tpot_rolling-window_train-test-distribution.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "oS3q8LON4rx7",
    "outputId": "fae31595-5622-4ed1-d213-c82da973eb50"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mounted at /content/drive\n",
      "['', '/content', '/env/python', '/usr/lib/python37.zip', '/usr/lib/python3.7', '/usr/lib/python3.7/lib-dynload', '/usr/local/lib/python3.7/dist-packages', '/usr/lib/python3/dist-packages', '/usr/local/lib/python3.7/dist-packages/IPython/extensions', '/root/.ipython', '/content/drive/MyDrive/cardiospike_leaders-of-digital_compet/']\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "# mount drive\n",
    "drive.mount('/content/drive')\n",
    "data_path = '/content/drive/MyDrive/cardiospike_leaders-of-digital_compet/'\n",
    "\n",
    "# update path to import module from drive\n",
    "import sys\n",
    "sys.path.append('/content/drive/MyDrive/cardiospike_leaders-of-digital_compet/')\n",
    "print(sys.path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "Hk2586BD4rEz"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random\n",
    "from catboost import CatBoostRegressor, CatBoostClassifier\n",
    "from sklearn.metrics import classification_report \n",
    "from sklearn.metrics import f1_score\n",
    "from sklearn.metrics import precision_recall_curve\n",
    "\n",
    "from sklearn.feature_selection import RFE\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tpot import TPOTClassifier\n",
    "import joblib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9nnJg3Pv4rE0"
   },
   "source": [
    "#### Data read"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "2B9-aBsD4rE0"
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv(data_path + 'data/train.csv')\n",
    "testdf = pd.read_csv(data_path + 'data/test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "id": "Tgv1pWpx4rE0",
    "outputId": "6f8d427f-5fd7-4582-e5b8-bac51079886e"
   },
   "outputs": [
    {
     "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>id</th>\n",
       "      <th>time</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>800</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>780</td>\n",
       "      <td>780</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1572</td>\n",
       "      <td>792</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2392</td>\n",
       "      <td>820</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>3196</td>\n",
       "      <td>804</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60482</th>\n",
       "      <td>275</td>\n",
       "      <td>115360</td>\n",
       "      <td>552</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60483</th>\n",
       "      <td>275</td>\n",
       "      <td>115912</td>\n",
       "      <td>552</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60484</th>\n",
       "      <td>275</td>\n",
       "      <td>116464</td>\n",
       "      <td>552</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60485</th>\n",
       "      <td>275</td>\n",
       "      <td>117020</td>\n",
       "      <td>556</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60486</th>\n",
       "      <td>275</td>\n",
       "      <td>117572</td>\n",
       "      <td>552</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60487 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id    time    x  y\n",
       "0        1       0  800  0\n",
       "1        1     780  780  0\n",
       "2        1    1572  792  0\n",
       "3        1    2392  820  0\n",
       "4        1    3196  804  0\n",
       "...    ...     ...  ... ..\n",
       "60482  275  115360  552  0\n",
       "60483  275  115912  552  0\n",
       "60484  275  116464  552  0\n",
       "60485  275  117020  556  0\n",
       "60486  275  117572  552  0\n",
       "\n",
       "[60487 rows x 4 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bt-qYlPVNi8Y"
   },
   "source": [
    "#### Filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "j29HpJ31oHrM",
    "outputId": "37f76482-e6ef-4ff9-b86d-3e53ae5a4b06"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id      False\n",
       "time    False\n",
       "x       False\n",
       "y       False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 281
    },
    "id": "M4OMCiI9dm_W",
    "outputId": "699dee2c-94b8-4b88-8707-6fb135454762"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fac83120b50>"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYMAAAD4CAYAAAAO9oqkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAWkElEQVR4nO3dfYxd9X3n8fenODwIB2xKdmTZaCEbayMCG4pnwVHSaAhdMCSq+SONiFBxs2wsLaRKd7MqZKsuaR4k0opNAptSeYsXk9I6lDayxUJdr8MoW63MgwvBPJR6QpzFFsFqTKBO0mRJv/vH/bm5OHdmjq/nKfL7JV3NOd/zO+d8z5nxfOaec2acqkKSdHz7ufluQJI0/wwDSZJhIEkyDCRJGAaSJGDRfDcwrDPPPLPOPvvsodb93ve+x6mnnjqzDR0je+pmIfYEC7Mve+rmeOpp165df1dVbxq4sKp+Jl+rVq2qYT300ENDrztb7KmbhdhT1cLsy566OZ56Ah6rSb6neplIkmQYSJIMA0kShoEkCcNAkoRhIEnCMJAk0TEMkixJcl+Sv0nybJJ3JDkjyfYke9rHpW1sktyWZCLJk0ku7NvOujZ+T5J1ffVVSXa3dW5Lkpk/VEnSZLq+M/gC8BdV9Vbg7cCzwE3AjqpaCexo8wBXACvbaz1wB0CSM4CbgYuBi4CbDwdIG/PhvvXWHNthSZKOxrR/jiLJ6cC7gV8DqKofAT9KshYYa8M2AePAjcBa4O72224727uKZW3s9qo62La7HViTZBw4rap2tvrdwFXAgzNyhAPs3v8Kv3bT/5ytzU9q7y3vnfN9SlIXqWn+p7MkFwAbgGfovSvYBXwU2F9VS9qYAC9X1ZIk9wO3VNVftWU76IXEGHByVX261X8b+AG9ELmlqn6p1X8RuLGq3jegl/X03m0wMjKyavPmzUMd9IGDr/DSD4Za9Zicv/z0SZcdOnSIxYsXz2E307On7hZiX/bUzfHU0yWXXLKrqkYHLevyh+oWARcCv15VDyf5Aj+5JARAVVWSWf//M6tqA71gYnR0tMbGxobazu33bOHW3XP/N/r2XjM26bLx8XGGPZ7ZYk/dLcS+7Kkbe+rpcs9gH7Cvqh5u8/fRC4eX2uUf2scDbfl+4Ky+9Ve02lT1FQPqkqQ5Mm0YVNW3gReS/MtWupTeJaOtwOEngtYBW9r0VuDa9lTRauCVqnoR2AZclmRpu3F8GbCtLXs1yep2uenavm1JkuZA12slvw7ck+RE4HngQ/SC5N4k1wHfAj7Qxj4AXAlMAN9vY6mqg0k+BTzaxn3y8M1k4HrgLuAUejeOZ+3msSTpp3UKg6p6Ahh00+HSAWMLuGGS7WwENg6oPwac16UXSdLM8zeQJUmGgSTJMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSRgGkiQMA0kShoEkCcNAkkTHMEiyN8nuJE8keazVzkiyPcme9nFpqyfJbUkmkjyZ5MK+7axr4/ckWddXX9W2P9HWzUwfqCRpckfzzuCSqrqgqkbb/E3AjqpaCexo8wBXACvbaz1wB/TCA7gZuBi4CLj5cIC0MR/uW2/N0EckSTpqx3KZaC2wqU1vAq7qq99dPTuBJUmWAZcD26vqYFW9DGwH1rRlp1XVzqoq4O6+bUmS5kDXMCjgL5PsSrK+1Uaq6sU2/W1gpE0vB17oW3dfq01V3zegLkmaI4s6jntXVe1P8s+A7Un+pn9hVVWSmvn2Xq8F0XqAkZERxsfHh9rOyCnwsfNfm8HOupmq30OHDg19PLPFnrpbiH3ZUzf21NMpDKpqf/t4IMlX6F3zfynJsqp6sV3qOdCG7wfO6lt9RavtB8aOqI+3+ooB4wf1sQHYADA6OlpjY2ODhk3r9nu2cOvurjk4c/ZeMzbpsvHxcYY9ntliT90txL7sqRt76pn2MlGSU5O88fA0cBnwFLAVOPxE0DpgS5veClzbnipaDbzSLidtAy5LsrTdOL4M2NaWvZpkdXuK6Nq+bUmS5kCXH49HgK+0pz0XAX9cVX+R5FHg3iTXAd8CPtDGPwBcCUwA3wc+BFBVB5N8Cni0jftkVR1s09cDdwGnAA+2lyRpjkwbBlX1PPD2AfXvAJcOqBdwwyTb2ghsHFB/DDivQ7+SpFngbyBLkgwDSZJhIEnCMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSRgGkiQMA0kShoEkCcNAksRRhEGSE5I8nuT+Nn9OkoeTTCT5cpITW/2kNj/Rlp/dt42Pt/pzSS7vq69ptYkkN83c4UmSujiadwYfBZ7tm/8s8LmqegvwMnBdq18HvNzqn2vjSHIucDXwNmAN8PstYE4AvghcAZwLfLCNlSTNkU5hkGQF8F7gD9t8gPcA97Uhm4Cr2vTaNk9bfmkbvxbYXFU/rKpvAhPARe01UVXPV9WPgM1trCRpjizqOO7zwG8Cb2zzPw98t6pea/P7gOVtejnwAkBVvZbklTZ+ObCzb5v967xwRP3iQU0kWQ+sBxgZGWF8fLxj+683cgp87PzXph84w6bq99ChQ0Mfz2yxp+4WYl/21I099UwbBkneBxyoql1Jxma/pclV1QZgA8Do6GiNjQ3Xzu33bOHW3V1zcObsvWZs0mXj4+MMezyzxZ66W4h92VM39tTT5TviO4FfTnIlcDJwGvAFYEmSRe3dwQpgfxu/HzgL2JdkEXA68J2++mH960xWlyTNgWnvGVTVx6tqRVWdTe8G8Fer6hrgIeD9bdg6YEub3trmacu/WlXV6le3p43OAVYCjwCPAivb00kntn1snZGjkyR1cizXSm4ENif5NPA4cGer3wl8KckEcJDeN3eq6ukk9wLPAK8BN1TVjwGSfATYBpwAbKyqp4+hL0nSUTqqMKiqcWC8TT9P70mgI8f8A/Ark6z/GeAzA+oPAA8cTS+SpJnjbyBLkgwDSZJhIEnCMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSRgGkiQMA0kShoEkiQ5hkOTkJI8k+XqSp5P8Tqufk+ThJBNJvpzkxFY/qc1PtOVn923r463+XJLL++prWm0iyU0zf5iSpKl0eWfwQ+A9VfV24AJgTZLVwGeBz1XVW4CXgeva+OuAl1v9c20cSc4FrgbeBqwBfj/JCUlOAL4IXAGcC3ywjZUkzZFpw6B6DrXZN7RXAe8B7mv1TcBVbXptm6ctvzRJWn1zVf2wqr4JTAAXtddEVT1fVT8CNrexkqQ5kqqaflDvp/ddwFvo/RT/e8DO9tM/Sc4CHqyq85I8Baypqn1t2TeAi4FPtHX+qNXvBB5su1hTVf+u1X8VuLiqPjKgj/XAeoCRkZFVmzdvHuqgDxx8hZd+MNSqx+T85adPuuzQoUMsXrx4DruZnj11txD7sqdujqeeLrnkkl1VNTpo2aIuG6iqHwMXJFkCfAV46wz211lVbQA2AIyOjtbY2NhQ27n9ni3curvToc+ovdeMTbpsfHycYY9ntthTdwuxL3vqxp56juppoqr6LvAQ8A5gSZLD31FXAPvb9H7gLIC2/HTgO/31I9aZrC5JmiNdniZ6U3tHQJJTgH8DPEsvFN7fhq0DtrTprW2etvyr1bsWtRW4uj1tdA6wEngEeBRY2Z5OOpHeTeatM3FwkqRuulwrWQZsavcNfg64t6ruT/IMsDnJp4HHgTvb+DuBLyWZAA7S++ZOVT2d5F7gGeA14IZ2+YkkHwG2AScAG6vq6Rk7QknStKYNg6p6EviFAfXn6T0JdGT9H4BfmWRbnwE+M6D+APBAh34lSbPA30CWJBkGkiTDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSRgGkiQMA0kShoEkCcNAkoRhIEnCMJAkYRhIkjAMJEkYBpIkDANJEh3CIMlZSR5K8kySp5N8tNXPSLI9yZ72cWmrJ8ltSSaSPJnkwr5trWvj9yRZ11dflWR3W+e2JJmNg5UkDdblncFrwMeq6lxgNXBDknOBm4AdVbUS2NHmAa4AVrbXeuAO6IUHcDNwMXARcPPhAGljPty33ppjPzRJUlfThkFVvVhVf92m/x54FlgOrAU2tWGbgKva9Frg7urZCSxJsgy4HNheVQer6mVgO7CmLTutqnZWVQF3921LkjQH0vv+23FwcjbwNeA84P9W1ZJWD/ByVS1Jcj9wS1X9VVu2A7gRGANOrqpPt/pvAz8Axtv4X2r1XwRurKr3Ddj/enrvNhgZGVm1efPmoz9i4MDBV3jpB0OtekzOX376pMsOHTrE4sWL57Cb6dlTdwuxL3vq5njq6ZJLLtlVVaODli3qupEki4E/A36jql7tv6xfVZWke6oMqao2ABsARkdHa2xsbKjt3H7PFm7d3fnQZ8zea8YmXTY+Ps6wxzNb7Km7hdiXPXVjTz2dniZK8gZ6QXBPVf15K7/ULvHQPh5o9f3AWX2rr2i1qeorBtQlSXOky9NEAe4Enq2q/9q3aCtw+ImgdcCWvvq17ami1cArVfUisA24LMnSduP4MmBbW/ZqktVtX9f2bUuSNAe6XCt5J/CrwO4kT7TafwZuAe5Nch3wLeADbdkDwJXABPB94EMAVXUwyaeAR9u4T1bVwTZ9PXAXcArwYHtJkubItGHQbgRP9tz/pQPGF3DDJNvaCGwcUH+M3k1pSdI88DeQJUmGgSTJMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJGEYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSRgGkiQMA0kShoEkCcNAkkSHMEiyMcmBJE/11c5Isj3JnvZxaasnyW1JJpI8meTCvnXWtfF7kqzrq69Ksrutc1uSzPRBSpKm1uWdwV3AmiNqNwE7qmolsKPNA1wBrGyv9cAd0AsP4GbgYuAi4ObDAdLGfLhvvSP3JUmaZdOGQVV9DTh4RHktsKlNbwKu6qvfXT07gSVJlgGXA9ur6mBVvQxsB9a0ZadV1c6qKuDuvm1JkubIsPcMRqrqxTb9bWCkTS8HXugbt6/VpqrvG1CXJM2hRce6gaqqJDUTzUwnyXp6l58YGRlhfHx8qO2MnAIfO/+1Geysm6n6PXTo0NDHM1vsqbuF2Jc9dWNPPcOGwUtJllXVi+1Sz4FW3w+c1TduRavtB8aOqI+3+ooB4weqqg3ABoDR0dEaGxubbOiUbr9nC7fuPuYcPGp7rxmbdNn4+DjDHs9ssafuFmJf9tSNPfUMe5loK3D4iaB1wJa++rXtqaLVwCvtctI24LIkS9uN48uAbW3Zq0lWt6eIru3bliRpjkz743GSP6H3U/2ZSfbReyroFuDeJNcB3wI+0IY/AFwJTADfBz4EUFUHk3wKeLSN+2RVHb4pfT29J5ZOAR5sL0nSHJo2DKrqg5MsunTA2AJumGQ7G4GNA+qPAedN14ckafb4G8iSJMNAkmQYSJIwDCRJGAaSJAwDSRKGgSQJw0CShGEgScIwkCRhGEiSMAwkSRgGkiQMA0kShoEkCcNAkoRhIEnCMJAkYRhIkjAMJEkYBpIkDANJEoaBJAnDQJKEYSBJwjCQJLGAwiDJmiTPJZlIctN89yNJx5MFEQZJTgC+CFwBnAt8MMm589uVJB0/FkQYABcBE1X1fFX9CNgMrJ3nniTpuLFovhtolgMv9M3vAy4+clCS9cD6NnsoyXND7u9M4O+GXHdo+eyUi+elp2nYU3cLsS976uZ46umfT7ZgoYRBJ1W1AdhwrNtJ8lhVjc5ASzPGnrpZiD3BwuzLnrqxp56FcploP3BW3/yKVpMkzYGFEgaPAiuTnJPkROBqYOs89yRJx40FcZmoql5L8hFgG3ACsLGqnp7FXR7zpaZZYE/dLMSeYGH2ZU/d2BOQqprrfUqSFpiFcplIkjSPDANJ0vEVBnP9Jy+S7E2yO8kTSR5rtTOSbE+yp31c2upJclvr7ckkF/ZtZ10bvyfJuiH62JjkQJKn+moz1keSVe04J9q6GbKnTyTZ387XE0mu7Fv28bb955Jc3lcf+DltDyM83Opfbg8mTNfTWUkeSvJMkqeTfHS+z9UUPc3buUpycpJHkny99fQ7U20nyUltfqItP3vYXofo6a4k3+w7Txe0+px8nbf1TkjyeJL75/s8TamqjosXvRvT3wDeDJwIfB04d5b3uRc484ja7wI3tembgM+26SuBB4EAq4GHW/0M4Pn2cWmbXnqUfbwbuBB4ajb6AB5pY9PWvWLInj4B/KcBY89tn6+TgHPa5/GEqT6nwL3A1W36D4B/36GnZcCFbfqNwN+2fc/buZqip3k7V633xW36DcDD7ZgGbge4HviDNn018OVhex2ip7uA9w8YPydf5229/wj8MXD/VOd7Ls7TVK/j6Z3BQvmTF2uBTW16E3BVX/3u6tkJLEmyDLgc2F5VB6vqZWA7sOZodlhVXwMOzkYfbdlpVbWzel+5d/dt62h7msxaYHNV/bCqvglM0Pt8Dvyctp/Y3gPcN+D4purpxar66zb998Cz9H47ft7O1RQ9zdu5asd7qM2+ob1qiu30n7/7gEvbfo+q1yF7msycfJ0nWQG8F/jDNj/V+Z718zSV4ykMBv3Ji6n+Uc2EAv4yya70/pQGwEhVvdimvw2MTNPfbPU9U30sb9Mz1d9H2tv2jWmXY4bo6eeB71bVa8P21N6i/wK9nzAXxLk6oieYx3PVLn08ARyg9w3zG1Ns55/23Za/0vY7o1/zR/ZUVYfP02faefpckpOO7Knjvof93H0e+E3gH9v8VOd7Ts7TZI6nMJgP76qqC+n9NdYbkry7f2H7CWPen+1dKH0AdwD/ArgAeBG4dT6aSLIY+DPgN6rq1f5l83WuBvQ0r+eqqn5cVRfQ+2sBFwFvncv9D3JkT0nOAz5Or7d/Te/Sz41z1U+S9wEHqmrXXO3zWBxPYTDnf/Kiqva3jweAr9D7R/NSe8tJ+3hgmv5mq++Z6mN/mz7m/qrqpfYP+h+B/07vfA3T03fove1fdER9WkneQO+b7j1V9eetPK/nalBPC+FctT6+CzwEvGOK7fzTvtvy09t+Z+Vrvq+nNe0yW1XVD4H/wfDnaZjP3TuBX06yl94lnPcAX2CBnKefMsyNhp/FF73ftn6e3g2Ywzdb3jaL+zsVeGPf9P+hd63/93j9zcjfbdPv5fU3tB6pn9zQ+ia9m1lL2/QZQ/RzNq+/WTtjffDTN9auHLKnZX3T/4HedVKAt/H6G2jP07t5NunnFPhTXn+T7voO/YTeteDPH1Gft3M1RU/zdq6ANwFL2vQpwP8G3jfZdoAbeP2N0XuH7XWInpb1ncfPA7fM9dd5W3eMn9xAnrfzNGWPw674s/ii9wTB39K7vvlbs7yvN7dPzteBpw/vj941wB3AHuB/9X2hhd5/8PMNYDcw2retf0vvptEE8KEhevkTepcS/h+964rXzWQfwCjwVFvnv9F+s32Inr7U9vkkvb9N1f8N77fa9p+j7ymOyT6n7fw/0nr9U+CkDj29i94loCeBJ9rryvk8V1P0NG/nCvhXwONt308B/2Wq7QAnt/mJtvzNw/Y6RE9fbefpKeCP+MkTR3Pydd637hg/CYN5O09TvfxzFJKk4+qegSRpEoaBJMkwkCQZBpIkDANJEoaBJAnDQJIE/H/c+qUlF2uEyQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.x.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 277
    },
    "id": "uONCoet4bstI",
    "outputId": "f2eb879f-ba3f-468d-d84d-f78dc58a958b"
   },
   "outputs": [
    {
     "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>id</th>\n",
       "      <th>time</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>60477.000000</td>\n",
       "      <td>6.047700e+04</td>\n",
       "      <td>60477.000000</td>\n",
       "      <td>60477.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>136.433619</td>\n",
       "      <td>2.502616e+05</td>\n",
       "      <td>616.687484</td>\n",
       "      <td>0.148172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>74.540821</td>\n",
       "      <td>3.456603e+05</td>\n",
       "      <td>228.820870</td>\n",
       "      <td>0.355273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>87.000000</td>\n",
       "      <td>4.122400e+04</td>\n",
       "      <td>548.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>137.000000</td>\n",
       "      <td>1.014280e+05</td>\n",
       "      <td>624.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>197.000000</td>\n",
       "      <td>3.031640e+05</td>\n",
       "      <td>732.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>275.000000</td>\n",
       "      <td>1.868576e+06</td>\n",
       "      <td>4552.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id          time             x             y\n",
       "count  60477.000000  6.047700e+04  60477.000000  60477.000000\n",
       "mean     136.433619  2.502616e+05    616.687484      0.148172\n",
       "std       74.540821  3.456603e+05    228.820870      0.355273\n",
       "min        1.000000  0.000000e+00     20.000000      0.000000\n",
       "25%       87.000000  4.122400e+04    548.000000      0.000000\n",
       "50%      137.000000  1.014280e+05    624.000000      0.000000\n",
       "75%      197.000000  3.031640e+05    732.000000      0.000000\n",
       "max      275.000000  1.868576e+06   4552.000000      1.000000"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = df[(df.x > 16) & (df.x < 6000)]\n",
    "dt.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 281
    },
    "id": "W3hyulDwdzbT",
    "outputId": "7a1d15e2-2778-4d2c-ffbf-de498b76e424"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fac818eb6d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dt.x.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WP_yvunlJbkT"
   },
   "source": [
    "#### Compute aggrs in rolling window"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "28q0TWAIJgpT",
    "outputId": "adbc0e29-72dc-4539-c690-3bf68736ee4c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2min 12s, sys: 562 ms, total: 2min 12s\n",
      "Wall time: 2min 12s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "def percentile(n):\n",
    "    def percentile_(x):\n",
    "        return np.percentile(x, n)\n",
    "    percentile_.__name__ = 'percentile_%s' % n\n",
    "    return percentile_\n",
    "\n",
    "feats = dt.x.rolling(5).agg(\n",
    "    {\n",
    "     \"sum\": \"sum\",\n",
    "     \"min\": \"min\",\n",
    "     \"max\": \"max\",\n",
    "     \"mean\": \"mean\",\n",
    "     \"median\": \"median\",\n",
    "     \"q0.05\": percentile(5),\n",
    "     \"q0.25\": percentile(25),\n",
    "     \"q0.5\": percentile(50),\n",
    "     \"q0.75\": percentile(75),\n",
    "     \"q0.95\": percentile(95),\n",
    "  }\n",
    ")\n",
    "\n",
    "reverse_feats = dt.x.rolling(5).agg(\n",
    "    {\n",
    "     \"sum_r\": \"sum\",\n",
    "     \"min_r\": \"min\",\n",
    "     \"max_r\": \"max\",\n",
    "     \"mean_r\": \"mean\",\n",
    "     \"median_r\": \"median\",\n",
    "     \"q0.05_r\": percentile(5),\n",
    "     \"q0.25_r\": percentile(25),\n",
    "     \"q0.5_r\": percentile(50),\n",
    "     \"q0.75_r\": percentile(75),\n",
    "     \"q0.95_r\": percentile(95),\n",
    "  }\n",
    ").shift(-4)\n",
    "\n",
    "reverse_feats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-EoSWzk1MO4f",
    "outputId": "983487f2-7541-4927-bc41-2e76af3e3ae4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 32.4 s, sys: 165 ms, total: 32.6 s\n",
      "Wall time: 32.5 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "test_feats = testdf.x.rolling(5).agg(\n",
    "    {\n",
    "     \"sum\": \"sum\",\n",
    "     \"min\": \"min\",\n",
    "     \"max\": \"max\",\n",
    "     \"mean\": \"mean\",\n",
    "     \"median\": \"median\",\n",
    "     \"q0.05\": percentile(5),\n",
    "     \"q0.25\": percentile(25),\n",
    "     \"q0.5\": percentile(50),\n",
    "     \"q0.75\": percentile(75),\n",
    "     \"q0.95\": percentile(95),\n",
    "  }\n",
    ")\n",
    "\n",
    "reverse_test_feats = testdf.x.rolling(5).agg(\n",
    "    {\n",
    "     \"sum_r\": \"sum\",\n",
    "     \"min_r\": \"min\",\n",
    "     \"max_r\": \"max\",\n",
    "     \"mean_r\": \"mean\",\n",
    "     \"median_r\": \"median\",\n",
    "     \"q0.05_r\": percentile(5),\n",
    "     \"q0.25_r\": percentile(25),\n",
    "     \"q0.5_r\": percentile(50),\n",
    "     \"q0.75_r\": percentile(75),\n",
    "     \"q0.95_r\": percentile(95),\n",
    "  }\n",
    ").shift(-4)\n",
    "\n",
    "reverse_test_feats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QoJINcVTOur4"
   },
   "source": [
    "#### Merge dfs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 427
    },
    "id": "06KfbNaLO-hi",
    "outputId": "6a4e2cec-90a5-40e7-f48d-1fd0aaf0f091"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(60487, 24) (15034, 23)\n"
     ]
    },
    {
     "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>id</th>\n",
       "      <th>time</th>\n",
       "      <th>x</th>\n",
       "      <th>sum</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>q0.05</th>\n",
       "      <th>q0.25</th>\n",
       "      <th>q0.5</th>\n",
       "      <th>q0.75</th>\n",
       "      <th>q0.95</th>\n",
       "      <th>sum_r</th>\n",
       "      <th>min_r</th>\n",
       "      <th>max_r</th>\n",
       "      <th>mean_r</th>\n",
       "      <th>median_r</th>\n",
       "      <th>q0.05_r</th>\n",
       "      <th>q0.25_r</th>\n",
       "      <th>q0.5_r</th>\n",
       "      <th>q0.75_r</th>\n",
       "      <th>q0.95_r</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>576</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2860.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>576.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>81</td>\n",
       "      <td>568</td>\n",
       "      <td>568</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2860.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>576.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>81</td>\n",
       "      <td>1140</td>\n",
       "      <td>572</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2852.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>570.4</td>\n",
       "      <td>572.0</td>\n",
       "      <td>561.6</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>576.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>81</td>\n",
       "      <td>1716</td>\n",
       "      <td>576</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2852.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>570.4</td>\n",
       "      <td>572.0</td>\n",
       "      <td>561.6</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>576.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>81</td>\n",
       "      <td>2284</td>\n",
       "      <td>568</td>\n",
       "      <td>2860.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>2848.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>569.6</td>\n",
       "      <td>572.0</td>\n",
       "      <td>561.6</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>575.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15029</th>\n",
       "      <td>176</td>\n",
       "      <td>44332</td>\n",
       "      <td>568</td>\n",
       "      <td>3132.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>626.4</td>\n",
       "      <td>628.0</td>\n",
       "      <td>580.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>669.6</td>\n",
       "      <td>4336.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>1308.0</td>\n",
       "      <td>867.2</td>\n",
       "      <td>636.0</td>\n",
       "      <td>580.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>1196.0</td>\n",
       "      <td>1285.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15030</th>\n",
       "      <td>176</td>\n",
       "      <td>44968</td>\n",
       "      <td>636</td>\n",
       "      <td>3140.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>580.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>671.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15031</th>\n",
       "      <td>176</td>\n",
       "      <td>45596</td>\n",
       "      <td>628</td>\n",
       "      <td>3140.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>580.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>671.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15032</th>\n",
       "      <td>176</td>\n",
       "      <td>46904</td>\n",
       "      <td>1308</td>\n",
       "      <td>3820.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>1308.0</td>\n",
       "      <td>764.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>580.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>1182.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15033</th>\n",
       "      <td>176</td>\n",
       "      <td>48100</td>\n",
       "      <td>1196</td>\n",
       "      <td>4336.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>1308.0</td>\n",
       "      <td>867.2</td>\n",
       "      <td>636.0</td>\n",
       "      <td>580.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>1196.0</td>\n",
       "      <td>1285.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15034 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id   time     x     sum  ...  q0.25_r  q0.5_r  q0.75_r  q0.95_r\n",
       "0       81      0   576     NaN  ...    568.0   572.0    576.0    576.0\n",
       "1       81    568   568     NaN  ...    568.0   572.0    576.0    576.0\n",
       "2       81   1140   572     NaN  ...    568.0   572.0    576.0    576.0\n",
       "3       81   1716   576     NaN  ...    568.0   572.0    576.0    576.0\n",
       "4       81   2284   568  2860.0  ...    568.0   572.0    572.0    575.2\n",
       "...    ...    ...   ...     ...  ...      ...     ...      ...      ...\n",
       "15029  176  44332   568  3132.0  ...    628.0   636.0   1196.0   1285.6\n",
       "15030  176  44968   636  3140.0  ...      NaN     NaN      NaN      NaN\n",
       "15031  176  45596   628  3140.0  ...      NaN     NaN      NaN      NaN\n",
       "15032  176  46904  1308  3820.0  ...      NaN     NaN      NaN      NaN\n",
       "15033  176  48100  1196  4336.0  ...      NaN     NaN      NaN      NaN\n",
       "\n",
       "[15034 rows x 23 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt = df.merge(feats, left_index=True, right_index=True, how=\"left\")\n",
    "dt = dt.merge(reverse_feats, left_index=True, right_index=True, how=\"left\")\n",
    "\n",
    "testdt = testdf.merge(test_feats, left_index=True, right_index=True, how=\"left\")\n",
    "testdt = testdt.merge(reverse_test_feats, left_index=True, right_index=True, how=\"left\")\n",
    "\n",
    "print(dt.shape, testdt.shape)\n",
    "testdt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "mQKueaYrbvlg"
   },
   "outputs": [],
   "source": [
    "cols = [\"x\", \"sum\", \"min\", \"max\", \"mean\", \"median\", \"q0.05\", \"q0.25\", \"q0.5\", \"q0.75\", \"q0.95\",\n",
    "  \"sum_r\", \"min_r\", \"max_r\", \"mean_r\", \"median_r\", \"q0.05_r\", \"q0.25_r\", \"q0.5_r\", \"q0.75_r\", \"q0.95_r\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "2DLY0Y4FWD73",
