAe;EACf,sBAAsB;CACvB;;CAGD;EACE,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;CACrB;;CAGD;EACE,6BAAuB;EAAvB,8BAAuB;MAAvB,2BAAuB;UAAvB,uBAAuB;CACxB;;CAGD;EACE,qBAAc;EAAd,qBAAc;EAAd,cAAc;EACd,+BAAoB;EAApB,8BAAoB;MAApB,wBAAoB;UAApB,oBAAoB;EACpB,+BAAuB;UAAvB,uBAAuB;EACvB,iBAAiB;CAClB;;CAGD;;EAEE,oBAAe;MAAf,mBAAe;UAAf,eAAe;CAChB;;CAGD;EACE,oBAAe;MAAf,mBAAe;UAAf,eAAe;EACf,iBAAiB;EACjB,oBAAoB;CACrB;;CAGD;EACE,yBAAyB;CAC1B;;CAGD;EACE,mBAAmB;CACpB;;CAGD;EACE,QAAQ;EACR,oCAA4B;EAA5B,4BAA4B;CAC7B;;CAGD;EACE,OAAO;EACP,mCAA2B;EAA3B,2BAA2B;CAC5B;;CAGD;EACE,yBAAiB;EAAjB,iBAAiB;CAClB;;CAED,oBAAoB;;CD9GpB,QAUqC,oCAAoC;;IA2BrE,+BAA+B;CAIlC;;CAED;IACI,YAAiC;IACjC,+BAAuB;YAAvB,uBAAuB;IACvB,aAA+B;IAC/B,kBAAkB;CACrB;;CAED;IACI,kBAA6C;IAC7C,aAAwC;CAC3C;;CAED;IACI,eAAe;IACf,gBAAgB;CACnB;;CAED,mBAAmB;;CAEnB;IACI,wBAAwB;IACxB,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,+BAAoB;IAApB,8BAAoB;QAApB,wBAAoB;YAApB,oBAAoB;IACpB,4BAAsB;QAAtB,yBAAsB;YAAtB,sBAAsB;CACzB;;CAED;IACI,sBAAsB;IACtB,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,UAAU;IACV,eAAe;CAClB;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,cAAc;IACd,UAAU;IACV,eAAe;CAClB;;CAED;IACI,+BAAoB;IAApB,8BAAoB;QAApB,wBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED,4BAA4B;;CAE5B;IACI,mBAAmB;IACnB,oBAAoB;IACpB,iBAAiB;IACjB,oBAAoB;IACpB,sBAAsB;IACtB,oBAAoB;IACpB,iBAAiB;IACjB,wBAAwB;IACxB,mBAAmB;IACnB,gBAAuC;IACvC,gBAAgB;;IAEhB,aAAwC;IACxC,kBAAkB;IAClB,kBAA6C;IAC7C,yBAAiB;YAAjB,iBAAiB;;IAEjB,yBAAgC;IAChC,0BAA0C;IAC1C,sBAAsC;IACtC,aAAa;CAChB;;CAED;IACI,kBAA8C;IAC9C,qBAAqB;CACxB;;CAED;IACI,iBAAiB,CAAC,sBAAsB;CAC3C;;CAED;IACI,aAA4C;CAC/C;;CAED;IACI,gBAAgB;CACnB;;CAED;IACI,wBAAwB;IACxB;;+CAE+E;YAF/E;;+CAE+E;CAClF;;CAED;IACI,wBAAwB;IACxB;;iDAE6E;YAF7E;;iDAE6E;IAC7E,yBAAgC;IAChC,0BAA0C;CAC7C;;CAED;IACI,2BAA8D;CACjE;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAA2C;CAC9C;;CAED;IACI,8BAAwC;IACxC,0BAA2C;EAC7C;;CAEF;IACI,8BAAwC;IACxC,0BAA2C;EAC7C;;CAED,2BAA2B;;CAE5B;IACI,gCAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED,8BAA8B;;CAE9B;IACI,gCAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED;IACI,8BAAwC;IACxC,0BAAwC;CAC3C;;CAED,6BAA6B;;CAE7B;IACI,gCAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED;IACI,8BAAwC;IACxC,0BAAyC;CAC5C;;CAED,kBAAkB;;CAElB;IACI,aAA4C;CAC/C;;CAED,0BAA0B;;CAE1B,kCAAkC;;CAClC;IACI,iBAAuB;IAAvB,uBAAuB;CAC1B;;CAED;IACI,iBAAiB;IACjB,aAAqC;IACrC,gBAAuC;IACvC,iBAAiB;IACjB,wBAAwB;IACxB,oBAAoB;IACpB,kBAA6C;CAChD;;CAED;IACI,WAAW;IACX,aAAqC;IACrC,gBAAuC;IACvC,iBAAiB;IACjB,wBAAwB;IACxB,oBAAoB;IACpB,kBAA6C;CAChD;;CAED;IACI,6BAA6B;IAC7B,aAAqC;IACrC,kBAAkB;IAClB,kBAA0D;IAC1D,YAA4C;IAC5C,qBAAe;QAAf,eAAe;CAClB;;CAED;IACI,2BAA2B;IAC3B,aAAqC;IACrC,mBAAmB;IACnB,kBAA6C;CAChD;;CAED,4BAA4B;;CAE5B;IACI,aAAuC;IACvC,gBAAuC;IACvC,aAAwC;IACxC,kBAA6C;IAC7C,iBAAiB;IACjB,oBAAoB;IACpB,mBAAmB;CACtB;;CAED;IACI,yBAAyB;;IAEzB;;;;OAIG;IACH;;uDAEoD;;IAMpD;;+CAE4C;CAC/C;;CAED;IACI,wBAAwB;IACxB,mBAAmB;IACnB,iBAAgD;IAChD,gBAA+C;IAC/C,iBAA6C;CAChD;;CAED;IACI,sBAAsB;IACtB,gBAA4C;IAC5C,2BAA2B;IAC3B,eAAe;CAClB;;CAED,6BAA6B;;CAE7B;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,wBAAgE;IAChE,kBAA6C;IAC7C,iBAAiB;IACjB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,4BAAmB;QAAnB,mBAAmB;CACtB;;CAED,0BAA0B;;CAE1B;IACI,aAAwC;IACxC,kBAA6C;IAC7C,aAA4C;IAC5C,gBAAuC;CAC1C;;CAED;IACI,kBAA6C;IAC7C,kBAA8C;IAC9C,iBAA6C;;IAE7C,0JAA0J;IAC1J,sBAAsB;IACtB,8CAA8C;IAC9C,mBAAmB;IACnB,qBAAqB;IACrB,oCAAoC;IACpC,mCAAmC;CACtC;;CAED;IACI,iBAAiB;IACjB,aAAa;CAChB;;CAED;IACI,iBAAiB;IACjB,WAAW;CACd;;CAED;IACI,cAAc;CACjB;;CAED,qCAAqC;;CAErC;IACI,aAAsC;CACzC;;CAED;IACI,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,aAA4C;CAC/C;;CAED;IACI,+BAAuB;YAAvB,uBAAuB;IACvB,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,iBAAsF;IACtF,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,aAAa,CAAC,iEAAiE;IAC/E,qBAAe;QAAf,eAAe;IACf,yBAAyB;CAC5B;;CAED;IACI,gBAAgB;IAChB,eAAe;CAClB;;CAED;IACI,sBAAyD;CAC5D;;CAED,mBAAmB;;CAEnB;IACI,kBAAkB;IAClB,0BAA4E;IAC5E,oBAAoC;IACpC,+BAAuB;YAAvB,uBAAuB;IACvB,mBAAmB;IACnB,mBAAmB;CACtB;;CAED;IACI,mBAAmB;IACnB,yBAAyB,CAAC,oDAAoD;IAC9E,mBAAmB;IACnB,wBAAmE;IACnE,0BAAiG;IACjG,+BAAuB;YAAvB,uBAAuB;IACvB,WAAW;IACX,uBAAuB,CAAC,wBAAwB;CACnD;;CAED,wBAAwB;;CACxB;IACI,0BAA+D;IAC/D,0BAAiG;CACpG;;CAED;IACI,0BAA+D;IAC/D,sBAA2D;IAC3D,WAAW;IACX,8BAAsB;YAAtB,sBAAsB;CACzB;;CAED;IACI,iEAAiE;IACjE,mBAAmB;IACnB,oBAAyD;IACzD,WAAW;CACd;;CAED,8BAA8B;;CAE9B;IACI,YAA4C;IAC5C,aAA6C;IAC7C,iBAAgJ;IAChJ,kBAAqG;IACrG,mBAAmB;IACnB,OAAO;CACV;;CAED;IACI,YAA4C;IAC5C,aAA6C;IAC7C,oBAAuG;IACvG,kBAAiJ;IACjJ,mBAAmB;IACnB,QAAQ;CACX;;CAED;IACI,YAA6D;IAC7D,iBAAyJ;CAC5J;;CAED;IACI,WAA4D;IAC5D,kBAA0J;CAC7J;;CAED,uBAAuB;;CAEvB;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;;IAE7C;;oDAEgD;IAChD,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;CACvB;;CAED;IACI,kBAAkB;CACrB;;CAED;IACI,aAAwC;IACxC,iBAAwG;IACxG,kBAAyG;IACzG,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;CAClD;;CAED;IACI,gCAAgC;IAChC,YAAiD;IACjD,iBAAmG;IACnG,YAAY;CACf;;CAED,qBAAqB;;CAErB;IACI,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,qBAAqB;IACrB,cAA0C;IAC1C,YAA2C;CAC9C;;CAED;IACI,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,kBAAkB;IAClB,mBAAmB;IACnB,mBAA0G;IAC1G,gBAAuG;IACvG,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,gCAAgC;IAChC,WAAgD;IAChD,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,kBAAkB;IAClB,mBAAmB;CACtB;;CAED,6BAA6B;;CAE7B;IACI,yBAAyB;IAIzB,iBAAiB;CACpB;;CAED;IACI,aAAwC;CAC3C;;CAED;IACI,0BAAyC;CAC5C;;CAED;IACI,0BAA2C;CAC9C;;CAED;IACI,0BAAwC;CAC3C;;CAED;IACI,0BAAwC;CAC3C;;CAED;IACI,0BAAyC;CAC5C;;CAED;IACI,0BAA0C;IAC1C,aAAa;IACb,yBAAiB;YAAjB,iBAAiB;CACpB;;CAED,yBAAyB;;CAEzB;IACI,kBAAkB;IAClB,aAAwC;IACxC,kBAA6C;IAC7C,aAAsC;IACtC,0BAAoB;QAApB,uBAAoB;YAApB,oBAAoB;;CAEvB;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,gBAA4C;IAC5C,mBAA+C;IAC/C,6BAAoB;QAApB,oBAAoB;IACpB,8BAA8B;IAC9B,aAAgB;IAAhB,gBAAgB;CACnB;;CAED,uBAAuB;;CAEvB;IACI,cAA0C;IAC1C,YAA2C;CAC9C;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,YAA4C;IAC5C,kBAAkB;IAClB,mBAAmB;IACnB,iBAAiB;CACpB;;CAED,2BAA2B;;CAE3B;IACI,aAAwC;IACxC,aAAsC;IACtC,kBAA6C;CAChD;;CAED;IACI,oBAAoB;IACpB,0BAAwF;IACxF,iBAAiB;IACjB,gBAAgB;IAChB,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,aAAa,CAAC,iEAAiE;IAC/E,+BAAuB;YAAvB,uBAAuB;IACvB,yBAAyB;IACzB,yBAAiB;YAAjB,iBAAiB;IACjB,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,oBAAoB;IACpB,kBAAyD;CAC5D,iBAAiB;CACjB,yBAAyB;CACzB,sBAAsB;IACnB,6BAA6B;CAChC,sBAAsB;CACtB,kCAAkC;IAC/B,kuBAAmD;CACtD;;CACD;IACI,sBAAyD;CAC5D;;CAED;IACI,aAA4C;CAC/C;;CAED;6CAC6C;;CAC7C;IACI,mBAAmB;IACnB,wBAAwB;CAC3B;;CAED,+BAA+B;;CAE/B;IACI,aAAsC;IACtC,kBAA6C;;IAE7C;;kEAE8D;IAC9D,yBAAwB;QAAxB,sBAAwB;YAAxB,wBAAwB;CAC3B;;CAED;IACI,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,oBAA+C;QAA/C,oBAA+C;YAA/C,gBAA+C;IAC/C,yBAAyB;IACzB,eAAe;IACf,gBAAgB;;IAEhB;;kEAE8D;IAC9D,iBAAiB;CACpB;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,kBAA8C;IAC9C,kBAA6C;IAC7C,kEAAkE;IAClE,0DAAiF;IACjF,6DAAoF;CACvF;;CAID,4BAA4B;;CAE5B;IACI,kBAA6C;CAChD;;CAED;IACI,iBAAsC;IACtC,kBAAuC;CAC1C;;CAED;IACI,aAA4C;CAC/C;;CAED,2BAA2B;;CAE3B;IACI,aAAsC;IACtC,kBAA6C;CAChD;;CAED;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;IACrB,+BAAuB;YAAvB,uBAAuB;IACvB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,mBAA8D;CACjE;;CAED;IACI,aAA4C;IAC5C,kBAAiD;IACjD,gBAAuC;CAC1C;;CAED;IACI,aAA4C;IAC5C,kBAAiD;IACjD,oBAA4D;IAC5D,YAAY;CACf;;CAED,0BAA0B;;CAE1B;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,gBAA+C;CAClD;;CAED;IACI,YAAuC;IACvC,aAAwC;IACxC,eAAe,CAAC,6DAA6D;IAC7E,kBAAqD;IACrD,yBAAqC;IACrC,0BAAwF;IACxF,kBAAkB;IAClB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,+BAAuB;YAAvB,uBAAuB;IACvB,6BAAoB;QAApB,oBAAoB;IACpB,yBAAyB;CAC5B;;CAED;IACI,+BAA6F;CAChG;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,yBAAyB;IACzB,aAAwC;IACxC,kBAA6C;IAC7C,kBAAqD;IACrD,yBAAqC;IACrC,0BAAwF;IACxF,gBAAuC;IACvC,iBAAsF;IACtF,aAAa,CAAC,iEAAiE;IAC/E,qBAAe;QAAf,eAAe;IACf,+BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,aAA4C;CAC/C;;CAED,yBAAyB;;CAEzB;IACI,aAAsC;IACtC,aAAwC;IACxC,kBAA6C;CAChD;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,aAAa,CAAC,iEAAiE;IAC/E,yBAAyB;IACzB,aAAwC;IACxC,0BAAwF;IACxF,wBAA2D;IAC3D,yBAAqC;IACrC,gBAAuC;IACvC,iBAAsF;IACtF,+BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,sBAAyD;CAC5D;;CAED;IACI,sBAAoC;CACvC;;CAED;IACI,aAA4C;CAC/C;;CAED,iBAAiB;;CAEjB;IACI,aAA4C;IAC5C,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,aAAa;CAChB;;CAED;IACI,aAA4C;CAC/C;;CAED,gBAAgB;;CAEhB;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;CAC1B;;CAED;IACI,yFAAyF;IACzF,oBAAoB;IACpB,oBAAoB;CACvB;;CAED;IACI,iDAAiD;IACjD,uBAAsB;QAAtB,oBAAsB;YAAtB,sBAAsB;IACtB,aAAa;IACb,cAAc;CACjB;;CAED;IACI,YAAY;IACZ,+BAAuB;YAAvB,uBAAuB;IACvB,UAAU;IACV,kBAAoC;IACpC,yBAAgC;IAChC,0BAA6D;IAC7D,cAA6C;IAC7C,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,eAAe;CAClB;;CAED;IACI,wCAA+D;IAC/D,iBAAmF;CACtF;;CAED;IACI,oBAAiD;QAAjD,oBAAiD;YAAjD,gBAAiD;IACjD,gBAAgB;IAChB,iBAAmF;IACnF,kBAAqD;IACrD,kBAA+C;IAC/C,kBAAkB;IAClB,oBAAoC;IACpC,yBAAgC;IAChC,0BAA6D;IAC7D,oBAAoB;IACpB,mBAAmB;CACtB;;CAED;IACI,0BAAgC;IAChC,gEAAgE;IAChE,kBAAoC;IACpC,iBAAuF;IACvF,mCAA8C;YAA9C,2BAA8C;IAC9C,kBAAkB;CACrB;;CAED;IACI,mBAAmB;IACnB,UAAuC;IACvC,WAAwC;IACxC,YAAY;IACZ,YAAoD;IACpD,wBAA+C;IAC/C,oBAAmC;CACtC;;CAED;IACI,eAAe;CAClB;;CAED;IACI,kBAAoC;IACpC,yBAAgC;CACnC;;CAED;IACI,iBAAiB;CACpB;;CAED;IACI,yBAAyB;IACzB,iBAAiB,CAAC,WAAW;CAChC;;CAED;;;IAGI,kBAAqD;CACxD;;CAED,sBAAsB;;CAEtB;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,aAAyC;IACzC,gBAAgB;IAChB,yBAAgC;IAChC,0BAA0C;IAC1C,0BAAqE;IACrE,mBAA+F;IAC/F,kBAAkB;CACrB;;CAED;IACI,wBAA0C;IAC1C,yBAAgC;CACnC;;CAED;IACI,wBAA0C;IAC1C,0BAAgC;IAChC,gBAAgB;IAChB,oBAAoB;CACvB;;CAED;IACI,sBAAsB,EAAE,qCAAqC;IAC7D,sBAAsB;IACtB,8CAA8C;IAC9C,mBAAmB;IACnB,qBAAqB;IACrB,oCAAoC;IACpC,mCAAmC;CACtC;;CAED;IACI,sBAAsB,CAAC,oCAAoC;CAC9D;;CAED;IACI,cAA6C;IAC7C,wBAA0C;IAC1C,yBAAgC;IAChC,+BAA0E;IAC1E,gCAA2E;IAC3E,iCAA4E;IAC5E,eAAe;CAClB;;CAED;IACI,qBAAc;IAAd,qBAAc;IAAd,cAAc;IACd,6BAAuB;IAAvB,8BAAuB;QAAvB,2BAAuB;YAAvB,uBAAuB;IACvB,2BAAqB;QAArB,wBAAqB;YAArB,qBAAqB;CACxB;;CAED;IACI,iBAAiB;CACpB;;CAED;IACI,gBAAgB;CACnB;;CAID,iBAAiB;;CAEjB;IACI,gBAAuC;CAC1C;;CAED;IACI,0CAA0C;IAC1C,6BAAoB;QAApB,oBAAoB;IACpB,oBAAa;QAAb,qBAAa;YAAb,aAAa;IACb,qBAAe;QAAf,eAAe;IACf,kEAAkE;IAClE,kBAA6C;IAC7C,yEAAyE;IACzE,mBAAmB;CACtB","file":"controls.css","sourcesContent":["/* Copyright (c) Jupyter Development Team.\n * Distributed under the terms of the Modified BSD License.\n */\n\n /* We import all of these together in a single css file because the Webpack\nloader sees only one file at a time. This allows postcss to see the variable\ndefinitions when they are used. */\n\n@import \"./labvariables.css\";\n@import \"./widgets-base.css\";\n","/*-----------------------------------------------------------------------------\n| Copyright (c) Jupyter Development Team.\n| Distributed under the terms of the Modified BSD License.\n|----------------------------------------------------------------------------*/\n\n/*\nThis file is copied from the JupyterLab project to define default styling for\nwhen the widget styling is compiled down to eliminate CSS variables. We make one\nchange - we comment out the font import below.\n*/\n\n@import \"./materialcolors.css\";\n\n/*\nThe following CSS variables define the main, public API for styling JupyterLab.\nThese variables should be used by all plugins wherever possible. In other\nwords, plugins should not define custom colors, sizes, etc unless absolutely\nnecessary. This enables users to change the visual theme of JupyterLab\nby changing these variables.\n\nMany variables appear in an ordered sequence (0,1,2,3). These sequences\nare designed to work well together, so for example, `--jp-border-color1` should\nbe used with `--jp-layout-color1`. The numbers have the following meanings:\n\n* 0: super-primary, reserved for special emphasis\n* 1: primary, most important under normal situations\n* 2: secondary, next most important under normal situations\n* 3: tertiary, next most important under normal situations\n\nThroughout JupyterLab, we are mostly following principles from Google's\nMaterial Design when selecting colors. We are not, however, following\nall of MD as it is not optimized for dense, information rich UIs.\n*/\n\n\n/*\n * Optional monospace font for input/output prompt.\n */\n /* Commented out in ipywidgets since we don't need it. */\n/* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */\n\n/*\n * Added for compabitility with output area\n */\n:root {\n  --jp-icon-search: none;\n  --jp-ui-select-caret: none;\n}\n\n\n:root {\n\n  /* Borders\n\n  The following variables, specify the visual styling of borders in JupyterLab.\n   */\n\n  --jp-border-width: 1px;\n  --jp-border-color0: var(--md-grey-700);\n  --jp-border-color1: var(--md-grey-500);\n  --jp-border-color2: var(--md-grey-300);\n  --jp-border-color3: var(--md-grey-100);\n\n  /* UI Fonts\n\n  The UI font CSS variables are used for the typography all of the JupyterLab\n  user interface elements that are not directly user generated content.\n  */\n\n  --jp-ui-font-scale-factor: 1.2;\n  --jp-ui-font-size0: calc(var(--jp-ui-font-size1)/var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size1: 13px; /* Base font size */\n  --jp-ui-font-size2: calc(var(--jp-ui-font-size1)*var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size3: calc(var(--jp-ui-font-size2)*var(--jp-ui-font-scale-factor));\n  --jp-ui-icon-font-size: 14px; /* Ensures px perfect FontAwesome icons */\n  --jp-ui-font-family: \"Helvetica Neue\", Helvetica, Arial, sans-serif;\n\n  /* Use these font colors against the corresponding main layout colors.\n     In a light theme, these go from dark to light.\n  */\n\n  --jp-ui-font-color0: rgba(0,0,0,1.0);\n  --jp-ui-font-color1: rgba(0,0,0,0.8);\n  --jp-ui-font-color2: rgba(0,0,0,0.5);\n  --jp-ui-font-color3: rgba(0,0,0,0.3);\n\n  /* Use these against the brand/accent/warn/error colors.\n     These will typically go from light to darker, in both a dark and light theme\n   */\n\n  --jp-inverse-ui-font-color0: rgba(255,255,255,1);\n  --jp-inverse-ui-font-color1: rgba(255,255,255,1.0);\n  --jp-inverse-ui-font-color2: rgba(255,255,255,0.7);\n  --jp-inverse-ui-font-color3: rgba(255,255,255,0.5);\n\n  /* Content Fonts\n\n  Content font variables are used for typography of user generated content.\n  */\n\n  --jp-content-font-size: 13px;\n  --jp-content-line-height: 1.5;\n  --jp-content-font-color0: black;\n  --jp-content-font-color1: black;\n  --jp-content-font-color2: var(--md-grey-700);\n  --jp-content-font-color3: var(--md-grey-500);\n\n  --jp-ui-font-scale-factor: 1.2;\n  --jp-ui-font-size0: calc(var(--jp-ui-font-size1)/var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size1: 13px; /* Base font size */\n  --jp-ui-font-size2: calc(var(--jp-ui-font-size1)*var(--jp-ui-font-scale-factor));\n  --jp-ui-font-size3: calc(var(--jp-ui-font-size2)*var(--jp-ui-font-scale-factor));\n\n  --jp-code-font-size: 13px;\n  --jp-code-line-height: 1.307;\n  --jp-code-padding: 5px;\n  --jp-code-font-family: monospace;\n\n\n  /* Layout\n\n  The following are the main layout colors use in JupyterLab. In a light\n  theme these would go from light to dark.\n  */\n\n  --jp-layout-color0: white;\n  --jp-layout-color1: white;\n  --jp-layout-color2: var(--md-grey-200);\n  --jp-layout-color3: var(--md-grey-400);\n\n  /* Brand/accent */\n\n  --jp-brand-color0: var(--md-blue-700);\n  --jp-brand-color1: var(--md-blue-500);\n  --jp-brand-color2: var(--md-blue-300);\n  --jp-brand-color3: var(--md-blue-100);\n\n  --jp-accent-color0: var(--md-green-700);\n  --jp-accent-color1: var(--md-green-500);\n  --jp-accent-color2: var(--md-green-300);\n  --jp-accent-color3: var(--md-green-100);\n\n  /* State colors (warn, error, success, info) */\n\n  --jp-warn-color0: var(--md-orange-700);\n  --jp-warn-color1: var(--md-orange-500);\n  --jp-warn-color2: var(--md-orange-300);\n  --jp-warn-color3: var(--md-orange-100);\n\n  --jp-error-color0: var(--md-red-700);\n  --jp-error-color1: var(--md-red-500);\n  --jp-error-color2: var(--md-red-300);\n  --jp-error-color3: var(--md-red-100);\n\n  --jp-success-color0: var(--md-green-700);\n  --jp-success-color1: var(--md-green-500);\n  --jp-success-color2: var(--md-green-300);\n  --jp-success-color3: var(--md-green-100);\n\n  --jp-info-color0: var(--md-cyan-700);\n  --jp-info-color1: var(--md-cyan-500);\n  --jp-info-color2: var(--md-cyan-300);\n  --jp-info-color3: var(--md-cyan-100);\n\n  /* Cell specific styles */\n\n  --jp-cell-padding: 5px;\n  --jp-cell-editor-background: #f7f7f7;\n  --jp-cell-editor-border-color: #cfcfcf;\n  --jp-cell-editor-background-edit: var(--jp-ui-layout-color1);\n  --jp-cell-editor-border-color-edit: var(--jp-brand-color1);\n  --jp-cell-prompt-width: 100px;\n  --jp-cell-prompt-font-family: 'Roboto Mono', monospace;\n  --jp-cell-prompt-letter-spacing: 0px;\n  --jp-cell-prompt-opacity: 1.0;\n  --jp-cell-prompt-opacity-not-active: 0.4;\n  --jp-cell-prompt-font-color-not-active: var(--md-grey-700);\n  /* A custom blend of MD grey and blue 600\n   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */\n  --jp-cell-inprompt-font-color: #307FC1;\n  /* A custom blend of MD grey and orange 600\n   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */\n  --jp-cell-outprompt-font-color: #BF5B3D;\n\n  /* Notebook specific styles */\n\n  --jp-notebook-padding: 10px;\n  --jp-notebook-scroll-padding: 100px;\n\n  /* Console specific styles */\n\n  --jp-console-background: var(--md-grey-100);\n\n  /* Toolbar specific styles */\n\n  --jp-toolbar-border-color: var(--md-grey-400);\n  --jp-toolbar-micro-height: 8px;\n  --jp-toolbar-background: var(--jp-layout-color0);\n  --jp-toolbar-box-shadow: 0px 0px 2px 0px rgba(0,0,0,0.24);\n  --jp-toolbar-header-margin: 4px 4px 0px 4px;\n  --jp-toolbar-active-background: var(--md-grey-300);\n}\n","/**\n * The material design colors are adapted from google-material-color v1.2.6\n * https://github.com/danlevan/google-material-color\n * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css\n *\n * The license for the material design color CSS variables is as follows (see\n * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)\n *\n * The MIT License (MIT)\n *\n * Copyright (c) 2014 Dan Le Van\n *\n * Permission is hereby granted, free of charge, to any person obtaining a copy\n * of this software and associated documentation files (the \"Software\"), to deal\n * in the Software without restriction, including without limitation the rights\n * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n * copies of the Software, and to permit persons to whom the Software is\n * furnished to do so, subject to the following conditions:\n *\n * The above copyright notice and this permission notice shall be included in\n * all copies or substantial portions of the Software.\n *\n * THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\n * SOFTWARE.\n */\n:root {\n  --md-red-50: #FFEBEE;\n  --md-red-100: #FFCDD2;\n  --md-red-200: #EF9A9A;\n  --md-red-300: #E57373;\n  --md-red-400: #EF5350;\n  --md-red-500: #F44336;\n  --md-red-600: #E53935;\n  --md-red-700: #D32F2F;\n  --md-red-800: #C62828;\n  --md-red-900: #B71C1C;\n  --md-red-A100: #FF8A80;\n  --md-red-A200: #FF5252;\n  --md-red-A400: #FF1744;\n  --md-red-A700: #D50000;\n\n  --md-pink-50: #FCE4EC;\n  --md-pink-100: #F8BBD0;\n  --md-pink-200: #F48FB1;\n  --md-pink-300: #F06292;\n  --md-pink-400: #EC407A;\n  --md-pink-500: #E91E63;\n  --md-pink-600: #D81B60;\n  --md-pink-700: #C2185B;\n  --md-pink-800: #AD1457;\n  --md-pink-900: #880E4F;\n  --md-pink-A100: #FF80AB;\n  --md-pink-A200: #FF4081;\n  --md-pink-A400: #F50057;\n  --md-pink-A700: #C51162;\n\n  --md-purple-50: #F3E5F5;\n  --md-purple-100: #E1BEE7;\n  --md-purple-200: #CE93D8;\n  --md-purple-300: #BA68C8;\n  --md-purple-400: #AB47BC;\n  --md-purple-500: #9C27B0;\n  --md-purple-600: #8E24AA;\n  --md-purple-700: #7B1FA2;\n  --md-purple-800: #6A1B9A;\n  --md-purple-900: #4A148C;\n  --md-purple-A100: #EA80FC;\n  --md-purple-A200: #E040FB;\n  --md-purple-A400: #D500F9;\n  --md-purple-A700: #AA00FF;\n\n  --md-deep-purple-50: #EDE7F6;\n  --md-deep-purple-100: #D1C4E9;\n  --md-deep-purple-200: #B39DDB;\n  --md-deep-purple-300: #9575CD;\n  --md-deep-purple-400: #7E57C2;\n  --md-deep-purple-500: #673AB7;\n  --md-deep-purple-600: #5E35B1;\n  --md-deep-purple-700: #512DA8;\n  --md-deep-purple-800: #4527A0;\n  --md-deep-purple-900: #311B92;\n  --md-deep-purple-A100: #B388FF;\n  --md-deep-purple-A200: #7C4DFF;\n  --md-deep-purple-A400: #651FFF;\n  --md-deep-purple-A700: #6200EA;\n\n  --md-indigo-50: #E8EAF6;\n  --md-indigo-100: #C5CAE9;\n  --md-indigo-200: #9FA8DA;\n  --md-indigo-300: #7986CB;\n  --md-indigo-400: #5C6BC0;\n  --md-indigo-500: #3F51B5;\n  --md-indigo-600: #3949AB;\n  --md-indigo-700: #303F9F;\n  --md-indigo-800: #283593;\n  --md-indigo-900: #1A237E;\n  --md-indigo-A100: #8C9EFF;\n  --md-indigo-A200: #536DFE;\n  --md-indigo-A400: #3D5AFE;\n  --md-indigo-A700: #304FFE;\n\n  --md-blue-50: #E3F2FD;\n  --md-blue-100: #BBDEFB;\n  --md-blue-200: #90CAF9;\n  --md-blue-300: #64B5F6;\n  --md-blue-400: #42A5F5;\n  --md-blue-500: #2196F3;\n  --md-blue-600: #1E88E5;\n  --md-blue-700: #1976D2;\n  --md-blue-800: #1565C0;\n  --md-blue-900: #0D47A1;\n  --md-blue-A100: #82B1FF;\n  --md-blue-A200: #448AFF;\n  --md-blue-A400: #2979FF;\n  --md-blue-A700: #2962FF;\n\n  --md-light-blue-50: #E1F5FE;\n  --md-light-blue-100: #B3E5FC;\n  --md-light-blue-200: #81D4FA;\n  --md-light-blue-300: #4FC3F7;\n  --md-light-blue-400: #29B6F6;\n  --md-light-blue-500: #03A9F4;\n  --md-light-blue-600: #039BE5;\n  --md-light-blue-700: #0288D1;\n  --md-light-blue-800: #0277BD;\n  --md-light-blue-900: #01579B;\n  --md-light-blue-A100: #80D8FF;\n  --md-light-blue-A200: #40C4FF;\n  --md-light-blue-A400: #00B0FF;\n  --md-light-blue-A700: #0091EA;\n\n  --md-cyan-50: #E0F7FA;\n  --md-cyan-100: #B2EBF2;\n  --md-cyan-200: #80DEEA;\n  --md-cyan-300: #4DD0E1;\n  --md-cyan-400: #26C6DA;\n  --md-cyan-500: #00BCD4;\n  --md-cyan-600: #00ACC1;\n  --md-cyan-700: #0097A7;\n  --md-cyan-800: #00838F;\n  --md-cyan-900: #006064;\n  --md-cyan-A100: #84FFFF;\n  --md-cyan-A200: #18FFFF;\n  --md-cyan-A400: #00E5FF;\n  --md-cyan-A700: #00B8D4;\n\n  --md-teal-50: #E0F2F1;\n  --md-teal-100: #B2DFDB;\n  --md-teal-200: #80CBC4;\n  --md-teal-300: #4DB6AC;\n  --md-teal-400: #26A69A;\n  --md-teal-500: #009688;\n  --md-teal-600: #00897B;\n  --md-teal-700: #00796B;\n  --md-teal-800: #00695C;\n  --md-teal-900: #004D40;\n  --md-teal-A100: #A7FFEB;\n  --md-teal-A200: #64FFDA;\n  --md-teal-A400: #1DE9B6;\n  --md-teal-A700: #00BFA5;\n\n  --md-green-50: #E8F5E9;\n  --md-green-100: #C8E6C9;\n  --md-green-200: #A5D6A7;\n  --md-green-300: #81C784;\n  --md-green-400: #66BB6A;\n  --md-green-500: #4CAF50;\n  --md-green-600: #43A047;\n  --md-green-700: #388E3C;\n  --md-green-800: #2E7D32;\n  --md-green-900: #1B5E20;\n  --md-green-A100: #B9F6CA;\n  --md-green-A200: #69F0AE;\n  --md-green-A400: #00E676;\n  --md-green-A700: #00C853;\n\n  --md-light-green-50: #F1F8E9;\n  --md-light-green-100: #DCEDC8;\n  --md-light-green-200: #C5E1A5;\n  --md-light-green-300: #AED581;\n  --md-light-green-400: #9CCC65;\n  --md-light-green-500: #8BC34A;\n  --md-light-green-600: #7CB342;\n  --md-light-green-700: #689F38;\n  --md-light-green-800: #558B2F;\n  --md-light-green-900: #33691E;\n  --md-light-green-A100: #CCFF90;\n  --md-light-green-A200: #B2FF59;\n  --md-light-green-A400: #76FF03;\n  --md-light-green-A700: #64DD17;\n\n  --md-lime-50: #F9FBE7;\n  --md-lime-100: #F0F4C3;\n  --md-lime-200: #E6EE9C;\n  --md-lime-300: #DCE775;\n  --md-lime-400: #D4E157;\n  --md-lime-500: #CDDC39;\n  --md-lime-600: #C0CA33;\n  --md-lime-700: #AFB42B;\n  --md-lime-800: #9E9D24;\n  --md-lime-900: #827717;\n  --md-lime-A100: #F4FF81;\n  --md-lime-A200: #EEFF41;\n  --md-lime-A400: #C6FF00;\n  --md-lime-A700: #AEEA00;\n\n  --md-yellow-50: #FFFDE7;\n  --md-yellow-100: #FFF9C4;\n  --md-yellow-200: #FFF59D;\n  --md-yellow-300: #FFF176;\n  --md-yellow-400: #FFEE58;\n  --md-yellow-500: #FFEB3B;\n  --md-yellow-600: #FDD835;\n  --md-yellow-700: #FBC02D;\n  --md-yellow-800: #F9A825;\n  --md-yellow-900: #F57F17;\n  --md-yellow-A100: #FFFF8D;\n  --md-yellow-A200: #FFFF00;\n  --md-yellow-A400: #FFEA00;\n  --md-yellow-A700: #FFD600;\n\n  --md-amber-50: #FFF8E1;\n  --md-amber-100: #FFECB3;\n  --md-amber-200: #FFE082;\n  --md-amber-300: #FFD54F;\n  --md-amber-400: #FFCA28;\n  --md-amber-500: #FFC107;\n  --md-amber-600: #FFB300;\n  --md-amber-700: #FFA000;\n  --md-amber-800: #FF8F00;\n  --md-amber-900: #FF6F00;\n  --md-amber-A100: #FFE57F;\n  --md-amber-A200: #FFD740;\n  --md-amber-A400: #FFC400;\n  --md-amber-A700: #FFAB00;\n\n  --md-orange-50: #FFF3E0;\n  --md-orange-100: #FFE0B2;\n  --md-orange-200: #FFCC80;\n  --md-orange-300: #FFB74D;\n  --md-orange-400: #FFA726;\n  --md-orange-500: #FF9800;\n  --md-orange-600: #FB8C00;\n  --md-orange-700: #F57C00;\n  --md-orange-800: #EF6C00;\n  --md-orange-900: #E65100;\n  --md-orange-A100: #FFD180;\n  --md-orange-A200: #FFAB40;\n  --md-orange-A400: #FF9100;\n  --md-orange-A700: #FF6D00;\n\n  --md-deep-orange-50: #FBE9E7;\n  --md-deep-orange-100: #FFCCBC;\n  --md-deep-orange-200: #FFAB91;\n  --md-deep-orange-300: #FF8A65;\n  --md-deep-orange-400: #FF7043;\n  --md-deep-orange-500: #FF5722;\n  --md-deep-orange-600: #F4511E;\n  --md-deep-orange-700: #E64A19;\n  --md-deep-orange-800: #D84315;\n  --md-deep-orange-900: #BF360C;\n  --md-deep-orange-A100: #FF9E80;\n  --md-deep-orange-A200: #FF6E40;\n  --md-deep-orange-A400: #FF3D00;\n  --md-deep-orange-A700: #DD2C00;\n\n  --md-brown-50: #EFEBE9;\n  --md-brown-100: #D7CCC8;\n  --md-brown-200: #BCAAA4;\n  --md-brown-300: #A1887F;\n  --md-brown-400: #8D6E63;\n  --md-brown-500: #795548;\n  --md-brown-600: #6D4C41;\n  --md-brown-700: #5D4037;\n  --md-brown-800: #4E342E;\n  --md-brown-900: #3E2723;\n\n  --md-grey-50: #FAFAFA;\n  --md-grey-100: #F5F5F5;\n  --md-grey-200: #EEEEEE;\n  --md-grey-300: #E0E0E0;\n  --md-grey-400: #BDBDBD;\n  --md-grey-500: #9E9E9E;\n  --md-grey-600: #757575;\n  --md-grey-700: #616161;\n  --md-grey-800: #424242;\n  --md-grey-900: #212121;\n\n  --md-blue-grey-50: #ECEFF1;\n  --md-blue-grey-100: #CFD8DC;\n  --md-blue-grey-200: #B0BEC5;\n  --md-blue-grey-300: #90A4AE;\n  --md-blue-grey-400: #78909C;\n  --md-blue-grey-500: #607D8B;\n  --md-blue-grey-600: #546E7A;\n  --md-blue-grey-700: #455A64;\n  --md-blue-grey-800: #37474F;\n  --md-blue-grey-900: #263238;\n}","/* Copyright (c) Jupyter Development Team.\n * Distributed under the terms of the Modified BSD License.\n */\n\n/*\n * We assume that the CSS variables in\n * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css\n * have been defined.\n */\n\n@import \"./phosphor.css\";\n\n:root {\n    --jp-widgets-color: var(--jp-content-font-color1);\n    --jp-widgets-label-color: var(--jp-widgets-color);\n    --jp-widgets-readout-color: var(--jp-widgets-color);\n    --jp-widgets-font-size: var(--jp-ui-font-size1);\n    --jp-widgets-margin: 2px;\n    --jp-widgets-inline-height: 28px;\n    --jp-widgets-inline-width: 300px;\n    --jp-widgets-inline-width-short: calc(var(--jp-widgets-inline-width) / 2 - var(--jp-widgets-margin));\n    --jp-widgets-inline-width-tiny: calc(var(--jp-widgets-inline-width-short) / 2 - var(--jp-widgets-margin));\n    --jp-widgets-inline-margin: 4px; /* margin between inline elements */\n    --jp-widgets-inline-label-width: 80px;\n    --jp-widgets-border-width: var(--jp-border-width);\n    --jp-widgets-vertical-height: 200px;\n    --jp-widgets-horizontal-tab-height: 24px;\n    --jp-widgets-horizontal-tab-width: 144px;\n    --jp-widgets-horizontal-tab-top-border: 2px;\n    --jp-widgets-progress-thickness: 20px;\n    --jp-widgets-container-padding: 15px;\n    --jp-widgets-input-padding: 4px;\n    --jp-widgets-radio-item-height-adjustment: 8px;\n    --jp-widgets-radio-item-height: calc(var(--jp-widgets-inline-height) - var(--jp-widgets-radio-item-height-adjustment));\n    --jp-widgets-slider-track-thickness: 4px;\n    --jp-widgets-slider-border-width: var(--jp-widgets-border-width);\n    --jp-widgets-slider-handle-size: 16px;\n    --jp-widgets-slider-handle-border-color: var(--jp-border-color1);\n    --jp-widgets-slider-handle-background-color: var(--jp-layout-color1);\n    --jp-widgets-slider-active-handle-color: var(--jp-brand-color1);\n    --jp-widgets-menu-item-height: 24px;\n    --jp-widgets-dropdown-arrow: url(\"data:image/svg+xml;base64,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\");\n    --jp-widgets-input-color: var(--jp-ui-font-color1);\n    --jp-widgets-input-background-color: var(--jp-layout-color1);\n    --jp-widgets-input-border-color: var(--jp-border-color1);\n    --jp-widgets-input-focus-border-color: var(--jp-brand-color2);\n    --jp-widgets-input-border-width: var(--jp-widgets-border-width);\n    --jp-widgets-disabled-opacity: 0.6;\n\n    /* From Material Design Lite */\n    --md-shadow-key-umbra-opacity: 0.2;\n    --md-shadow-key-penumbra-opacity: 0.14;\n    --md-shadow-ambient-shadow-opacity: 0.12;\n}\n\n.jupyter-widgets {\n    margin: var(--jp-widgets-margin);\n    box-sizing: border-box;\n    color: var(--jp-widgets-color);\n    overflow: visible;\n}\n\n.jupyter-widgets.jupyter-widgets-disconnected::before {\n    line-height: var(--jp-widgets-inline-height);\n    height: var(--jp-widgets-inline-height);\n}\n\n.jp-Output-result > .jupyter-widgets {\n    margin-left: 0;\n    margin-right: 0;\n}\n\n/* vbox and hbox */\n\n.widget-inline-hbox {\n    /* Horizontal widgets */\n    box-sizing: border-box;\n    display: flex;\n    flex-direction: row;\n    align-items: baseline;\n}\n\n.widget-inline-vbox {\n    /* Vertical Widgets */\n    box-sizing: border-box;\n    display: flex;\n    flex-direction: column;\n    align-items: center;\n}\n\n.widget-box {\n    box-sizing: border-box;\n    display: flex;\n    margin: 0;\n    overflow: auto;\n}\n\n.widget-gridbox {\n    box-sizing: border-box;\n    display: grid;\n    margin: 0;\n    overflow: auto;\n}\n\n.widget-hbox {\n    flex-direction: row;\n}\n\n.widget-vbox {\n    flex-direction: column;\n}\n\n/* General Button Styling */\n\n.jupyter-button {\n    padding-left: 10px;\n    padding-right: 10px;\n    padding-top: 0px;\n    padding-bottom: 0px;\n    display: inline-block;\n    white-space: nowrap;\n    overflow: hidden;\n    text-overflow: ellipsis;\n    text-align: center;\n    font-size: var(--jp-widgets-font-size);\n    cursor: pointer;\n\n    height: var(--jp-widgets-inline-height);\n    border: 0px solid;\n    line-height: var(--jp-widgets-inline-height);\n    box-shadow: none;\n\n    color: var(--jp-ui-font-color1);\n    background-color: var(--jp-layout-color2);\n    border-color: var(--jp-border-color2);\n    border: none;\n}\n\n.jupyter-button i.fa {\n    margin-right: var(--jp-widgets-inline-margin);\n    pointer-events: none;\n}\n\n.jupyter-button:empty:before {\n    content: \"\\200b\"; /* zero-width space */\n}\n\n.jupyter-widgets.jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n.jupyter-button i.fa.center {\n    margin-right: 0;\n}\n\n.jupyter-button:hover:enabled, .jupyter-button:focus:enabled {\n    /* MD Lite 2dp shadow */\n    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, var(--md-shadow-key-penumbra-opacity)),\n                0 3px 1px -2px rgba(0, 0, 0, var(--md-shadow-key-umbra-opacity)),\n                0 1px 5px 0 rgba(0, 0, 0, var(--md-shadow-ambient-shadow-opacity));\n}\n\n.jupyter-button:active, .jupyter-button.mod-active {\n    /* MD Lite 4dp shadow */\n    box-shadow: 0 4px 5px 0 rgba(0, 0, 0, var(--md-shadow-key-penumbra-opacity)),\n                0 1px 10px 0 rgba(0, 0, 0, var(--md-shadow-ambient-shadow-opacity)),\n                0 2px 4px -1px rgba(0, 0, 0, var(--md-shadow-key-umbra-opacity));\n    color: var(--jp-ui-font-color1);\n    background-color: var(--jp-layout-color3);\n}\n\n.jupyter-button:focus:enabled {\n    outline: 1px solid var(--jp-widgets-input-focus-border-color);\n}\n\n/* Button \"Primary\" Styling */\n\n.jupyter-button.mod-primary {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-brand-color1);\n}\n\n.jupyter-button.mod-primary.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-brand-color0);\n}\n\n.jupyter-button.mod-primary:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-brand-color0);\n}\n\n/* Button \"Success\" Styling */\n\n.jupyter-button.mod-success {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-success-color1);\n}\n\n.jupyter-button.mod-success.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-success-color0);\n }\n\n.jupyter-button.mod-success:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-success-color0);\n }\n\n /* Button \"Info\" Styling */\n\n.jupyter-button.mod-info {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-info-color1);\n}\n\n.jupyter-button.mod-info.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-info-color0);\n}\n\n.jupyter-button.mod-info:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-info-color0);\n}\n\n/* Button \"Warning\" Styling */\n\n.jupyter-button.mod-warning {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-warn-color1);\n}\n\n.jupyter-button.mod-warning.