    "outputId": "3109d5a9-2bf6-4153-8c98-89e48e2063e1",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEICAYAAABbOlNNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAWgklEQVR4nO3dcZBd5Xnf8e/TlZFTkwAGdwuCqWSj4FmclMAG3DZN16YeBM5EaQcaqZ6M0kDUcdAktZsmYtLBwFQzVjItNA3EoxTVhNgIhZhmx5FLHcOO02mQgATbCGbNWqKDVGoSJCtdt0AFT/+4L+a+V/funr17d/fafD8zOzrnPe9573POrvanc957jyIzkSTpDX9tpQuQJA0Xg0GSVDEYJEkVg0GSVDEYJEkVg0GSVDEYJEkVg0GSVDEYJEkVg0EasIh4T0Qci4hLy/p5EfEXETGxwqVJjYSPxJAGLyJ+HvgYMA48CHwtM395ZauSmjEYpCUSEZPAOiCBH83MV1a4JKkRbyVJS+d3gPcB/8FQ0HcTrxikJRARpwNfAR4BrgZ+KDOPrWxVUjMGg7QEIuJu4PTM/OmI2AWcmZn/ZKXrkprwVpI0YBGxEdgAfLQ0fRy4NCI+snJVSc15xSBJqnjFIEmqGAySpIrBIEmqGAySpMqqlS5gEM4555xcu3ZtX/t++9vf5h3veMdgC1oka2puGOuypmasqbmlquuJJ574y8x81ykbMvO7/uuyyy7Lfj3yyCN977tUrKm5YazLmpqxpuaWqi7g8ezyO9VbSZKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkyvfEIzEG6pYzOtZPrEwdkrRCvGKQJFUMBklSxWCQJFUMBklSxWCQJFUaBUNEbIiI6YiYiYjtXbavjoj7y/b9EbG2bdtNpX06Iq5qa98dES9GxFMdY70zIr4YEc+WP8/q//AkSQs1bzBExAhwJ3A1MAZsjoixjm7XA8cz80LgdmBn2XcM2ARcDGwA7irjAXy6tHXaDnwpM9cDXyrrkqRl0uSK4XJgJjMPZearwB5gY0efjcA9ZfkB4MqIiNK+JzNfyczDwEwZj8z8MnCsy+u1j3UP8FMLOB5J0iJF6393m6NDxLXAhsy8oaz/DHBFZm5r6/NU6XOkrH8DuAK4BXg0M3+vtN8NfCEzHyjra4HPZ+b72sb6VmaeWZaD1pXImV3q2gpsBRgdHb1sz549/Rw/s7OznH766W82vPBk3eHcS/oadzFOqWkIDGNNMJx1WVMz1tTcUtX1gQ984InMHO9sH+pPPmdmRkTX5MrMXcAugPHx8ZyYmOjrNaampqj2vaXjYmjz8n/y+ZSahsAw1gTDWZc1NWNNzS13XU1uJR0FLmhbP7+0de0TEauAM4CXGu7b6ZsRcW4Z61zgxQY1SpIGpEkwPAasj4h1EXEarcnkyY4+k8CWsnwt8HC27lFNApvKu5bWAeuBA/O8XvtYW4A/bFCjJGlA5g2GzDwJbAMeAp4B9mbmwYi4LSJ+snS7Gzg7ImaAj1PeSZSZB4G9wNPAfwFuzMzXACLiPuBPgYsi4khEXF/G+iTwoYh4FviHZV2StEwazTFk5j5gX0fbzW3LLwPX9dh3B7CjS/vmHv1fAq5sUpckafD85LMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqWIwSJIqBoMkqdIoGCJiQ0RMR8RMRGzvsn11RNxftu+PiLVt224q7dMRcdV8Y0bElRHxZxHxZET8t4i4cHGHKElaiHmDISJGgDuBq4ExYHNEjHV0ux44npkXArcDO8u+Y8Am4GJgA3BXRIzMM+ZvAx/JzEuAzwL/enGHKElaiCZXDJcDM5l5KDNfBfYAGzv6bATuKcsPAFdGRJT2PZn5SmYeBmbKeHONmcAPlOUzgP/Z36FJkvqxqkGfNcDzbetHgCt69cnMkxFxAji7tD/ase+astxrzBuAfRHxf4G/At7fraiI2ApsBRgdHWVqaqrBoZxqdna23veiW+sOfY67GKfUNASGsSYYzrqsqRlram6562oSDMvtY8A1mbk/Iv4V8O9ohUUlM3cBuwDGx8dzYmKirxebmpqi2veWjouhzSf6GncxTqlpCAxjTTCcdVlTM9bU3HLX1eRW0lHggrb180tb1z4RsYrWLaCX5ti3a3tEvAv425m5v7TfD/zdRkciSRqIJsHwGLA+ItZFxGm0JpMnO/pMAlvK8rXAw5mZpX1TedfSOmA9cGCOMY8DZ0TED5axPgQ80//hSZIWat5bSWXOYBvwEDAC7M7MgxFxG/B4Zk4CdwP3RsQMcIzWL3pKv73A08BJ4MbMfA2g25il/eeBP4iI12kFxc8N9IglSXNqNMeQmfuAfR1tN7ctvwxc12PfHcCOJmOW9geBB5vUJUkaPD/5LEmqGAySpIrBIEmqGAySpIrBIEmqGAySpIrBIEmqDOOzkpbXC0+e+nwkSXoL84pBklQxGCRJFYNBklQxGCRJFYNBklQxGCRJFYNBklQxGCRJFYNBklQxGCRJFYNBklQxGCRJFYNBklQxGCRJFYNBklQxGCRJFYNBklQxGCRJFYNBklQxGCRJFYNBklQxGCRJlUbBEBEbImI6ImYiYnuX7asj4v6yfX9ErG3bdlNpn46Iq+YbM1p2RMTXI+KZiPjFxR2iJGkhVs3XISJGgDuBDwFHgMciYjIzn27rdj1wPDMvjIhNwE7gpyNiDNgEXAycB/xxRPxg2afXmD8LXAC8NzNfj4i/MYgDlSQ10+SK4XJgJjMPZearwB5gY0efjcA9ZfkB4MqIiNK+JzNfyczDwEwZb64xPwrclpmvA2Tmi/0fniRpoea9YgDWAM+3rR8BrujVJzNPRsQJ4OzS/mjHvmvKcq8x30PrauMfAX8B/GJmPttZVERsBbYCjI6OMjU11eBQTjW7+jymLrq1d4c+x12M2dnZvo9nqQxjTTCcdVlTM9bU3HLX1SQYlttq4OXMHI+IfwzsBv5+Z6fM3AXsAhgfH8+JiYm+XmzqvjuYmP5E7w6bT/Q17mJMTU3R7/EslWGsCYazLmtqxpqaW+66mtxKOkrrnv8bzi9tXftExCrgDOClOfada8wjwOfK8oPADzeoUZI0IE2C4TFgfUSsi4jTaE0mT3b0mQS2lOVrgYczM0v7pvKupXXAeuDAPGP+Z+ADZfkfAF/v79AkSf2Y91ZSmTPYBjwEjAC7M/NgRNwGPJ6Zk8DdwL0RMQMco/WLntJvL/A0cBK4MTNfA+g2ZnnJTwKfiYiPAbPADYM7XEnSfBrNMWTmPmBfR9vNbcsvA9f12HcHsKPJmKX9W8CHm9QlSRo8P/ksSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSao0CoaI2BAR0xExExHbu2xfHRH3l+37I2Jt27abSvt0RFy1gDF/MyJm+zssSVK/5g2GiBgB7gSuBsaAzREx1tHteuB4Zl4I3A7sLPuOAZuAi4ENwF0RMTLfmBExDpy1yGOTJPWhyRXD5cBMZh7KzFeBPcDGjj4bgXvK8gPAlRERpX1PZr6SmYeBmTJezzFLaPwG8CuLOzRJUj9WNeizBni+bf0IcEWvPpl5MiJOAGeX9kc79l1TlnuNuQ2YzMwXWtnSXURsBbYCjI6OMjU11eBQTjW7+jymLrq1d4c+x12M2dnZvo9nqQxjTTCcdVlTM9bU3HLX1SQYlk1EnAdcB0zM1zczdwG7AMbHx3NiYt5dupq67w4mpj/Ru8PmE32NuxhTU1P0ezxLZRhrguGsy5qasabmlruuJreSjgIXtK2fX9q69omIVcAZwEtz7Nur/UeAC4GZiHgO+OsRMdPwWCRJA9AkGB4D1kfEuog4jdZk8mRHn0lgS1m+Fng4M7O0byrvWloHrAcO9BozM/8oM/9mZq7NzLXA/ykT2pKkZTLvraQyZ7ANeAgYAXZn5sGIuA14PDMngbuBe8u/7o/R+kVP6bcXeBo4CdyYma8BdBtz8IcnSVqoRnMMmbkP2NfRdnPb8su05ga67bsD2NFkzC59Tm9SnyRpcPzksySpYjBIkioGgySpYjBIkioGgySpYjBIkioGgySpYjBIkioGgySpYjBIkioGgySpYjBIkioGgySpYjBIkioGgySpYjBIkioGgySpYjBIkioGgySpYjBIkioGgySpYjBIkioGgySpYjBIkiqrVrqAYbd2+x8tybjPffLDSzKuJC2WVwySpIrBIEmqGAySpIrBIEmqGAySpEqjYIiIDRExHREzEbG9y/bVEXF/2b4/Ita2bbuptE9HxFXzjRkRnyntT0XE7oh42+IOUZK0EPMGQ0SMAHcCVwNjwOaIGOvodj1wPDMvBG4HdpZ9x4BNwMXABuCuiBiZZ8zPAO8Ffgj4PuCGRR2hJGlBmlwxXA7MZOahzHwV2ANs7OizEbinLD8AXBkRUdr3ZOYrmXkYmCnj9RwzM/dlARwAzl/cIUqSFqLJB9zWAM+3rR8BrujVJzNPRsQJ4OzS/mjHvmvK8pxjlltIPwP8UreiImIrsBVgdHSUqampBodyqtnV5zF10a09t//L10/2Ne585qp3dna27+NZKsNYEwxnXdbUjDU1t9x1DfMnn+8CvpyZf9JtY2buAnYBjI+P58TERF8vMnXfHUxMf6Ln9p99+bN9jTuf5z4y0XPb1NQU/R7PUhnGmmA467KmZqypueWuq0kwHAUuaFs/v7R163MkIlYBZwAvzbNvzzEj4hPAu4B/3qA+SdIANZljeAxYHxHrIuI0WpPJkx19JoEtZfla4OEyRzAJbCrvWloHrKc1b9BzzIi4AbgK2JyZry/u8CRJCzXvFUOZM9gGPASMALsz82BE3AY8npmTwN3AvRExAxyj9Yue0m8v8DRwErgxM18D6DZmeclPAf8D+NPW/DWfy8zbBnbEkqQ5NZpjyMx9wL6Otpvbll8Gruux7w5gR5MxS/swz3tI0vc8P/ksSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkyqqVLmDYPff2f1qtr335sytUiSQtD68YJEkVg0GSVGkUDBGxISKmI2ImIrZ32b46Iu4v2/dHxNq2bTeV9umIuGq+MSNiXRljpox52uIOUZK0EPMGQ0SMAHcCVwNjwOaIGOvodj1wPDMvBG4HdpZ9x4BNwMXABuCuiBiZZ8ydwO1lrONlbEnSMmky+Xw5MJOZhwAiYg+wEXi6rc9G4Jay/ADwWxERpX1PZr4CHI6ImTIe3caMiGeADwJvzPjeU8b97b6Obgk4GS3pe12TYFgDPN+2fgS4olefzDwZESeAs0v7ox37rinL3cY8G/hWZp7s0r8SEVuBrWV1NiKmGxxLN+cAf9nnvsBP9LVX7Jxz8yJrWhLDWBMMZ13W1Iw1NbdUdf2tbo3ftW9XzcxdwK7FjhMRj2fm+ABKGhhram4Y67KmZqypueWuq8nk81Hggrb180tb1z4RsQo4A3hpjn17tb8EnFnG6PVakqQl1CQYHgPWl3cLnUZrMnmyo88ksKUsXws8nJlZ2jeVdy2tA9YDB3qNWfZ5pIxBGfMP+z88SdJCzXsrqcwZbAMeAkaA3Zl5MCJuAx7PzEngbuDeMrl8jNYvekq/vbQmqk8CN2bmawDdxiwv+avAnoj4N8Cfl7GX0qJvRy0Ba2puGOuypmasqbllrSta/0iXJKnFTz5LkioGgySp8pYNhvke87EEr/dcRHwtIp6MiMdL2zsj4osR8Wz586zSHhHxm6W2r0bEpW3jbCn9n42ILb1eb446dkfEixHxVFvbwOqIiMvKcc6UfaPPmm6JiKPlfD0ZEde0bVvyx6xExAUR8UhEPB0RByPil1b6XM1R04qdq4h4e0QciIivlJpunWucGODjc/qs69MRcbjtXF1S2pflZ73sNxIRfx4Rnx+Gc9VVZr7lvmhNeH8DeDdwGvAVYGyJX/M54JyOtl8Htpfl7cDOsnwN8AUggPcD+0v7O4FD5c+zyvJZC6zjx4FLgaeWog5a7zp7f9nnC8DVfdZ0C/DLXfqOle/XamBd+T6OzPU9BfYCm8ryp4CPNqjpXODSsvz9wNfLa6/YuZqjphU7V6X208vy24D95Zi6jgP8AvCpsrwJuL/fWvus69PAtV36L8vPetnv48Bngc/Pdc6X61x1+3qrXjF85zEfmfkq8MZjPpbbRlqP/aD8+VNt7b+bLY/S+mzHucBVwBcz81hmHge+SOsZVI1l5pdpvXNs4HWUbT+QmY9m6yf4d9vGWmhNvXznMSuZeRh44zErXb+n5V9xH6T1qJbO45urphcy88/K8v8GnqH1KfwVO1dz1LRi56oc72xZfVv5yjnGaT9/DwBXltddUK1z1TRPXb0sy896RJwPfBj4j2V9rnO+LOeqm7dqMHR7zMdcf8EGIYH/GhFPROtxHgCjmflCWf5fwOg89S1V3YOqY01ZHlR928pl/e4ot2z6qKnxY1Z6KZfwP0LrX51Dca46aoIVPFfl1siTwIu0fnF+Y45xqsfnAO2Pzxnoz3xnXZn5xrnaUc7V7RGxurOuhq/f7/fvDuBXgNfL+lznfNnOVae3ajCshB/LzEtpPVH2xoj48faN5V8dK/7e4WGpg9aDE98DXAK8APzblSgiIk4H/gD4F5n5V+3bVupcdalpRc9VZr6WmZfQelLB5cB7l/P1e+msKyLeB9xEq74fpXV76FeXq56I+Angxcx8Yrles19v1WBo8piPgcrMo+XPF4EHaf0F+ma5JKX8+eI89S1V3YOq42hZXnR9mfnN8hf7deB3ePOpvMv2mJWIeButX8CfyczPleYVPVfdahqGc1Xq+BatJxf8nTnGGdTjcxprq2tDuR2X2Xri83+i/3PVz/fv7wE/GRHP0brN80Hg3zNE5+o7+pmY+G7/ovWJ70O0Jm7emKS5eAlf7x3A97ct/3dacwO/QT2R+etl+cPUE2EH8s2JsMO0JsHOKsvv7KOetdQTvQOrg1Mn5K7ps6Zz25Y/RuueKrT+b4/2ibdDtCbden5Pgd+nntz7hQb1BK37xnd0tK/YuZqjphU7V8C7gDPL8vcBf0LrkcNdxwFupJ5Q3dtvrX3WdW7bubwD+ORy/6yXfSd4c/J5Rc9V1/r62el74YvWuxC+Tut+6K8t8Wu9u3yTvgIcfOP1aN0v/BLwLPDHbT9wQes/MvoG8DVgvG2sn6M12TQD/LM+armP1u2G/0frHuT1g6wDGAeeKvv8FuXT9X3UdG95za/SeuZW+y+/XyvjT9P2TpBe39Ny/g+UWn8fWN2gph+jdZvoq8CT5eualTxXc9S0YucK+GFaj675ajmWm+caB3h7WZ8p29/db6191vVwOVdPAb/Hm+9cWpaf9bZ9J3gzGFb0XHX78pEYkqTKW3WOQZLUg8EgSaoYDJKkisEgSaoYDJKkisEgSaoYDJKkyv8HbzvKwr38/F0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "for col in cols:\n",
    "    dt[col].hist(density=True)\n",
    "    testdt[col].hist(density=True)\n",
    "    plt.title(col)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RiIomDVnU61a"
   },
   "source": [
    "#### Split data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "rFe6f7-Q4rE5"
   },
   "outputs": [],
   "source": [
    "ids = pd.unique(dt.id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-FQUpbdu4rE5",
    "outputId": "5c3d3b21-3164-4438-f800-9f53e6b721de"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((50072, 24), (10415, 24))"
      ]
     },
     "execution_count": 17,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ids_train, ids_test = train_test_split(ids, test_size=0.15, random_state=42)\n",
    "\n",
    "train = dt[dt.id.isin(ids_train)]\n",
    "test = dt[dt.id.isin(ids_test)]\n",
    "train.shape, test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vviI95GD2rc1",
    "outputId": "b34c6f47-26d5-42f2-f184-3fc111c6f2d0"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/dist-packages/pandas/core/frame.py:4174: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  errors=errors,\n"
     ]
    }
   ],
   "source": [
    "train.drop([\"id\"], inplace=True, axis=1)\n",
    "test.drop([\"id\"], inplace=True, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "nWUwkrL14rE5",
    "outputId": "c3930102-14fd-4929-c3c1-f7ef39e495a6"
   },
   "outputs": [],
   "source": [
    "X_test = test[cols]\n",
    "y_test = test['y']\n",
    "X = train[cols]\n",
    "y = train['y']\n",
    "\n",
    "X_sub = testdt[cols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Ueyw_y2toX1G",
    "outputId": "5105ad19-68fa-4d42-c422-4895a722615e"
   },
   "outputs": [],
   "source": [
    "X.fillna(0, inplace=True)\n",
    "X_test.fillna(0, inplace=True)\n",
    "X_sub.fillna(0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "id": "nIxB9ixohGZU"
   },
   "outputs": [],
   "source": [
    "model = TPOTClassifier(\n",
    "    generations=10,\n",
    "    population_size=10,\n",
    "    scoring='f1_micro',\n",
    "    verbosity=2,\n",
    "    random_state=42\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "iyDf9ugUJi0y"
   },
   "source": [
    "#### Train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 427,
     "referenced_widgets": [
      "2f42d6e8b083438caa14fd7718f26ca8",
      "0f8be86310174b228078ca247a3242ec",
      "e20d2a40522448a69569658049606f42",
      "e6b180ccdc19440c88a42076e52b5e92",
      "84b9b98b963a4ace8cdc4af11efc64eb",
      "6dbf67e1eaa043c08d091d83d3a4ed1a",
      "9fecb76ea01a4ccabb036c007bc4dd34",
      "ba04d73924624ef7b829e8735478f857"
     ]
    },
    "id": "z5C-9pXv4rE6",
    "outputId": "35a7f3f5-cc56-43d7-f07e-a0e98f2d1f38",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2f42d6e8b083438caa14fd7718f26ca8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='Optimization Progress', max=110.0, style=ProgressStyle(de…"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r\n",
      "Generation 1 - Current best internal CV score: 0.8631360309246536\n",
      "\n",
      "Generation 2 - Current best internal CV score: 0.8744196068589346\n",
      "\n",
      "Generation 3 - Current best internal CV score: 0.8744196068589346\n",
      "\n",
      "Generation 4 - Current best internal CV score: 0.8744196068589346\n",
      "\n",
      "Generation 5 - Current best internal CV score: 0.8744196068589346\n",
      "\n",
      "Generation 6 - Current best internal CV score: 0.8744196068589346\n",
      "\n",
      "Generation 7 - Current best internal CV score: 0.8792526448992379\n",
      "\n",
      "Generation 8 - Current best internal CV score: 0.8812697789744381\n",
      "\n",
      "Generation 9 - Current best internal CV score: 0.8812697789744381\n",
      "\n",
      "Generation 10 - Current best internal CV score: 0.8812697789744381\n",
      "\n",
      "Best pipeline: ExtraTreesClassifier(VarianceThreshold(PCA(input_matrix, iterated_power=9, svd_solver=randomized), threshold=0.1), bootstrap=False, criterion=entropy, max_features=0.8, min_samples_leaf=19, min_samples_split=5, n_estimators=100)\n",
      "CPU times: user 1h 10min 13s, sys: 4min 38s, total: 1h 14min 51s\n",
      "Wall time: 1h 9min 26s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "model.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "cFDA-o2qhW62",
    "outputId": "db7b2cf3-6c06-4cc2-963a-84f62729aa25"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/content/drive/MyDrive/cardiospike_leaders-of-digital_compet/tpot.pkl']"
      ]
     },
     "execution_count": 60,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.export(data_path + 'tpot.py')\n",
    "fitted_model_config = model.fitted_pipeline_\n",
    "joblib.dump(fitted_model_config, data_path + 'tpot.pkl', compress=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "CoOjTrlp4rE6",
    "outputId": "a80ccff2-ea91-4055-c6fa-8152220cc6e3",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.1               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.74      0.84      9122\n",
      "           1       0.32      0.89      0.48      1293\n",
      "\n",
      "    accuracy                           0.76     10415\n",
      "   macro avg       0.65      0.82      0.66     10415\n",
      "weighted avg       0.90      0.76      0.80     10415\n",
      "\n",
      "0.2               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      0.85      0.91      9122\n",
      "           1       0.43      0.81      0.57      1293\n",
      "\n",
      "    accuracy                           0.85     10415\n",
      "   macro avg       0.70      0.83      0.74     10415\n",
      "weighted avg       0.90      0.85      0.86     10415\n",
      "\n",
      "0.25               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.88      0.92      9122\n",
      "           1       0.48      0.77      0.59      1293\n",
      "\n",
      "    accuracy                           0.87     10415\n",
      "   macro avg       0.72      0.82      0.76     10415\n",
      "weighted avg       0.90      0.87      0.88     10415\n",
      "\n",
      "0.3               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.91      0.93      9122\n",
      "           1       0.51      0.71      0.60      1293\n",
      "\n",
      "    accuracy                           0.88     10415\n",
      "   macro avg       0.74      0.81      0.76     10415\n",
      "weighted avg       0.90      0.88      0.89     10415\n",
      "\n",
      "0.35               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.94      0.92      0.93      9122\n",
      "           1       0.54      0.62      0.58      1293\n",
      "\n",
      "    accuracy                           0.89     10415\n",
      "   macro avg       0.74      0.77      0.75     10415\n",
      "weighted avg       0.89      0.89      0.89     10415\n",
      "\n",
      "0.4               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.94      0.94      0.94      9122\n",
      "           1       0.55      0.54      0.55      1293\n",
      "\n",
      "    accuracy                           0.89     10415\n",
      "   macro avg       0.74      0.74      0.74     10415\n",
      "weighted avg       0.89      0.89      0.89     10415\n",
      "\n",
      "0.5               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.92      0.96      0.94      9122\n",
      "           1       0.58      0.41      0.48      1293\n",
      "\n",
      "    accuracy                           0.89     10415\n",
      "   macro avg       0.75      0.68      0.71     10415\n",
      "weighted avg       0.88      0.89      0.88     10415\n",
      "\n",
      "0.6               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.91      0.97      0.94      9122\n",
      "           1       0.62      0.29      0.39      1293\n",
      "\n",
      "    accuracy                           0.89     10415\n",
      "   macro avg       0.76      0.63      0.67     10415\n",
      "weighted avg       0.87      0.89      0.87     10415\n",
      "\n",
      "0.7               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.89      0.98      0.94      9122\n",
      "           1       0.58      0.18      0.28      1293\n",
      "\n",
      "    accuracy                           0.88     10415\n",
      "   macro avg       0.74      0.58      0.61     10415\n",
      "weighted avg       0.86      0.88      0.85     10415\n",
      "\n",
      "0.8               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.88      0.99      0.93      9122\n",
      "           1       0.33      0.04      0.07      1293\n",
      "\n",
      "    accuracy                           0.87     10415\n",
      "   macro avg       0.61      0.51      0.50     10415\n",
      "weighted avg       0.81      0.87      0.82     10415\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for x in [.1,.2,.25,.3,.35,.4,.5,.6,.7,.8]:\n",
    "    print(x, classification_report(y_test, (model.predict_proba(X_test)[..., 1] >= x).astype(int)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fiKvqxznxW2-"
   },
   "source": [
    "#### Feature Importance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 42
    },
    "id": "o8XgDIDz4rE6",
    "outputId": "9d541a48-f61a-4771-c06a-07ecf739e6a3"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div align='center'><img src='data:image/png;base64,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' /></div><script charset='utf-8'>!function(t){function e(r){if(n[r])return n[r].exports;var i=n[r]={i:r,l:!1,exports:{}};return t[r].call(i.exports,i,i.exports,e),i.l=!0,i.exports}var n={};return e.m=t,e.c=n,e.i=function(t){return t},e.d=function(t,n,r){e.o(t,n)||Object.defineProperty(t,n,{configurable:!1,enumerable:!0,get:r})},e.n=function(t){var n=t&&t.__esModule?function(){return t.default}:function(){return t};return e.d(n,\"a\",n),n},e.o=function(t,e){return Object.prototype.hasOwnProperty.call(t,e)},e.p=\"\",e(e.s=410)}([function(t,e,n){\"use strict\";function r(t,e,n,r,o,a,u,c){if(i(e),!t){var s;if(void 0===e)s=new Error(\"Minified exception occurred; use the non-minified dev environment for the full error message and additional helpful warnings.\");else{var l=[n,r,o,a,u,c],f=0;s=new Error(e.replace(/%s/g,function(){return l[f++]})),s.name=\"Invariant Violation\"}throw s.framesToPop=1,s}}var i=function(t){};t.exports=r},function(t,e,n){\"use strict\";var r=n(8),i=r;t.exports=i},function(t,e,n){\"use strict\";function r(t){for(var e=arguments.length-1,n=\"Minified React error #\"+t+\"; visit http://facebook.github.io/react/docs/error-decoder.html?invariant=\"+t,r=0;r<e;r++)n+=\"&args[]=\"+encodeURIComponent(arguments[r+1]);n+=\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\";var i=new Error(n);throw i.name=\"Invariant Violation\",i.framesToPop=1,i}t.exports=r},function(t,e,n){\"use strict\";function r(t){if(null===t||void 0===t)throw new TypeError(\"Object.assign cannot be called with null or undefined\");return Object(t)}function i(){try{if(!Object.assign)return!1;var t=new String(\"abc\");if(t[5]=\"de\",\"5\"===Object.getOwnPropertyNames(t)[0])return!1;for(var e={},n=0;n<10;n++)e[\"_\"+String.fromCharCode(n)]=n;var r=Object.getOwnPropertyNames(e).map(function(t){return e[t]});if(\"0123456789\"!==r.join(\"\"))return!1;var i={};return\"abcdefghijklmnopqrst\".split(\"\").forEach(function(t){i[t]=t}),\"abcdefghijklmnopqrst\"===Object.keys(Object.assign({},i)).join(\"\")}catch(t){return!1}}/*\n",
       "object-assign\n",
       "(c) Sindre Sorhus\n",
       "@license MIT\n",
       "*/\n",
       "var o=Object.getOwnPropertySymbols,a=Object.prototype.hasOwnProperty,u=Object.prototype.propertyIsEnumerable;t.exports=i()?Object.assign:function(t,e){for(var n,i,c=r(t),s=1;s<arguments.length;s++){n=Object(arguments[s]);for(var l in n)a.call(n,l)&&(c[l]=n[l]);if(o){i=o(n);for(var f=0;f<i.length;f++)u.call(n,i[f])&&(c[i[f]]=n[i[f]])}}return c}},function(t,e,n){\"use strict\";function r(t,e){return 1===t.nodeType&&t.getAttribute(d)===String(e)||8===t.nodeType&&t.nodeValue===\" react-text: \"+e+\" \"||8===t.nodeType&&t.nodeValue===\" react-empty: \"+e+\" \"}function i(t){for(var e;e=t._renderedComponent;)t=e;return t}function o(t,e){var n=i(t);n._hostNode=e,e[g]=n}function a(t){var e=t._hostNode;e&&(delete e[g],t._hostNode=null)}function u(t,e){if(!(t._flags&v.hasCachedChildNodes)){var n=t._renderedChildren,a=e.firstChild;t:for(var u in n)if(n.hasOwnProperty(u)){var c=n[u],s=i(c)._domID;if(0!==s){for(;null!==a;a=a.nextSibling)if(r(a,s)){o(c,a);continue t}f(\"32\",s)}}t._flags|=v.hasCachedChildNodes}}function c(t){if(t[g])return t[g];for(var e=[];!t[g];){if(e.push(t),!t.parentNode)return null;t=t.parentNode}for(var n,r;t&&(r=t[g]);t=e.pop())n=r,e.length&&u(r,t);return n}function s(t){var e=c(t);return null!=e&&e._hostNode===t?e:null}function l(t){if(void 0===t._hostNode?f(\"33\"):void 0,t._hostNode)return t._hostNode;for(var e=[];!t._hostNode;)e.push(t),t._hostParent?void 0:f(\"34\"),t=t._hostParent;for(;e.length;t=e.pop())u(t,t._hostNode);return t._hostNode}var f=n(2),p=n(21),h=n(157),d=(n(0),p.ID_ATTRIBUTE_NAME),v=h,g=\"__reactInternalInstance$\"+Math.random().toString(36).slice(2),m={getClosestInstanceFromNode:c,getInstanceFromNode:s,getNodeFromInstance:l,precacheChildNodes:u,precacheNode:o,uncacheNode:a};t.exports=m},function(t,e,n){\"use strict\";function r(t,e,n,a){function u(e){return t(e=new Date(+e)),e}return u.floor=u,u.ceil=function(n){return t(n=new Date(n-1)),e(n,1),t(n),n},u.round=function(t){var e=u(t),n=u.ceil(t);return t-e<n-t?e:n},u.offset=function(t,n){return e(t=new Date(+t),null==n?1:Math.floor(n)),t},u.range=function(n,r,i){var o=[];if(n=u.ceil(n),i=null==i?1:Math.floor(i),!(n<r&&i>0))return o;do o.push(new Date(+n));while(e(n,i),t(n),n<r);return o},u.filter=function(n){return r(function(e){if(e>=e)for(;t(e),!n(e);)e.setTime(e-1)},function(t,r){if(t>=t)for(;--r>=0;)for(;e(t,1),!n(t););})},n&&(u.count=function(e,r){return i.setTime(+e),o.setTime(+r),t(i),t(o),Math.floor(n(i,o))},u.every=function(t){return t=Math.floor(t),isFinite(t)&&t>0?t>1?u.filter(a?function(e){return a(e)%t===0}:function(e){return u.count(0,e)%t===0}):u:null}),u}e.a=r;var i=new Date,o=new Date},function(t,e,n){\"use strict\";var r=!(\"undefined\"==typeof window||!window.document||!window.document.createElement),i={canUseDOM:r,canUseWorkers:\"undefined\"!=typeof Worker,canUseEventListeners:r&&!(!window.addEventListener&&!window.attachEvent),canUseViewport:r&&!!window.screen,isInWorker:!r};t.exports=i},function(t,e,n){\"use strict\";function r(t,e){this._groups=t,this._parents=e}function i(){return new r([[document.documentElement]],D)}var o=n(272),a=n(273),u=n(261),c=n(255),s=n(131),l=n(260),f=n(265),p=n(268),h=n(275),d=n(253),v=n(267),g=n(266),m=n(274),y=n(259),_=n(258),b=n(252),x=n(276),w=n(269),C=n(254),M=n(277),k=n(262),E=n(270),T=n(264),S=n(251),P=n(263),N=n(271),A=n(256),O=n(70),I=n(257);n.d(e,\"c\",function(){return D}),e.b=r;var D=[null];r.prototype=i.prototype={constructor:r,select:o.a,selectAll:a.a,filter:u.a,data:c.a,enter:s.a,exit:l.a,merge:f.a,order:p.a,sort:h.a,call:d.a,nodes:v.a,node:g.a,size:m.a,empty:y.a,each:_.a,attr:b.a,style:x.a,property:w.a,classed:C.a,text:M.a,html:k.a,raise:E.a,lower:T.a,append:S.a,insert:P.a,remove:N.a,datum:A.a,on:O.c,dispatch:I.a},e.a=i},function(t,e,n){\"use strict\";function r(t){return function(){return t}}var i=function(){};i.thatReturns=r,i.thatReturnsFalse=r(!1),i.thatReturnsTrue=r(!0),i.thatReturnsNull=r(null),i.thatReturnsThis=function(){return this},i.thatReturnsArgument=function(t){return t},t.exports=i},function(t,e,n){\"use strict\";var r=null;t.exports={debugTool:r}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(59);n.d(e,\"color\",function(){return r.a}),n.d(e,\"rgb\",function(){return r.b}),n.d(e,\"hsl\",function(){return r.c});var i=n(210);n.d(e,\"lab\",function(){return i.a}),n.d(e,\"hcl\",function(){return i.b});var o=n(209);n.d(e,\"cubehelix\",function(){return o.a})},function(t,e,n){\"use strict\";function r(){T.ReactReconcileTransaction&&x?void 0:l(\"123\")}function i(){this.reinitializeTransaction(),this.dirtyComponentsLength=null,this.callbackQueue=p.getPooled(),this.reconcileTransaction=T.ReactReconcileTransaction.getPooled(!0)}function o(t,e,n,i,o,a){return r(),x.batchedUpdates(t,e,n,i,o,a)}function a(t,e){return t._mountOrder-e._mountOrder}function u(t){var e=t.dirtyComponentsLength;e!==m.length?l(\"124\",e,m.length):void 0,m.sort(a),y++;for(var n=0;n<e;n++){var r=m[n],i=r._pendingCallbacks;r._pendingCallbacks=null;var o;if(d.logTopLevelRenders){var u=r;r._currentElement.type.isReactTopLevelWrapper&&(u=r._renderedComponent),o=\"React update: \"+u.getName(),console.time(o)}if(v.performUpdateIfNecessary(r,t.reconcileTransaction,y),o&&console.timeEnd(o),i)for(var c=0;c<i.length;c++)t.callbackQueue.enqueue(i[c],r.getPublicInstance())}}function c(t){return r(),x.isBatchingUpdates?(m.push(t),void(null==t._updateBatchNumber&&(t._updateBatchNumber=y+1))):void x.batchedUpdates(c,t)}function s(t,e){x.isBatchingUpdates?void 0:l(\"125\"),_.enqueue(t,e),b=!0}var l=n(2),f=n(3),p=n(155),h=n(17),d=n(160),v=n(24),g=n(53),m=(n(0),[]),y=0,_=p.getPooled(),b=!1,x=null,w={initialize:function(){this.dirtyComponentsLength=m.length},close:function(){this.dirtyComponentsLength!