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-warn-color0);\n}\n\n.jupyter-button.mod-warning:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-warn-color0);\n}\n\n/* Button \"Danger\" Styling */\n\n.jupyter-button.mod-danger {\n    color: var(--jp-inverse-ui-font-color1);\n    background-color: var(--jp-error-color1);\n}\n\n.jupyter-button.mod-danger.mod-active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-error-color0);\n}\n\n.jupyter-button.mod-danger:active {\n    color: var(--jp-inverse-ui-font-color0);\n    background-color: var(--jp-error-color0);\n}\n\n/* Widget Button*/\n\n.widget-button, .widget-toggle-button {\n    width: var(--jp-widgets-inline-width-short);\n}\n\n/* Widget Label Styling */\n\n/* Override Bootstrap label css */\n.jupyter-widgets label {\n    margin-bottom: initial;\n}\n\n.widget-label-basic {\n    /* Basic Label */\n    color: var(--jp-widgets-label-color);\n    font-size: var(--jp-widgets-font-size);\n    overflow: hidden;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-label {\n    /* Label */\n    color: var(--jp-widgets-label-color);\n    font-size: var(--jp-widgets-font-size);\n    overflow: hidden;\n    text-overflow: ellipsis;\n    white-space: nowrap;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-inline-hbox .widget-label {\n    /* Horizontal Widget Label */\n    color: var(--jp-widgets-label-color);\n    text-align: right;\n    margin-right: calc( var(--jp-widgets-inline-margin) * 2 );\n    width: var(--jp-widgets-inline-label-width);\n    flex-shrink: 0;\n}\n\n.widget-inline-vbox .widget-label {\n    /* Vertical Widget Label */\n    color: var(--jp-widgets-label-color);\n    text-align: center;\n    line-height: var(--jp-widgets-inline-height);\n}\n\n/* Widget Readout Styling */\n\n.widget-readout {\n    color: var(--jp-widgets-readout-color);\n    font-size: var(--jp-widgets-font-size);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    overflow: hidden;\n    white-space: nowrap;\n    text-align: center;\n}\n\n.widget-readout.overflow {\n    /* Overflowing Readout */\n\n    /* From Material Design Lite\n        shadow-key-umbra-opacity: 0.2;\n        shadow-key-penumbra-opacity: 0.14;\n        shadow-ambient-shadow-opacity: 0.12;\n     */\n    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                        0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                        0 1px 5px 0 rgba(0, 0, 0, 0.12);\n\n    -moz-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                     0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                     0 1px 5px 0 rgba(0, 0, 0, 0.12);\n\n    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, 0.2),\n                0 3px 1px -2px rgba(0, 0, 0, 0.14),\n                0 1px 5px 0 rgba(0, 0, 0, 0.12);\n}\n\n.widget-inline-hbox .widget-readout {\n    /* Horizontal Readout */\n    text-align: center;\n    max-width: var(--jp-widgets-inline-width-short);\n    min-width: var(--jp-widgets-inline-width-tiny);\n    margin-left: var(--jp-widgets-inline-margin);\n}\n\n.widget-inline-vbox .widget-readout {\n    /* Vertical Readout */\n    margin-top: var(--jp-widgets-inline-margin);\n    /* as wide as the widget */\n    width: inherit;\n}\n\n/* Widget Checkbox Styling */\n\n.widget-checkbox {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-checkbox input[type=\"checkbox\"] {\n    margin: 0px calc( var(--jp-widgets-inline-margin) * 2 ) 0px 0px;\n    line-height: var(--jp-widgets-inline-height);\n    font-size: large;\n    flex-grow: 1;\n    flex-shrink: 0;\n    align-self: center;\n}\n\n/* Widget Valid Styling */\n\n.widget-valid {\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width-short);\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-valid i:before {\n    line-height: var(--jp-widgets-inline-height);\n    margin-right: var(--jp-widgets-inline-margin);\n    margin-left: var(--jp-widgets-inline-margin);\n\n    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */\n    display: inline-block;\n    font: normal normal normal 14px/1 FontAwesome;\n    font-size: inherit;\n    text-rendering: auto;\n    -webkit-font-smoothing: antialiased;\n    -moz-osx-font-smoothing: grayscale;\n}\n\n.widget-valid.mod-valid i:before {\n    content: \"\\f00c\";\n    color: green;\n}\n\n.widget-valid.mod-invalid i:before {\n    content: \"\\f00d\";\n    color: red;\n}\n\n.widget-valid.mod-valid .widget-valid-readout {\n    display: none;\n}\n\n/* Widget Text and TextArea Stying */\n\n.widget-textarea, .widget-text {\n    width: var(--jp-widgets-inline-width);\n}\n\n.widget-text input[type=\"text\"], .widget-text input[type=\"number\"]{\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-text input[type=\"text\"]:disabled, .widget-text input[type=\"number\"]:disabled, .widget-textarea textarea:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n.widget-text input[type=\"text\"], .widget-text input[type=\"number\"], .widget-textarea textarea {\n    box-sizing: border-box;\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    flex-grow: 1;\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    flex-shrink: 1;\n    outline: none !important;\n}\n\n.widget-textarea textarea {\n    height: inherit;\n    width: inherit;\n}\n\n.widget-text input:focus, .widget-textarea textarea:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n/* Widget Slider */\n\n.widget-slider .ui-slider {\n    /* Slider Track */\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-layout-color3);\n    background: var(--jp-layout-color3);\n    box-sizing: border-box;\n    position: relative;\n    border-radius: 0px;\n}\n\n.widget-slider .ui-slider .ui-slider-handle {\n    /* Slider Handle */\n    outline: none !important; /* focused slider handles are colored - see below */\n    position: absolute;\n    background-color: var(--jp-widgets-slider-handle-background-color);\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-handle-border-color);\n    box-sizing: border-box;\n    z-index: 1;\n    background-image: none; /* Override jquery-ui */\n}\n\n/* Override jquery-ui */\n.widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {\n    background-color: var(--jp-widgets-slider-active-handle-color);\n    border: var(--jp-widgets-slider-border-width) solid var(--jp-widgets-slider-active-handle-color);\n}\n\n.widget-slider .ui-slider .ui-slider-handle:active {\n    background-color: var(--jp-widgets-slider-active-handle-color);\n    border-color: var(--jp-widgets-slider-active-handle-color);\n    z-index: 2;\n    transform: scale(1.2);\n}\n\n.widget-slider  .ui-slider .ui-slider-range {\n    /* Interval between the two specified value of a double slider */\n    position: absolute;\n    background: var(--jp-widgets-slider-active-handle-color);\n    z-index: 0;\n}\n\n/* Shapes of Slider Handles */\n\n.widget-hslider .ui-slider .ui-slider-handle {\n    width: var(--jp-widgets-slider-handle-size);\n    height: var(--jp-widgets-slider-handle-size);\n    margin-top: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-handle-size)) / 2 - var(--jp-widgets-slider-border-width));\n    margin-left: calc(var(--jp-widgets-slider-handle-size) / -2 + var(--jp-widgets-slider-border-width));\n    border-radius: 50%;\n    top: 0;\n}\n\n.widget-vslider .ui-slider .ui-slider-handle {\n    width: var(--jp-widgets-slider-handle-size);\n    height: var(--jp-widgets-slider-handle-size);\n    margin-bottom: calc(var(--jp-widgets-slider-handle-size) / -2 + var(--jp-widgets-slider-border-width));\n    margin-left: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-handle-size)) / 2 - var(--jp-widgets-slider-border-width));\n    border-radius: 50%;\n    left: 0;\n}\n\n.widget-hslider .ui-slider .ui-slider-range {\n    height: calc( var(--jp-widgets-slider-track-thickness) * 2 );\n    margin-top: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-track-thickness) * 2 ) / 2 - var(--jp-widgets-slider-border-width));\n}\n\n.widget-vslider .ui-slider .ui-slider-range {\n    width: calc( var(--jp-widgets-slider-track-thickness) * 2 );\n    