==m.length?(m.splice(0,this.dirtyComponentsLength),k()):m.length=0}},C={initialize:function(){this.callbackQueue.reset()},close:function(){this.callbackQueue.notifyAll()}},M=[w,C];f(i.prototype,g,{getTransactionWrappers:function(){return M},destructor:function(){this.dirtyComponentsLength=null,p.release(this.callbackQueue),this.callbackQueue=null,T.ReactReconcileTransaction.release(this.reconcileTransaction),this.reconcileTransaction=null},perform:function(t,e,n){return g.perform.call(this,this.reconcileTransaction.perform,this.reconcileTransaction,t,e,n)}}),h.addPoolingTo(i);var k=function(){for(;m.length||b;){if(m.length){var t=i.getPooled();t.perform(u,null,t),i.release(t)}if(b){b=!1;var e=_;_=p.getPooled(),e.notifyAll(),p.release(e)}}},E={injectReconcileTransaction:function(t){t?void 0:l(\"126\"),T.ReactReconcileTransaction=t},injectBatchingStrategy:function(t){t?void 0:l(\"127\"),\"function\"!=typeof t.batchedUpdates?l(\"128\"):void 0,\"boolean\"!=typeof t.isBatchingUpdates?l(\"129\"):void 0,x=t}},T={ReactReconcileTransaction:null,batchedUpdates:o,enqueueUpdate:c,flushBatchedUpdates:k,injection:E,asap:s};t.exports=T},function(t,e,n){\"use strict\";var r=n(102);n.d(e,\"c\",function(){return r.a});var i=n(18);n.d(e,\"f\",function(){return i.a});var o=n(103);n.d(e,\"d\",function(){return o.a});var a=(n(185),n(104),n(105),n(186),n(197),n(198),n(108),n(188),n(189),n(190),n(191),n(106),n(192),n(193),n(57));n.d(e,\"e\",function(){return a.a});var u=n(107);n.d(e,\"g\",function(){return u.a});var c=(n(194),n(195),n(196),n(109));n.d(e,\"a\",function(){return c.a}),n.d(e,\"b\",function(){return c.b});n(110),n(111),n(199)},function(t,e,n){\"use strict\";n.d(e,\"e\",function(){return r}),n.d(e,\"d\",function(){return i}),n.d(e,\"c\",function(){return o}),n.d(e,\"b\",function(){return a}),n.d(e,\"a\",function(){return u});var r=1e3,i=6e4,o=36e5,a=864e5,u=6048e5},function(t,e,n){\"use strict\";function r(t,e,n,r){this.dispatchConfig=t,this._targetInst=e,this.nativeEvent=n;var i=this.constructor.Interface;for(var o in i)if(i.hasOwnProperty(o)){var u=i[o];u?this[o]=u(n):\"target\"===o?this.target=r:this[o]=n[o]}var c=null!=n.defaultPrevented?n.defaultPrevented:n.returnValue===!1;return c?this.isDefaultPrevented=a.thatReturnsTrue:this.isDefaultPrevented=a.thatReturnsFalse,this.isPropagationStopped=a.thatReturnsFalse,this}var i=n(3),o=n(17),a=n(8),u=(n(1),\"function\"==typeof Proxy,[\"dispatchConfig\",\"_targetInst\",\"nativeEvent\",\"isDefaultPrevented\",\"isPropagationStopped\",\"_dispatchListeners\",\"_dispatchInstances\"]),c={type:null,target:null,currentTarget:a.thatReturnsNull,eventPhase:null,bubbles:null,cancelable:null,timeStamp:function(t){return t.timeStamp||Date.now()},defaultPrevented:null,isTrusted:null};i(r.prototype,{preventDefault:function(){this.defaultPrevented=!0;var t=this.nativeEvent;t&&(t.preventDefault?t.preventDefault():\"unknown\"!=typeof t.returnValue&&(t.returnValue=!1),this.isDefaultPrevented=a.thatReturnsTrue)},stopPropagation:function(){var t=this.nativeEvent;t&&(t.stopPropagation?t.stopPropagation():\"unknown\"!=typeof t.cancelBubble&&(t.cancelBubble=!0),this.isPropagationStopped=a.thatReturnsTrue)},persist:function(){this.isPersistent=a.thatReturnsTrue},isPersistent:a.thatReturnsFalse,destructor:function(){var t=this.constructor.Interface;for(var e in t)this[e]=null;for(var n=0;n<u.length;n++)this[u[n]]=null}}),r.Interface=c,r.augmentClass=function(t,e){var n=this,r=function(){};r.prototype=n.prototype;var a=new r;i(a,t.prototype),t.prototype=a,t.prototype.constructor=t,t.Interface=i({},n.Interface,e),t.augmentClass=n.augmentClass,o.addPoolingTo(t,o.fourArgumentPooler)},o.addPoolingTo(r,o.fourArgumentPooler),t.exports=r},function(t,e,n){\"use strict\";var r={current:null};t.exports=r},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return i}),n.d(e,\"b\",function(){return o});var r=Array.prototype,i=r.map,o=r.slice},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),function(t){var e=this;if(e.instancePool.length){var n=e.instancePool.pop();return e.call(n,t),n}return new e(t)}),o=function(t,e){var n=this;if(n.instancePool.length){var r=n.instancePool.pop();return n.call(r,t,e),r}return new n(t,e)},a=function(t,e,n){var r=this;if(r.instancePool.length){var i=r.instancePool.pop();return r.call(i,t,e,n),i}return new r(t,e,n)},u=function(t,e,n,r){var i=this;if(i.instancePool.length){var o=i.instancePool.pop();return i.call(o,t,e,n,r),o}return new i(t,e,n,r)},c=function(t){var e=this;t instanceof e?void 0:r(\"25\"),t.destructor(),e.instancePool.length<e.poolSize&&e.instancePool.push(t)},s=10,l=i,f=function(t,e){var n=t;return n.instancePool=[],n.getPooled=e||l,n.poolSize||(n.poolSize=s),n.release=c,n},p={addPoolingTo:f,oneArgumentPooler:i,twoArgumentPooler:o,threeArgumentPooler:a,fourArgumentPooler:u};t.exports=p},function(t,e,n){\"use strict\";e.a=function(t,e){return t<e?-1:t>e?1:t>=e?0:NaN}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(t){if(g){var e=t.node,n=t.children;if(n.length)for(var r=0;r<n.length;r++)m(e,n[r],null);else null!=t.html?f(e,t.html):null!=t.text&&h(e,t.text)}}function i(t,e){t.parentNode.replaceChild(e.node,t),r(e)}function o(t,e){g?t.children.push(e):t.node.appendChild(e.node)}function a(t,e){g?t.html=e:f(t.node,e)}function u(t,e){g?t.text=e:h(t.node,e)}function c(){return this.node.nodeName}function s(t){return{node:t,children:[],html:null,text:null,toString:c}}var l=n(82),f=n(55),p=n(90),h=n(171),d=1,v=11,g=\"undefined\"!=typeof document&&\"number\"==typeof document.documentMode||\"undefined\"!=typeof navigator&&\"string\"==typeof navigator.userAgent&&/\\bEdge\\/\\d/.test(navigator.userAgent),m=p(function(t,e,n){e.node.nodeType===v||e.node.nodeType===d&&\"object\"===e.node.nodeName.toLowerCase()&&(null==e.node.namespaceURI||e.node.namespaceURI===l.html)?(r(e),t.insertBefore(e.node,n)):(t.insertBefore(e.node,n),r(e))});s.insertTreeBefore=m,s.replaceChildWithTree=i,s.queueChild=o,s.queueHTML=a,s.queueText=u,t.exports=s},function(t,e,n){\"use strict\";function r(t,e){return(t&e)===e}var i=n(2),o=(n(0),{MUST_USE_PROPERTY:1,HAS_BOOLEAN_VALUE:4,HAS_NUMERIC_VALUE:8,HAS_POSITIVE_NUMERIC_VALUE:24,HAS_OVERLOADED_BOOLEAN_VALUE:32,injectDOMPropertyConfig:function(t){var e=o,n=t.Properties||{},a=t.DOMAttributeNamespaces||{},c=t.DOMAttributeNames||{},s=t.DOMPropertyNames||{},l=t.DOMMutationMethods||{};t.isCustomAttribute&&u._isCustomAttributeFunctions.push(t.isCustomAttribute);for(var f in n){u.properties.hasOwnProperty(f)?i(\"48\",f):void 0;var p=f.toLowerCase(),h=n[f],d={attributeName:p,attributeNamespace:null,propertyName:f,mutationMethod:null,mustUseProperty:r(h,e.MUST_USE_PROPERTY),hasBooleanValue:r(h,e.HAS_BOOLEAN_VALUE),hasNumericValue:r(h,e.HAS_NUMERIC_VALUE),hasPositiveNumericValue:r(h,e.HAS_POSITIVE_NUMERIC_VALUE),hasOverloadedBooleanValue:r(h,e.HAS_OVERLOADED_BOOLEAN_VALUE)};if(d.hasBooleanValue+d.hasNumericValue+d.hasOverloadedBooleanValue<=1?void 0:i(\"50\",f),c.hasOwnProperty(f)){var v=c[f];d.attributeName=v}a.hasOwnProperty(f)&&(d.attributeNamespace=a[f]),s.hasOwnProperty(f)&&(d.propertyName=s[f]),l.hasOwnProperty(f)&&(d.mutationMethod=l[f]),u.properties[f]=d}}}),a=\":A-Z_a-z\\\\u00C0-\\\\u00D6\\\\u00D8-\\\\u00F6\\\\u00F8-\\\\u02FF\\\\u0370-\\\\u037D\\\\u037F-\\\\u1FFF\\\\u200C-\\\\u200D\\\\u2070-\\\\u218F\\\\u2C00-\\\\u2FEF\\\\u3001-\\\\uD7FF\\\\uF900-\\\\uFDCF\\\\uFDF0-\\\\uFFFD\",u={ID_ATTRIBUTE_NAME:\"data-reactid\",ROOT_ATTRIBUTE_NAME:\"data-reactroot\",ATTRIBUTE_NAME_START_CHAR:a,ATTRIBUTE_NAME_CHAR:a+\"\\\\-.0-9\\\\u00B7\\\\u0300-\\\\u036F\\\\u203F-\\\\u2040\",properties:{},getPossibleStandardName:null,_isCustomAttributeFunctions:[],isCustomAttribute:function(t){for(var e=0;e<u._isCustomAttributeFunctions.length;e++){var n=u._isCustomAttributeFunctions[e];if(n(t))return!0}return!1},injection:o};t.exports=u},function(t,e,n){\"use strict\";function r(t){return\"button\"===t||\"input\"===t||\"select\"===t||\"textarea\"===t}function i(t,e,n){switch(t){case\"onClick\":case\"onClickCapture\":case\"onDoubleClick\":case\"onDoubleClickCapture\":case\"onMouseDown\":case\"onMouseDownCapture\":case\"onMouseMove\":case\"onMouseMoveCapture\":case\"onMouseUp\":case\"onMouseUpCapture\":return!(!n.disabled||!r(e));default:return!1}}var o=n(2),a=n(83),u=n(50),c=n(87),s=n(165),l=n(166),f=(n(0),{}),p=null,h=function(t,e){t&&(u.executeDispatchesInOrder(t,e),t.isPersistent()||t.constructor.release(t))},d=function(t){return h(t,!0)},v=function(t){return h(t,!1)},g=function(t){return\".\"+t._rootNodeID},m={injection:{injectEventPluginOrder:a.injectEventPluginOrder,injectEventPluginsByName:a.injectEventPluginsByName},putListener:function(t,e,n){\"function\"!=typeof n?o(\"94\",e,typeof n):void 0;var r=g(t),i=f[e]||(f[e]={});i[r]=n;var u=a.registrationNameModules[e];u&&u.didPutListener&&u.didPutListener(t,e,n)},getListener:function(t,e){var n=f[e];if(i(e,t._currentElement.type,t._currentElement.props))return null;var r=g(t);return n&&n[r]},deleteListener:function(t,e){var n=a.registrationNameModules[e];n&&n.willDeleteListener&&n.willDeleteListener(t,e);var r=f[e];if(r){var i=g(t);delete r[i]}},deleteAllListeners:function(t){var e=g(t);for(var n in f)if(f.hasOwnProperty(n)&&f[n][e]){var r=a.registrationNameModules[n];r&&r.willDeleteListener&&r.willDeleteListener(t,n),delete f[n][e]}},extractEvents:function(t,e,n,r){for(var i,o=a.plugins,u=0;u<o.length;u++){var c=o[u];if(c){var l=c.extractEvents(t,e,n,r);l&&(i=s(i,l))}}return i},enqueueEvents:function(t){t&&(p=s(p,t))},processEventQueue:function(t){var e=p;p=null,t?l(e,d):l(e,v),p?o(\"95\"):void 0,c.rethrowCaughtError()},__purge:function(){f={}},__getListenerBank:function(){return f}};t.exports=m},function(t,e,n){\"use strict\";function r(t,e,n){var r=e.dispatchConfig.phasedRegistrationNames[n];return m(t,r)}function i(t,e,n){var i=r(t,n,e);i&&(n._dispatchListeners=v(n._dispatchListeners,i),n._dispatchInstances=v(n._dispatchInstances,t))}function o(t){t&&t.dispatchConfig.phasedRegistrationNames&&d.traverseTwoPhase(t._targetInst,i,t)}function a(t){if(t&&t.dispatchConfig.phasedRegistrationNames){var e=t._targetInst,n=e?d.getParentInstance(e):null;d.traverseTwoPhase(n,i,t)}}function u(t,e,n){if(n&&n.dispatchConfig.registrationName){var r=n.dispatchConfig.registrationName,i=m(t,r);i&&(n._dispatchListeners=v(n._dispatchListeners,i),n._dispatchInstances=v(n._dispatchInstances,t))}}function c(t){t&&t.dispatchConfig.registrationName&&u(t._targetInst,null,t)}function s(t){g(t,o)}function l(t){g(t,a)}function f(t,e,n,r){d.traverseEnterLeave(n,r,u,t,e)}function p(t){g(t,c)}var h=n(22),d=n(50),v=n(165),g=n(166),m=(n(1),h.getListener),y={accumulateTwoPhaseDispatches:s,accumulateTwoPhaseDispatchesSkipTarget:l,accumulateDirectDispatches:p,accumulateEnterLeaveDispatches:f};t.exports=y},function(t,e,n){\"use strict\";function r(){i.attachRefs(this,this._currentElement)}var i=n(368),o=(n(9),n(1),{mountComponent:function(t,e,n,i,o,a){var u=t.mountComponent(e,n,i,o,a);return t._currentElement&&null!=t._currentElement.ref&&e.getReactMountReady().enqueue(r,t),u},getHostNode:function(t){return t.getHostNode()},unmountComponent:function(t,e){i.detachRefs(t,t._currentElement),t.unmountComponent(e)},receiveComponent:function(t,e,n,o){var a=t._currentElement;if(e!==a||o!==t._context){var u=i.shouldUpdateRefs(a,e);u&&i.detachRefs(t,a),t.receiveComponent(e,n,o),u&&t._currentElement&&null!=t._currentElement.ref&&n.getReactMountReady().enqueue(r,t)}},performUpdateIfNecessary:function(t,e,n){t._updateBatchNumber===n&&t.performUpdateIfNecessary(e)}});t.exports=o},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o=n(93),a={view:function(t){if(t.view)return t.view;var e=o(t);if(e.window===e)return e;var n=e.ownerDocument;return n?n.defaultView||n.parentWindow:window},detail:function(t){return t.detail||0}};i.augmentClass(r,a),t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(401),o=n(97),a=n(406),u=n(402),c=n(403),s=n(27),l=n(404),f=n(407),p=n(408),h=(n(1),s.createElement),d=s.createFactory,v=s.cloneElement,g=r,m={Children:{map:i.map,forEach:i.forEach,count:i.count,toArray:i.toArray,only:p},Component:o,PureComponent:a,createElement:h,cloneElement:v,isValidElement:s.isValidElement,PropTypes:l,createClass:u.createClass,createFactory:d,createMixin:function(t){return t},DOM:c,version:f,__spread:g};t.exports=m},function(t,e,n){\"use strict\";function r(t){return void 0!==t.ref}function i(t){return void 0!==t.key}var o=n(3),a=n(15),u=(n(1),n(176),Object.prototype.hasOwnProperty),c=n(174),s={key:!0,ref:!0,__self:!0,__source:!0},l=function(t,e,n,r,i,o,a){var u={$$typeof:c,type:t,key:e,ref:n,props:a,_owner:o};return u};l.createElement=function(t,e,n){var o,c={},f=null,p=null,h=null,d=null;if(null!=e){r(e)&&(p=e.ref),i(e)&&(f=\"\"+e.key),h=void 0===e.__self?null:e.__self,d=void 0===e.__source?null:e.__source;for(o in e)u.call(e,o)&&!s.hasOwnProperty(o)&&(c[o]=e[o])}var v=arguments.length-2;if(1===v)c.children=n;else if(v>1){for(var g=Array(v),m=0;m<v;m++)g[m]=arguments[m+2];c.children=g}if(t&&t.defaultProps){var y=t.defaultProps;for(o in y)void 0===c[o]&&(c[o]=y[o])}return l(t,f,p,h,d,a.current,c)},l.createFactory=function(t){var e=l.createElement.bind(null,t);return e.type=t,e},l.cloneAndReplaceKey=function(t,e){var n=l(t.type,e,t.ref,t._self,t._source,t._owner,t.props);return n},l.cloneElement=function(t,e,n){var c,f=o({},t.props),p=t.key,h=t.ref,d=t._self,v=t._source,g=t._owner;if(null!=e){r(e)&&(h=e.ref,g=a.current),i(e)&&(p=\"\"+e.key);var m;t.type&&t.type.defaultProps&&(m=t.type.defaultProps);for(c in e)u.call(e,c)&&!s.hasOwnProperty(c)&&(void 0===e[c]&&void 0!==m?f[c]=m[c]:f[c]=e[c])}var y=arguments.length-2;if(1===y)f.children=n;else if(y>1){for(var _=Array(y),b=0;b<y;b++)_[b]=arguments[b+2];f.children=_}return l(t.type,p,h,d,v,g,f)},l.isValidElement=function(t){return\"object\"==typeof t&&null!==t&&t.$$typeof===c},t.exports=l},function(t,e,n){\"use strict\";function r(t){for(var e=arguments.length-1,n=\"Minified React error #\"+t+\"; visit http://facebook.github.io/react/docs/error-decoder.html?invariant=\"+t,r=0;r<e;r++)n+=\"&args[]=\"+encodeURIComponent(arguments[r+1]);n+=\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\";var i=new Error(n);throw i.name=\"Invariant Violation\",i.framesToPop=1,i}t.exports=r},function(t,e,n){\"use strict\";e.a=function(t){return null===t?NaN:+t}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(211);n.d(e,\"formatDefaultLocale\",function(){return r.a}),n.d(e,\"format\",function(){return r.b}),n.d(e,\"formatPrefix\",function(){return r.c});var i=n(117);n.d(e,\"formatLocale\",function(){return i.a});var o=n(115);n.d(e,\"formatSpecifier\",function(){return o.a});var a=n(215);n.d(e,\"precisionFixed\",function(){return a.a});var u=n(216);n.d(e,\"precisionPrefix\",function(){return u.a});var c=n(217);n.d(e,\"precisionRound\",function(){return c.a})},function(t,e,n){\"use strict\";var r=n(63);n.d(e,\"b\",function(){return r.a});var i=(n(118),n(62),n(119),n(121),n(43));n.d(e,\"a\",function(){return i.a});var o=(n(122),n(223));n.d(e,\"c\",function(){return o.a});var a=(n(124),n(225),n(227),n(123),n(220),n(221),n(219),n(218));n.d(e,\"d\",function(){return a.a});n(222)},function(t,e,n){\"use strict\";function r(t,e){return function(n){return t+n*e}}function i(t,e,n){return t=Math.pow(t,n),e=Math.pow(e,n)-t,n=1/n,function(r){return Math.pow(t+r*e,n)}}function o(t,e){var i=e-t;return i?r(t,i>180||i<-180?i-360*Math.round(i/360):i):n.i(c.a)(isNaN(t)?e:t)}function a(t){return 1===(t=+t)?u:function(e,r){return r-e?i(e,r,t):n.i(c.a)(isNaN(e)?r:e)}}function u(t,e){var i=e-t;return i?r(t,i):n.i(c.a)(isNaN(t)?e:t)}var c=n(120);e.b=o,e.c=a,e.a=u},function(t,e,n){\"use strict\";e.a=function(t){return t.match(/.{6}/g).map(function(t){return\"#\"+t})}},function(t,e,n){\"use strict\";function r(t){var e=t.domain;return t.ticks=function(t){var r=e();return n.i(o.a)(r[0],r[r.length-1],null==t?10:t)},t.tickFormat=function(t,r){return n.i(c.a)(e(),t,r)},t.nice=function(r){var i=e(),a=i.length-1,u=null==r?10:r,c=i[0],s=i[a],l=n.i(o.b)(c,s,u);return l&&(l=n.i(o.b)(Math.floor(c/l)*l,Math.ceil(s/l)*l,u),i[0]=Math.floor(c/l)*l,i[a]=Math.ceil(s/l)*l,e(i)),t},t}function i(){var t=n.i(u.a)(u.b,a.a);return t.copy=function(){return n.i(u.c)(t,i())},r(t)}var o=n(12),a=n(31),u=n(45),c=n(243);e.b=r,e.a=i},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r}),n.d(e,\"b\",function(){return i}),n.d(e,\"d\",function(){return o}),n.d(e,\"c\",function(){return a});var r=1e-12,i=Math.PI,o=i/2,a=2*i},function(t,e,n){\"use strict\";e.a=function(t,e){if((r=t.length)>1)for(var n,r,i=1,o=t[e[0]],a=o.length;i<r;++i){n=o,o=t[e[i]];for(var u=0;u<a;++u)o[u][1]+=o[u][0]=isNaN(n[u][1])?n[u][0]:n[u][1]}}},function(t,e,n){\"use strict\";e.a=function(t){for(var e=t.length,n=new Array(e);--e>=0;)n[e]=e;return n}},function(t,e,n){\"use strict\";var r={};t.exports=r},function(t,e,n){(function(t,r){var i;(function(){function o(t,e){return t.set(e[0],e[1]),t}function a(t,e){return t.add(e),t}function u(t,e,n){switch(n.length){case 0:return t.call(e);case 1:return t.call(e,n[0]);case 2:return t.call(e,n[0],n[1]);case 3:return t.call(e,n[0],n[1],n[2])}return t.apply(e,n)}function c(t,e,n,r){for(var i=-1,o=null==t?0:t.length;++i<o;){var a=t[i];e(r,a,n(a),t)}return r}function s(t,e){for(var n=-1,r=null==t?0:t.length;++n<r&&e(t[n],n,t)!==!1;);return t}function l(t,e){for(var n=null==t?0:t.length;n--&&e(t[n],n,t)!==!1;);return t}function f(t,e){for(var n=-1,r=null==t?0:t.length;++n<r;)if(!e(t[n],n,t))return!1;return!0}function p(t,e){for(var n=-1,r=null==t?0:t.length,i=0,o=[];++n<r;){var a=t[n];e(a,n,t)&&(o[i++]=a)}return o}function h(t,e){var n=null==t?0:t.length;return!!n&&M(t,e,0)>-1}function d(t,e,n){for(var r=-1,i=null==t?0:t.length;++r<i;)if(n(e,t[r]))return!0;return!1}function v(t,e){for(var n=-1,r=null==t?0:t.length,i=Array(r);++n<r;)i[n]=e(t[n],n,t);return i}function g(t,e){for(var n=-1,r=e.length,i=t.length;++n<r;)t[i+n]=e[n];return t}function m(t,e,n,r){var i=-1,o=null==t?0:t.length;for(r&&o&&(n=t[++i]);++i<o;)n=e(n,t[i],i,t);return n}function y(t,e,n,r){var i=null==t?0:t.length;for(r&&i&&(n=t[--i]);i--;)n=e(n,t[i],i,t);return n}function _(t,e){for(var n=-1,r=null==t?0:t.length;++n<r;)if(e(t[n],n,t))return!0;return!1}function b(t){return t.split(\"\")}function x(t){return t.match(ze)||[]}function w(t,e,n){var r;return n(t,function(t,n,i){if(e(t,n,i))return r=n,!1}),r}function C(t,e,n,r){for(var i=t.length,o=n+(r?1:-1);r?o--:++o<i;)if(e(t[o],o,t))return o;return-1}function M(t,e,n){return e===e?Z(t,e,n):C(t,E,n)}function k(t,e,n,r){for(var i=n-1,o=t.length;++i<o;)if(r(t[i],e))return i;return-1}function E(t){return t!==t}function T(t,e){var n=null==t?0:t.length;return n?O(t,e)/n:Ut}function S(t){return function(e){return null==e?it:e[t]}}function P(t){return function(e){return null==t?it:t[e]}}function N(t,e,n,r,i){return i(t,function(t,i,o){n=r?(r=!1,t):e(n,t,i,o)}),n}function A(t,e){var n=t.length;for(t.sort(e);n--;)t[n]=t[n].value;return t}function O(t,e){for(var n,r=-1,i=t.length;++r<i;){var o=e(t[r]);o!==it&&(n=n===it?o:n+o)}return n}function I(t,e){for(var n=-1,r=Array(t);++n<t;)r[n]=e(n);return r}function D(t,e){return v(e,function(e){return[e,t[e]]})}function R(t){return function(e){return t(e)}}function L(t,e){return v(e,function(e){return t[e]})}function U(t,e){return t.has(e)}function F(t,e){for(var n=-1,r=t.length;++n<r&&M(e,t[n],0)>-1;);return n}function j(t,e){for(var n=t.length;n--&&M(e,t[n],0)>-1;);return n}function B(t,e){for(var n=t.length,r=0;n--;)t[n]===e&&++r;return r}function W(t){return\"\\\\\"+nr[t]}function V(t,e){return null==t?it:t[e]}function z(t){return Kn.test(t)}function H(t){return Gn.test(t)}function q(t){for(var e,n=[];!(e=t.next()).done;)n.push(e.value);return n}function Y(t){var e=-1,n=Array(t.size);return t.forEach(function(t,r){n[++e]=[r,t]}),n}function K(t,e){return function(n){return t(e(n))}}function G(t,e){for(var n=-1,r=t.length,i=0,o=[];++n<r;){var a=t[n];a!==e&&a!==ft||(t[n]=ft,o[i++]=n)}return o}function $(t){var e=-1,n=Array(t.size);return t.forEach(function(t){n[++e]=t}),n}function X(t){var e=-1,n=Array(t.size);return t.forEach(function(t){n[++e]=[t,t]}),n}function Z(t,e,n){for(var r=n-1,i=t.length;++r<i;)if(t[r]===e)return r;return-1}function Q(t,e,n){for(var r=n+1;r--;)if(t[r]===e)return r;return r}function J(t){return z(t)?et(t):_r(t)}function tt(t){return z(t)?nt(t):b(t)}function et(t){for(var e=qn.lastIndex=0;qn.test(t);)++e;return e}function nt(t){return t.match(qn)||[]}function rt(t){return t.match(Yn)||[]}var it,ot=\"4.17.4\",at=200,ut=\"Unsupported core-js use. Try https://npms.io/search?q=ponyfill.\",ct=\"Expected a function\",st=\"__lodash_hash_undefined__\",lt=500,ft=\"__lodash_placeholder__\",pt=1,ht=2,dt=4,vt=1,gt=2,mt=1,yt=2,_t=4,bt=8,xt=16,wt=32,Ct=64,Mt=128,kt=256,Et=512,Tt=30,St=\"...\",Pt=800,Nt=16,At=1,Ot=2,It=3,Dt=1/0,Rt=9007199254740991,Lt=1.7976931348623157e308,Ut=NaN,Ft=4294967295,jt=Ft-1,Bt=Ft>>>1,Wt=[[\"ary\",Mt],[\"bind\",mt],[\"bindKey\",yt],[\"curry\",bt],[\"curryRight\",xt],[\"flip\",Et],[\"partial\",wt],[\"partialRight\",Ct],[\"rearg\",kt]],Vt=\"[object Arguments]\",zt=\"[object Array]\",Ht=\"[object AsyncFunction]\",qt=\"[object Boolean]\",Yt=\"[object Date]\",Kt=\"[object DOMException]\",Gt=\"[object Error]\",$t=\"[object Function]\",Xt=\"[object GeneratorFunction]\",Zt=\"[object Map]\",Qt=\"[object Number]\",Jt=\"[object Null]\",te=\"[object Object]\",ee=\"[object Promise]\",ne=\"[object Proxy]\",re=\"[object RegExp]\",ie=\"[object Set]\",oe=\"[object String]\",ae=\"[object Symbol]\",ue=\"[object Undefined]\",ce=\"[object WeakMap]\",se=\"[object WeakSet]\",le=\"[object ArrayBuffer]\",fe=\"[object DataView]\",pe=\"[object Float32Array]\",he=\"[object Float64Array]\",de=\"[object Int8Array]\",ve=\"[object Int16Array]\",ge=\"[object Int32Array]\",me=\"[object Uint8Array]\",ye=\"[object Uint8ClampedArray]\",_e=\"[object Uint16Array]\",be=\"[object Uint32Array]\",xe=/\\b__p \\+= '';/g,we=/\\b(__p \\+=) '' \\+/g,Ce=/(__e\\(.*?\\)|\\b__t\\)) \\+\\n'';/g,Me=/&(?:amp|lt|gt|quot|#39);/g,ke=/[&<>\"']/g,Ee=RegExp(Me.source),Te=RegExp(ke.source),Se=/<%-([\\s\\S]+?)%>/g,Pe=/<%([\\s\\S]+?)%>/g,Ne=/<%=([\\s\\S]+?)%>/g,Ae=/\\.|\\[(?:[^[\\]]*|([\"'])(?:(?!\\1)[^\\\\]|\\\\.)*?\\1)\\]/,Oe=/^\\w*$/,Ie=/^\\./,De=/[^.[\\]]+|\\[(?:(-?\\d+(?:\\.\\d+)?)|([\"'])((?:(?!\\2)[^\\\\]|\\\\.)*?)\\2)\\]|(?=(?:\\.|\\[\\])(?:\\.|\\[\\]|$))/g,Re=/[\\\\^$.*+?()[\\]{}|]/g,Le=RegExp(Re.source),Ue=/^\\s+|\\s+$/g,Fe=/^\\s+/,je=/\\s+$/,Be=/\\{(?:\\n\\/\\* \\[wrapped with .+\\] \\*\\/)?\\n?/,We=/\\{\\n\\/\\* \\[wrapped with (.+)\\] \\*/,Ve=/,? & /,ze=/[^\\x00-\\x2f\\x3a-\\x40\\x5b-\\x60\\x7b-\\x7f]+/g,He=/\\\\(\\\\)?/g,qe=/\\$\\{([^\\\\}]*(?:\\\\.[^\\\\}]*)*)\\}/g,Ye=/\\w*$/,Ke=/^[-+]0x[0-9a-f]+$/i,Ge=/^0b[01]+$/i,$e=/^\\[object .+?Constructor\\]$/,Xe=/^0o[0-7]+$/i,Ze=/^(?:0|[1-9]\\d*)$/,Qe=/[\\xc0-\\xd6\\xd8-\\xf6\\xf8-\\xff\\u0100-\\u017f]/g,Je=/($^)/,tn=/['\\n\\r\\u2028\\u2029\\\\]/g,en=\"\\\\ud800-\\\\udfff\",nn=\"\\\\u0300-\\\\u036f\",rn=\"\\\\ufe20-\\\\ufe2f\",on=\"\\\\u20d0-\\\\u20ff\",an=nn+rn+on,un=\"\\\\u2700-\\\\u27bf\",cn=\"a-z\\\\xdf-\\\\xf6\\\\xf8-\\\\xff\",sn=\"\\\\xac\\\\xb1\\\\xd7\\\\xf7\",ln=\"\\\\x00-\\\\x2f\\\\x3a-\\\\x40\\\\x5b-\\\\x60\\\\x7b-\\\\xbf\",fn=\"\\\\u2000-\\\\u206f\",pn=\" \\\\t\\\\x0b\\\\f\\\\xa0\\\\ufeff\\\\n\\\\r\\\\u2028\\\\u2029\\\\u1680\\\\u180e\\\\u2000\\\\u2001\\\\u2002\\\\u2003\\\\u2004\\\\u2005\\\\u2006\\\\u2007\\\\u2008\\\\u2009\\\\u200a\\\\u202f\\\\u205f\\\\u3000\",hn=\"A-Z\\\\xc0-\\\\xd6\\\\xd8-\\\\xde\",dn=\"\\\\ufe0e\\\\ufe0f\",vn=sn+ln+fn+pn,gn=\"['’]\",mn=\"[\"+en+\"]\",yn=\"[\"+vn+\"]\",_n=\"[\"+an+\"]\",bn=\"\\\\d+\",xn=\"[\"+un+\"]\",wn=\"[\"+cn+\"]\",Cn=\"[^\"+en+vn+bn+un+cn+hn+\"]\",Mn=\"\\\\ud83c[\\\\udffb-\\\\udfff]\",kn=\"(?:\"+_n+\"|\"+Mn+\")\",En=\"[^\"+en+\"]\",Tn=\"(?:\\\\ud83c[\\\\udde6-\\\\uddff]){2}\",Sn=\"[\\\\ud800-\\\\udbff][\\\\udc00-\\\\udfff]\",Pn=\"[\"+hn+\"]\",Nn=\"\\\\u200d\",An=\"(?:\"+wn+\"|\"+Cn+\")\",On=\"(?:\"+Pn+\"|\"+Cn+\")\",In=\"(?:\"+gn+\"(?:d|ll|m|re|s|t|ve))?\",Dn=\"(?:\"+gn+\"(?:D|LL|M|RE|S|T|VE))?\",Rn=kn+\"?\",Ln=\"[\"+dn+\"]?\",Un=\"(?:\"+Nn+\"(?:\"+[En,Tn,Sn].join(\"|\")+\")\"+Ln+Rn+\")*\",Fn=\"\\\\d*(?:(?:1st|2nd|3rd|(?![123])\\\\dth)\\\\b)\",jn=\"\\\\d*(?:(?:1ST|2ND|3RD|(?![123])\\\\dTH)\\\\b)\",Bn=Ln+Rn+Un,Wn=\"(?:\"+[xn,Tn,Sn].join(\"|\")+\")\"+Bn,Vn=\"(?:\"+[En+_n+\"?\",_n,Tn,Sn,mn].join(\"|\")+\")\",zn=RegExp(gn,\"g\"),Hn=RegExp(_n,\"g\"),qn=RegExp(Mn+\"(?=\"+Mn+\")|\"+Vn+Bn,\"g\"),Yn=RegExp([Pn+\"?\"+wn+\"+\"+In+\"(?=\"+[yn,Pn,\"$\"].join(\"|\")+\")\",On+\"+\"+Dn+\"(?=\"+[yn,Pn+An,\"$\"].join(\"|\")+\")\",Pn+\"?\"+An+\"+\"+In,Pn+\"+\"+Dn,jn,Fn,bn,Wn].join(\"|\"),\"g\"),Kn=RegExp(\"[\"+Nn+en+an+dn+\"]\"),Gn=/[a-z][A-Z]|[A-Z]{2,}[a-z]|[0-9][a-zA-Z]|[a-zA-Z][0-9]|[^a-zA-Z0-9 ]/,$n=[\"Array\",\"Buffer\",\"DataView\",\"Date\",\"Error\",\"Float32Array\",\"Float64Array\",\"Function\",\"Int8Array\",\"Int16Array\",\"Int32Array\",\"Map\",\"Math\",\"Object\",\"Promise\",\"RegExp\",\"Set\",\"String\",\"Symbol\",\"TypeError\",\"Uint8Array\",\"Uint8ClampedArray\",\"Uint16Array\",\"Uint32Array\",\"WeakMap\",\"_\",\"clearTimeout\",\"isFinite\",\"parseInt\",\"setTimeout\"],Xn=-1,Zn={};Zn[pe]=Zn[he]=Zn[de]=Zn[ve]=Zn[ge]=Zn[me]=Zn[ye]=Zn[_e]=Zn[be]=!0,Zn[Vt]=Zn[zt]=Zn[le]=Zn[qt]=Zn[fe]=Zn[Yt]=Zn[Gt]=Zn[$t]=Zn[Zt]=Zn[Qt]=Zn[te]=Zn[re]=Zn[ie]=Zn[oe]=Zn[ce]=!1;var Qn={};Qn[Vt]=Qn[zt]=Qn[le]=Qn[fe]=Qn[qt]=Qn[Yt]=Qn[pe]=Qn[he]=Qn[de]=Qn[ve]=Qn[ge]=Qn[Zt]=Qn[Qt]=Qn[te]=Qn[re]=Qn[ie]=Qn[oe]=Qn[ae]=Qn[me]=Qn[ye]=Qn[_e]=Qn[be]=!0,Qn[Gt]=Qn[$t]=Qn[ce]=!1;var Jn={\"À\":\"A\",\"Á\":\"A\",\"Â\":\"A\",\"Ã\":\"A\",\"Ä\":\"A\",\"Å\":\"A\",\"à\":\"a\",\"á\":\"a\",\"â\":\"a\",\"ã\":\"a\",\"ä\":\"a\",\"å\":\"a\",\"Ç\":\"C\",\"ç\":\"c\",\"Ð\":\"D\",\"ð\":\"d\",\"È\":\"E\",\"É\":\"E\",\"Ê\":\"E\",\"Ë\":\"E\",\"è\":\"e\",\"é\":\"e\",\"ê\":\"e\",\"ë\":\"e\",\"Ì\":\"I\",\"Í\":\"I\",\"Î\":\"I\",\"Ï\":\"I\",\"ì\":\"i\",\"í\":\"i\",\"î\":\"i\",\"ï\":\"i\",\"Ñ\":\"N\",\"ñ\":\"n\",\"Ò\":\"O\",\"Ó\":\"O\",\"Ô\":\"O\",\"Õ\":\"O\",\"Ö\":\"O\",\"Ø\":\"O\",\"ò\":\"o\",\"ó\":\"o\",\"ô\":\"o\",\"õ\":\"o\",\"ö\":\"o\",\"ø\":\"o\",\"Ù\":\"U\",\"Ú\":\"U\",\"Û\":\"U\",\"Ü\":\"U\",\"ù\":\"u\",\"ú\":\"u\",\"û\":\"u\",\"ü\":\"u\",\"Ý\":\"Y\",\"ý\":\"y\",\"ÿ\":\"y\",\"Æ\":\"Ae\",\"æ\":\"ae\",\"Þ\":\"Th\",\"þ\":\"th\",\"ß\":\"ss\",\"Ā\":\"A\",\"Ă\":\"A\",\"Ą\":\"A\",\"ā\":\"a\",\"ă\":\"a\",\"ą\":\"a\",\"Ć\":\"C\",\"Ĉ\":\"C\",\"Ċ\":\"C\",\"Č\":\"C\",\"ć\":\"c\",\"ĉ\":\"c\",\"ċ\":\"c\",\"č\":\"c\",\"Ď\":\"D\",\"Đ\":\"D\",\"ď\":\"d\",\"đ\":\"d\",\"Ē\":\"E\",\"Ĕ\":\"E\",\"Ė\":\"E\",\"Ę\":\"E\",\"Ě\":\"E\",\"ē\":\"e\",\"ĕ\":\"e\",\"ė\":\"e\",\"ę\":\"e\",\"ě\":\"e\",\"Ĝ\":\"G\",\"Ğ\":\"G\",\"Ġ\":\"G\",\"Ģ\":\"G\",\"ĝ\":\"g\",\"ğ\":\"g\",\"ġ\":\"g\",\"ģ\":\"g\",\"Ĥ\":\"H\",\"Ħ\":\"H\",\"ĥ\":\"h\",\"ħ\":\"h\",\"Ĩ\":\"I\",\"Ī\":\"I\",\"Ĭ\":\"I\",\"Į\":\"I\",\"İ\":\"I\",\"ĩ\":\"i\",\"ī\":\"i\",\"ĭ\":\"i\",\"į\":\"i\",\"ı\":\"i\",\"Ĵ\":\"J\",\"ĵ\":\"j\",\"Ķ\":\"K\",\"ķ\":\"k\",\"ĸ\":\"k\",\"Ĺ\":\"L\",\"Ļ\":\"L\",\"Ľ\":\"L\",\"Ŀ\":\"L\",\"Ł\":\"L\",\"ĺ\":\"l\",\"ļ\":\"l\",\"ľ\":\"l\",\"ŀ\":\"l\",\"ł\":\"l\",\"Ń\":\"N\",\"Ņ\":\"N\",\"Ň\":\"N\",\"Ŋ\":\"N\",\"ń\":\"n\",\"ņ\":\"n\",\"ň\":\"n\",\"ŋ\":\"n\",\"Ō\":\"O\",\"Ŏ\":\"O\",\"Ő\":\"O\",\"ō\":\"o\",\"ŏ\":\"o\",\"ő\":\"o\",\"Ŕ\":\"R\",\"Ŗ\":\"R\",\"Ř\":\"R\",\"ŕ\":\"r\",\"ŗ\":\"r\",\"ř\":\"r\",\"Ś\":\"S\",\"Ŝ\":\"S\",\"Ş\":\"S\",\"Š\":\"S\",\"ś\":\"s\",\"ŝ\":\"s\",\"ş\":\"s\",\"š\":\"s\",\"Ţ\":\"T\",\"Ť\":\"T\",\"Ŧ\":\"T\",\"ţ\":\"t\",\"ť\":\"t\",\"ŧ\":\"t\",\"Ũ\":\"U\",\"Ū\":\"U\",\"Ŭ\":\"U\",\"Ů\":\"U\",\"Ű\":\"U\",\"Ų\":\"U\",\"ũ\":\"u\",\"ū\":\"u\",\"ŭ\":\"u\",\"ů\":\"u\",\"ű\":\"u\",\"ų\":\"u\",\"Ŵ\":\"W\",\"ŵ\":\"w\",\"Ŷ\":\"Y\",\"ŷ\":\"y\",\"Ÿ\":\"Y\",\"Ź\":\"Z\",\"Ż\":\"Z\",\"Ž\":\"Z\",\"ź\":\"z\",\"ż\":\"z\",\"ž\":\"z\",\"Ĳ\":\"IJ\",\n",
       "\"ĳ\":\"ij\",\"Œ\":\"Oe\",\"œ\":\"oe\",\"ŉ\":\"'n\",\"ſ\":\"s\"},tr={\"&\":\"&amp;\",\"<\":\"&lt;\",\">\":\"&gt;\",'\"':\"&quot;\",\"'\":\"&#39;\"},er={\"&amp;\":\"&\",\"&lt;\":\"<\",\"&gt;\":\">\",\"&quot;\":'\"',\"&#39;\":\"'\"},nr={\"\\\\\":\"\\\\\",\"'\":\"'\",\"\\n\":\"n\",\"\\r\":\"r\",\"\\u2028\":\"u2028\",\"\\u2029\":\"u2029\"},rr=parseFloat,ir=parseInt,or=\"object\"==typeof t&&t&&t.Object===Object&&t,ar=\"object\"==typeof self&&self&&self.Object===Object&&self,ur=or||ar||Function(\"return this\")(),cr=\"object\"==typeof e&&e&&!e.nodeType&&e,sr=cr&&\"object\"==typeof r&&r&&!r.nodeType&&r,lr=sr&&sr.exports===cr,fr=lr&&or.process,pr=function(){try{return fr&&fr.binding&&fr.binding(\"util\")}catch(t){}}(),hr=pr&&pr.isArrayBuffer,dr=pr&&pr.isDate,vr=pr&&pr.isMap,gr=pr&&pr.isRegExp,mr=pr&&pr.isSet,yr=pr&&pr.isTypedArray,_r=S(\"length\"),br=P(Jn),xr=P(tr),wr=P(er),Cr=function t(e){function n(t){if(sc(t)&&!xp(t)&&!(t instanceof b)){if(t instanceof i)return t;if(bl.call(t,\"__wrapped__\"))return aa(t)}return new i(t)}function r(){}function i(t,e){this.__wrapped__=t,this.__actions__=[],this.__chain__=!!e,this.__index__=0,this.__values__=it}function b(t){this.__wrapped__=t,this.__actions__=[],this.__dir__=1,this.__filtered__=!1,this.__iteratees__=[],this.__takeCount__=Ft,this.__views__=[]}function P(){var t=new b(this.__wrapped__);return t.__actions__=Bi(this.__actions__),t.__dir__=this.__dir__,t.__filtered__=this.__filtered__,t.__iteratees__=Bi(this.__iteratees__),t.__takeCount__=this.__takeCount__,t.__views__=Bi(this.__views__),t}function Z(){if(this.__filtered__){var t=new b(this);t.__dir__=-1,t.__filtered__=!0}else t=this.clone(),t.__dir__*=-1;return t}function et(){var t=this.__wrapped__.value(),e=this.__dir__,n=xp(t),r=e<0,i=n?t.length:0,o=No(0,i,this.__views__),a=o.start,u=o.end,c=u-a,s=r?u:a-1,l=this.__iteratees__,f=l.length,p=0,h=Xl(c,this.__takeCount__);if(!n||!r&&i==c&&h==c)return xi(t,this.__actions__);var d=[];t:for(;c--&&p<h;){s+=e;for(var v=-1,g=t[s];++v<f;){var m=l[v],y=m.iteratee,_=m.type,b=y(g);if(_==Ot)g=b;else if(!b){if(_==At)continue t;break t}}d[p++]=g}return d}function nt(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function ze(){this.__data__=uf?uf(null):{},this.size=0}function en(t){var e=this.has(t)&&delete this.__data__[t];return this.size-=e?1:0,e}function nn(t){var e=this.__data__;if(uf){var n=e[t];return n===st?it:n}return bl.call(e,t)?e[t]:it}function rn(t){var e=this.__data__;return uf?e[t]!==it:bl.call(e,t)}function on(t,e){var n=this.__data__;return this.size+=this.has(t)?0:1,n[t]=uf&&e===it?st:e,this}function an(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function un(){this.__data__=[],this.size=0}function cn(t){var e=this.__data__,n=In(e,t);if(n<0)return!1;var r=e.length-1;return n==r?e.pop():Dl.call(e,n,1),--this.size,!0}function sn(t){var e=this.__data__,n=In(e,t);return n<0?it:e[n][1]}function ln(t){return In(this.__data__,t)>-1}function fn(t,e){var n=this.__data__,r=In(n,t);return r<0?(++this.size,n.push([t,e])):n[r][1]=e,this}function pn(t){var e=-1,n=null==t?0:t.length;for(this.clear();++e<n;){var r=t[e];this.set(r[0],r[1])}}function hn(){this.size=0,this.__data__={hash:new nt,map:new(nf||an),string:new nt}}function dn(t){var e=Eo(this,t).delete(t);return this.size-=e?1:0,e}function vn(t){return Eo(this,t).get(t)}function gn(t){return Eo(this,t).has(t)}function mn(t,e){var n=Eo(this,t),r=n.size;return n.set(t,e),this.size+=n.size==r?0:1,this}function yn(t){var e=-1,n=null==t?0:t.length;for(this.__data__=new pn;++e<n;)this.add(t[e])}function _n(t){return this.__data__.set(t,st),this}function bn(t){return this.__data__.has(t)}function xn(t){var e=this.__data__=new an(t);this.size=e.size}function wn(){this.__data__=new an,this.size=0}function Cn(t){var e=this.__data__,n=e.delete(t);return this.size=e.size,n}function Mn(t){return this.__data__.get(t)}function kn(t){return this.__data__.has(t)}function En(t,e){var n=this.__data__;if(n instanceof an){var r=n.__data__;if(!nf||r.length<at-1)return r.push([t,e]),this.size=++n.size,this;n=this.__data__=new pn(r)}return n.set(t,e),this.size=n.size,this}function Tn(t,e){var n=xp(t),r=!n&&bp(t),i=!n&&!r&&Cp(t),o=!n&&!r&&!i&&Sp(t),a=n||r||i||o,u=a?I(t.length,hl):[],c=u.length;for(var s in t)!e&&!bl.call(t,s)||a&&(\"length\"==s||i&&(\"offset\"==s||\"parent\"==s)||o&&(\"buffer\"==s||\"byteLength\"==s||\"byteOffset\"==s)||Fo(s,c))||u.push(s);return u}function Sn(t){var e=t.length;return e?t[ni(0,e-1)]:it}function Pn(t,e){return na(Bi(t),jn(e,0,t.length))}function Nn(t){return na(Bi(t))}function An(t,e,n){(n===it||$u(t[e],n))&&(n!==it||e in t)||Un(t,e,n)}function On(t,e,n){var r=t[e];bl.call(t,e)&&$u(r,n)&&(n!==it||e in t)||Un(t,e,n)}function In(t,e){for(var n=t.length;n--;)if($u(t[n][0],e))return n;return-1}function Dn(t,e,n,r){return _f(t,function(t,i,o){e(r,t,n(t),o)}),r}function Rn(t,e){return t&&Wi(e,Hc(e),t)}function Ln(t,e){return t&&Wi(e,qc(e),t)}function Un(t,e,n){\"__proto__\"==e&&Fl?Fl(t,e,{configurable:!0,enumerable:!0,value:n,writable:!0}):t[e]=n}function Fn(t,e){for(var n=-1,r=e.length,i=al(r),o=null==t;++n<r;)i[n]=o?it:Wc(t,e[n]);return i}function jn(t,e,n){return t===t&&(n!==it&&(t=t<=n?t:n),e!==it&&(t=t>=e?t:e)),t}function Bn(t,e,n,r,i,o){var a,u=e&pt,c=e&ht,l=e&dt;if(n&&(a=i?n(t,r,i,o):n(t)),a!==it)return a;if(!cc(t))return t;var f=xp(t);if(f){if(a=Io(t),!u)return Bi(t,a)}else{var p=Af(t),h=p==$t||p==Xt;if(Cp(t))return Si(t,u);if(p==te||p==Vt||h&&!i){if(a=c||h?{}:Do(t),!u)return c?zi(t,Ln(a,t)):Vi(t,Rn(a,t))}else{if(!Qn[p])return i?t:{};a=Ro(t,p,Bn,u)}}o||(o=new xn);var d=o.get(t);if(d)return d;o.set(t,a);var v=l?c?wo:xo:c?qc:Hc,g=f?it:v(t);return s(g||t,function(r,i){g&&(i=r,r=t[i]),On(a,i,Bn(r,e,n,i,t,o))}),a}function Wn(t){var e=Hc(t);return function(n){return Vn(n,t,e)}}function Vn(t,e,n){var r=n.length;if(null==t)return!r;for(t=fl(t);r--;){var i=n[r],o=e[i],a=t[i];if(a===it&&!(i in t)||!o(a))return!1}return!0}function qn(t,e,n){if(\"function\"!=typeof t)throw new dl(ct);return Df(function(){t.apply(it,n)},e)}function Yn(t,e,n,r){var i=-1,o=h,a=!0,u=t.length,c=[],s=e.length;if(!u)return c;n&&(e=v(e,R(n))),r?(o=d,a=!1):e.length>=at&&(o=U,a=!1,e=new yn(e));t:for(;++i<u;){var l=t[i],f=null==n?l:n(l);if(l=r||0!==l?l:0,a&&f===f){for(var p=s;p--;)if(e[p]===f)continue t;c.push(l)}else o(e,f,r)||c.push(l)}return c}function Kn(t,e){var n=!0;return _f(t,function(t,r,i){return n=!!e(t,r,i)}),n}function Gn(t,e,n){for(var r=-1,i=t.length;++r<i;){var o=t[r],a=e(o);if(null!=a&&(u===it?a===a&&!bc(a):n(a,u)))var u=a,c=o}return c}function Jn(t,e,n,r){var i=t.length;for(n=Ec(n),n<0&&(n=-n>i?0:i+n),r=r===it||r>i?i:Ec(r),r<0&&(r+=i),r=n>r?0:Tc(r);n<r;)t[n++]=e;return t}function tr(t,e){var n=[];return _f(t,function(t,r,i){e(t,r,i)&&n.push(t)}),n}function er(t,e,n,r,i){var o=-1,a=t.length;for(n||(n=Uo),i||(i=[]);++o<a;){var u=t[o];e>0&&n(u)?e>1?er(u,e-1,n,r,i):g(i,u):r||(i[i.length]=u)}return i}function nr(t,e){return t&&xf(t,e,Hc)}function or(t,e){return t&&wf(t,e,Hc)}function ar(t,e){return p(e,function(e){return oc(t[e])})}function cr(t,e){e=Ei(e,t);for(var n=0,r=e.length;null!=t&&n<r;)t=t[ra(e[n++])];return n&&n==r?t:it}function sr(t,e,n){var r=e(t);return xp(t)?r:g(r,n(t))}function fr(t){return null==t?t===it?ue:Jt:Ul&&Ul in fl(t)?Po(t):Xo(t)}function pr(t,e){return t>e}function _r(t,e){return null!=t&&bl.call(t,e)}function Cr(t,e){return null!=t&&e in fl(t)}function kr(t,e,n){return t>=Xl(e,n)&&t<$l(e,n)}function Er(t,e,n){for(var r=n?d:h,i=t[0].length,o=t.length,a=o,u=al(o),c=1/0,s=[];a--;){var l=t[a];a&&e&&(l=v(l,R(e))),c=Xl(l.length,c),u[a]=!n&&(e||i>=120&&l.length>=120)?new yn(a&&l):it}l=t[0];var f=-1,p=u[0];t:for(;++f<i&&s.length<c;){var g=l[f],m=e?e(g):g;if(g=n||0!==g?g:0,!(p?U(p,m):r(s,m,n))){for(a=o;--a;){var y=u[a];if(!(y?U(y,m):r(t[a],m,n)))continue t}p&&p.push(m),s.push(g)}}return s}function Tr(t,e,n,r){return nr(t,function(t,i,o){e(r,n(t),i,o)}),r}function Sr(t,e,n){e=Ei(e,t),t=Qo(t,e);var r=null==t?t:t[ra(ka(e))];return null==r?it:u(r,t,n)}function Pr(t){return sc(t)&&fr(t)==Vt}function Nr(t){return sc(t)&&fr(t)==le}function Ar(t){return sc(t)&&fr(t)==Yt}function Or(t,e,n,r,i){return t===e||(null==t||null==e||!sc(t)&&!sc(e)?t!==t&&e!==e:Ir(t,e,n,r,Or,i))}function Ir(t,e,n,r,i,o){var a=xp(t),u=xp(e),c=a?zt:Af(t),s=u?zt:Af(e);c=c==Vt?te:c,s=s==Vt?te:s;var l=c==te,f=s==te,p=c==s;if(p&&Cp(t)){if(!Cp(e))return!1;a=!0,l=!1}if(p&&!l)return o||(o=new xn),a||Sp(t)?mo(t,e,n,r,i,o):yo(t,e,c,n,r,i,o);if(!(n&vt)){var h=l&&bl.call(t,\"__wrapped__\"),d=f&&bl.call(e,\"__wrapped__\");if(h||d){var v=h?t.value():t,g=d?e.value():e;return o||(o=new xn),i(v,g,n,r,o)}}return!!p&&(o||(o=new xn),_o(t,e,n,r,i,o))}function Dr(t){return sc(t)&&Af(t)==Zt}function Rr(t,e,n,r){var i=n.length,o=i,a=!r;if(null==t)return!o;for(t=fl(t);i--;){var u=n[i];if(a&&u[2]?u[1]!==t[u[0]]:!(u[0]in t))return!1}for(;++i<o;){u=n[i];var c=u[0],s=t[c],l=u[1];if(a&&u[2]){if(s===it&&!(c in t))return!1}else{var f=new xn;if(r)var p=r(s,l,c,t,e,f);if(!(p===it?Or(l,s,vt|gt,r,f):p))return!1}}return!0}function Lr(t){if(!cc(t)||zo(t))return!1;var e=oc(t)?El:$e;return e.test(ia(t))}function Ur(t){return sc(t)&&fr(t)==re}function Fr(t){return sc(t)&&Af(t)==ie}function jr(t){return sc(t)&&uc(t.length)&&!!Zn[fr(t)]}function Br(t){return\"function\"==typeof t?t:null==t?Ds:\"object\"==typeof t?xp(t)?Yr(t[0],t[1]):qr(t):Vs(t)}function Wr(t){if(!Ho(t))return Gl(t);var e=[];for(var n in fl(t))bl.call(t,n)&&\"constructor\"!=n&&e.push(n);return e}function Vr(t){if(!cc(t))return $o(t);var e=Ho(t),n=[];for(var r in t)(\"constructor\"!=r||!e&&bl.call(t,r))&&n.push(r);return n}function zr(t,e){return t<e}function Hr(t,e){var n=-1,r=Xu(t)?al(t.length):[];return _f(t,function(t,i,o){r[++n]=e(t,i,o)}),r}function qr(t){var e=To(t);return 1==e.length&&e[0][2]?Yo(e[0][0],e[0][1]):function(n){return n===t||Rr(n,t,e)}}function Yr(t,e){return Bo(t)&&qo(e)?Yo(ra(t),e):function(n){var r=Wc(n,t);return r===it&&r===e?zc(n,t):Or(e,r,vt|gt)}}function Kr(t,e,n,r,i){t!==e&&xf(e,function(o,a){if(cc(o))i||(i=new xn),Gr(t,e,a,n,Kr,r,i);else{var u=r?r(t[a],o,a+\"\",t,e,i):it;u===it&&(u=o),An(t,a,u)}},qc)}function Gr(t,e,n,r,i,o,a){var u=t[n],c=e[n],s=a.get(c);if(s)return void An(t,n,s);var l=o?o(u,c,n+\"\",t,e,a):it,f=l===it;if(f){var p=xp(c),h=!p&&Cp(c),d=!p&&!h&&Sp(c);l=c,p||h||d?xp(u)?l=u:Zu(u)?l=Bi(u):h?(f=!1,l=Si(c,!0)):d?(f=!1,l=Ri(c,!0)):l=[]:mc(c)||bp(c)?(l=u,bp(u)?l=Pc(u):(!cc(u)||r&&oc(u))&&(l=Do(c))):f=!1}f&&(a.set(c,l),i(l,c,r,o,a),a.delete(c)),An(t,n,l)}function $r(t,e){var n=t.length;if(n)return e+=e<0?n:0,Fo(e,n)?t[e]:it}function Xr(t,e,n){var r=-1;e=v(e.length?e:[Ds],R(ko()));var i=Hr(t,function(t,n,i){var o=v(e,function(e){return e(t)});return{criteria:o,index:++r,value:t}});return A(i,function(t,e){return Ui(t,e,n)})}function Zr(t,e){return Qr(t,e,function(e,n){return zc(t,n)})}function Qr(t,e,n){for(var r=-1,i=e.length,o={};++r<i;){var a=e[r],u=cr(t,a);n(u,a)&&ci(o,Ei(a,t),u)}return o}function Jr(t){return function(e){return cr(e,t)}}function ti(t,e,n,r){var i=r?k:M,o=-1,a=e.length,u=t;for(t===e&&(e=Bi(e)),n&&(u=v(t,R(n)));++o<a;)for(var c=0,s=e[o],l=n?n(s):s;(c=i(u,l,c,r))>-1;)u!==t&&Dl.call(u,c,1),Dl.call(t,c,1);return t}function ei(t,e){for(var n=t?e.length:0,r=n-1;n--;){var i=e[n];if(n==r||i!==o){var o=i;Fo(i)?Dl.call(t,i,1):yi(t,i)}}return t}function ni(t,e){return t+zl(Jl()*(e-t+1))}function ri(t,e,n,r){for(var i=-1,o=$l(Vl((e-t)/(n||1)),0),a=al(o);o--;)a[r?o:++i]=t,t+=n;return a}function ii(t,e){var n=\"\";if(!t||e<1||e>Rt)return n;do e%2&&(n+=t),e=zl(e/2),e&&(t+=t);while(e);return n}function oi(t,e){return Rf(Zo(t,e,Ds),t+\"\")}function ai(t){return Sn(rs(t))}function ui(t,e){var n=rs(t);return na(n,jn(e,0,n.length))}function ci(t,e,n,r){if(!cc(t))return t;e=Ei(e,t);for(var i=-1,o=e.length,a=o-1,u=t;null!=u&&++i<o;){var c=ra(e[i]),s=n;if(i!=a){var l=u[c];s=r?r(l,c,u):it,s===it&&(s=cc(l)?l:Fo(e[i+1])?[]:{})}On(u,c,s),u=u[c]}return t}function si(t){return na(rs(t))}function li(t,e,n){var r=-1,i=t.length;e<0&&(e=-e>i?0:i+e),n=n>i?i:n,n<0&&(n+=i),i=e>n?0:n-e>>>0,e>>>=0;for(var o=al(i);++r<i;)o[r]=t[r+e];return o}function fi(t,e){var n;return _f(t,function(t,r,i){return n=e(t,r,i),!n}),!!n}function pi(t,e,n){var r=0,i=null==t?r:t.length;if(\"number\"==typeof e&&e===e&&i<=Bt){for(;r<i;){var o=r+i>>>1,a=t[o];null!==a&&!bc(a)&&(n?a<=e:a<e)?r=o+1:i=o}return i}return hi(t,e,Ds,n)}function hi(t,e,n,r){e=n(e);for(var i=0,o=null==t?0:t.length,a=e!==e,u=null===e,c=bc(e),s=e===it;i<o;){var l=zl((i+o)/2),f=n(t[l]),p=f!==it,h=null===f,d=f===f,v=bc(f);if(a)var g=r||d;else g=s?d&&(r||p):u?d&&p&&(r||!h):c?d&&p&&!h&&(r||!v):!h&&!v&&(r?f<=e:f<e);g?i=l+1:o=l}return Xl(o,jt)}function di(t,e){for(var n=-1,r=t.length,i=0,o=[];++n<r;){var a=t[n],u=e?e(a):a;if(!n||!$u(u,c)){var c=u;o[i++]=0===a?0:a}}return o}function vi(t){return\"number\"==typeof t?t:bc(t)?Ut:+t}function gi(t){if(\"string\"==typeof t)return t;if(xp(t))return v(t,gi)+\"\";if(bc(t))return mf?mf.call(t):\"\";var e=t+\"\";return\"0\"==e&&1/t==-Dt?\"-0\":e}function mi(t,e,n){var r=-1,i=h,o=t.length,a=!0,u=[],c=u;if(n)a=!1,i=d;else if(o>=at){var s=e?null:Tf(t);if(s)return $(s);a=!1,i=U,c=new yn}else c=e?[]:u;t:for(;++r<o;){var l=t[r],f=e?e(l):l;if(l=n||0!==l?l:0,a&&f===f){for(var p=c.length;p--;)if(c[p]===f)continue t;e&&c.push(f),u.push(l)}else i(c,f,n)||(c!==u&&c.push(f),u.push(l))}return u}function yi(t,e){return e=Ei(e,t),t=Qo(t,e),null==t||delete t[ra(ka(e))]}function _i(t,e,n,r){return ci(t,e,n(cr(t,e)),r)}function bi(t,e,n,r){for(var i=t.length,o=r?i:-1;(r?o--:++o<i)&&e(t[o],o,t););return n?li(t,r?0:o,r?o+1:i):li(t,r?o+1:0,r?i:o)}function xi(t,e){var n=t;return n instanceof b&&(n=n.value()),m(e,function(t,e){return e.func.apply(e.thisArg,g([t],e.args))},n)}function wi(t,e,n){var r=t.length;if(r<2)return r?mi(t[0]):[];for(var i=-1,o=al(r);++i<r;)for(var a=t[i],u=-1;++u<r;)u!=i&&(o[i]=Yn(o[i]||a,t[u],e,n));return mi(er(o,1),e,n)}function Ci(t,e,n){for(var r=-1,i=t.length,o=e.length,a={};++r<i;){var u=r<o?e[r]:it;n(a,t[r],u)}return a}function Mi(t){return Zu(t)?t:[]}function ki(t){return\"function\"==typeof t?t:Ds}function Ei(t,e){return xp(t)?t:Bo(t,e)?[t]:Lf(Ac(t))}function Ti(t,e,n){var r=t.length;return n=n===it?r:n,!e&&n>=r?t:li(t,e,n)}function Si(t,e){if(e)return t.slice();var n=t.length,r=Nl?Nl(n):new t.constructor(n);return t.copy(r),r}function Pi(t){var e=new t.constructor(t.byteLength);return new Pl(e).set(new Pl(t)),e}function Ni(t,e){var n=e?Pi(t.buffer):t.buffer;return new t.constructor(n,t.byteOffset,t.byteLength)}function Ai(t,e,n){var r=e?n(Y(t),pt):Y(t);return m(r,o,new t.constructor)}function Oi(t){var e=new t.constructor(t.source,Ye.exec(t));return e.lastIndex=t.lastIndex,e}function Ii(t,e,n){var r=e?n($(t),pt):$(t);return m(r,a,new t.constructor)}function Di(t){return gf?fl(gf.call(t)):{}}function Ri(t,e){var n=e?Pi(t.buffer):t.buffer;return new t.constructor(n,t.byteOffset,t.length)}function Li(t,e){if(t!==e){var n=t!==it,r=null===t,i=t===t,o=bc(t),a=e!==it,u=null===e,c=e===e,s=bc(e);if(!u&&!s&&!o&&t>e||o&&a&&c&&!u&&!s||r&&a&&c||!n&&c||!i)return 1;if(!r&&!o&&!s&&t<e||s&&n&&i&&!r&&!o||u&&n&&i||!a&&i||!c)return-1}return 0}function Ui(t,e,n){for(var r=-1,i=t.criteria,o=e.criteria,a=i.length,u=n.length;++r<a;){var c=Li(i[r],o[r]);if(c){if(r>=u)return c;var s=n[r];return c*(\"desc\"==s?-1:1)}}return t.index-e.index}function Fi(t,e,n,r){for(var i=-1,o=t.length,a=n.length,u=-1,c=e.length,s=$l(o-a,0),l=al(c+s),f=!r;++u<c;)l[u]=e[u];for(;++i<a;)(f||i<o)&&(l[n[i]]=t[i]);for(;s--;)l[u++]=t[i++];return l}function ji(t,e,n,r){for(var i=-1,o=t.length,a=-1,u=n.length,c=-1,s=e.length,l=$l(o-u,0),f=al(l+s),p=!r;++i<l;)f[i]=t[i];for(var h=i;++c<s;)f[h+c]=e[c];for(;++a<u;)(p||i<o)&&(f[h+n[a]]=t[i++]);return f}function Bi(t,e){var n=-1,r=t.length;for(e||(e=al(r));++n<r;)e[n]=t[n];return e}function Wi(t,e,n,r){var i=!n;n||(n={});for(var o=-1,a=e.length;++o<a;){var u=e[o],c=r?r(n[u],t[u],u,n,t):it;c===it&&(c=t[u]),i?Un(n,u,c):On(n,u,c)}return n}function Vi(t,e){return Wi(t,Pf(t),e)}function zi(t,e){return Wi(t,Nf(t),e)}function Hi(t,e){return function(n,r){var i=xp(n)?c:Dn,o=e?e():{};return i(n,t,ko(r,2),o)}}function qi(t){return oi(function(e,n){var r=-1,i=n.length,o=i>1?n[i-1]:it,a=i>2?n[2]:it;for(o=t.length>3&&\"function\"==typeof o?(i--,o):it,a&&jo(n[0],n[1],a)&&(o=i<3?it:o,i=1),e=fl(e);++r<i;){var u=n[r];u&&t(e,u,r,o)}return e})}function Yi(t,e){return function(n,r){if(null==n)return n;if(!Xu(n))return t(n,r);for(var i=n.length,o=e?i:-1,a=fl(n);(e?o--:++o<i)&&r(a[o],o,a)!==!1;);return n}}function Ki(t){return function(e,n,r){for(var i=-1,o=fl(e),a=r(e),u=a.length;u--;){var c=a[t?u:++i];if(n(o[c],c,o)===!1)break}return e}}function Gi(t,e,n){function r(){var e=this&&this!==ur&&this instanceof r?o:t;return e.apply(i?n:this,arguments)}var i=e&mt,o=Zi(t);return r}function $i(t){return function(e){e=Ac(e);var n=z(e)?tt(e):it,r=n?n[0]:e.charAt(0),i=n?Ti(n,1).join(\"\"):e.slice(1);return r[t]()+i}}function Xi(t){return function(e){return m(Ps(ss(e).replace(zn,\"\")),t,\"\")}}function Zi(t){return function(){var e=arguments;switch(e.length){case 0:return new t;case 1:return new t(e[0]);case 2:return new t(e[0],e[1]);case 3:return new t(e[0],e[1],e[2]);case 4:return new t(e[0],e[1],e[2],e[3]);case 5:return new t(e[0],e[1],e[2],e[3],e[4]);case 6:return new t(e[0],e[1],e[2],e[3],e[4],e[5]);case 7:return new t(e[0],e[1],e[2],e[3],e[4],e[5],e[6])}var n=yf(t.prototype),r=t.apply(n,e);return cc(r)?r:n}}function Qi(t,e,n){function r(){for(var o=arguments.length,a=al(o),c=o,s=Mo(r);c--;)a[c]=arguments[c];var l=o<3&&a[0]!==s&&a[o-1]!==s?[]:G(a,s);if(o-=l.length,o<n)return so(t,e,eo,r.placeholder,it,a,l,it,it,n-o);var f=this&&this!==ur&&this instanceof r?i:t;return u(f,this,a)}var i=Zi(t);return r}function Ji(t){return function(e,n,r){var i=fl(e);if(!Xu(e)){var o=ko(n,3);e=Hc(e),n=function(t){return o(i[t],t,i)}}var a=t(e,n,r);return a>-1?i[o?e[a]:a]:it}}function to(t){return bo(function(e){var n=e.length,r=n,o=i.prototype.thru;for(t&&e.reverse();r--;){var a=e[r];if(\"function\"!=typeof a)throw new dl(ct);if(o&&!u&&\"wrapper\"==Co(a))var u=new i([],!0)}for(r=u?r:n;++r<n;){a=e[r];var c=Co(a),s=\"wrapper\"==c?Sf(a):it;u=s&&Vo(s[0])&&s[1]==(Mt|bt|wt|kt)&&!s[4].length&&1==s[9]?u[Co(s[0])].apply(u,s[3]):1==a.length&&Vo(a)?u[c]():u.thru(a)}return function(){var t=arguments,r=t[0];if(u&&1==t.length&&xp(r))return u.plant(r).value();for(var i=0,o=n?e[i].apply(this,t):r;++i<n;)o=e[i].call(this,o);return o}})}function eo(t,e,n,r,i,o,a,u,c,s){function l(){for(var m=arguments.length,y=al(m),_=m;_--;)y[_]=arguments[_];if(d)var b=Mo(l),x=B(y,b);if(r&&(y=Fi(y,r,i,d)),o&&(y=ji(y,o,a,d)),m-=x,d&&m<s){var w=G(y,b);return so(t,e,eo,l.placeholder,n,y,w,u,c,s-m)}var C=p?n:this,M=h?C[t]:t;return m=y.length,u?y=Jo(y,u):v&&m>1&&y.reverse(),f&&c<m&&(y.length=c),this&&this!==ur&&this instanceof l&&(M=g||Zi(M)),M.apply(C,y)}var f=e&Mt,p=e&mt,h=e&yt,d=e&(bt|xt),v=e&Et,g=h?it:Zi(t);return l}function no(t,e){return function(n,r){return Tr(n,t,e(r),{})}}function ro(t,e){return function(n,r){var i;if(n===it&&r===it)return e;if(n!==it&&(i=n),r!==it){if(i===it)return r;\"string\"==typeof n||\"string\"==typeof r?(n=gi(n),r=gi(r)):(n=vi(n),r=vi(r)),i=t(n,r)}return i}}function io(t){return bo(function(e){return e=v(e,R(ko())),oi(function(n){var r=this;return t(e,function(t){return u(t,r,n)})})})}function oo(t,e){e=e===it?\" \":gi(e);var n=e.length;if(n<2)return n?ii(e,t):e;var r=ii(e,Vl(t/J(e)));return z(e)?Ti(tt(r),0,t).join(\"\"):r.slice(0,t)}function ao(t,e,n,r){function i(){for(var e=-1,c=arguments.length,s=-1,l=r.length,f=al(l+c),p=this&&this!==ur&&this instanceof i?a:t;++s<l;)f[s]=r[s];for(;c--;)f[s++]=arguments[++e];return u(p,o?n:this,f)}var o=e&mt,a=Zi(t);return i}function uo(t){return function(e,n,r){return r&&\"number\"!=typeof r&&jo(e,n,r)&&(n=r=it),e=kc(e),n===it?(n=e,e=0):n=kc(n),r=r===it?e<n?1:-1:kc(r),ri(e,n,r,t)}}function co(t){return function(e,n){return\"string\"==typeof e&&\"string\"==typeof n||(e=Sc(e),n=Sc(n)),t(e,n)}}function so(t,e,n,r,i,o,a,u,c,s){var l=e&bt,f=l?a:it,p=l?it:a,h=l?o:it,d=l?it:o;e|=l?wt:Ct,e&=~(l?Ct:wt),e&_t||(e&=~(mt|yt));var v=[t,e,i,h,f,d,p,u,c,s],g=n.apply(it,v);return Vo(t)&&If(g,v),g.placeholder=r,ta(g,t,e)}function lo(t){var e=ll[t];return function(t,n){if(t=Sc(t),n=null==n?0:Xl(Ec(n),292)){var r=(Ac(t)+\"e\").split(\"e\"),i=e(r[0]+\"e\"+(+r[1]+n));return r=(Ac(i)+\"e\").split(\"e\"),+(r[0]+\"e\"+(+r[1]-n))}return e(t)}}function fo(t){return function(e){var n=Af(e);return n==Zt?Y(e):n==ie?X(e):D(e,t(e))}}function po(t,e,n,r,i,o,a,u){var c=e&yt;if(!c&&\"function\"!=typeof t)throw new dl(ct);var s=r?r.length:0;if(s||(e&=~(wt|Ct),r=i=it),a=a===it?a:$l(Ec(a),0),u=u===it?u:Ec(u),s-=i?i.length:0,e&Ct){var l=r,f=i;r=i=it}var p=c?it:Sf(t),h=[t,e,n,r,i,l,f,o,a,u];if(p&&Go(h,p),t=h[0],e=h[1],n=h[2],r=h[3],i=h[4],u=h[9]=h[9]===it?c?0:t.length:$l(h[9]-s,0),!u&&e&(bt|xt)&&(e&=~(bt|xt)),e&&e!=mt)d=e==bt||e==xt?Qi(t,e,u):e!=wt&&e!=(mt|wt)||i.length?eo.apply(it,h):ao(t,e,n,r);else var d=Gi(t,e,n);var v=p?Cf:If;return ta(v(d,h),t,e)}function ho(t,e,n,r){return t===it||$u(t,ml[n])&&!bl.call(r,n)?e:t}function vo(t,e,n,r,i,o){return cc(t)&&cc(e)&&(o.set(e,t),Kr(t,e,it,vo,o),o.delete(e)),t}function go(t){return mc(t)?it:t}function mo(t,e,n,r,i,o){var a=n&vt,u=t.length,c=e.length;if(u!