margin-left: calc((var(--jp-widgets-slider-track-thickness) - var(--jp-widgets-slider-track-thickness) * 2 ) / 2 - var(--jp-widgets-slider-border-width));\n}\n\n/* Horizontal Slider */\n\n.widget-hslider {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n\n    /* Override the align-items baseline. This way, the description and readout\n    still seem to align their baseline properly, and we don't have to have\n    align-self: stretch in the .slider-container. */\n    align-items: center;\n}\n\n.widgets-slider .slider-container {\n    overflow: visible;\n}\n\n.widget-hslider .slider-container {\n    height: var(--jp-widgets-inline-height);\n    margin-left: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    margin-right: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n}\n\n.widget-hslider .ui-slider {\n    /* Inner, invisible slide div */\n    height: var(--jp-widgets-slider-track-thickness);\n    margin-top: calc((var(--jp-widgets-inline-height) - var(--jp-widgets-slider-track-thickness)) / 2);\n    width: 100%;\n}\n\n/* Vertical Slider */\n\n.widget-vbox .widget-label {\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-vslider {\n    /* Vertical Slider */\n    height: var(--jp-widgets-vertical-height);\n    width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-vslider .slider-container {\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    margin-left: auto;\n    margin-right: auto;\n    margin-bottom: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    margin-top: calc(var(--jp-widgets-slider-handle-size) / 2 - 2 * var(--jp-widgets-slider-border-width));\n    display: flex;\n    flex-direction: column;\n}\n\n.widget-vslider .ui-slider-vertical {\n    /* Inner, invisible slide div */\n    width: var(--jp-widgets-slider-track-thickness);\n    flex-grow: 1;\n    margin-left: auto;\n    margin-right: auto;\n}\n\n/* Widget Progress Styling */\n\n.progress-bar {\n    -webkit-transition: none;\n    -moz-transition: none;\n    -ms-transition: none;\n    -o-transition: none;\n    transition: none;\n}\n\n.progress-bar {\n    height: var(--jp-widgets-inline-height);\n}\n\n.progress-bar {\n    background-color: var(--jp-brand-color1);\n}\n\n.progress-bar-success {\n    background-color: var(--jp-success-color1);\n}\n\n.progress-bar-info {\n    background-color: var(--jp-info-color1);\n}\n\n.progress-bar-warning {\n    background-color: var(--jp-warn-color1);\n}\n\n.progress-bar-danger {\n    background-color: var(--jp-error-color1);\n}\n\n.progress {\n    background-color: var(--jp-layout-color2);\n    border: none;\n    box-shadow: none;\n}\n\n/* Horisontal Progress */\n\n.widget-hprogress {\n    /* Progress Bar */\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width);\n    align-items: center;\n\n}\n\n.widget-hprogress .progress {\n    flex-grow: 1;\n    margin-top: var(--jp-widgets-input-padding);\n    margin-bottom: var(--jp-widgets-input-padding);\n    align-self: stretch;\n    /* Override bootstrap style */\n    height: initial;\n}\n\n/* Vertical Progress */\n\n.widget-vprogress {\n    height: var(--jp-widgets-vertical-height);\n    width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-vprogress .progress {\n    flex-grow: 1;\n    width: var(--jp-widgets-progress-thickness);\n    margin-left: auto;\n    margin-right: auto;\n    margin-bottom: 0;\n}\n\n/* Select Widget Styling */\n\n.widget-dropdown {\n    height: var(--jp-widgets-inline-height);\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-dropdown > select {\n    padding-right: 20px;\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    border-radius: 0;\n    height: inherit;\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    box-sizing: border-box;\n    outline: none !important;\n    box-shadow: none;\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    vertical-align: top;\n    padding-left: calc( var(--jp-widgets-input-padding) * 2);\n\tappearance: none;\n\t-webkit-appearance: none;\n\t-moz-appearance: none;\n    background-repeat: no-repeat;\n\tbackground-size: 20px;\n\tbackground-position: right center;\n    background-image: var(--jp-widgets-dropdown-arrow);\n}\n.widget-dropdown > select:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-dropdown > select:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* To disable the dotted border in Firefox around select controls.\n   See http://stackoverflow.com/a/18853002 */\n.widget-dropdown > select:-moz-focusring {\n    color: transparent;\n    text-shadow: 0 0 0 #000;\n}\n\n/* Select and SelectMultiple */\n\n.widget-select {\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n\n    /* Because Firefox defines the baseline of a select as the bottom of the\n    control, we align the entire control to the top and add padding to the\n    select to get an approximate first line baseline alignment. */\n    align-items: flex-start;\n}\n\n.widget-select > select {\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    flex: 1 1 var(--jp-widgets-inline-width-short);\n    outline: none !important;\n    overflow: auto;\n    height: inherit;\n\n    /* Because Firefox defines the baseline of a select as the bottom of the\n    control, we align the entire control to the top and add padding to the\n    select to get an approximate first line baseline alignment. */\n    padding-top: 5px;\n}\n\n.widget-select > select:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.wiget-select > select > option {\n    padding-left: var(--jp-widgets-input-padding);\n    line-height: var(--jp-widgets-inline-height);\n    /* line-height doesn't work on some browsers for select options */\n    padding-top: calc(var(--jp-widgets-inline-height)-var(--jp-widgets-font-size)/2);\n    padding-bottom: calc(var(--jp-widgets-inline-height)-var(--jp-widgets-font-size)/2);\n}\n\n\n\n/* Toggle Buttons Styling */\n\n.widget-toggle-buttons {\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-toggle-buttons .widget-toggle-button {\n    margin-left: var(--jp-widgets-margin);\n    margin-right: var(--jp-widgets-margin);\n}\n\n.widget-toggle-buttons .jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Radio Buttons Styling */\n\n.widget-radio {\n    width: var(--jp-widgets-inline-width);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-radio-box {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n    box-sizing: border-box;\n    flex-grow: 1;\n    margin-bottom: var(--jp-widgets-radio-item-height-adjustment);\n}\n\n.widget-radio-box label {\n    height: var(--jp-widgets-radio-item-height);\n    line-height: var(--jp-widgets-radio-item-height);\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-radio-box input {\n    height: var(--jp-widgets-radio-item-height);\n    line-height: var(--jp-widgets-radio-item-height);\n    margin: 0 calc( var(--jp-widgets-input-padding) * 2 ) 0 1px;\n    float: left;\n}\n\n/* Color Picker Styling */\n\n.widget-colorpicker {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-colorpicker > .widget-colorpicker-input {\n    flex-grow: 1;\n    flex-shrink: 1;\n    min-width: var(--jp-widgets-inline-width-tiny);\n}\n\n.widget-colorpicker input[type=\"color\"] {\n    width: var(--jp-widgets-inline-height);\n    height: var(--jp-widgets-inline-height);\n    padding: 0 2px; /* make the color square actually square on Chrome on OS X */\n    background: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    border-left: none;\n    flex-grow: 0;\n    flex-shrink: 0;\n    box-sizing: border-box;\n    align-self: stretch;\n    outline: none !important;\n}\n\n.widget-colorpicker.concise input[type=\"color\"] {\n    border-left: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n}\n\n.widget-colorpicker input[type=\"color\"]:focus, .widget-colorpicker input[type=\"text\"]:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-colorpicker input[type=\"text\"] {\n    flex-grow: 1;\n    outline: none !important;\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n    background: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    flex-shrink: 1;\n    box-sizing: border-box;\n}\n\n.widget-colorpicker input[type=\"text\"]:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Date Picker Styling */\n\n.widget-datepicker {\n    width: var(--jp-widgets-inline-width);\n    height: var(--jp-widgets-inline-height);\n    line-height: var(--jp-widgets-inline-height);\n}\n\n.widget-datepicker input[type=\"date\"] {\n    flex-grow: 1;\n    flex-shrink: 1;\n    min-width: 0; /* This makes it possible for the flexbox to shrink this input */\n    outline: none !important;\n    height: var(--jp-widgets-inline-height);\n    border: var(--jp-widgets-input-border-width) solid var(--jp-widgets-input-border-color);\n    background-color: var(--jp-widgets-input-background-color);\n    color: var(--jp-widgets-input-color);\n    font-size: var(--jp-widgets-font-size);\n    padding: var(--jp-widgets-input-padding) calc( var(--jp-widgets-input-padding) *  2 );\n    box-sizing: border-box;\n}\n\n.widget-datepicker input[type=\"date\"]:focus {\n    border-color: var(--jp-widgets-input-focus-border-color);\n}\n\n.widget-datepicker input[type=\"date\"]:invalid {\n    border-color: var(--jp-warn-color1);\n}\n\n.widget-datepicker input[type=\"date\"]:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Play Widget */\n\n.widget-play {\n    width: var(--jp-widgets-inline-width-short);\n    display: flex;\n    align-items: stretch;\n}\n\n.widget-play .jupyter-button {\n    flex-grow: 1;\n    height: auto;\n}\n\n.widget-play .jupyter-button:disabled {\n    opacity: var(--jp-widgets-disabled-opacity);\n}\n\n/* Tab Widget */\n\n.jupyter-widgets.widget-tab {\n    display: flex;\n    flex-direction: column;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */\n    overflow-x: visible;\n    overflow-y: visible;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {\n    /* Make sure that the tab grows from bottom up */\n    align-items: flex-end;\n    min-width: 0;\n    min-height: 0;\n}\n\n.jupyter-widgets.widget-tab > .widget-tab-contents {\n    width: 100%;\n    box-sizing: border-box;\n    margin: 0;\n    background: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n    border: var(--jp-border-width) solid var(--jp-border-color1);\n    padding: var(--jp-widgets-container-padding);\n    flex-grow: 1;\n    overflow: auto;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n    font: var(--jp-widgets-font-size) Helvetica, Arial, sans-serif;\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + var(--jp-border-width));\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {\n    flex: 0 1 var(--jp-widgets-horizontal-tab-width);\n    min-width: 35px;\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + var(--jp-border-width));\n    line-height: var(--jp-widgets-horizontal-tab-height);\n    margin-left: calc(-1 * var(--jp-border-width));\n    padding: 0px 10px;\n    background: var(--jp-layout-color2);\n    color: var(--jp-ui-font-color2);\n    border: var(--jp-border-width) solid var(--jp-border-color1);\n    border-bottom: none;\n    position: relative;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {\n    color: var(--jp-ui-font-color0);\n    /* We want the background to match the tab content background */\n    background: var(--jp-layout-color1);\n    min-height: calc(var(--jp-widgets-horizontal-tab-height) + 2 * var(--jp-border-width));\n    transform: translateY(var(--jp-border-width));\n    overflow: visible;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {\n    position: absolute;\n    top: calc(-1 * var(--jp-border-width));\n    left: calc(-1 * var(--jp-border-width));\n    content: '';\n    height: var(--jp-widgets-horizontal-tab-top-border);\n    width: calc(100% + 2 * var(--jp-border-width));\n    background: var(--jp-brand-color1);\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {\n    margin-left: 0;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {\n    background: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {\n    margin-left: 4px;\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {\n    font-family: FontAwesome;\n    content: '\\f00d'; /* close */\n}\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {\n    line-height: var(--jp-widgets-horizontal-tab-height);\n}\n\n/* Accordion Widget */\n\n.p-Collapse {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n}\n\n.p-Collapse-header {\n    padding: var(--jp-widgets-input-padding);\n    cursor: pointer;\n    color: var(--jp-ui-font-color2);\n    background-color: var(--jp-layout-color2);\n    border: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    padding: calc(var(--jp-widgets-container-padding) * 2 / 3) var(--jp-widgets-container-padding);\n    font-weight: bold;\n}\n\n.p-Collapse-header:hover {\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n}\n\n.p-Collapse-open > .p-Collapse-header {\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color0);\n    cursor: default;\n    border-bottom: none;\n}\n\n.p-Collapse .p-Collapse-header::before {\n    content: '\\f0da\\00A0';  /* caret-right, non-breaking space */\n    display: inline-block;\n    font: normal normal normal 14px/1 FontAwesome;\n    font-size: inherit;\n    text-rendering: auto;\n    -webkit-font-smoothing: antialiased;\n    -moz-osx-font-smoothing: grayscale;\n}\n\n.p-Collapse-open > .p-Collapse-header::before {\n    content: '\\f0d7\\00A0'; /* caret-down, non-breaking space */\n}\n\n.p-Collapse-contents {\n    padding: var(--jp-widgets-container-padding);\n    background-color: var(--jp-layout-color1);\n    color: var(--jp-ui-font-color1);\n    border-left: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    border-right: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    border-bottom: var(--jp-widgets-border-width) solid var(--jp-border-color1);\n    overflow: auto;\n}\n\n.p-Accordion {\n    display: flex;\n    flex-direction: column;\n    align-items: stretch;\n}\n\n.p-Accordion .p-Collapse {\n    margin-bottom: 0;\n}\n\n.p-Accordion .p-Collapse + .p-Collapse {\n    margin-top: 4px;\n}\n\n\n\n/* HTML widget */\n\n.widget-html, .widget-htmlmath {\n    font-size: var(--jp-widgets-font-size);\n}\n\n.widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {\n    /* Fill out the area in the HTML widget */\n    align-self: stretch;\n    flex-grow: 1;\n    flex-shrink: 1;\n    /* Makes sure the baseline is still aligned with other elements */\n    line-height: var(--jp-widgets-inline-height);\n    /* Make it possible to have absolutely-positioned elements in the html */\n    position: relative;\n}\n","/* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:\n\nCopyright (c) 2014-2017, PhosphorJS Contributors\nAll rights reserved.\n\nRedistribution and use in source and binary forms, with or without\nmodification, are permitted provided that the following conditions are met:\n\n* Redistributions of source code must retain the above copyright notice, this\n  list of conditions and the following disclaimer.\n\n* Redistributions in binary form must reproduce the above copyright notice,\n  this list of conditions and the following disclaimer in the documentation\n  and/or other materials provided with the distribution.\n\n* Neither the name of the copyright holder nor the names of its\n  contributors may be used to endorse or promote products derived from\n  this software without specific prior written permission.\n\nTHIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\nAND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\nIMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\nDISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE\nFOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL\nDAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR\nSERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER\nCAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,\nOR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE\nOF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n\n*/\n\n/*\n * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css \n * We've scoped the rules so that they are consistent with exactly our code.\n */\n\n.jupyter-widgets.widget-tab > .p-TabBar {\n  display: flex;\n  -webkit-user-select: none;\n  -moz-user-select: none;\n  -ms-user-select: none;\n  user-select: none;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {\n  flex-direction: row;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {\n  flex-direction: column;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {\n  margin: 0;\n  padding: 0;\n  display: flex;\n  flex: 1 1 auto;\n  list-style-type: none;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {\n  flex-direction: row;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {\n  flex-direction: column;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {\n  display: flex;\n  flex-direction: row;\n  box-sizing: border-box;\n  overflow: hidden;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {\n  flex: 0 0 auto;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {\n  flex: 1 1 auto;\n  overflow: hidden;\n  white-space: nowrap;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {\n  display: none !important;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {\n  position: relative;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {\n  left: 0;\n  transition: left 150ms ease;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {\n  top: 0;\n  transition: top 150ms ease;\n}\n\n\n.jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {\n  transition: none;\n}\n\n/* End tabbar.css */\n"]} */",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 114