=c&&!(a&&c>u))return!1;var s=o.get(t);if(s&&o.get(e))return s==e;var l=-1,f=!0,p=n&gt?new yn:it;for(o.set(t,e),o.set(e,t);++l<u;){var h=t[l],d=e[l];if(r)var v=a?r(d,h,l,e,t,o):r(h,d,l,t,e,o);if(v!==it){if(v)continue;f=!1;break}if(p){if(!_(e,function(t,e){if(!U(p,e)&&(h===t||i(h,t,n,r,o)))return p.push(e)})){f=!1;break}}else if(h!==d&&!i(h,d,n,r,o)){f=!1;break}}return o.delete(t),o.delete(e),f}function yo(t,e,n,r,i,o,a){switch(n){case fe:if(t.byteLength!=e.byteLength||t.byteOffset!=e.byteOffset)return!1;t=t.buffer,e=e.buffer;case le:return!(t.byteLength!=e.byteLength||!o(new Pl(t),new Pl(e)));case qt:case Yt:case Qt:return $u(+t,+e);case Gt:return t.name==e.name&&t.message==e.message;case re:case oe:return t==e+\"\";case Zt:var u=Y;case ie:var c=r&vt;if(u||(u=$),t.size!=e.size&&!c)return!1;var s=a.get(t);if(s)return s==e;r|=gt,a.set(t,e);var l=mo(u(t),u(e),r,i,o,a);return a.delete(t),l;case ae:if(gf)return gf.call(t)==gf.call(e)}return!1}function _o(t,e,n,r,i,o){var a=n&vt,u=xo(t),c=u.length,s=xo(e),l=s.length;if(c!=l&&!a)return!1;for(var f=c;f--;){var p=u[f];if(!(a?p in e:bl.call(e,p)))return!1}var h=o.get(t);if(h&&o.get(e))return h==e;var d=!0;o.set(t,e),o.set(e,t);for(var v=a;++f<c;){p=u[f];var g=t[p],m=e[p];if(r)var y=a?r(m,g,p,e,t,o):r(g,m,p,t,e,o);if(!(y===it?g===m||i(g,m,n,r,o):y)){d=!1;break}v||(v=\"constructor\"==p)}if(d&&!v){var _=t.constructor,b=e.constructor;_!=b&&\"constructor\"in t&&\"constructor\"in e&&!(\"function\"==typeof _&&_ instanceof _&&\"function\"==typeof b&&b instanceof b)&&(d=!1)}return o.delete(t),o.delete(e),d}function bo(t){return Rf(Zo(t,it,ma),t+\"\")}function xo(t){return sr(t,Hc,Pf)}function wo(t){return sr(t,qc,Nf)}function Co(t){for(var e=t.name+\"\",n=sf[e],r=bl.call(sf,e)?n.length:0;r--;){var i=n[r],o=i.func;if(null==o||o==t)return i.name}return e}function Mo(t){var e=bl.call(n,\"placeholder\")?n:t;return e.placeholder}function ko(){var t=n.iteratee||Rs;return t=t===Rs?Br:t,arguments.length?t(arguments[0],arguments[1]):t}function Eo(t,e){var n=t.__data__;return Wo(e)?n[\"string\"==typeof e?\"string\":\"hash\"]:n.map}function To(t){for(var e=Hc(t),n=e.length;n--;){var r=e[n],i=t[r];e[n]=[r,i,qo(i)]}return e}function So(t,e){var n=V(t,e);return Lr(n)?n:it}function Po(t){var e=bl.call(t,Ul),n=t[Ul];try{t[Ul]=it;var r=!0}catch(t){}var i=Cl.call(t);return r&&(e?t[Ul]=n:delete t[Ul]),i}function No(t,e,n){for(var r=-1,i=n.length;++r<i;){var o=n[r],a=o.size;switch(o.type){case\"drop\":t+=a;break;case\"dropRight\":e-=a;break;case\"take\":e=Xl(e,t+a);break;case\"takeRight\":t=$l(t,e-a)}}return{start:t,end:e}}function Ao(t){var e=t.match(We);return e?e[1].split(Ve):[]}function Oo(t,e,n){e=Ei(e,t);for(var r=-1,i=e.length,o=!1;++r<i;){var a=ra(e[r]);if(!(o=null!=t&&n(t,a)))break;t=t[a]}return o||++r!=i?o:(i=null==t?0:t.length,!!i&&uc(i)&&Fo(a,i)&&(xp(t)||bp(t)))}function Io(t){var e=t.length,n=t.constructor(e);return e&&\"string\"==typeof t[0]&&bl.call(t,\"index\")&&(n.index=t.index,n.input=t.input),n}function Do(t){return\"function\"!=typeof t.constructor||Ho(t)?{}:yf(Al(t))}function Ro(t,e,n,r){var i=t.constructor;switch(e){case le:return Pi(t);case qt:case Yt:return new i(+t);case fe:return Ni(t,r);case pe:case he:case de:case ve:case ge:case me:case ye:case _e:case be:return Ri(t,r);case Zt:return Ai(t,r,n);case Qt:case oe:return new i(t);case re:return Oi(t);case ie:return Ii(t,r,n);case ae:return Di(t)}}function Lo(t,e){var n=e.length;if(!n)return t;var r=n-1;return e[r]=(n>1?\"& \":\"\")+e[r],e=e.join(n>2?\", \":\" \"),t.replace(Be,\"{\\n/* [wrapped with \"+e+\"] */\\n\")}function Uo(t){return xp(t)||bp(t)||!!(Rl&&t&&t[Rl])}function Fo(t,e){return e=null==e?Rt:e,!!e&&(\"number\"==typeof t||Ze.test(t))&&t>-1&&t%1==0&&t<e}function jo(t,e,n){if(!cc(n))return!1;var r=typeof e;return!!(\"number\"==r?Xu(n)&&Fo(e,n.length):\"string\"==r&&e in n)&&$u(n[e],t)}function Bo(t,e){if(xp(t))return!1;var n=typeof t;return!(\"number\"!=n&&\"symbol\"!=n&&\"boolean\"!=n&&null!=t&&!bc(t))||(Oe.test(t)||!Ae.test(t)||null!=e&&t in fl(e))}function Wo(t){var e=typeof t;return\"string\"==e||\"number\"==e||\"symbol\"==e||\"boolean\"==e?\"__proto__\"!==t:null===t}function Vo(t){var e=Co(t),r=n[e];if(\"function\"!=typeof r||!(e in b.prototype))return!1;if(t===r)return!0;var i=Sf(r);return!!i&&t===i[0]}function zo(t){return!!wl&&wl in t}function Ho(t){var e=t&&t.constructor,n=\"function\"==typeof e&&e.prototype||ml;return t===n}function qo(t){return t===t&&!cc(t)}function Yo(t,e){return function(n){return null!=n&&(n[t]===e&&(e!==it||t in fl(n)))}}function Ko(t){var e=Ru(t,function(t){return n.size===lt&&n.clear(),t}),n=e.cache;return e}function Go(t,e){var n=t[1],r=e[1],i=n|r,o=i<(mt|yt|Mt),a=r==Mt&&n==bt||r==Mt&&n==kt&&t[7].length<=e[8]||r==(Mt|kt)&&e[7].length<=e[8]&&n==bt;if(!o&&!a)return t;r&mt&&(t[2]=e[2],i|=n&mt?0:_t);var u=e[3];if(u){var c=t[3];t[3]=c?Fi(c,u,e[4]):u,t[4]=c?G(t[3],ft):e[4]}return u=e[5],u&&(c=t[5],t[5]=c?ji(c,u,e[6]):u,t[6]=c?G(t[5],ft):e[6]),u=e[7],u&&(t[7]=u),r&Mt&&(t[8]=null==t[8]?e[8]:Xl(t[8],e[8])),null==t[9]&&(t[9]=e[9]),t[0]=e[0],t[1]=i,t}function $o(t){var e=[];if(null!=t)for(var n in fl(t))e.push(n);return e}function Xo(t){return Cl.call(t)}function Zo(t,e,n){return e=$l(e===it?t.length-1:e,0),function(){for(var r=arguments,i=-1,o=$l(r.length-e,0),a=al(o);++i<o;)a[i]=r[e+i];i=-1;for(var c=al(e+1);++i<e;)c[i]=r[i];return c[e]=n(a),u(t,this,c)}}function Qo(t,e){return e.length<2?t:cr(t,li(e,0,-1))}function Jo(t,e){for(var n=t.length,r=Xl(e.length,n),i=Bi(t);r--;){var o=e[r];t[r]=Fo(o,n)?i[o]:it}return t}function ta(t,e,n){var r=e+\"\";return Rf(t,Lo(r,oa(Ao(r),n)))}function ea(t){var e=0,n=0;return function(){var r=Zl(),i=Nt-(r-n);if(n=r,i>0){if(++e>=Pt)return arguments[0]}else e=0;return t.apply(it,arguments)}}function na(t,e){var n=-1,r=t.length,i=r-1;for(e=e===it?r:e;++n<e;){var o=ni(n,i),a=t[o];t[o]=t[n],t[n]=a}return t.length=e,t}function ra(t){if(\"string\"==typeof t||bc(t))return t;var e=t+\"\";return\"0\"==e&&1/t==-Dt?\"-0\":e}function ia(t){if(null!=t){try{return _l.call(t)}catch(t){}try{return t+\"\"}catch(t){}}return\"\"}function oa(t,e){return s(Wt,function(n){var r=\"_.\"+n[0];e&n[1]&&!h(t,r)&&t.push(r)}),t.sort()}function aa(t){if(t instanceof b)return t.clone();var e=new i(t.__wrapped__,t.__chain__);return e.__actions__=Bi(t.__actions__),e.__index__=t.__index__,e.__values__=t.__values__,e}function ua(t,e,n){e=(n?jo(t,e,n):e===it)?1:$l(Ec(e),0);var r=null==t?0:t.length;if(!r||e<1)return[];for(var i=0,o=0,a=al(Vl(r/e));i<r;)a[o++]=li(t,i,i+=e);return a}function ca(t){for(var e=-1,n=null==t?0:t.length,r=0,i=[];++e<n;){var o=t[e];o&&(i[r++]=o)}return i}function sa(){var t=arguments.length;if(!t)return[];for(var e=al(t-1),n=arguments[0],r=t;r--;)e[r-1]=arguments[r];return g(xp(n)?Bi(n):[n],er(e,1))}function la(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),li(t,e<0?0:e,r)):[]}function fa(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),e=r-e,li(t,0,e<0?0:e)):[]}function pa(t,e){return t&&t.length?bi(t,ko(e,3),!0,!0):[]}function ha(t,e){return t&&t.length?bi(t,ko(e,3),!0):[]}function da(t,e,n,r){var i=null==t?0:t.length;return i?(n&&\"number\"!=typeof n&&jo(t,e,n)&&(n=0,r=i),Jn(t,e,n,r)):[]}function va(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=null==n?0:Ec(n);return i<0&&(i=$l(r+i,0)),C(t,ko(e,3),i)}function ga(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=r-1;return n!==it&&(i=Ec(n),i=n<0?$l(r+i,0):Xl(i,r-1)),C(t,ko(e,3),i,!0)}function ma(t){var e=null==t?0:t.length;return e?er(t,1):[]}function ya(t){var e=null==t?0:t.length;return e?er(t,Dt):[]}function _a(t,e){var n=null==t?0:t.length;return n?(e=e===it?1:Ec(e),er(t,e)):[]}function ba(t){for(var e=-1,n=null==t?0:t.length,r={};++e<n;){var i=t[e];r[i[0]]=i[1]}return r}function xa(t){return t&&t.length?t[0]:it}function wa(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=null==n?0:Ec(n);return i<0&&(i=$l(r+i,0)),M(t,e,i)}function Ca(t){var e=null==t?0:t.length;return e?li(t,0,-1):[]}function Ma(t,e){return null==t?\"\":Kl.call(t,e)}function ka(t){var e=null==t?0:t.length;return e?t[e-1]:it}function Ea(t,e,n){var r=null==t?0:t.length;if(!r)return-1;var i=r;return n!==it&&(i=Ec(n),i=i<0?$l(r+i,0):Xl(i,r-1)),e===e?Q(t,e,i):C(t,E,i,!0)}function Ta(t,e){return t&&t.length?$r(t,Ec(e)):it}function Sa(t,e){return t&&t.length&&e&&e.length?ti(t,e):t}function Pa(t,e,n){return t&&t.length&&e&&e.length?ti(t,e,ko(n,2)):t}function Na(t,e,n){return t&&t.length&&e&&e.length?ti(t,e,it,n):t}function Aa(t,e){var n=[];if(!t||!t.length)return n;var r=-1,i=[],o=t.length;for(e=ko(e,3);++r<o;){var a=t[r];e(a,r,t)&&(n.push(a),i.push(r))}return ei(t,i),n}function Oa(t){return null==t?t:tf.call(t)}function Ia(t,e,n){var r=null==t?0:t.length;return r?(n&&\"number\"!=typeof n&&jo(t,e,n)?(e=0,n=r):(e=null==e?0:Ec(e),n=n===it?r:Ec(n)),li(t,e,n)):[]}function Da(t,e){return pi(t,e)}function Ra(t,e,n){return hi(t,e,ko(n,2))}function La(t,e){var n=null==t?0:t.length;if(n){var r=pi(t,e);if(r<n&&$u(t[r],e))return r}return-1}function Ua(t,e){return pi(t,e,!0)}function Fa(t,e,n){return hi(t,e,ko(n,2),!0)}function ja(t,e){var n=null==t?0:t.length;if(n){var r=pi(t,e,!0)-1;if($u(t[r],e))return r}return-1}function Ba(t){return t&&t.length?di(t):[]}function Wa(t,e){return t&&t.length?di(t,ko(e,2)):[]}function Va(t){var e=null==t?0:t.length;return e?li(t,1,e):[]}function za(t,e,n){return t&&t.length?(e=n||e===it?1:Ec(e),li(t,0,e<0?0:e)):[]}function Ha(t,e,n){var r=null==t?0:t.length;return r?(e=n||e===it?1:Ec(e),e=r-e,li(t,e<0?0:e,r)):[]}function qa(t,e){return t&&t.length?bi(t,ko(e,3),!1,!0):[]}function Ya(t,e){return t&&t.length?bi(t,ko(e,3)):[]}function Ka(t){return t&&t.length?mi(t):[]}function Ga(t,e){return t&&t.length?mi(t,ko(e,2)):[]}function $a(t,e){return e=\"function\"==typeof e?e:it,t&&t.length?mi(t,it,e):[]}function Xa(t){if(!t||!t.length)return[];var e=0;return t=p(t,function(t){if(Zu(t))return e=$l(t.length,e),!0}),I(e,function(e){return v(t,S(e))})}function Za(t,e){if(!t||!t.length)return[];var n=Xa(t);return null==e?n:v(n,function(t){return u(e,it,t)})}function Qa(t,e){return Ci(t||[],e||[],On)}function Ja(t,e){return Ci(t||[],e||[],ci)}function tu(t){var e=n(t);return e.__chain__=!0,e}function eu(t,e){return e(t),t}function nu(t,e){return e(t)}function ru(){return tu(this)}function iu(){return new i(this.value(),this.__chain__)}function ou(){this.__values__===it&&(this.__values__=Mc(this.value()));var t=this.__index__>=this.__values__.length,e=t?it:this.__values__[this.__index__++];return{done:t,value:e}}function au(){return this}function uu(t){for(var e,n=this;n instanceof r;){var i=aa(n);i.__index__=0,i.__values__=it,e?o.__wrapped__=i:e=i;var o=i;n=n.__wrapped__}return o.__wrapped__=t,e}function cu(){var t=this.__wrapped__;if(t instanceof b){var e=t;return this.__actions__.length&&(e=new b(this)),e=e.reverse(),e.__actions__.push({func:nu,args:[Oa],thisArg:it}),new i(e,this.__chain__)}return this.thru(Oa)}function su(){return xi(this.__wrapped__,this.__actions__)}function lu(t,e,n){\n",
       "var r=xp(t)?f:Kn;return n&&jo(t,e,n)&&(e=it),r(t,ko(e,3))}function fu(t,e){var n=xp(t)?p:tr;return n(t,ko(e,3))}function pu(t,e){return er(yu(t,e),1)}function hu(t,e){return er(yu(t,e),Dt)}function du(t,e,n){return n=n===it?1:Ec(n),er(yu(t,e),n)}function vu(t,e){var n=xp(t)?s:_f;return n(t,ko(e,3))}function gu(t,e){var n=xp(t)?l:bf;return n(t,ko(e,3))}function mu(t,e,n,r){t=Xu(t)?t:rs(t),n=n&&!r?Ec(n):0;var i=t.length;return n<0&&(n=$l(i+n,0)),_c(t)?n<=i&&t.indexOf(e,n)>-1:!!i&&M(t,e,n)>-1}function yu(t,e){var n=xp(t)?v:Hr;return n(t,ko(e,3))}function _u(t,e,n,r){return null==t?[]:(xp(e)||(e=null==e?[]:[e]),n=r?it:n,xp(n)||(n=null==n?[]:[n]),Xr(t,e,n))}function bu(t,e,n){var r=xp(t)?m:N,i=arguments.length<3;return r(t,ko(e,4),n,i,_f)}function xu(t,e,n){var r=xp(t)?y:N,i=arguments.length<3;return r(t,ko(e,4),n,i,bf)}function wu(t,e){var n=xp(t)?p:tr;return n(t,Lu(ko(e,3)))}function Cu(t){var e=xp(t)?Sn:ai;return e(t)}function Mu(t,e,n){e=(n?jo(t,e,n):e===it)?1:Ec(e);var r=xp(t)?Pn:ui;return r(t,e)}function ku(t){var e=xp(t)?Nn:si;return e(t)}function Eu(t){if(null==t)return 0;if(Xu(t))return _c(t)?J(t):t.length;var e=Af(t);return e==Zt||e==ie?t.size:Wr(t).length}function Tu(t,e,n){var r=xp(t)?_:fi;return n&&jo(t,e,n)&&(e=it),r(t,ko(e,3))}function Su(t,e){if(\"function\"!=typeof e)throw new dl(ct);return t=Ec(t),function(){if(--t<1)return e.apply(this,arguments)}}function Pu(t,e,n){return e=n?it:e,e=t&&null==e?t.length:e,po(t,Mt,it,it,it,it,e)}function Nu(t,e){var n;if(\"function\"!=typeof e)throw new dl(ct);return t=Ec(t),function(){return--t>0&&(n=e.apply(this,arguments)),t<=1&&(e=it),n}}function Au(t,e,n){e=n?it:e;var r=po(t,bt,it,it,it,it,it,e);return r.placeholder=Au.placeholder,r}function Ou(t,e,n){e=n?it:e;var r=po(t,xt,it,it,it,it,it,e);return r.placeholder=Ou.placeholder,r}function Iu(t,e,n){function r(e){var n=p,r=h;return p=h=it,y=e,v=t.apply(r,n)}function i(t){return y=t,g=Df(u,e),_?r(t):v}function o(t){var n=t-m,r=t-y,i=e-n;return b?Xl(i,d-r):i}function a(t){var n=t-m,r=t-y;return m===it||n>=e||n<0||b&&r>=d}function u(){var t=sp();return a(t)?c(t):void(g=Df(u,o(t)))}function c(t){return g=it,x&&p?r(t):(p=h=it,v)}function s(){g!==it&&Ef(g),y=0,p=m=h=g=it}function l(){return g===it?v:c(sp())}function f(){var t=sp(),n=a(t);if(p=arguments,h=this,m=t,n){if(g===it)return i(m);if(b)return g=Df(u,e),r(m)}return g===it&&(g=Df(u,e)),v}var p,h,d,v,g,m,y=0,_=!1,b=!1,x=!0;if(\"function\"!=typeof t)throw new dl(ct);return e=Sc(e)||0,cc(n)&&(_=!!n.leading,b=\"maxWait\"in n,d=b?$l(Sc(n.maxWait)||0,e):d,x=\"trailing\"in n?!!n.trailing:x),f.cancel=s,f.flush=l,f}function Du(t){return po(t,Et)}function Ru(t,e){if(\"function\"!=typeof t||null!=e&&\"function\"!=typeof e)throw new dl(ct);var n=function(){var r=arguments,i=e?e.apply(this,r):r[0],o=n.cache;if(o.has(i))return o.get(i);var a=t.apply(this,r);return n.cache=o.set(i,a)||o,a};return n.cache=new(Ru.Cache||pn),n}function Lu(t){if(\"function\"!=typeof t)throw new dl(ct);return function(){var e=arguments;switch(e.length){case 0:return!t.call(this);case 1:return!t.call(this,e[0]);case 2:return!t.call(this,e[0],e[1]);case 3:return!t.call(this,e[0],e[1],e[2])}return!t.apply(this,e)}}function Uu(t){return Nu(2,t)}function Fu(t,e){if(\"function\"!=typeof t)throw new dl(ct);return e=e===it?e:Ec(e),oi(t,e)}function ju(t,e){if(\"function\"!=typeof t)throw new dl(ct);return e=null==e?0:$l(Ec(e),0),oi(function(n){var r=n[e],i=Ti(n,0,e);return r&&g(i,r),u(t,this,i)})}function Bu(t,e,n){var r=!0,i=!0;if(\"function\"!=typeof t)throw new dl(ct);return cc(n)&&(r=\"leading\"in n?!!n.leading:r,i=\"trailing\"in n?!!n.trailing:i),Iu(t,e,{leading:r,maxWait:e,trailing:i})}function Wu(t){return Pu(t,1)}function Vu(t,e){return vp(ki(e),t)}function zu(){if(!arguments.length)return[];var t=arguments[0];return xp(t)?t:[t]}function Hu(t){return Bn(t,dt)}function qu(t,e){return e=\"function\"==typeof e?e:it,Bn(t,dt,e)}function Yu(t){return Bn(t,pt|dt)}function Ku(t,e){return e=\"function\"==typeof e?e:it,Bn(t,pt|dt,e)}function Gu(t,e){return null==e||Vn(t,e,Hc(e))}function $u(t,e){return t===e||t!==t&&e!==e}function Xu(t){return null!=t&&uc(t.length)&&!oc(t)}function Zu(t){return sc(t)&&Xu(t)}function Qu(t){return t===!0||t===!1||sc(t)&&fr(t)==qt}function Ju(t){return sc(t)&&1===t.nodeType&&!mc(t)}function tc(t){if(null==t)return!0;if(Xu(t)&&(xp(t)||\"string\"==typeof t||\"function\"==typeof t.splice||Cp(t)||Sp(t)||bp(t)))return!t.length;var e=Af(t);if(e==Zt||e==ie)return!t.size;if(Ho(t))return!Wr(t).length;for(var n in t)if(bl.call(t,n))return!1;return!0}function ec(t,e){return Or(t,e)}function nc(t,e,n){n=\"function\"==typeof n?n:it;var r=n?n(t,e):it;return r===it?Or(t,e,it,n):!!r}function rc(t){if(!sc(t))return!1;var e=fr(t);return e==Gt||e==Kt||\"string\"==typeof t.message&&\"string\"==typeof t.name&&!mc(t)}function ic(t){return\"number\"==typeof t&&Yl(t)}function oc(t){if(!cc(t))return!1;var e=fr(t);return e==$t||e==Xt||e==Ht||e==ne}function ac(t){return\"number\"==typeof t&&t==Ec(t)}function uc(t){return\"number\"==typeof t&&t>-1&&t%1==0&&t<=Rt}function cc(t){var e=typeof t;return null!=t&&(\"object\"==e||\"function\"==e)}function sc(t){return null!=t&&\"object\"==typeof t}function lc(t,e){return t===e||Rr(t,e,To(e))}function fc(t,e,n){return n=\"function\"==typeof n?n:it,Rr(t,e,To(e),n)}function pc(t){return gc(t)&&t!=+t}function hc(t){if(Of(t))throw new cl(ut);return Lr(t)}function dc(t){return null===t}function vc(t){return null==t}function gc(t){return\"number\"==typeof t||sc(t)&&fr(t)==Qt}function mc(t){if(!sc(t)||fr(t)!=te)return!1;var e=Al(t);if(null===e)return!0;var n=bl.call(e,\"constructor\")&&e.constructor;return\"function\"==typeof n&&n instanceof n&&_l.call(n)==Ml}function yc(t){return ac(t)&&t>=-Rt&&t<=Rt}function _c(t){return\"string\"==typeof t||!xp(t)&&sc(t)&&fr(t)==oe}function bc(t){return\"symbol\"==typeof t||sc(t)&&fr(t)==ae}function xc(t){return t===it}function wc(t){return sc(t)&&Af(t)==ce}function Cc(t){return sc(t)&&fr(t)==se}function Mc(t){if(!t)return[];if(Xu(t))return _c(t)?tt(t):Bi(t);if(Ll&&t[Ll])return q(t[Ll]());var e=Af(t),n=e==Zt?Y:e==ie?$:rs;return n(t)}function kc(t){if(!t)return 0===t?t:0;if(t=Sc(t),t===Dt||t===-Dt){var e=t<0?-1:1;return e*Lt}return t===t?t:0}function Ec(t){var e=kc(t),n=e%1;return e===e?n?e-n:e:0}function Tc(t){return t?jn(Ec(t),0,Ft):0}function Sc(t){if(\"number\"==typeof t)return t;if(bc(t))return Ut;if(cc(t)){var e=\"function\"==typeof t.valueOf?t.valueOf():t;t=cc(e)?e+\"\":e}if(\"string\"!=typeof t)return 0===t?t:+t;t=t.replace(Ue,\"\");var n=Ge.test(t);return n||Xe.test(t)?ir(t.slice(2),n?2:8):Ke.test(t)?Ut:+t}function Pc(t){return Wi(t,qc(t))}function Nc(t){return t?jn(Ec(t),-Rt,Rt):0===t?t:0}function Ac(t){return null==t?\"\":gi(t)}function Oc(t,e){var n=yf(t);return null==e?n:Rn(n,e)}function Ic(t,e){return w(t,ko(e,3),nr)}function Dc(t,e){return w(t,ko(e,3),or)}function Rc(t,e){return null==t?t:xf(t,ko(e,3),qc)}function Lc(t,e){return null==t?t:wf(t,ko(e,3),qc)}function Uc(t,e){return t&&nr(t,ko(e,3))}function Fc(t,e){return t&&or(t,ko(e,3))}function jc(t){return null==t?[]:ar(t,Hc(t))}function Bc(t){return null==t?[]:ar(t,qc(t))}function Wc(t,e,n){var r=null==t?it:cr(t,e);return r===it?n:r}function Vc(t,e){return null!=t&&Oo(t,e,_r)}function zc(t,e){return null!=t&&Oo(t,e,Cr)}function Hc(t){return Xu(t)?Tn(t):Wr(t)}function qc(t){return Xu(t)?Tn(t,!0):Vr(t)}function Yc(t,e){var n={};return e=ko(e,3),nr(t,function(t,r,i){Un(n,e(t,r,i),t)}),n}function Kc(t,e){var n={};return e=ko(e,3),nr(t,function(t,r,i){Un(n,r,e(t,r,i))}),n}function Gc(t,e){return $c(t,Lu(ko(e)))}function $c(t,e){if(null==t)return{};var n=v(wo(t),function(t){return[t]});return e=ko(e),Qr(t,n,function(t,n){return e(t,n[0])})}function Xc(t,e,n){e=Ei(e,t);var r=-1,i=e.length;for(i||(i=1,t=it);++r<i;){var o=null==t?it:t[ra(e[r])];o===it&&(r=i,o=n),t=oc(o)?o.call(t):o}return t}function Zc(t,e,n){return null==t?t:ci(t,e,n)}function Qc(t,e,n,r){return r=\"function\"==typeof r?r:it,null==t?t:ci(t,e,n,r)}function Jc(t,e,n){var r=xp(t),i=r||Cp(t)||Sp(t);if(e=ko(e,4),null==n){var o=t&&t.constructor;n=i?r?new o:[]:cc(t)&&oc(o)?yf(Al(t)):{}}return(i?s:nr)(t,function(t,r,i){return e(n,t,r,i)}),n}function ts(t,e){return null==t||yi(t,e)}function es(t,e,n){return null==t?t:_i(t,e,ki(n))}function ns(t,e,n,r){return r=\"function\"==typeof r?r:it,null==t?t:_i(t,e,ki(n),r)}function rs(t){return null==t?[]:L(t,Hc(t))}function is(t){return null==t?[]:L(t,qc(t))}function os(t,e,n){return n===it&&(n=e,e=it),n!==it&&(n=Sc(n),n=n===n?n:0),e!==it&&(e=Sc(e),e=e===e?e:0),jn(Sc(t),e,n)}function as(t,e,n){return e=kc(e),n===it?(n=e,e=0):n=kc(n),t=Sc(t),kr(t,e,n)}function us(t,e,n){if(n&&\"boolean\"!=typeof n&&jo(t,e,n)&&(e=n=it),n===it&&(\"boolean\"==typeof e?(n=e,e=it):\"boolean\"==typeof t&&(n=t,t=it)),t===it&&e===it?(t=0,e=1):(t=kc(t),e===it?(e=t,t=0):e=kc(e)),t>e){var r=t;t=e,e=r}if(n||t%1||e%1){var i=Jl();return Xl(t+i*(e-t+rr(\"1e-\"+((i+\"\").length-1))),e)}return ni(t,e)}function cs(t){return th(Ac(t).toLowerCase())}function ss(t){return t=Ac(t),t&&t.replace(Qe,br).replace(Hn,\"\")}function ls(t,e,n){t=Ac(t),e=gi(e);var r=t.length;n=n===it?r:jn(Ec(n),0,r);var i=n;return n-=e.length,n>=0&&t.slice(n,i)==e}function fs(t){return t=Ac(t),t&&Te.test(t)?t.replace(ke,xr):t}function ps(t){return t=Ac(t),t&&Le.test(t)?t.replace(Re,\"\\\\$&\"):t}function hs(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;if(!e||r>=e)return t;var i=(e-r)/2;return oo(zl(i),n)+t+oo(Vl(i),n)}function ds(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;return e&&r<e?t+oo(e-r,n):t}function vs(t,e,n){t=Ac(t),e=Ec(e);var r=e?J(t):0;return e&&r<e?oo(e-r,n)+t:t}function gs(t,e,n){return n||null==e?e=0:e&&(e=+e),Ql(Ac(t).replace(Fe,\"\"),e||0)}function ms(t,e,n){return e=(n?jo(t,e,n):e===it)?1:Ec(e),ii(Ac(t),e)}function ys(){var t=arguments,e=Ac(t[0]);return t.length<3?e:e.replace(t[1],t[2])}function _s(t,e,n){return n&&\"number\"!=typeof n&&jo(t,e,n)&&(e=n=it),(n=n===it?Ft:n>>>0)?(t=Ac(t),t&&(\"string\"==typeof e||null!=e&&!Ep(e))&&(e=gi(e),!e&&z(t))?Ti(tt(t),0,n):t.split(e,n)):[]}function bs(t,e,n){return t=Ac(t),n=null==n?0:jn(Ec(n),0,t.length),e=gi(e),t.slice(n,n+e.length)==e}function xs(t,e,r){var i=n.templateSettings;r&&jo(t,e,r)&&(e=it),t=Ac(t),e=Ip({},e,i,ho);var o,a,u=Ip({},e.imports,i.imports,ho),c=Hc(u),s=L(u,c),l=0,f=e.interpolate||Je,p=\"__p += '\",h=pl((e.escape||Je).source+\"|\"+f.source+\"|\"+(f===Ne?qe:Je).source+\"|\"+(e.evaluate||Je).source+\"|$\",\"g\"),d=\"//# sourceURL=\"+(\"sourceURL\"in e?e.sourceURL:\"lodash.templateSources[\"+ ++Xn+\"]\")+\"\\n\";t.replace(h,function(e,n,r,i,u,c){return r||(r=i),p+=t.slice(l,c).replace(tn,W),n&&(o=!0,p+=\"' +\\n__e(\"+n+\") +\\n'\"),u&&(a=!0,p+=\"';\\n\"+u+\";\\n__p += '\"),r&&(p+=\"' +\\n((__t = (\"+r+\")) == null ? '' : __t) +\\n'\"),l=c+e.length,e}),p+=\"';\\n\";var v=e.variable;v||(p=\"with (obj) {\\n\"+p+\"\\n}\\n\"),p=(a?p.replace(xe,\"\"):p).replace(we,\"$1\").replace(Ce,\"$1;\"),p=\"function(\"+(v||\"obj\")+\") {\\n\"+(v?\"\":\"obj || (obj = {});\\n\")+\"var __t, __p = ''\"+(o?\", __e = _.escape\":\"\")+(a?\", __j = Array.prototype.join;\\nfunction print() { __p += __j.call(arguments, '') }\\n\":\";\\n\")+p+\"return __p\\n}\";var g=eh(function(){return sl(c,d+\"return \"+p).apply(it,s)});if(g.source=p,rc(g))throw g;return g}function ws(t){return Ac(t).toLowerCase()}function Cs(t){return Ac(t).toUpperCase()}function Ms(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(Ue,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=tt(e),o=F(r,i),a=j(r,i)+1;return Ti(r,o,a).join(\"\")}function ks(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(je,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=j(r,tt(e))+1;return Ti(r,0,i).join(\"\")}function Es(t,e,n){if(t=Ac(t),t&&(n||e===it))return t.replace(Fe,\"\");if(!t||!(e=gi(e)))return t;var r=tt(t),i=F(r,tt(e));return Ti(r,i).join(\"\")}function Ts(t,e){var n=Tt,r=St;if(cc(e)){var i=\"separator\"in e?e.separator:i;n=\"length\"in e?Ec(e.length):n,r=\"omission\"in e?gi(e.omission):r}t=Ac(t);var o=t.length;if(z(t)){var a=tt(t);o=a.length}if(n>=o)return t;var u=n-J(r);if(u<1)return r;var c=a?Ti(a,0,u).join(\"\"):t.slice(0,u);if(i===it)return c+r;if(a&&(u+=c.length-u),Ep(i)){if(t.slice(u).search(i)){var s,l=c;for(i.global||(i=pl(i.source,Ac(Ye.exec(i))+\"g\")),i.lastIndex=0;s=i.exec(l);)var f=s.index;c=c.slice(0,f===it?u:f)}}else if(t.indexOf(gi(i),u)!=u){var p=c.lastIndexOf(i);p>-1&&(c=c.slice(0,p))}return c+r}function Ss(t){return t=Ac(t),t&&Ee.test(t)?t.replace(Me,wr):t}function Ps(t,e,n){return t=Ac(t),e=n?it:e,e===it?H(t)?rt(t):x(t):t.match(e)||[]}function Ns(t){var e=null==t?0:t.length,n=ko();return t=e?v(t,function(t){if(\"function\"!=typeof t[1])throw new dl(ct);return[n(t[0]),t[1]]}):[],oi(function(n){for(var r=-1;++r<e;){var i=t[r];if(u(i[0],this,n))return u(i[1],this,n)}})}function As(t){return Wn(Bn(t,pt))}function Os(t){return function(){return t}}function Is(t,e){return null==t||t!==t?e:t}function Ds(t){return t}function Rs(t){return Br(\"function\"==typeof t?t:Bn(t,pt))}function Ls(t){return qr(Bn(t,pt))}function Us(t,e){return Yr(t,Bn(e,pt))}function Fs(t,e,n){var r=Hc(e),i=ar(e,r);null!=n||cc(e)&&(i.length||!r.length)||(n=e,e=t,t=this,i=ar(e,Hc(e)));var o=!(cc(n)&&\"chain\"in n&&!n.chain),a=oc(t);return s(i,function(n){var r=e[n];t[n]=r,a&&(t.prototype[n]=function(){var e=this.__chain__;if(o||e){var n=t(this.__wrapped__),i=n.__actions__=Bi(this.__actions__);return i.push({func:r,args:arguments,thisArg:t}),n.__chain__=e,n}return r.apply(t,g([this.value()],arguments))})}),t}function js(){return ur._===this&&(ur._=kl),this}function Bs(){}function Ws(t){return t=Ec(t),oi(function(e){return $r(e,t)})}function Vs(t){return Bo(t)?S(ra(t)):Jr(t)}function zs(t){return function(e){return null==t?it:cr(t,e)}}function Hs(){return[]}function qs(){return!1}function Ys(){return{}}function Ks(){return\"\"}function Gs(){return!0}function $s(t,e){if(t=Ec(t),t<1||t>Rt)return[];var n=Ft,r=Xl(t,Ft);e=ko(e),t-=Ft;for(var i=I(r,e);++n<t;)e(n);return i}function Xs(t){return xp(t)?v(t,ra):bc(t)?[t]:Bi(Lf(Ac(t)))}function Zs(t){var e=++xl;return Ac(t)+e}function Qs(t){return t&&t.length?Gn(t,Ds,pr):it}function Js(t,e){return t&&t.length?Gn(t,ko(e,2),pr):it}function tl(t){return T(t,Ds)}function el(t,e){return T(t,ko(e,2))}function nl(t){return t&&t.length?Gn(t,Ds,zr):it}function rl(t,e){return t&&t.length?Gn(t,ko(e,2),zr):it}function il(t){return t&&t.length?O(t,Ds):0}function ol(t,e){return t&&t.length?O(t,ko(e,2)):0}e=null==e?ur:Mr.defaults(ur.Object(),e,Mr.pick(ur,$n));var al=e.Array,ul=e.Date,cl=e.Error,sl=e.Function,ll=e.Math,fl=e.Object,pl=e.RegExp,hl=e.String,dl=e.TypeError,vl=al.prototype,gl=sl.prototype,ml=fl.prototype,yl=e[\"__core-js_shared__\"],_l=gl.toString,bl=ml.hasOwnProperty,xl=0,wl=function(){var t=/[^.]+$/.exec(yl&&yl.keys&&yl.keys.IE_PROTO||\"\");return t?\"Symbol(src)_1.\"+t:\"\"}(),Cl=ml.toString,Ml=_l.call(fl),kl=ur._,El=pl(\"^\"+_l.call(bl).replace(Re,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\"),Tl=lr?e.Buffer:it,Sl=e.Symbol,Pl=e.Uint8Array,Nl=Tl?Tl.allocUnsafe:it,Al=K(fl.getPrototypeOf,fl),Ol=fl.create,Il=ml.propertyIsEnumerable,Dl=vl.splice,Rl=Sl?Sl.isConcatSpreadable:it,Ll=Sl?Sl.iterator:it,Ul=Sl?Sl.toStringTag:it,Fl=function(){try{var t=So(fl,\"defineProperty\");return t({},\"\",{}),t}catch(t){}}(),jl=e.clearTimeout!==ur.clearTimeout&&e.clearTimeout,Bl=ul&&ul.now!==ur.Date.now&&ul.now,Wl=e.setTimeout!==ur.setTimeout&&e.setTimeout,Vl=ll.ceil,zl=ll.floor,Hl=fl.getOwnPropertySymbols,ql=Tl?Tl.isBuffer:it,Yl=e.isFinite,Kl=vl.join,Gl=K(fl.keys,fl),$l=ll.max,Xl=ll.min,Zl=ul.now,Ql=e.parseInt,Jl=ll.random,tf=vl.reverse,ef=So(e,\"DataView\"),nf=So(e,\"Map\"),rf=So(e,\"Promise\"),of=So(e,\"Set\"),af=So(e,\"WeakMap\"),uf=So(fl,\"create\"),cf=af&&new af,sf={},lf=ia(ef),ff=ia(nf),pf=ia(rf),hf=ia(of),df=ia(af),vf=Sl?Sl.prototype:it,gf=vf?vf.valueOf:it,mf=vf?vf.toString:it,yf=function(){function t(){}return function(e){if(!cc(e))return{};if(Ol)return Ol(e);t.prototype=e;var n=new t;return t.prototype=it,n}}();n.templateSettings={escape:Se,evaluate:Pe,interpolate:Ne,variable:\"\",imports:{_:n}},n.prototype=r.prototype,n.prototype.constructor=n,i.prototype=yf(r.prototype),i.prototype.constructor=i,b.prototype=yf(r.prototype),b.prototype.constructor=b,nt.prototype.clear=ze,nt.prototype.delete=en,nt.prototype.get=nn,nt.prototype.has=rn,nt.prototype.set=on,an.prototype.clear=un,an.prototype.delete=cn,an.prototype.get=sn,an.prototype.has=ln,an.prototype.set=fn,pn.prototype.clear=hn,pn.prototype.delete=dn,pn.prototype.get=vn,pn.prototype.has=gn,pn.prototype.set=mn,yn.prototype.add=yn.prototype.push=_n,yn.prototype.has=bn,xn.prototype.clear=wn,xn.prototype.delete=Cn,xn.prototype.get=Mn,xn.prototype.has=kn,xn.prototype.set=En;var _f=Yi(nr),bf=Yi(or,!0),xf=Ki(),wf=Ki(!0),Cf=cf?function(t,e){return cf.set(t,e),t}:Ds,Mf=Fl?function(t,e){return Fl(t,\"toString\",{configurable:!0,enumerable:!1,value:Os(e),writable:!0})}:Ds,kf=oi,Ef=jl||function(t){return ur.clearTimeout(t)},Tf=of&&1/$(new of([,-0]))[1]==Dt?function(t){return new of(t)}:Bs,Sf=cf?function(t){return cf.get(t)}:Bs,Pf=Hl?function(t){return null==t?[]:(t=fl(t),p(Hl(t),function(e){return Il.call(t,e)}))}:Hs,Nf=Hl?function(t){for(var e=[];t;)g(e,Pf(t)),t=Al(t);return e}:Hs,Af=fr;(ef&&Af(new ef(new ArrayBuffer(1)))!=fe||nf&&Af(new nf)!=Zt||rf&&Af(rf.resolve())!=ee||of&&Af(new of)!=ie||af&&Af(new af)!=ce)&&(Af=function(t){var e=fr(t),n=e==te?t.constructor:it,r=n?ia(n):\"\";if(r)switch(r){case lf:return fe;case ff:return Zt;case pf:return ee;case hf:return ie;case df:return ce}return e});var Of=yl?oc:qs,If=ea(Cf),Df=Wl||function(t,e){return ur.setTimeout(t,e)},Rf=ea(Mf),Lf=Ko(function(t){var e=[];return Ie.test(t)&&e.push(\"\"),t.replace(De,function(t,n,r,i){e.push(r?i.replace(He,\"$1\"):n||t)}),e}),Uf=oi(function(t,e){return Zu(t)?Yn(t,er(e,1,Zu,!0)):[]}),Ff=oi(function(t,e){var n=ka(e);return Zu(n)&&(n=it),Zu(t)?Yn(t,er(e,1,Zu,!0),ko(n,2)):[]}),jf=oi(function(t,e){var n=ka(e);return Zu(n)&&(n=it),Zu(t)?Yn(t,er(e,1,Zu,!0),it,n):[]}),Bf=oi(function(t){var e=v(t,Mi);return e.length&&e[0]===t[0]?Er(e):[]}),Wf=oi(function(t){var e=ka(t),n=v(t,Mi);return e===ka(n)?e=it:n.pop(),n.length&&n[0]===t[0]?Er(n,ko(e,2)):[]}),Vf=oi(function(t){var e=ka(t),n=v(t,Mi);return e=\"function\"==typeof e?e:it,e&&n.pop(),n.length&&n[0]===t[0]?Er(n,it,e):[]}),zf=oi(Sa),Hf=bo(function(t,e){var n=null==t?0:t.length,r=Fn(t,e);return ei(t,v(e,function(t){return Fo(t,n)?+t:t}).sort(Li)),r}),qf=oi(function(t){return mi(er(t,1,Zu,!0))}),Yf=oi(function(t){var e=ka(t);return Zu(e)&&(e=it),mi(er(t,1,Zu,!0),ko(e,2))}),Kf=oi(function(t){var e=ka(t);return e=\"function\"==typeof e?e:it,mi(er(t,1,Zu,!0),it,e)}),Gf=oi(function(t,e){return Zu(t)?Yn(t,e):[]}),$f=oi(function(t){return wi(p(t,Zu))}),Xf=oi(function(t){var e=ka(t);return Zu(e)&&(e=it),wi(p(t,Zu),ko(e,2))}),Zf=oi(function(t){var e=ka(t);return e=\"function\"==typeof e?e:it,wi(p(t,Zu),it,e)}),Qf=oi(Xa),Jf=oi(function(t){var e=t.length,n=e>1?t[e-1]:it;return n=\"function\"==typeof n?(t.pop(),n):it,Za(t,n)}),tp=bo(function(t){var e=t.length,n=e?t[0]:0,r=this.__wrapped__,o=function(e){return Fn(e,t)};return!(e>1||this.__actions__.length)&&r instanceof b&&Fo(n)?(r=r.slice(n,+n+(e?1:0)),r.__actions__.push({func:nu,args:[o],thisArg:it}),new i(r,this.__chain__).thru(function(t){return e&&!t.length&&t.push(it),t})):this.thru(o)}),ep=Hi(function(t,e,n){bl.call(t,n)?++t[n]:Un(t,n,1)}),np=Ji(va),rp=Ji(ga),ip=Hi(function(t,e,n){bl.call(t,n)?t[n].push(e):Un(t,n,[e])}),op=oi(function(t,e,n){var r=-1,i=\"function\"==typeof e,o=Xu(t)?al(t.length):[];return _f(t,function(t){o[++r]=i?u(e,t,n):Sr(t,e,n)}),o}),ap=Hi(function(t,e,n){Un(t,n,e)}),up=Hi(function(t,e,n){t[n?0:1].push(e)},function(){return[[],[]]}),cp=oi(function(t,e){if(null==t)return[];var n=e.length;return n>1&&jo(t,e[0],e[1])?e=[]:n>2&&jo(e[0],e[1],e[2])&&(e=[e[0]]),Xr(t,er(e,1),[])}),sp=Bl||function(){return ur.Date.now()},lp=oi(function(t,e,n){var r=mt;if(n.length){var i=G(n,Mo(lp));r|=wt}return po(t,r,e,n,i)}),fp=oi(function(t,e,n){var r=mt|yt;if(n.length){var i=G(n,Mo(fp));r|=wt}return po(e,r,t,n,i)}),pp=oi(function(t,e){return qn(t,1,e)}),hp=oi(function(t,e,n){return qn(t,Sc(e)||0,n)});Ru.Cache=pn;var dp=kf(function(t,e){e=1==e.length&&xp(e[0])?v(e[0],R(ko())):v(er(e,1),R(ko()));var n=e.length;return oi(function(r){for(var i=-1,o=Xl(r.length,n);++i<o;)r[i]=e[i].call(this,r[i]);return u(t,this,r)})}),vp=oi(function(t,e){var n=G(e,Mo(vp));return po(t,wt,it,e,n)}),gp=oi(function(t,e){var n=G(e,Mo(gp));return po(t,Ct,it,e,n)}),mp=bo(function(t,e){return po(t,kt,it,it,it,e)}),yp=co(pr),_p=co(function(t,e){return t>=e}),bp=Pr(function(){return arguments}())?Pr:function(t){return sc(t)&&bl.call(t,\"callee\")&&!Il.call(t,\"callee\")},xp=al.isArray,wp=hr?R(hr):Nr,Cp=ql||qs,Mp=dr?R(dr):Ar,kp=vr?R(vr):Dr,Ep=gr?R(gr):Ur,Tp=mr?R(mr):Fr,Sp=yr?R(yr):jr,Pp=co(zr),Np=co(function(t,e){return t<=e}),Ap=qi(function(t,e){if(Ho(e)||Xu(e))return void Wi(e,Hc(e),t);for(var n in e)bl.call(e,n)&&On(t,n,e[n])}),Op=qi(function(t,e){Wi(e,qc(e),t)}),Ip=qi(function(t,e,n,r){Wi(e,qc(e),t,r)}),Dp=qi(function(t,e,n,r){Wi(e,Hc(e),t,r)}),Rp=bo(Fn),Lp=oi(function(t){return t.push(it,ho),u(Ip,it,t)}),Up=oi(function(t){return t.push(it,vo),u(Vp,it,t)}),Fp=no(function(t,e,n){t[e]=n},Os(Ds)),jp=no(function(t,e,n){bl.call(t,e)?t[e].push(n):t[e]=[n]},ko),Bp=oi(Sr),Wp=qi(function(t,e,n){Kr(t,e,n)}),Vp=qi(function(t,e,n,r){Kr(t,e,n,r)}),zp=bo(function(t,e){var n={};if(null==t)return n;var r=!1;e=v(e,function(e){return e=Ei(e,t),r||(r=e.length>1),e}),Wi(t,wo(t),n),r&&(n=Bn(n,pt|ht|dt,go));for(var i=e.length;i--;)yi(n,e[i]);return n}),Hp=bo(function(t,e){return null==t?{}:Zr(t,e)}),qp=fo(Hc),Yp=fo(qc),Kp=Xi(function(t,e,n){return e=e.toLowerCase(),t+(n?cs(e):e)}),Gp=Xi(function(t,e,n){return t+(n?\"-\":\"\")+e.toLowerCase()}),$p=Xi(function(t,e,n){return t+(n?\" \":\"\")+e.toLowerCase()}),Xp=$i(\"toLowerCase\"),Zp=Xi(function(t,e,n){return t+(n?\"_\":\"\")+e.toLowerCase()}),Qp=Xi(function(t,e,n){return t+(n?\" \":\"\")+th(e)}),Jp=Xi(function(t,e,n){return t+(n?\" \":\"\")+e.toUpperCase()}),th=$i(\"toUpperCase\"),eh=oi(function(t,e){try{return u(t,it,e)}catch(t){return rc(t)?t:new cl(t)}}),nh=bo(function(t,e){return s(e,function(e){e=ra(e),Un(t,e,lp(t[e],t))}),t}),rh=to(),ih=to(!0),oh=oi(function(t,e){return function(n){return Sr(n,t,e)}}),ah=oi(function(t,e){return function(n){return Sr(t,n,e)}}),uh=io(v),ch=io(f),sh=io(_),lh=uo(),fh=uo(!0),ph=ro(function(t,e){return t+e},0),hh=lo(\"ceil\"),dh=ro(function(t,e){return t/e},1),vh=lo(\"floor\"),gh=ro(function(t,e){return t*e},1),mh=lo(\"round\"),yh=ro(function(t,e){return t-e},0);return n.after=Su,n.ary=Pu,n.assign=Ap,n.assignIn=Op,n.assignInWith=Ip,n.assignWith=Dp,n.at=Rp,n.before=Nu,n.bind=lp,n.bindAll=nh,n.bindKey=fp,n.castArray=zu,n.chain=tu,n.chunk=ua,n.compact=ca,n.concat=sa,n.cond=Ns,n.conforms=As,n.constant=Os,n.countBy=ep,n.create=Oc,n.curry=Au,n.curryRight=Ou,n.debounce=Iu,n.defaults=Lp,n.defaultsDeep=Up,n.defer=pp,n.delay=hp,n.difference=Uf,n.differenceBy=Ff,n.differenceWith=jf,n.drop=la,n.dropRight=fa,n.dropRightWhile=pa,n.dropWhile=ha,n.fill=da,n.filter=fu,n.flatMap=pu,n.flatMapDeep=hu,n.flatMapDepth=du,n.flatten=ma,n.flattenDeep=ya,n.flattenDepth=_a,n.flip=Du,n.flow=rh,n.flowRight=ih,n.fromPairs=ba,n.functions=jc,n.functionsIn=Bc,n.groupBy=ip,n.initial=Ca,n.intersection=Bf,n.intersectionBy=Wf,n.intersectionWith=Vf,n.invert=Fp,n.invertBy=jp,n.invokeMap=op,n.iteratee=Rs,n.keyBy=ap,n.keys=Hc,n.keysIn=qc,n.map=yu,n.mapKeys=Yc,n.mapValues=Kc,n.matches=Ls,n.matchesProperty=Us,n.memoize=Ru,n.merge=Wp,n.mergeWith=Vp,n.method=oh,n.methodOf=ah,n.mixin=Fs,n.negate=Lu,n.nthArg=Ws,n.omit=zp,n.omitBy=Gc,n.once=Uu,n.orderBy=_u,n.over=uh,n.overArgs=dp,n.overEvery=ch,n.overSome=sh,n.partial=vp,n.partialRight=gp,n.partition=up,n.pick=Hp,n.pickBy=$c,n.property=Vs,n.propertyOf=zs,n.pull=zf,n.pullAll=Sa,n.pullAllBy=Pa,n.pullAllWith=Na,n.pullAt=Hf,n.range=lh,n.rangeRight=fh,n.rearg=mp,n.reject=wu,n.remove=Aa,n.rest=Fu,n.reverse=Oa,n.sampleSize=Mu,n.set=Zc,n.setWith=Qc,n.shuffle=ku,n.slice=Ia,n.sortBy=cp,n.sortedUniq=Ba,n.sortedUniqBy=Wa,n.split=_s,n.spread=ju,n.tail=Va,n.take=za,n.takeRight=Ha,n.takeRightWhile=qa,n.takeWhile=Ya,n.tap=eu,n.throttle=Bu,n.thru=nu,n.toArray=Mc,n.toPairs=qp,n.toPairsIn=Yp,n.toPath=Xs,n.toPlainObject=Pc,n.transform=Jc,n.unary=Wu,n.union=qf,n.unionBy=Yf,n.unionWith=Kf,n.uniq=Ka,n.uniqBy=Ga,n.uniqWith=$a,n.unset=ts,n.unzip=Xa,n.unzipWith=Za,n.update=es,n.updateWith=ns,n.values=rs,n.valuesIn=is,n.without=Gf,n.words=Ps,n.wrap=Vu,n.xor=$f,n.xorBy=Xf,n.xorWith=Zf,n.zip=Qf,n.zipObject=Qa,n.zipObjectDeep=Ja,n.zipWith=Jf,n.entries=qp,n.entriesIn=Yp,n.extend=Op,n.extendWith=Ip,Fs(n,n),n.add=ph,n.attempt=eh,n.camelCase=Kp,n.capitalize=cs,n.ceil=hh,n.clamp=os,n.clone=Hu,n.cloneDeep=Yu,n.cloneDeepWith=Ku,n.cloneWith=qu,n.conformsTo=Gu,n.deburr=ss,n.defaultTo=Is,n.divide=dh,n.endsWith=ls,n.eq=$u,n.escape=fs,n.escapeRegExp=ps,n.every=lu,n.find=np,n.findIndex=va,n.findKey=Ic,n.findLast=rp,n.findLastIndex=ga,n.findLastKey=Dc,n.floor=vh,n.forEach=vu,n.forEachRight=gu,n.forIn=Rc,n.forInRight=Lc,n.forOwn=Uc,n.forOwnRight=Fc,n.get=Wc,n.gt=yp,n.gte=_p,n.has=Vc,n.hasIn=zc,n.head=xa,n.identity=Ds,n.includes=mu,n.indexOf=wa,n.inRange=as,n.invoke=Bp,n.isArguments=bp,n.isArray=xp,n.isArrayBuffer=wp,n.isArrayLike=Xu,n.isArrayLikeObject=Zu,n.isBoolean=Qu,n.isBuffer=Cp,n.isDate=Mp,n.isElement=Ju,n.isEmpty=tc,n.isEqual=ec,n.isEqualWith=nc,n.isError=rc,n.isFinite=ic,n.isFunction=oc,n.isInteger=ac,n.isLength=uc,n.isMap=kp,n.isMatch=lc,n.isMatchWith=fc,n.isNaN=pc,n.isNative=hc,n.isNil=vc,n.isNull=dc,n.isNumber=gc,n.isObject=cc,n.isObjectLike=sc,n.isPlainObject=mc,n.isRegExp=Ep,n.isSafeInteger=yc,n.isSet=Tp,n.isString=_c,n.isSymbol=bc,n.isTypedArray=Sp,n.isUndefined=xc,n.isWeakMap=wc,n.isWeakSet=Cc,n.join=Ma,n.kebabCase=Gp,n.last=ka,n.lastIndexOf=Ea,n.lowerCase=$p,n.lowerFirst=Xp,n.lt=Pp,n.lte=Np,n.max=Qs,n.maxBy=Js,n.mean=tl,n.meanBy=el,n.min=nl,n.minBy=rl,n.stubArray=Hs,n.stubFalse=qs,n.stubObject=Ys,n.stubString=Ks,n.stubTrue=Gs,n.multiply=gh,n.nth=Ta,n.noConflict=js,n.noop=Bs,n.now=sp,n.pad=hs,n.padEnd=ds,n.padStart=vs,n.parseInt=gs,n.random=us,n.reduce=bu,n.reduceRight=xu,n.repeat=ms,n.replace=ys,n.result=Xc,n.round=mh,n.runInContext=t,n.sample=Cu,n.size=Eu,n.snakeCase=Zp,n.some=Tu,n.sortedIndex=Da,n.sortedIndexBy=Ra,n.sortedIndexOf=La,n.sortedLastIndex=Ua,n.sortedLastIndexBy=Fa,n.sortedLastIndexOf=ja,n.startCase=Qp,n.startsWith=bs,n.subtract=yh,n.sum=il,n.sumBy=ol,n.template=xs,n.times=$s,n.toFinite=kc,n.toInteger=Ec,n.toLength=Tc,n.toLower=ws,n.toNumber=Sc,n.toSafeInteger=Nc,n.toString=Ac,n.toUpper=Cs,n.trim=Ms,n.trimEnd=ks,n.trimStart=Es,n.truncate=Ts,n.unescape=Ss,n.uniqueId=Zs,n.upperCase=Jp,n.upperFirst=th,n.each=vu,n.eachRight=gu,n.first=xa,Fs(n,function(){var t={};return nr(n,function(e,r){bl.call(n.prototype,r)||(t[r]=e)}),t}(),{chain:!1}),n.VERSION=ot,s([\"bind\",\"bindKey\",\"curry\",\"curryRight\",\"partial\",\"partialRight\"],function(t){n[t].placeholder=n}),s([\"drop\",\"take\"],function(t,e){b.prototype[t]=function(n){n=n===it?1:$l(Ec(n),0);var r=this.__filtered__&&!e?new b(this):this.clone();return r.__filtered__?r.__takeCount__=Xl(n,r.__takeCount__):r.__views__.push({size:Xl(n,Ft),type:t+(r.__dir__<0?\"Right\":\"\")}),r},b.prototype[t+\"Right\"]=function(e){return this.reverse()[t](e).reverse()}}),s([\"filter\",\"map\",\"takeWhile\"],function(t,e){var n=e+1,r=n==At||n==It;b.prototype[t]=function(t){var e=this.clone();return e.__iteratees__.push({iteratee:ko(t,3),type:n}),e.__filtered__=e.__filtered__||r,e}}),s([\"head\",\"last\"],function(t,e){var n=\"take\"+(e?\"Right\":\"\");b.prototype[t]=function(){return this[n](1).value()[0]}}),s([\"initial\",\"tail\"],function(t,e){var n=\"drop\"+(e?\"\":\"Right\");b.prototype[t]=function(){return this.__filtered__?new b(this):this[n](1)}}),b.prototype.compact=function(){return this.filter(Ds)},b.prototype.find=function(t){return this.filter(t).head()},b.prototype.findLast=function(t){return this.reverse().find(t)},b.prototype.invokeMap=oi(function(t,e){return\"function\"==typeof t?new b(this):this.map(function(n){return Sr(n,t,e)})}),b.prototype.reject=function(t){return this.filter(Lu(ko(t)))},b.prototype.slice=function(t,e){t=Ec(t);var n=this;return n.__filtered__&&(t>0||e<0)?new b(n):(t<0?n=n.takeRight(-t):t&&(n=n.drop(t)),e!==it&&(e=Ec(e),n=e<0?n.dropRight(-e):n.take(e-t)),n)},b.prototype.takeRightWhile=function(t){return this.reverse().takeWhile(t).reverse()},b.prototype.toArray=function(){return this.take(Ft)},nr(b.prototype,function(t,e){var r=/^(?:filter|find|map|reject)|While$/.test(e),o=/^(?:head|last)$/.test(e),a=n[o?\"take\"+(\"last\"==e?\"Right\":\"\"):e],u=o||/^find/.test(e);a&&(n.prototype[e]=function(){var e=this.__wrapped__,c=o?[1]:arguments,s=e instanceof b,l=c[0],f=s||xp(e),p=function(t){var e=a.apply(n,g([t],c));return o&&h?e[0]:e};f&&r&&\"function\"==typeof l&&1!=l.length&&(s=f=!1);var h=this.__chain__,d=!!this.__actions__.length,v=u&&!h,m=s&&!d;if(!u&&f){e=m?e:new b(this);var y=t.apply(e,c);return y.__actions__.push({func:nu,args:[p],thisArg:it}),new i(y,h)}return v&&m?t.apply(this,c):(y=this.thru(p),v?o?y.value()[0]:y.value():y)})}),s([\"pop\",\"push\",\"shift\",\"sort\",\"splice\",\"unshift\"],function(t){var e=vl[t],r=/^(?:push|sort|unshift)$/.test(t)?\"tap\":\"thru\",i=/^(?:pop|shift)$/.test(t);n.prototype[t]=function(){var t=arguments;if(i&&!this.__chain__){var n=this.value();return e.apply(xp(n)?n:[],t)}return this[r](function(n){return e.apply(xp(n)?n:[],t)})}}),nr(b.prototype,function(t,e){var r=n[e];if(r){var i=r.name+\"\",o=sf[i]||(sf[i]=[]);o.push({name:e,func:r})}}),sf[eo(it,yt).name]=[{name:\"wrapper\",func:it}],b.prototype.clone=P,b.prototype.reverse=Z,b.prototype.value=et,n.prototype.at=tp,n.prototype.chain=ru,n.prototype.commit=iu,n.prototype.next=ou,n.prototype.plant=uu,n.prototype.reverse=cu,n.prototype.toJSON=n.prototype.valueOf=n.prototype.value=su,n.prototype.first=n.prototype.head,Ll&&(n.prototype[Ll]=au),n},Mr=Cr();ur._=Mr,i=function(){return Mr}.call(e,n,e,r),!(i!==it&&(r.exports=i))}).call(this)}).call(e,n(99),n(100)(t))},function(t,e,n){\"use strict\";var r={remove:function(t){t._reactInternalInstance=void 0},get:function(t){return t._reactInternalInstance},has:function(t){return void 0!==t._reactInternalInstance},set:function(t,e){t._reactInternalInstance=e}};t.exports=r},function(t,e,n){\"use strict\";t.exports=n(26)},function(t,e,n){\"use strict\";var r=n(61);e.a=function(t){return t=n.i(r.a)(Math.abs(t)),t?t[1]:NaN}},function(t,e,n){\"use strict\";e.a=function(t,e){return t=+t,e-=t,function(n){return t+e*n}}},function(t,e,n){\"use strict\";var r=n(228);n.d(e,\"a\",function(){return r.a})},function(t,e,n){\"use strict\";function r(t,e){return(e-=t=+t)?function(n){return(n-t)/e}:n.i(h.a)(e)}function i(t){return function(e,n){var r=t(e=+e,n=+n);return function(t){return t<=e?0:t>=n?1:r(t)}}}function o(t){return function(e,n){var r=t(e=+e,n=+n);return function(t){return t<=0?e:t>=1?n:r(t)}}}function a(t,e,n,r){var i=t[0],o=t[1],a=e[0],u=e[1];return o<i?(i=n(o,i),a=r(u,a)):(i=n(i,o),a=r(a,u)),function(t){return a(i(t))}}function u(t,e,r,i){var o=Math.min(t.length,e.length)-1,a=new Array(o),u=new Array(o),c=-1;for(t[o]<t[0]&&(t=t.slice().reverse(),e=e.slice().reverse());++c<o;)a[c]=r(t[c],t[c+1]),u[c]=i(e[c],e[c+1]);return function(e){var r=n.i(l.c)(t,e,1,o)-1;return u[r](a[r](e))}}function c(t,e){return e.domain(t.domain()).range(t.range()).interpolate(t.interpolate()).clamp(t.clamp())}function s(t,e){function n(){return s=Math.min(g.length,m.length)>2?u:a,l=h=null,c}function c(e){return(l||(l=s(g,m,_?i(t):t,y)))(+e)}var s,l,h,g=v,m=v,y=f.b,_=!1;return c.invert=function(t){return(h||(h=s(m,g,r,_?o(e):e)))(+t)},c.domain=function(t){return arguments.length?(g=p.a.call(t,d.a),n()):g.slice()},c.range=function(t){return arguments.length?(m=p.b.call(t),n()):m.slice()},c.rangeRound=function(t){return m=p.b.call(t),y=f.c,n()},c.clamp=function(t){return arguments.length?(_=!!t,n()):_},c.interpolate=function(t){return arguments.length?(y=t,n()):y},n()}var l=n(12),f=n(31),p=n(16),h=n(65),d=n(126);e.b=r,e.c=c,e.a=s;var v=[0,1]},function(t,e,n){\"use strict\";function r(t,e,n){t._context.bezierCurveTo((2*t._x0+t._x1)/3,(2*t._y0+t._y1)/3,(t._x0+2*t._x1)/3,(t._y0+2*t._y1)/3,(t._x0+4*t._x1+e)/6,(t._y0+4*t._y1+n)/6)}function i(t){this._context=t}e.c=r,e.b=i,i.prototype={\n",
       "areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=NaN,this._point=0},lineEnd:function(){switch(this._point){case 3:r(this,this._x1,this._y1);case 2:this._context.lineTo(this._x1,this._y1)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3,this._context.lineTo((5*this._x0+this._x1)/6,(5*this._y0+this._y1)/6);default:r(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new i(t)}},function(t,e,n){\"use strict\";function r(t,e,n){t._context.bezierCurveTo(t._x1+t._k*(t._x2-t._x0),t._y1+t._k*(t._y2-t._y0),t._x2+t._k*(t._x1-e),t._y2+t._k*(t._y1-n),t._x2,t._y2)}function i(t,e){this._context=t,this._k=(1-e)/6}e.c=r,e.b=i,i.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x2,this._y2);break;case 3:r(this,this._x1,this._y1)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2,this._x1=t,this._y1=e;break;case 2:this._point=3;default:r(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new i(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t){this._context=t}r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._point=0},lineEnd:function(){(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;default:this._context.lineTo(t,e)}}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";e.a=function(){}},function(t,e,n){\"use strict\";function r(t){return\"topMouseUp\"===t||\"topTouchEnd\"===t||\"topTouchCancel\"===t}function i(t){return\"topMouseMove\"===t||\"topTouchMove\"===t}function o(t){return\"topMouseDown\"===t||\"topTouchStart\"===t}function a(t,e,n,r){var i=t.type||\"unknown-event\";t.currentTarget=m.getNodeFromInstance(r),e?v.invokeGuardedCallbackWithCatch(i,n,t):v.invokeGuardedCallback(i,n,t),t.currentTarget=null}function u(t,e){var n=t._dispatchListeners,r=t._dispatchInstances;if(Array.isArray(n))for(var i=0;i<n.length&&!t.isPropagationStopped();i++)a(t,e,n[i],r[i]);else n&&a(t,e,n,r);t._dispatchListeners=null,t._dispatchInstances=null}function c(t){var e=t._dispatchListeners,n=t._dispatchInstances;if(Array.isArray(e)){for(var r=0;r<e.length&&!t.isPropagationStopped();r++)if(e[r](t,n[r]))return n[r]}else if(e&&e(t,n))return n;return null}function s(t){var e=c(t);return t._dispatchInstances=null,t._dispatchListeners=null,e}function l(t){var e=t._dispatchListeners,n=t._dispatchInstances;Array.isArray(e)?d(\"103\"):void 0,t.currentTarget=e?m.getNodeFromInstance(n):null;var r=e?e(t):null;return t.currentTarget=null,t._dispatchListeners=null,t._dispatchInstances=null,r}function f(t){return!!t._dispatchListeners}var p,h,d=n(2),v=n(87),g=(n(0),n(1),{injectComponentTree:function(t){p=t},injectTreeTraversal:function(t){h=t}}),m={isEndish:r,isMoveish:i,isStartish:o,executeDirectDispatch:l,executeDispatchesInOrder:u,executeDispatchesInOrderStopAtTrue:s,hasDispatches:f,getInstanceFromNode:function(t){return p.getInstanceFromNode(t)},getNodeFromInstance:function(t){return p.getNodeFromInstance(t)},isAncestor:function(t,e){return h.isAncestor(t,e)},getLowestCommonAncestor:function(t,e){return h.getLowestCommonAncestor(t,e)},getParentInstance:function(t){return h.getParentInstance(t)},traverseTwoPhase:function(t,e,n){return h.traverseTwoPhase(t,e,n)},traverseEnterLeave:function(t,e,n,r,i){return h.traverseEnterLeave(t,e,n,r,i)},injection:g};t.exports=m},function(t,e,n){\"use strict\";function r(t){return Object.prototype.hasOwnProperty.call(t,v)||(t[v]=h++,f[t[v]]={}),f[t[v]]}var i,o=n(3),a=n(83),u=n(360),c=n(89),s=n(393),l=n(94),f={},p=!1,h=0,d={topAbort:\"abort\",topAnimationEnd:s(\"animationend\")||\"animationend\",topAnimationIteration:s(\"animationiteration\")||\"animationiteration\",topAnimationStart:s(\"animationstart\")||\"animationstart\",topBlur:\"blur\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topChange:\"change\",topClick:\"click\",topCompositionEnd:\"compositionend\",topCompositionStart:\"compositionstart\",topCompositionUpdate:\"compositionupdate\",topContextMenu:\"contextmenu\",topCopy:\"copy\",topCut:\"cut\",topDoubleClick:\"dblclick\",topDrag:\"drag\",topDragEnd:\"dragend\",topDragEnter:\"dragenter\",topDragExit:\"dragexit\",topDragLeave:\"dragleave\",topDragOver:\"dragover\",topDragStart:\"dragstart\",topDrop:\"drop\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topFocus:\"focus\",topInput:\"input\",topKeyDown:\"keydown\",topKeyPress:\"keypress\",topKeyUp:\"keyup\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topMouseDown:\"mousedown\",topMouseMove:\"mousemove\",topMouseOut:\"mouseout\",topMouseOver:\"mouseover\",topMouseUp:\"mouseup\",topPaste:\"paste\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topScroll:\"scroll\",topSeeked:\"seeked\",topSeeking:\"seeking\",topSelectionChange:\"selectionchange\",topStalled:\"stalled\",topSuspend:\"suspend\",topTextInput:\"textInput\",topTimeUpdate:\"timeupdate\",topTouchCancel:\"touchcancel\",topTouchEnd:\"touchend\",topTouchMove:\"touchmove\",topTouchStart:\"touchstart\",topTransitionEnd:s(\"transitionend\")||\"transitionend\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\",topWheel:\"wheel\"},v=\"_reactListenersID\"+String(Math.random()).slice(2),g=o({},u,{ReactEventListener:null,injection:{injectReactEventListener:function(t){t.setHandleTopLevel(g.handleTopLevel),g.ReactEventListener=t}},setEnabled:function(t){g.ReactEventListener&&g.ReactEventListener.setEnabled(t)},isEnabled:function(){return!