        }
      },
      "source": [
        "text = text_cleaner(train_df.title.values)\n",
        "tf_idf_title = TfidfVectorizer(max_features=n_features_t,ngram_range=(1, 2))\n",
        "x_train_title = tf_idf_title.fit_transform(text)\n",
        "\n",
        "text = text_cleaner(test_df.title.values)\n",
        "x_test_title = tf_idf_title.transform(text)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "2314e422b47f4c26b6e7c065cdf1171b",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=489517), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "5f99cdcfb9244fa981b1b1ebeeb0456e",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, max=243166), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "_KEeiJ8juZYp"
      },
      "source": [
        "## Подготовка датасета"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "di19YoY1uZYp",
        "colab": {}
      },
      "source": [
        "target_cols = ['price', 'descr_len', 'title_len']\n",
        "scaler = StandardScaler()\n",
        "train_tmp_scaled = scaler.fit_transform(train_df[target_cols])\n",
        "test_tmp_scaled = scaler.transform(test_df[target_cols])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "1sPmgsADuZYt",
        "colab": {}
      },
      "source": [
        "x_train_full = hstack([\n",
        "                         x_train_descr, \n",
        "                         x_train_title,\n",
        "                         train_tmp_scaled   \n",
        "]).tocsr()\n",
        "\n",
        "x_test_full = hstack([\n",
        "                         x_test_descr, \n",
        "                         x_test_title,\n",
        "                         test_tmp_scaled   \n",
        "]).tocsr()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "DsbgVarcuZYw",
        "colab": {}
      },
      "source": [
        "target = train_df.category_id"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "H9woJOEfuZY0"
      },
      "source": [
        "## Модели"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "d51546ef-6074-4204-b48c-ff94b1c04033",
        "id": "qkFRETuuuZY1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 134
        }
      },
      "source": [
        "seed = 7\n",
        "np.random.seed(seed)\n",
        "\n",
        "# подготовим вектор целей для тренировки\n",
        "encoder = LabelEncoder()\n",
        "encoder.fit(target)\n",
        "encoded_Y = encoder.transform(target)\n",
        "dummy_y = np_utils.to_categorical(encoded_Y)\n",
        "\n",
        "n_features = n_features_d + n_features_t + len(target_cols)\n",
        "model = Sequential()\n",
        "model.add(Dense(64, activation='relu', input_dim=n_features))\n",
        "model.add(Dropout(0.2))\n",
        "model.add(Dense(54, activation='softmax'))\n",
        "model.compile(optimizer='adam',\n",
        "              loss='categorical_crossentropy',\n",
        "              metrics=['accuracy'])\n",
        "\n",
        "model.fit(x_train_full, dummy_y, \n",
        "          validation_data=None,\n",
        "          batch_size=32,\n",
        "          epochs=3)\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/3\n",
            "489517/489517 [==============================] - 343s 702us/step - loss: 0.6108 - acc: 0.8523\n",
            "Epoch 2/3\n",
            "489517/489517 [==============================] - 342s 698us/step - loss: 0.3052 - acc: 0.9092\n",
            "Epoch 3/3\n",
            "489517/489517 [==============================] - 346s 707us/step - loss: 0.2334 - acc: 0.9298\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f319db096a0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9N-RHmZfn1EJ",
        "colab_type": "text"
      },
      "source": [
        "## Сохранение сети"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nuHPrV9Un3yT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model_json = model.to_json()\n",
        "json_file = open(\"avito_model.json\", \"w\")\n",
        "json_file.write(model_json)\n",
        "json_file.close()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8xX4HF43oD22",
        "colab_type": "code",
        "outputId": "c67c4054-cc0a-4414-cb9a-ae532ec79e73",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "model.save_weights(\"avito_model.h5\")\n",
        "print(\"Сохранение сети завершено\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Сохранение сети завершено\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SHtchnLEoHnQ",
        "colab_type": "text"
      },
      "source": [
        "## Создание файла с ответами"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ogxML_Ochnie",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "p = model.predict_classes(x_test_full)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HIW48Lichnef",
        "colab_type": "code",
        "outputId": "d6e3e170-b835-4216-f22d-0219be3a731f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 343
        }
      },
      "source": [
        "prediction = pd.DataFrame()\n",
        "prediction['item_id'] = test_df.index.copy()\n",
        "prediction['category_id'] = p.copy()\n",
        "prediction.head(10)"
      ],
      "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>item_id</th>\n",
              "      <th>category_id</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>489517</td>\n",
              "      <td>22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>489518</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>489519</td>\n",
              "      <td>15</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>489520</td>\n",
              "      <td>33</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>489521</td>\n",
              "      <td>13</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>489522</td>\n",
              "      <td>25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>489523</td>\n",
              "      <td>50</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>489524</td>\n",
              "      <td>22</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>489525</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>489526</td>\n",
              "      <td>28</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   item_id  category_id\n",
              "0   489517           22\n",
              "1   489518            0\n",
              "2   489519           15\n",
              "3   489520           33\n",
              "4   489521           13\n",
              "5   489522           25\n",
              "6   489523           50\n",
              "7   489524           22\n",
              "8   489525            6\n",
              "9   489526           28"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 47
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QxXmfxgwO73o",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "prediction.to_csv('prediction_avito.csv', index = False, sep = ',')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dsRvsxlMO7lp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}