(!g.ReactEventListener||!g.ReactEventListener.isEnabled())},listenTo:function(t,e){for(var n=e,i=r(n),o=a.registrationNameDependencies[t],u=0;u<o.length;u++){var c=o[u];i.hasOwnProperty(c)&&i[c]||(\"topWheel\"===c?l(\"wheel\")?g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"wheel\",n):l(\"mousewheel\")?g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"mousewheel\",n):g.ReactEventListener.trapBubbledEvent(\"topWheel\",\"DOMMouseScroll\",n):\"topScroll\"===c?l(\"scroll\",!0)?g.ReactEventListener.trapCapturedEvent(\"topScroll\",\"scroll\",n):g.ReactEventListener.trapBubbledEvent(\"topScroll\",\"scroll\",g.ReactEventListener.WINDOW_HANDLE):\"topFocus\"===c||\"topBlur\"===c?(l(\"focus\",!0)?(g.ReactEventListener.trapCapturedEvent(\"topFocus\",\"focus\",n),g.ReactEventListener.trapCapturedEvent(\"topBlur\",\"blur\",n)):l(\"focusin\")&&(g.ReactEventListener.trapBubbledEvent(\"topFocus\",\"focusin\",n),g.ReactEventListener.trapBubbledEvent(\"topBlur\",\"focusout\",n)),i.topBlur=!0,i.topFocus=!0):d.hasOwnProperty(c)&&g.ReactEventListener.trapBubbledEvent(c,d[c],n),i[c]=!0)}},trapBubbledEvent:function(t,e,n){return g.ReactEventListener.trapBubbledEvent(t,e,n)},trapCapturedEvent:function(t,e,n){return g.ReactEventListener.trapCapturedEvent(t,e,n)},supportsEventPageXY:function(){if(!document.createEvent)return!1;var t=document.createEvent(\"MouseEvent\");return null!=t&&\"pageX\"in t},ensureScrollValueMonitoring:function(){if(void 0===i&&(i=g.supportsEventPageXY()),!i&&!p){var t=c.refreshScrollValues;g.ReactEventListener.monitorScrollValue(t),p=!0}}});t.exports=g},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(89),a=n(92),u={screenX:null,screenY:null,clientX:null,clientY:null,ctrlKey:null,shiftKey:null,altKey:null,metaKey:null,getModifierState:a,button:function(t){var e=t.button;return\"which\"in t?e:2===e?2:4===e?1:0},buttons:null,relatedTarget:function(t){return t.relatedTarget||(t.fromElement===t.srcElement?t.toElement:t.fromElement)},pageX:function(t){return\"pageX\"in t?t.pageX:t.clientX+o.currentScrollLeft},pageY:function(t){return\"pageY\"in t?t.pageY:t.clientY+o.currentScrollTop}};i.augmentClass(r,u),t.exports=r},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),{}),o={reinitializeTransaction:function(){this.transactionWrappers=this.getTransactionWrappers(),this.wrapperInitData?this.wrapperInitData.length=0:this.wrapperInitData=[],this._isInTransaction=!1},_isInTransaction:!1,getTransactionWrappers:null,isInTransaction:function(){return!!this._isInTransaction},perform:function(t,e,n,i,o,a,u,c){this.isInTransaction()?r(\"27\"):void 0;var s,l;try{this._isInTransaction=!0,s=!0,this.initializeAll(0),l=t.call(e,n,i,o,a,u,c),s=!1}finally{try{if(s)try{this.closeAll(0)}catch(t){}else this.closeAll(0)}finally{this._isInTransaction=!1}}return l},initializeAll:function(t){for(var e=this.transactionWrappers,n=t;n<e.length;n++){var r=e[n];try{this.wrapperInitData[n]=i,this.wrapperInitData[n]=r.initialize?r.initialize.call(this):null}finally{if(this.wrapperInitData[n]===i)try{this.initializeAll(n+1)}catch(t){}}}},closeAll:function(t){this.isInTransaction()?void 0:r(\"28\");for(var e=this.transactionWrappers,n=t;n<e.length;n++){var o,a=e[n],u=this.wrapperInitData[n];try{o=!0,u!==i&&a.close&&a.close.call(this,u),o=!1}finally{if(o)try{this.closeAll(n+1)}catch(t){}}}this.wrapperInitData.length=0}};t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=\"\"+t,n=o.exec(e);if(!n)return e;var r,i=\"\",a=0,u=0;for(a=n.index;a<e.length;a++){switch(e.charCodeAt(a)){case 34:r=\"&quot;\";break;case 38:r=\"&amp;\";break;case 39:r=\"&#x27;\";break;case 60:r=\"&lt;\";break;case 62:r=\"&gt;\";break;default:continue}u!==a&&(i+=e.substring(u,a)),u=a+1,i+=r}return u!==a?i+e.substring(u,a):i}function i(t){return\"boolean\"==typeof t||\"number\"==typeof t?\"\"+t:r(t)}var o=/[\"'&<>]/;t.exports=i},function(t,e,n){\"use strict\";var r,i=n(6),o=n(82),a=/^[ \\r\\n\\t\\f]/,u=/<(!--|link|noscript|meta|script|style)[ \\r\\n\\t\\f\\/>]/,c=n(90),s=c(function(t,e){if(t.namespaceURI!==o.svg||\"innerHTML\"in t)t.innerHTML=e;else{r=r||document.createElement(\"div\"),r.innerHTML=\"<svg>\"+e+\"</svg>\";for(var n=r.firstChild;n.firstChild;)t.appendChild(n.firstChild)}});if(i.canUseDOM){var l=document.createElement(\"div\");l.innerHTML=\" \",\"\"===l.innerHTML&&(s=function(t,e){if(t.parentNode&&t.parentNode.replaceChild(t,t),a.test(e)||\"<\"===e[0]&&u.test(e)){t.innerHTML=String.fromCharCode(65279)+e;var n=t.firstChild;1===n.data.length?t.removeChild(n):n.deleteData(0,1)}else t.innerHTML=e}),l=null}t.exports=s},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0}),e.default={colors:{RdBu:[\"rgb(255, 13, 87)\",\"rgb(30, 136, 229)\"],GnPR:[\"rgb(24, 196, 93)\",\"rgb(124, 82, 255)\"],CyPU:[\"#0099C6\",\"#990099\"],PkYg:[\"#DD4477\",\"#66AA00\"],DrDb:[\"#B82E2E\",\"#316395\"],LpLb:[\"#994499\",\"#22AA99\"],YlDp:[\"#AAAA11\",\"#6633CC\"],OrId:[\"#E67300\",\"#3E0099\"]},gray:\"#777\"}},function(t,e,n){\"use strict\";var r=n(29);e.a=function(t,e,n){if(null==n&&(n=r.a),i=t.length){if((e=+e)<=0||i<2)return+n(t[0],0,t);if(e>=1)return+n(t[i-1],i-1,t);var i,o=(i-1)*e,a=Math.floor(o),u=+n(t[a],a,t),c=+n(t[a+1],a+1,t);return u+(c-u)*(o-a)}}},function(t,e,n){\"use strict\";function r(){}function i(t,e){var n=new r;if(t instanceof r)t.each(function(t,e){n.set(e,t)});else if(Array.isArray(t)){var i,o=-1,a=t.length;if(null==e)for(;++o<a;)n.set(o,t[o]);else for(;++o<a;)n.set(e(i=t[o],o,t),i)}else if(t)for(var u in t)n.set(u,t[u]);return n}n.d(e,\"b\",function(){return o});var o=\"$\";r.prototype=i.prototype={constructor:r,has:function(t){return o+t in this},get:function(t){return this[o+t]},set:function(t,e){return this[o+t]=e,this},remove:function(t){var e=o+t;return e in this&&delete this[e]},clear:function(){for(var t in this)t[0]===o&&delete this[t]},keys:function(){var t=[];for(var e in this)e[0]===o&&t.push(e.slice(1));return t},values:function(){var t=[];for(var e in this)e[0]===o&&t.push(this[e]);return t},entries:function(){var t=[];for(var e in this)e[0]===o&&t.push({key:e.slice(1),value:this[e]});return t},size:function(){var t=0;for(var e in this)e[0]===o&&++t;return t},empty:function(){for(var t in this)if(t[0]===o)return!1;return!0},each:function(t){for(var e in this)e[0]===o&&t(this[e],e.slice(1),this)}},e.a=i},function(t,e,n){\"use strict\";function r(){}function i(t){var e;return t=(t+\"\").trim().toLowerCase(),(e=x.exec(t))?(e=parseInt(e[1],16),new s(e>>8&15|e>>4&240,e>>4&15|240&e,(15&e)<<4|15&e,1)):(e=w.exec(t))?o(parseInt(e[1],16)):(e=C.exec(t))?new s(e[1],e[2],e[3],1):(e=M.exec(t))?new s(255*e[1]/100,255*e[2]/100,255*e[3]/100,1):(e=k.exec(t))?a(e[1],e[2],e[3],e[4]):(e=E.exec(t))?a(255*e[1]/100,255*e[2]/100,255*e[3]/100,e[4]):(e=T.exec(t))?l(e[1],e[2]/100,e[3]/100,1):(e=S.exec(t))?l(e[1],e[2]/100,e[3]/100,e[4]):P.hasOwnProperty(t)?o(P[t]):\"transparent\"===t?new s(NaN,NaN,NaN,0):null}function o(t){return new s(t>>16&255,t>>8&255,255&t,1)}function a(t,e,n,r){return r<=0&&(t=e=n=NaN),new s(t,e,n,r)}function u(t){return t instanceof r||(t=i(t)),t?(t=t.rgb(),new s(t.r,t.g,t.b,t.opacity)):new s}function c(t,e,n,r){return 1===arguments.length?u(t):new s(t,e,n,null==r?1:r)}function s(t,e,n,r){this.r=+t,this.g=+e,this.b=+n,this.opacity=+r}function l(t,e,n,r){return r<=0?t=e=n=NaN:n<=0||n>=1?t=e=NaN:e<=0&&(t=NaN),new h(t,e,n,r)}function f(t){if(t instanceof h)return new h(t.h,t.s,t.l,t.opacity);if(t instanceof r||(t=i(t)),!t)return new h;if(t instanceof h)return t;t=t.rgb();var e=t.r/255,n=t.g/255,o=t.b/255,a=Math.min(e,n,o),u=Math.max(e,n,o),c=NaN,s=u-a,l=(u+a)/2;return s?(c=e===u?(n-o)/s+6*(n<o):n===u?(o-e)/s+2:(e-n)/s+4,s/=l<.5?u+a:2-u-a,c*=60):s=l>0&&l<1?0:c,new h(c,s,l,t.opacity)}function p(t,e,n,r){return 1===arguments.length?f(t):new h(t,e,n,null==r?1:r)}function h(t,e,n,r){this.h=+t,this.s=+e,this.l=+n,this.opacity=+r}function d(t,e,n){return 255*(t<60?e+(n-e)*t/60:t<180?n:t<240?e+(n-e)*(240-t)/60:e)}var v=n(60);e.f=r,n.d(e,\"h\",function(){return g}),n.d(e,\"g\",function(){return m}),e.a=i,e.e=u,e.b=c,e.d=s,e.c=p;var g=.7,m=1/g,y=\"\\\\s*([+-]?\\\\d+)\\\\s*\",_=\"\\\\s*([+-]?\\\\d*\\\\.?\\\\d+(?:[eE][+-]?\\\\d+)?)\\\\s*\",b=\"\\\\s*([+-]?\\\\d*\\\\.?\\\\d+(?:[eE][+-]?\\\\d+)?)%\\\\s*\",x=/^#([0-9a-f]{3})$/,w=/^#([0-9a-f]{6})$/,C=new RegExp(\"^rgb\\\\(\"+[y,y,y]+\"\\\\)$\"),M=new RegExp(\"^rgb\\\\(\"+[b,b,b]+\"\\\\)$\"),k=new RegExp(\"^rgba\\\\(\"+[y,y,y,_]+\"\\\\)$\"),E=new RegExp(\"^rgba\\\\(\"+[b,b,b,_]+\"\\\\)$\"),T=new RegExp(\"^hsl\\\\(\"+[_,b,b]+\"\\\\)$\"),S=new RegExp(\"^hsla\\\\(\"+[_,b,b,_]+\"\\\\)$\"),P={aliceblue:15792383,antiquewhite:16444375,aqua:65535,aquamarine:8388564,azure:15794175,beige:16119260,bisque:16770244,black:0,blanchedalmond:16772045,blue:255,blueviolet:9055202,brown:10824234,burlywood:14596231,cadetblue:6266528,chartreuse:8388352,chocolate:13789470,coral:16744272,cornflowerblue:6591981,cornsilk:16775388,crimson:14423100,cyan:65535,darkblue:139,darkcyan:35723,darkgoldenrod:12092939,darkgray:11119017,darkgreen:25600,darkgrey:11119017,darkkhaki:12433259,darkmagenta:9109643,darkolivegreen:5597999,darkorange:16747520,darkorchid:10040012,darkred:9109504,darksalmon:15308410,darkseagreen:9419919,darkslateblue:4734347,darkslategray:3100495,darkslategrey:3100495,darkturquoise:52945,darkviolet:9699539,deeppink:16716947,deepskyblue:49151,dimgray:6908265,dimgrey:6908265,dodgerblue:2003199,firebrick:11674146,floralwhite:16775920,forestgreen:2263842,fuchsia:16711935,gainsboro:14474460,ghostwhite:16316671,gold:16766720,goldenrod:14329120,gray:8421504,green:32768,greenyellow:11403055,grey:8421504,honeydew:15794160,hotpink:16738740,indianred:13458524,indigo:4915330,ivory:16777200,khaki:15787660,lavender:15132410,lavenderblush:16773365,lawngreen:8190976,lemonchiffon:16775885,lightblue:11393254,lightcoral:15761536,lightcyan:14745599,lightgoldenrodyellow:16448210,lightgray:13882323,lightgreen:9498256,lightgrey:13882323,lightpink:16758465,lightsalmon:16752762,lightseagreen:2142890,lightskyblue:8900346,lightslategray:7833753,lightslategrey:7833753,lightsteelblue:11584734,lightyellow:16777184,lime:65280,limegreen:3329330,linen:16445670,magenta:16711935,maroon:8388608,mediumaquamarine:6737322,mediumblue:205,mediumorchid:12211667,mediumpurple:9662683,mediumseagreen:3978097,mediumslateblue:8087790,mediumspringgreen:64154,mediumturquoise:4772300,mediumvioletred:13047173,midnightblue:1644912,mintcream:16121850,mistyrose:16770273,moccasin:16770229,navajowhite:16768685,navy:128,oldlace:16643558,olive:8421376,olivedrab:7048739,orange:16753920,orangered:16729344,orchid:14315734,palegoldenrod:15657130,palegreen:10025880,paleturquoise:11529966,palevioletred:14381203,papayawhip:16773077,peachpuff:16767673,peru:13468991,pink:16761035,plum:14524637,powderblue:11591910,purple:8388736,rebeccapurple:6697881,red:16711680,rosybrown:12357519,royalblue:4286945,saddlebrown:9127187,salmon:16416882,sandybrown:16032864,seagreen:3050327,seashell:16774638,sienna:10506797,silver:12632256,skyblue:8900331,slateblue:6970061,slategray:7372944,slategrey:7372944,snow:16775930,springgreen:65407,steelblue:4620980,tan:13808780,teal:32896,thistle:14204888,tomato:16737095,turquoise:4251856,violet:15631086,wheat:16113331,white:16777215,whitesmoke:16119285,yellow:16776960,yellowgreen:10145074};n.i(v.a)(r,i,{displayable:function(){return this.rgb().displayable()},toString:function(){return this.rgb()+\"\"}}),n.i(v.a)(s,c,n.i(v.b)(r,{brighter:function(t){return t=null==t?m:Math.pow(m,t),new s(this.r*t,this.g*t,this.b*t,this.opacity)},darker:function(t){return t=null==t?g:Math.pow(g,t),new s(this.r*t,this.g*t,this.b*t,this.opacity)},rgb:function(){return this},displayable:function(){return 0<=this.r&&this.r<=255&&0<=this.g&&this.g<=255&&0<=this.b&&this.b<=255&&0<=this.opacity&&this.opacity<=1},toString:function(){var t=this.opacity;return t=isNaN(t)?1:Math.max(0,Math.min(1,t)),(1===t?\"rgb(\":\"rgba(\")+Math.max(0,Math.min(255,Math.round(this.r)||0))+\", \"+Math.max(0,Math.min(255,Math.round(this.g)||0))+\", \"+Math.max(0,Math.min(255,Math.round(this.b)||0))+(1===t?\")\":\", \"+t+\")\")}})),n.i(v.a)(h,p,n.i(v.b)(r,{brighter:function(t){return t=null==t?m:Math.pow(m,t),new h(this.h,this.s,this.l*t,this.opacity)},darker:function(t){return t=null==t?g:Math.pow(g,t),new h(this.h,this.s,this.l*t,this.opacity)},rgb:function(){var t=this.h%360+360*(this.h<0),e=isNaN(t)||isNaN(this.s)?0:this.s,n=this.l,r=n+(n<.5?n:1-n)*e,i=2*n-r;return new s(d(t>=240?t-240:t+120,i,r),d(t,i,r),d(t<120?t+240:t-120,i,r),this.opacity)},displayable:function(){return(0<=this.s&&this.s<=1||isNaN(this.s))&&0<=this.l&&this.l<=1&&0<=this.opacity&&this.opacity<=1}}))},function(t,e,n){\"use strict\";function r(t,e){var n=Object.create(t.prototype);for(var r in e)n[r]=e[r];return n}e.b=r,e.a=function(t,e,n){t.prototype=e.prototype=n,n.constructor=t}},function(t,e,n){\"use strict\";e.a=function(t,e){if((n=(t=e?t.toExponential(e-1):t.toExponential()).indexOf(\"e\"))<0)return null;var n,r=t.slice(0,n);return[r.length>1?r[0]+r.slice(2):r,+t.slice(n+1)]}},function(t,e,n){\"use strict\";function r(t,e,n,r,i){var o=t*t,a=o*t;return((1-3*t+3*o-a)*e+(4-6*o+3*a)*n+(1+3*t+3*o-3*a)*r+a*i)/6}e.b=r,e.a=function(t){var e=t.length-1;return function(n){var i=n<=0?n=0:n>=1?(n=1,e-1):Math.floor(n*e),o=t[i],a=t[i+1],u=i>0?t[i-1]:2*o-a,c=i<e-1?t[i+2]:2*a-o;return r((n-i/e)*e,u,o,a,c)}}},function(t,e,n){\"use strict\";var r=n(10),i=n(123),o=n(118),a=n(121),u=n(43),c=n(122),s=n(124),l=n(120);e.a=function(t,e){var f,p=typeof e;return null==e||\"boolean\"===p?n.i(l.a)(e):(\"number\"===p?u.a:\"string\"===p?(f=n.i(r.color)(e))?(e=f,i.a):s.a:e instanceof r.color?i.a:e instanceof Date?a.a:Array.isArray(e)?o.a:isNaN(e)?c.a:u.a)(t,e)}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(229);n.d(e,\"scaleBand\",function(){return r.a}),n.d(e,\"scalePoint\",function(){return r.b});var i=n(235);n.d(e,\"scaleIdentity\",function(){return i.a});var o=n(34);n.d(e,\"scaleLinear\",function(){return o.a});var a=n(236);n.d(e,\"scaleLog\",function(){return a.a});var u=n(127);n.d(e,\"scaleOrdinal\",function(){return u.a}),n.d(e,\"scaleImplicit\",function(){return u.b});var c=n(237);n.d(e,\"scalePow\",function(){return c.a}),n.d(e,\"scaleSqrt\",function(){return c.b});var s=n(238);n.d(e,\"scaleQuantile\",function(){return s.a});var l=n(239);n.d(e,\"scaleQuantize\",function(){return l.a});var f=n(242);n.d(e,\"scaleThreshold\",function(){return f.a});var p=n(128);n.d(e,\"scaleTime\",function(){return p.a});var h=n(244);n.d(e,\"scaleUtc\",function(){return h.a});var d=n(230);n.d(e,\"schemeCategory10\",function(){return d.a});var v=n(232);n.d(e,\"schemeCategory20b\",function(){return v.a});var g=n(233);n.d(e,\"schemeCategory20c\",function(){return g.a});var m=n(231);n.d(e,\"schemeCategory20\",function(){return m.a});var y=n(234);n.d(e,\"interpolateCubehelixDefault\",function(){return y.a});var _=n(240);n.d(e,\"interpolateRainbow\",function(){return _.a}),n.d(e,\"interpolateWarm\",function(){return _.b}),n.d(e,\"interpolateCool\",function(){return _.c});var b=n(245);n.d(e,\"interpolateViridis\",function(){return b.a}),n.d(e,\"interpolateMagma\",function(){return b.b}),n.d(e,\"interpolateInferno\",function(){return b.c}),n.d(e,\"interpolatePlasma\",function(){return b.d});var x=n(241);n.d(e,\"scaleSequential\",function(){return x.a})},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(t){return function(){var e=this.ownerDocument,n=this.namespaceURI;return n===a.b&&e.documentElement.namespaceURI===a.b?e.createElement(t):e.createElementNS(n,t)}}function i(t){return function(){return this.ownerDocument.createElementNS(t.space,t.local)}}var o=n(67),a=n(68);e.a=function(t){var e=n.i(o.a)(t);return(e.local?i:r)(e)}},function(t,e,n){\"use strict\";var r=n(68);e.a=function(t){var e=t+=\"\",n=e.indexOf(\":\");return n>=0&&\"xmlns\"!==(e=t.slice(0,n))&&(t=t.slice(n+1)),r.a.hasOwnProperty(e)?{space:r.a[e],local:t}:t}},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return r});var r=\"http://www.w3.org/1999/xhtml\";e.a={svg:\"http://www.w3.org/2000/svg\",xhtml:r,xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\",xmlns:\"http://www.w3.org/2000/xmlns/\"}},function(t,e,n){\"use strict\";e.a=function(t,e){var n=t.ownerSVGElement||t;if(n.createSVGPoint){var r=n.createSVGPoint();return r.x=e.clientX,r.y=e.clientY,r=r.matrixTransform(t.getScreenCTM().inverse()),[r.x,r.y]}var i=t.getBoundingClientRect();return[e.clientX-i.left-t.clientLeft,e.clientY-i.top-t.clientTop]}},function(t,e,n){\"use strict\";function r(t,e,n){return t=i(t,e,n),function(e){var n=e.relatedTarget;n&&(n===this||8&n.compareDocumentPosition(this))||t.call(this,e)}}function i(t,e,n){return function(r){var i=l;l=r;try{t.call(this,this.__data__,e,n)}finally{l=i}}}function o(t){return t.trim().split(/^|\\s+/).map(function(t){var e=\"\",n=t.indexOf(\".\");return n>=0&&(e=t.slice(n+1),t=t.slice(0,n)),{type:t,name:e}})}function a(t){return function(){var e=this.__on;if(e){for(var n,r=0,i=-1,o=e.length;r<o;++r)n=e[r],t.type&&n.type!==t.type||n.name!==t.name?e[++i]=n:this.removeEventListener(n.type,n.listener,n.capture);++i?e.length=i:delete this.__on}}}function u(t,e,n){var o=s.hasOwnProperty(t.type)?r:i;return function(r,i,a){var u,c=this.__on,s=o(e,i,a);if(c)for(var l=0,f=c.length;l<f;++l)if((u=c[l]).type===t.type&&u.name===t.name)return this.removeEventListener(u.type,u.listener,u.capture),this.addEventListener(u.type,u.listener=s,u.capture=n),void(u.value=e);this.addEventListener(t.type,s,n),u={type:t.type,name:t.name,value:e,listener:s,capture:n},c?c.push(u):this.__on=[u]}}function c(t,e,n,r){var i=l;t.sourceEvent=l,l=t;try{return e.apply(n,r)}finally{l=i}}n.d(e,\"a\",function(){return l}),e.b=c;var s={},l=null;if(\"undefined\"!=typeof document){var f=document.documentElement;\"onmouseenter\"in f||(s={mouseenter:\"mouseover\",mouseleave:\"mouseout\"})}e.c=function(t,e,n){var r,i,c=o(t+\"\"),s=c.length;{if(!(arguments.length<2)){for(l=e?u:a,null==n&&(n=!1),r=0;r<s;++r)this.each(l(c[r],e,n));return this}var l=this.node().__on;if(l)for(var f,p=0,h=l.length;p<h;++p)for(r=0,f=l[p];r<s;++r)if((i=c[r]).type===f.type&&i.name===f.name)return f.value}}},function(t,e,n){\"use strict\";function r(){}e.a=function(t){return null==t?r:function(){return this.querySelector(t)}}},function(t,e,n){\"use strict\";var r=n(70);e.a=function(){for(var t,e=r.a;t=e.sourceEvent;)e=t;return e}},function(t,e,n){\"use strict\";e.a=function(t){return t.ownerDocument&&t.ownerDocument.defaultView||t.document&&t||t.defaultView}},function(t,e,n){\"use strict\";function r(t,e,n){var r=t._x1,i=t._y1,a=t._x2,u=t._y2;if(t._l01_a>o.a){var c=2*t._l01_2a+3*t._l01_a*t._l12_a+t._l12_2a,s=3*t._l01_a*(t._l01_a+t._l12_a);r=(r*c-t._x0*t._l12_2a+t._x2*t._l01_2a)/s,i=(i*c-t._y0*t._l12_2a+t._y2*t._l01_2a)/s}if(t._l23_a>o.a){var l=2*t._l23_2a+3*t._l23_a*t._l12_a+t._l12_2a,f=3*t._l23_a*(t._l23_a+t._l12_a);a=(a*l+t._x1*t._l23_2a-e*t._l12_2a)/f,u=(u*l+t._y1*t._l23_2a-n*t._l12_2a)/f}t._context.bezierCurveTo(r,i,a,u,t._x2,t._y2)}function i(t,e){this._context=t,this._alpha=e}var o=n(35),a=n(47);e.b=r,i.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x2,this._y2);break;case 3:this.point(this._x2,this._y2)}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){if(t=+t,e=+e,this._point){var n=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(n*n+i*i,this._alpha))}switch(this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3;default:r(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new i(t,e):new a.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";var r=n(44),i=n(19),o=n(48),a=n(139);e.a=function(){function t(t){var i,o,a,p=t.length,h=!1;for(null==s&&(f=l(a=n.i(r.a)())),i=0;i<=p;++i)!(i<p&&c(o=t[i],i,t))===h&&((h=!h)?f.lineStart():f.lineEnd()),h&&f.point(+e(o,i,t),+u(o,i,t));if(a)return f=null,a+\"\"||null}var e=a.a,u=a.b,c=n.i(i.a)(!0),s=null,l=o.a,f=null;return t.x=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(i.a)(+r),t):e},t.y=function(e){return arguments.length?(u=\"function\"==typeof e?e:n.i(i.a)(+e),t):u},t.defined=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(!!e),t):c},t.curve=function(e){return arguments.length?(l=e,null!=s&&(f=l(s)),t):l},t.context=function(e){return arguments.length?(null==e?s=f=null:f=l(s=e),t):s},t}},function(t,e,n){\"use strict\";function r(t){for(var e,n=0,r=-1,i=t.length;++r<i;)(e=+t[r][1])&&(n+=e);return n}var i=n(37);e.b=r,e.a=function(t){var e=t.map(r);return n.i(i.a)(t).sort(function(t,n){return e[t]-e[n]})}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(78);n.d(e,\"timeFormatDefaultLocale\",function(){return r.a}),n.d(e,\"timeFormat\",function(){return r.b}),n.d(e,\"timeParse\",function(){return r.c}),n.d(e,\"utcFormat\",function(){return r.d}),n.d(e,\"utcParse\",function(){return r.e});var i=n(149);n.d(e,\"timeFormatLocale\",function(){return i.a});var o=n(148);n.d(e,\"isoFormat\",function(){return o.a});var a=n(303);n.d(e,\"isoParse\",function(){return a.a})},function(t,e,n){\"use strict\";function r(t){return o=n.i(i.a)(t),a=o.format,u=o.parse,c=o.utcFormat,s=o.utcParse,o}var i=n(149);n.d(e,\"b\",function(){return a}),n.d(e,\"c\",function(){return u}),n.d(e,\"d\",function(){return c}),n.d(e,\"e\",function(){return s}),e.a=r;var o,a,u,c,s;r({dateTime:\"%x, %X\",date:\"%-m/%-d/%Y\",time:\"%-I:%M:%S %p\",periods:[\"AM\",\"PM\"],days:[\"Sunday\",\"Monday\",\"Tuesday\",\"Wednesday\",\"Thursday\",\"Friday\",\"Saturday\"],shortDays:[\"Sun\",\"Mon\",\"Tue\",\"Wed\",\"Thu\",\"Fri\",\"Sat\"],months:[\"January\",\"February\",\"March\",\"April\",\"May\",\"June\",\"July\",\"August\",\"September\",\"October\",\"November\",\"December\"],shortMonths:[\"Jan\",\"Feb\",\"Mar\",\"Apr\",\"May\",\"Jun\",\"Jul\",\"Aug\",\"Sep\",\"Oct\",\"Nov\",\"Dec\"]})},function(t,e,n){\"use strict\";var r=(n(5),n(306));n.d(e,\"t\",function(){return r.a}),n.d(e,\"n\",function(){return r.a});var i=n(309);n.d(e,\"s\",function(){return i.a}),n.d(e,\"m\",function(){return i.a});var o=n(307);n.d(e,\"r\",function(){return o.a});var a=n(305);n.d(e,\"q\",function(){return a.a});var u=n(304);n.d(e,\"a\",function(){return u.a});var c=n(316);n.d(e,\"p\",function(){return c.a}),n.d(e,\"c\",function(){return c.a}),n.d(e,\"d\",function(){return c.b});var s=n(308);n.d(e,\"o\",function(){return s.a});var l=n(317);n.d(e,\"b\",function(){return l.a});var f=n(312);n.d(e,\"l\",function(){return f.a});var p=n(311);n.d(e,\"k\",function(){return p.a});var h=n(310);n.d(e,\"e\",function(){return h.a});var d=n(314);n.d(e,\"j\",function(){return d.a}),n.d(e,\"g\",function(){return d.a}),n.d(e,\"h\",function(){return d.b});var v=n(313);n.d(e,\"i\",function(){return v.a});var g=n(315);n.d(e,\"f\",function(){return g.a})},function(t,e,n){\"use strict\";function r(t,e){return t===e?0!==t||0!==e||1/t===1/e:t!==t&&e!==e}function i(t,e){if(r(t,e))return!0;if(\"object\"!=typeof t||null===t||\"object\"!=typeof e||null===e)return!1;var n=Object.keys(t),i=Object.keys(e);if(n.length!==i.length)return!1;for(var a=0;a<n.length;a++)if(!o.call(e,n[a])||!r(t[n[a]],e[n[a]]))return!1;return!0}var o=Object.prototype.hasOwnProperty;t.exports=i},function(t,e,n){\"use strict\";function r(t,e){return Array.isArray(e)&&(e=e[1]),e?e.nextSibling:t.firstChild}function i(t,e,n){l.insertTreeBefore(t,e,n)}function o(t,e,n){Array.isArray(e)?u(t,e[0],e[1],n):v(t,e,n)}function a(t,e){if(Array.isArray(e)){var n=e[1];e=e[0],c(t,e,n),t.removeChild(n)}t.removeChild(e)}function u(t,e,n,r){for(var i=e;;){var o=i.nextSibling;if(v(t,i,r),i===n)break;i=o}}function c(t,e,n){for(;;){var r=e.nextSibling;if(r===n)break;t.removeChild(r)}}function s(t,e,n){var r=t.parentNode,i=t.nextSibling;i===e?n&&v(r,document.createTextNode(n),i):n?(d(i,n),c(r,i,e)):c(r,t,e)}var l=n(20),f=n(336),p=(n(4),n(9),n(90)),h=n(55),d=n(171),v=p(function(t,e,n){t.insertBefore(e,n)}),g=f.dangerouslyReplaceNodeWithMarkup,m={dangerouslyReplaceNodeWithMarkup:g,replaceDelimitedText:s,processUpdates:function(t,e){for(var n=0;n<e.length;n++){var u=e[n];switch(u.type){case\"INSERT_MARKUP\":i(t,u.content,r(t,u.afterNode));break;case\"MOVE_EXISTING\":o(t,u.fromNode,r(t,u.afterNode));break;case\"SET_MARKUP\":h(t,u.content);break;case\"TEXT_CONTENT\":d(t,u.content);break;case\"REMOVE_NODE\":a(t,u.fromNode)}}}};t.exports=m},function(t,e,n){\"use strict\";var r={html:\"http://www.w3.org/1999/xhtml\",mathml:\"http://www.w3.org/1998/Math/MathML\",svg:\"http://www.w3.org/2000/svg\"};t.exports=r},function(t,e,n){\"use strict\";function r(){if(u)for(var t in c){var e=c[t],n=u.indexOf(t);if(n>-1?void 0:a(\"96\",t),!s.plugins[n]){e.extractEvents?void 0:a(\"97\",t),s.plugins[n]=e;var r=e.eventTypes;for(var o in r)i(r[o],e,o)?void 0:a(\"98\",o,t)}}}function i(t,e,n){s.eventNameDispatchConfigs.hasOwnProperty(n)?a(\"99\",n):void 0,s.eventNameDispatchConfigs[n]=t;var r=t.phasedRegistrationNames;if(r){for(var i in r)if(r.hasOwnProperty(i)){var u=r[i];o(u,e,n)}return!0}return!!t.registrationName&&(o(t.registrationName,e,n),!0)}function o(t,e,n){s.registrationNameModules[t]?a(\"100\",t):void 0,s.registrationNameModules[t]=e,s.registrationNameDependencies[t]=e.eventTypes[n].dependencies}var a=n(2),u=(n(0),null),c={},s={plugins:[],eventNameDispatchConfigs:{},registrationNameModules:{},registrationNameDependencies:{},possibleRegistrationNames:null,injectEventPluginOrder:function(t){\n",
       "u?a(\"101\"):void 0,u=Array.prototype.slice.call(t),r()},injectEventPluginsByName:function(t){var e=!1;for(var n in t)if(t.hasOwnProperty(n)){var i=t[n];c.hasOwnProperty(n)&&c[n]===i||(c[n]?a(\"102\",n):void 0,c[n]=i,e=!0)}e&&r()},getPluginModuleForEvent:function(t){var e=t.dispatchConfig;if(e.registrationName)return s.registrationNameModules[e.registrationName]||null;if(void 0!==e.phasedRegistrationNames){var n=e.phasedRegistrationNames;for(var r in n)if(n.hasOwnProperty(r)){var i=s.registrationNameModules[n[r]];if(i)return i}}return null},_resetEventPlugins:function(){u=null;for(var t in c)c.hasOwnProperty(t)&&delete c[t];s.plugins.length=0;var e=s.eventNameDispatchConfigs;for(var n in e)e.hasOwnProperty(n)&&delete e[n];var r=s.registrationNameModules;for(var i in r)r.hasOwnProperty(i)&&delete r[i]}};t.exports=s},function(t,e,n){\"use strict\";function r(t){var e=/[=:]/g,n={\"=\":\"=0\",\":\":\"=2\"},r=(\"\"+t).replace(e,function(t){return n[t]});return\"$\"+r}function i(t){var e=/(=0|=2)/g,n={\"=0\":\"=\",\"=2\":\":\"},r=\".\"===t[0]&&\"$\"===t[1]?t.substring(2):t.substring(1);return(\"\"+r).replace(e,function(t){return n[t]})}var o={escape:r,unescape:i};t.exports=o},function(t,e,n){\"use strict\";function r(t){null!=t.checkedLink&&null!=t.valueLink?u(\"87\"):void 0}function i(t){r(t),null!=t.value||null!=t.onChange?u(\"88\"):void 0}function o(t){r(t),null!=t.checked||null!=t.onChange?u(\"89\"):void 0}function a(t){if(t){var e=t.getName();if(e)return\" Check the render method of `\"+e+\"`.\"}return\"\"}var u=n(2),c=n(26),s=n(366),l=(n(0),n(1),{button:!0,checkbox:!0,image:!0,hidden:!0,radio:!0,reset:!0,submit:!0}),f={value:function(t,e,n){return!t[e]||l[t.type]||t.onChange||t.readOnly||t.disabled?null:new Error(\"You provided a `value` prop to a form field without an `onChange` handler. This will render a read-only field. If the field should be mutable use `defaultValue`. Otherwise, set either `onChange` or `readOnly`.\")},checked:function(t,e,n){return!t[e]||t.onChange||t.readOnly||t.disabled?null:new Error(\"You provided a `checked` prop to a form field without an `onChange` handler. This will render a read-only field. If the field should be mutable use `defaultChecked`. Otherwise, set either `onChange` or `readOnly`.\")},onChange:c.PropTypes.func},p={},h={checkPropTypes:function(t,e,n){for(var r in f){if(f.hasOwnProperty(r))var i=f[r](e,r,t,\"prop\",null,s);if(i instanceof Error&&!(i.message in p)){p[i.message]=!0;a(n)}}},getValue:function(t){return t.valueLink?(i(t),t.valueLink.value):t.value},getChecked:function(t){return t.checkedLink?(o(t),t.checkedLink.value):t.checked},executeOnChange:function(t,e){return t.valueLink?(i(t),t.valueLink.requestChange(e.target.value)):t.checkedLink?(o(t),t.checkedLink.requestChange(e.target.checked)):t.onChange?t.onChange.call(void 0,e):void 0}};t.exports=h},function(t,e,n){\"use strict\";var r=n(2),i=(n(0),!1),o={replaceNodeWithMarkup:null,processChildrenUpdates:null,injection:{injectEnvironment:function(t){i?r(\"104\"):void 0,o.replaceNodeWithMarkup=t.replaceNodeWithMarkup,o.processChildrenUpdates=t.processChildrenUpdates,i=!0}}};t.exports=o},function(t,e,n){\"use strict\";function r(t,e,n){try{e(n)}catch(t){null===i&&(i=t)}}var i=null,o={invokeGuardedCallback:r,invokeGuardedCallbackWithCatch:r,rethrowCaughtError:function(){if(i){var t=i;throw i=null,t}}};t.exports=o},function(t,e,n){\"use strict\";function r(t){c.enqueueUpdate(t)}function i(t){var e=typeof t;if(\"object\"!==e)return e;var n=t.constructor&&t.constructor.name||e,r=Object.keys(t);return r.length>0&&r.length<20?n+\" (keys: \"+r.join(\", \")+\")\":n}function o(t,e){var n=u.get(t);if(!n){return null}return n}var a=n(2),u=(n(15),n(40)),c=(n(9),n(11)),s=(n(0),n(1),{isMounted:function(t){var e=u.get(t);return!!e&&!!e._renderedComponent},enqueueCallback:function(t,e,n){s.validateCallback(e,n);var i=o(t);return i?(i._pendingCallbacks?i._pendingCallbacks.push(e):i._pendingCallbacks=[e],void r(i)):null},enqueueCallbackInternal:function(t,e){t._pendingCallbacks?t._pendingCallbacks.push(e):t._pendingCallbacks=[e],r(t)},enqueueForceUpdate:function(t){var e=o(t,\"forceUpdate\");e&&(e._pendingForceUpdate=!0,r(e))},enqueueReplaceState:function(t,e){var n=o(t,\"replaceState\");n&&(n._pendingStateQueue=[e],n._pendingReplaceState=!0,r(n))},enqueueSetState:function(t,e){var n=o(t,\"setState\");if(n){var i=n._pendingStateQueue||(n._pendingStateQueue=[]);i.push(e),r(n)}},enqueueElementInternal:function(t,e,n){t._pendingElement=e,t._context=n,r(t)},validateCallback:function(t,e){t&&\"function\"!=typeof t?a(\"122\",e,i(t)):void 0}});t.exports=s},function(t,e,n){\"use strict\";var r={currentScrollLeft:0,currentScrollTop:0,refreshScrollValues:function(t){r.currentScrollLeft=t.x,r.currentScrollTop=t.y}};t.exports=r},function(t,e,n){\"use strict\";var r=function(t){return\"undefined\"!=typeof MSApp&&MSApp.execUnsafeLocalFunction?function(e,n,r,i){MSApp.execUnsafeLocalFunction(function(){return t(e,n,r,i)})}:t};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e,n=t.keyCode;return\"charCode\"in t?(e=t.charCode,0===e&&13===n&&(e=13)):e=n,e>=32||13===e?e:0}t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=this,n=e.nativeEvent;if(n.getModifierState)return n.getModifierState(t);var r=o[t];return!!r&&!!n[r]}function i(t){return r}var o={Alt:\"altKey\",Control:\"ctrlKey\",Meta:\"metaKey\",Shift:\"shiftKey\"};t.exports=i},function(t,e,n){\"use strict\";function r(t){var e=t.target||t.srcElement||window;return e.correspondingUseElement&&(e=e.correspondingUseElement),3===e.nodeType?e.parentNode:e}t.exports=r},function(t,e,n){\"use strict\";/**\n",
       " * Checks if an event is supported in the current execution environment.\n",
       " *\n",
       " * NOTE: This will not work correctly for non-generic events such as `change`,\n",
       " * `reset`, `load`, `error`, and `select`.\n",
       " *\n",
       " * Borrows from Modernizr.\n",
       " *\n",
       " * @param {string} eventNameSuffix Event name, e.g. \"click\".\n",
       " * @param {?boolean} capture Check if the capture phase is supported.\n",
       " * @return {boolean} True if the event is supported.\n",
       " * @internal\n",
       " * @license Modernizr 3.0.0pre (Custom Build) | MIT\n",
       " */\n",
       "function r(t,e){if(!o.canUseDOM||e&&!(\"addEventListener\"in document))return!1;var n=\"on\"+t,r=n in document;if(!r){var a=document.createElement(\"div\");a.setAttribute(n,\"return;\"),r=\"function\"==typeof a[n]}return!r&&i&&\"wheel\"===t&&(r=document.implementation.hasFeature(\"Events.wheel\",\"3.0\")),r}var i,o=n(6);o.canUseDOM&&(i=document.implementation&&document.implementation.hasFeature&&document.implementation.hasFeature(\"\",\"\")!==!0),t.exports=r},function(t,e,n){\"use strict\";function r(t,e){var n=null===t||t===!1,r=null===e||e===!1;if(n||r)return n===r;var i=typeof t,o=typeof e;return\"string\"===i||\"number\"===i?\"string\"===o||\"number\"===o:\"object\"===o&&t.type===e.type&&t.key===e.key}t.exports=r},function(t,e,n){\"use strict\";var r=(n(3),n(8)),i=(n(1),r);t.exports=i},function(t,e,n){\"use strict\";function r(t,e,n){this.props=t,this.context=e,this.refs=a,this.updater=n||o}var i=n(28),o=n(98),a=(n(176),n(38));n(0),n(1);r.prototype.isReactComponent={},r.prototype.setState=function(t,e){\"object\"!=typeof t&&\"function\"!=typeof t&&null!=t?i(\"85\"):void 0,this.updater.enqueueSetState(this,t),e&&this.updater.enqueueCallback(this,e,\"setState\")},r.prototype.forceUpdate=function(t){this.updater.enqueueForceUpdate(this),t&&this.updater.enqueueCallback(this,t,\"forceUpdate\")};t.exports=r},function(t,e,n){\"use strict\";function r(t,e){}var i=(n(1),{isMounted:function(t){return!1},enqueueCallback:function(t,e){},enqueueForceUpdate:function(t){r(t,\"forceUpdate\")},enqueueReplaceState:function(t,e){r(t,\"replaceState\")},enqueueSetState:function(t,e){r(t,\"setState\")}});t.exports=i},function(t,e){var n;n=function(){return this}();try{n=n||Function(\"return this\")()||(0,eval)(\"this\")}catch(t){\"object\"==typeof window&&(n=window)}t.exports=n},function(t,e){t.exports=function(t){return t.webpackPolyfill||(t.deprecate=function(){},t.paths=[],t.children||(t.children=[]),Object.defineProperty(t,\"loaded\",{enumerable:!0,get:function(){return t.l}}),Object.defineProperty(t,\"id\",{enumerable:!0,get:function(){return t.i}}),t.webpackPolyfill=1),t}},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return i}),n.d(e,\"a\",function(){return o});var r=Array.prototype,i=r.slice,o=r.map},function(t,e,n){\"use strict\";var r=n(18),i=n(103),o=n.i(i.a)(r.a),a=o.right;o.left;e.a=a},function(t,e,n){\"use strict\";function r(t){return function(e,r){return n.i(i.a)(t(e),r)}}var i=n(18);e.a=function(t){return 1===t.length&&(t=r(t)),{left:function(e,n,r,i){for(null==r&&(r=0),null==i&&(i=e.length);r<i;){var o=r+i>>>1;t(e[o],n)<0?r=o+1:i=o}return r},right:function(e,n,r,i){for(null==r&&(r=0),null==i&&(i=e.length);r<i;){var o=r+i>>>1;t(e[o],n)>0?i=o:r=o+1}return r}}}},function(t,e,n){\"use strict\";var r=n(111);e.a=function(t,e){var i=n.i(r.a)(t,e);return i?Math.sqrt(i):i}},function(t,e,n){\"use strict\";e.a=function(t,e){var n,r,i,o=-1,a=t.length;if(null==e){for(;++o<a;)if(null!=(r=t[o])&&r>=r){n=i=r;break}for(;++o<a;)null!=(r=t[o])&&(n>r&&(n=r),i<r&&(i=r))}else{for(;++o<a;)if(null!=(r=e(t[o],o,t))&&r>=r){n=i=r;break}for(;++o<a;)null!=(r=e(t[o],o,t))&&(n>r&&(n=r),i<r&&(i=r))}return[n,i]}},function(t,e,n){\"use strict\";e.a=function(t,e){var n,r,i=-1,o=t.length;if(null==e){for(;++i<o;)if(null!=(r=t[i])&&r>=r){n=r;break}for(;++i<o;)null!=(r=t[i])&&n>r&&(n=r)}else{for(;++i<o;)if(null!=(r=e(t[i],i,t))&&r>=r){n=r;break}for(;++i<o;)null!=(r=e(t[i],i,t))&&n>r&&(n=r)}return n}},function(t,e,n){\"use strict\";e.a=function(t,e,n){t=+t,e=+e,n=(i=arguments.length)<2?(e=t,t=0,1):i<3?1:+n;for(var r=-1,i=0|Math.max(0,Math.ceil((e-t)/n)),o=new Array(i);++r<i;)o[r]=t+r*n;return o}},function(t,e,n){\"use strict\";e.a=function(t){return Math.ceil(Math.log(t.length)/Math.LN2)+1}},function(t,e,n){\"use strict\";function r(t,e,n){var r=Math.abs(e-t)/Math.max(0,n),i=Math.pow(10,Math.floor(Math.log(r)/Math.LN10)),c=r/i;return c>=o?i*=10:c>=a?i*=5:c>=u&&(i*=2),e<t?-i:i}var i=n(107);e.b=r;var o=Math.sqrt(50),a=Math.sqrt(10),u=Math.sqrt(2);e.a=function(t,e,o){var a=r(t,e,o);return n.i(i.a)(Math.ceil(t/a)*a,Math.floor(e/a)*a+a/2,a)}},function(t,e,n){\"use strict\";function r(t){return t.length}var i=n(106);e.a=function(t){if(!(u=t.length))return[];for(var e=-1,o=n.i(i.a)(t,r),a=new Array(o);++e<o;)for(var u,c=-1,s=a[e]=new Array(u);++c<u;)s[c]=t[c][e];return a}},function(t,e,n){\"use strict\";var r=n(29);e.a=function(t,e){var i,o,a=t.length,u=0,c=0,s=-1,l=0;if(null==e)for(;++s<a;)isNaN(i=n.i(r.a)(t[s]))||(o=i-u,u+=o/++l,c+=o*(i-u));else for(;++s<a;)isNaN(i=n.i(r.a)(e(t[s],s,t)))||(o=i-u,u+=o/++l,c+=o*(i-u));if(l>1)return c/(l-1)}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(201);n.d(e,\"axisTop\",function(){return r.a}),n.d(e,\"axisRight\",function(){return r.b}),n.d(e,\"axisBottom\",function(){return r.c}),n.d(e,\"axisLeft\",function(){return r.d})},function(t,e,n){\"use strict\";n.d(e,\"b\",function(){return r}),n.d(e,\"a\",function(){return i});var r=Math.PI/180,i=180/Math.PI},function(t,e,n){\"use strict\";var r=n(61);n.d(e,\"b\",function(){return i});var i;e.a=function(t,e){var o=n.i(r.a)(t,e);if(!o)return t+\"\";var a=o[0],u=o[1],c=u-(i=3*Math.max(-8,Math.min(8,Math.floor(u/3))))+1,s=a.length;return c===s?a:c>s?a+new Array(c-s+1).join(\"0\"):c>0?a.slice(0,c)+\".\"+a.slice(c):\"0.\"+new Array(1-c).join(\"0\")+n.i(r.a)(t,Math.max(0,e+c-1))[0]}},function(t,e,n){\"use strict\";function r(t){if(!(e=o.exec(t)))throw new Error(\"invalid format: \"+t);var e,n=e[1]||\" \",r=e[2]||\">\",a=e[3]||\"-\",u=e[4]||\"\",c=!!e[5],s=e[6]&&+e[6],l=!!e[7],f=e[8]&&+e[8].slice(1),p=e[9]||\"\";\"n\"===p?(l=!0,p=\"g\"):i.a[p]||(p=\"\"),(c||\"0\"===n&&\"=\"===r)&&(c=!0,n=\"0\",r=\"=\"),this.fill=n,this.align=r,this.sign=a,this.symbol=u,this.zero=c,this.width=s,this.comma=l,this.precision=f,this.type=p}var i=n(116),o=/^(?:(.)?([<>=^]))?([+\\-\\( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?([a-z%])?$/i;e.a=function(t){return new r(t)},r.prototype.toString=function(){return this.fill+this.align+this.sign+this.symbol+(this.zero?\"0\":\"\")+(null==this.width?\"\":Math.max(1,0|this.width))+(this.comma?\",\":\"\")+(null==this.precision?\"\":\".\"+Math.max(0,0|this.precision))+this.type}},function(t,e,n){\"use strict\";var r=n(212),i=n(114),o=n(214);e.a={\"\":r.a,\"%\":function(t,e){return(100*t).toFixed(e)},b:function(t){return Math.round(t).toString(2)},c:function(t){return t+\"\"},d:function(t){return Math.round(t).toString(10)},e:function(t,e){return t.toExponential(e)},f:function(t,e){return t.toFixed(e)},g:function(t,e){return t.toPrecision(e)},o:function(t){return Math.round(t).toString(8)},p:function(t,e){return n.i(o.a)(100*t,e)},r:o.a,s:i.a,X:function(t){return Math.round(t).toString(16).toUpperCase()},x:function(t){return Math.round(t).toString(16)}}},function(t,e,n){\"use strict\";function r(t){return t}var i=n(42),o=n(213),a=n(115),u=n(116),c=n(114),s=[\"y\",\"z\",\"a\",\"f\",\"p\",\"n\",\"µ\",\"m\",\"\",\"k\",\"M\",\"G\",\"T\",\"P\",\"E\",\"Z\",\"Y\"];e.a=function(t){function e(t){function e(t){var e,n,a,u=_,l=b;if(\"c\"===y)l=x(t)+l,t=\"\";else{t=+t;var p=(t<0||1/t<0)&&(t*=-1,!0);if(t=x(t,m),p)for(e=-1,n=t.length,p=!1;++e<n;)if(a=t.charCodeAt(e),48<a&&a<58||\"x\"===y&&96<a&&a<103||\"X\"===y&&64<a&&a<71){p=!0;break}if(u=(p?\"(\"===o?o:\"-\":\"-\"===o||\"(\"===o?\"\":o)+u,l=l+(\"s\"===y?s[8+c.b/3]:\"\")+(p&&\"(\"===o?\")\":\"\"),w)for(e=-1,n=t.length;++e<n;)if(a=t.charCodeAt(e),48>a||a>57){l=(46===a?h+t.slice(e+1):t.slice(e))+l,t=t.slice(0,e);break}}g&&!d&&(t=f(t,1/0));var C=u.length+t.length+l.length,M=C<v?new Array(v-C+1).join(r):\"\";switch(g&&d&&(t=f(M+t,M.length?v-l.length:1/0),M=\"\"),i){case\"<\":return u+t+l+M;case\"=\":return u+M+t+l;case\"^\":return M.slice(0,C=M.length>>1)+u+t+l+M.slice(C)}return M+u+t+l}t=n.i(a.a)(t);var r=t.fill,i=t.align,o=t.sign,l=t.symbol,d=t.zero,v=t.width,g=t.comma,m=t.precision,y=t.type,_=\"$\"===l?p[0]:\"#\"===l&&/[boxX]/.test(y)?\"0\"+y.toLowerCase():\"\",b=\"$\"===l?p[1]:/[%p]/.test(y)?\"%\":\"\",x=u.a[y],w=!y||/[defgprs%]/.test(y);return m=null==m?y?6:12:/[gprs]/.test(y)?Math.max(1,Math.min(21,m)):Math.max(0,Math.min(20,m)),e.toString=function(){return t+\"\"},e}function l(t,r){var o=e((t=n.i(a.a)(t),t.type=\"f\",t)),u=3*Math.max(-8,Math.min(8,Math.floor(n.i(i.a)(r)/3))),c=Math.pow(10,-u),l=s[8+u/3];return function(t){return o(c*t)+l}}var f=t.grouping&&t.thousands?n.i(o.a)(t.grouping,t.thousands):r,p=t.currency,h=t.decimal;return{format:e,formatPrefix:l}}},function(t,e,n){\"use strict\";var r=n(63);e.a=function(t,e){var i,o=e?e.length:0,a=t?Math.min(o,t.length):0,u=new Array(o),c=new Array(o);for(i=0;i<a;++i)u[i]=n.i(r.a)(t[i],e[i]);for(;i<o;++i)c[i]=e[i];return function(t){for(i=0;i<a;++i)c[i]=u[i](t);return c}}},function(t,e,n){\"use strict\";var r=n(62);e.a=function(t){var e=t.length;return function(i){var o=Math.floor(((i%=1)<0?++i:i)*e),a=t[(o+e-1)%e],u=t[o%e],c=t[(o+1)%e],s=t[(o+2)%e];return n.i(r.b)((i-o/e)*e,a,u,c,s)}}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";e.a=function(t,e){var n=new Date;return t=+t,e-=t,function(r){return n.setTime(t+e*r),n}}},function(t,e,n){\"use strict\";var r=n(63);e.a=function(t,e){var i,o={},a={};null!==t&&\"object\"==typeof t||(t={}),null!==e&&\"object\"==typeof e||(e={});for(i in e)i in t?o[i]=n.i(r.a)(t[i],e[i]):a[i]=e[i];return function(t){for(i in o)a[i]=o[i](t);return a}}},function(t,e,n){\"use strict\";function r(t){return function(e){var r,o,a=e.length,u=new Array(a),c=new Array(a),s=new Array(a);for(r=0;r<a;++r)o=n.i(i.rgb)(e[r]),u[r]=o.r||0,c[r]=o.g||0,s[r]=o.b||0;return u=t(u),c=t(c),s=t(s),o.opacity=1,function(t){return o.r=u(t),o.g=c(t),o.b=s(t),o+\"\"}}}var i=n(10),o=n(62),a=n(119),u=n(32);e.a=function t(e){function r(t,e){var r=o((t=n.i(i.rgb)(t)).r,(e=n.i(i.rgb)(e)).r),a=o(t.g,e.g),c=o(t.b,e.b),s=n.i(u.a)(t.opacity,e.opacity);return function(e){return t.r=r(e),t.g=a(e),t.b=c(e),t.opacity=s(e),t+\"\"}}var o=n.i(u.c)(e);return r.gamma=t,r}(1);r(o.a),r(a.a)},function(t,e,n){\"use strict\";function r(t){return function(){return t}}function i(t){return function(e){return t(e)+\"\"}}var o=n(43),a=/[-+]?(?:\\d+\\.?\\d*|\\.?\\d+)(?:[eE][-+]?\\d+)?/g,u=new RegExp(a.source,\"g\");e.a=function(t,e){var c,s,l,f=a.lastIndex=u.lastIndex=0,p=-1,h=[],d=[];for(t+=\"\",e+=\"\";(c=a.exec(t))&&(s=u.exec(e));)(l=s.index)>f&&(l=e.slice(f,l),h[p]?h[p]+=l:h[++p]=l),(c=c[0])===(s=s[0])?h[p]?h[p]+=s:h[++p]=s:(h[++p]=null,d.push({i:p,x:n.i(o.a)(c,s)})),f=u.lastIndex;return f<e.length&&(l=e.slice(f),h[p]?h[p]+=l:h[++p]=l),h.length<2?d[0]?i(d[0].x):r(e):(e=d.length,function(t){for(var n,r=0;r<e;++r)h[(n=d[r]).i]=n.x(t);return h.join(\"\")})}},function(t,e,n){\"use strict\";e.a=function(t,e){t=t.slice();var n,r=0,i=t.length-1,o=t[r],a=t[i];return a<o&&(n=r,r=i,i=n,n=o,o=a,a=n),t[r]=e.floor(o),t[i]=e.ceil(a),t}},function(t,e,n){\"use strict\";e.a=function(t){return+t}},function(t,e,n){\"use strict\";function r(t){function e(e){var n=e+\"\",r=u.get(n);if(!r){if(s!==a)return s;u.set(n,r=c.push(e))}return t[(r-1)%t.length]}var u=n.i(i.a)(),c=[],s=a;return t=null==t?[]:o.b.call(t),e.domain=function(t){if(!arguments.length)return c.slice();c=[],u=n.i(i.a)();for(var r,o,a=-1,s=t.length;++a<s;)u.has(o=(r=t[a])+\"\")||u.set(o,c.push(r));return e},e.range=function(n){return arguments.length?(t=o.b.call(n),e):t.slice()},e.unknown=function(t){return arguments.length?(s=t,e):s},e.copy=function(){return r().domain(c).range(t).unknown(s)},e}var i=n(203),o=n(16);n.d(e,\"b\",function(){return a}),e.a=r;var a={name:\"implicit\"}},function(t,e,n){\"use strict\";function r(t){return new Date(t)}function i(t){return t instanceof Date?+t:+new Date(+t)}function o(t,e,c,s,b,x,w,C,M){function k(n){return(w(n)<n?N:x(n)<n?A:b(n)<n?O:s(n)<n?I:e(n)<n?c(n)<n?D:R:t(n)<n?L:U)(n)}function E(e,r,i,o){if(null==e&&(e=10),\"number\"==typeof e){var u=Math.abs(i-r)/e,c=n.i(a.d)(function(t){return t[2]}).right(F,u);c===F.length?(o=n.i(a.b)(r/_,i/_,e),e=t):c?(c=F[u/F[c-1][2]<F[c][2]/u?c-1:c],o=c[1],e=c[0]):(o=n.i(a.b)(r,i,e),e=C)}return null==o?e:e.every(o)}var T=n.i(f.a)(f.b,u.a),S=T.invert,P=T.domain,N=M(\".%L\"),A=M(\":%S\"),O=M(\"%I:%M\"),I=M(\"%I %p\"),D=M(\"%a %d\"),R=M(\"%b %d\"),L=M(\"%B\"),U=M(\"%Y\"),F=[[w,1,h],[w,5,5*h],[w,15,15*h],[w,30,30*h],[x,1,d],[x,5,5*d],[x,15,15*d],[x,30,30*d],[b,1,v],[b,3,3*v],[b,6,6*v],[b,12,12*v],[s,1,g],[s,2,2*g],[c,1,m],[e,1,y],[e,3,3*y],[t,1,_]];return T.invert=function(t){return new Date(S(t))},T.domain=function(t){return arguments.length?P(l.a.call(t,i)):P().map(r)},T.ticks=function(t,e){var n,r=P(),i=r[0],o=r[r.length-1],a=o<i;return a&&(n=i,i=o,o=n),n=E(t,i,o,e),n=n?n.range(i,o+1):[],a?n.reverse():n},T.tickFormat=function(t,e){return null==e?k:M(e)},T.nice=function(t,e){var r=P();return(t=E(t,r[0],r[r.length-1],e))?P(n.i(p.a)(r,t)):T},T.copy=function(){return n.i(f.c)(T,o(t,e,c,s,b,x,w,C,M))},T}var a=n(12),u=n(31),c=n(79),s=n(77),l=n(16),f=n(45),p=n(125);e.b=o;var h=1e3,d=60*h,v=60*d,g=24*v,m=7*g,y=30*g,_=365*g;e.a=function(){return o(c.b,c.o,c.p,c.a,c.q,c.r,c.s,c.t,s.timeFormat).domain([new Date(2e3,0,1),new Date(2e3,0,2)])}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(66);n.d(e,\"creator\",function(){return r.a});var i=n(247);n.d(e,\"local\",function(){return i.a});var o=n(130);n.d(e,\"matcher\",function(){return o.a});var a=n(248);n.d(e,\"mouse\",function(){return a.a});var u=n(67);n.d(e,\"namespace\",function(){return u.a});var c=n(68);n.d(e,\"namespaces\",function(){return c.a});var s=n(249);n.d(e,\"select\",function(){return s.a});var l=n(250);n.d(e,\"selectAll\",function(){return l.a});var f=n(7);n.d(e,\"selection\",function(){return f.a});var p=n(71);n.d(e,\"selector\",function(){return p.a});var h=n(133);n.d(e,\"selectorAll\",function(){return h.a});var d=n(278);n.d(e,\"touch\",function(){return d.a});var v=n(279);n.d(e,\"touches\",function(){return v.a});var g=n(73);n.d(e,\"window\",function(){return g.a});var m=n(70);n.d(e,\"event\",function(){return m.a}),n.d(e,\"customEvent\",function(){return m.b})},function(t,e,n){\"use strict\";var r=function(t){return function(){return this.matches(t)}};if(\"undefined\"!=typeof document){var i=document.documentElement;if(!i.matches){var o=i.webkitMatchesSelector||i.msMatchesSelector||i.mozMatchesSelector||i.oMatchesSelector;r=function(t){return function(){return o.call(this,t)}}}}e.a=r},function(t,e,n){\"use strict\";function r(t,e){this.ownerDocument=t.ownerDocument,this.namespaceURI=t.namespaceURI,this._next=null,this._parent=t,this.__data__=e}var i=n(132),o=n(7);e.b=r,e.a=function(){return new o.b(this._enter||this._groups.map(i.a),this._parents)},r.prototype={constructor:r,appendChild:function(t){return this._parent.insertBefore(t,this._next)},insertBefore:function(t,e){return this._parent.insertBefore(t,e)},querySelector:function(t){return this._parent.querySelector(t)},querySelectorAll:function(t){return this._parent.querySelectorAll(t)}}},function(t,e,n){\"use strict\";e.a=function(t){return new Array(t.length)}},function(t,e,n){\"use strict\";function r(){return[]}e.a=function(t){return null==t?r:function(){return this.querySelectorAll(t)}}},function(t,e,n){\"use strict\";Object.defineProperty(e,\"__esModule\",{value:!0});var r=n(280);n.d(e,\"arc\",function(){return r.a});var i=n(135);n.d(e,\"area\",function(){return i.a});var o=n(75);n.d(e,\"line\",function(){return o.a});var a=n(299);n.d(e,\"pie\",function(){return a.a});var u=n(300);n.d(e,\"radialArea\",function(){return u.a});var c=n(140);n.d(e,\"radialLine\",function(){return c.a});var s=n(302);n.d(e,\"symbol\",function(){return s.a}),n.d(e,\"symbols\",function(){return s.b});var l=n(141);n.d(e,\"symbolCircle\",function(){return l.a});var f=n(142);n.d(e,\"symbolCross\",function(){return f.a});var p=n(143);n.d(e,\"symbolDiamond\",function(){return p.a});var h=n(144);n.d(e,\"symbolSquare\",function(){return h.a});var d=n(145);n.d(e,\"symbolStar\",function(){return d.a});var v=n(146);n.d(e,\"symbolTriangle\",function(){return v.a});var g=n(147);n.d(e,\"symbolWye\",function(){return g.a});var m=n(282);n.d(e,\"curveBasisClosed\",function(){return m.a});var y=n(283);n.d(e,\"curveBasisOpen\",function(){return y.a});var _=n(46);n.d(e,\"curveBasis\",function(){return _.a});var b=n(284);n.d(e,\"curveBundle\",function(){return b.a});var x=n(136);n.d(e,\"curveCardinalClosed\",function(){return x.a});var w=n(137);n.d(e,\"curveCardinalOpen\",function(){return w.a});var C=n(47);n.d(e,\"curveCardinal\",function(){return C.a});var M=n(285);n.d(e,\"curveCatmullRomClosed\",function(){return M.a});var k=n(286);n.d(e,\"curveCatmullRomOpen\",function(){return k.a});var E=n(74);n.d(e,\"curveCatmullRom\",function(){return E.a});var T=n(287);n.d(e,\"curveLinearClosed\",function(){return T.a});var S=n(48);n.d(e,\"curveLinear\",function(){return S.a});var P=n(288);n.d(e,\"curveMonotoneX\",function(){return P.a}),n.d(e,\"curveMonotoneY\",function(){return P.b});var N=n(289);n.d(e,\"curveNatural\",function(){return N.a});var A=n(290);n.d(e,\"curveStep\",function(){return A.a}),n.d(e,\"curveStepAfter\",function(){return A.b}),n.d(e,\"curveStepBefore\",function(){return A.c});var O=n(301);n.d(e,\"stack\",function(){return O.a});var I=n(293);n.d(e,\"stackOffsetExpand\",function(){return I.a});var D=n(36);n.d(e,\"stackOffsetNone\",function(){return D.a});var R=n(294);n.d(e,\"stackOffsetSilhouette\",function(){return R.a});var L=n(295);n.d(e,\"stackOffsetWiggle\",function(){return L.a});var U=n(76);n.d(e,\"stackOrderAscending\",function(){return U.a});var F=n(296);n.d(e,\"stackOrderDescending\",function(){return F.a});var j=n(297);n.d(e,\"stackOrderInsideOut\",function(){return j.a});var B=n(37);n.d(e,\"stackOrderNone\",function(){return B.a});var W=n(298);n.d(e,\"stackOrderReverse\",function(){return W.a})},function(t,e,n){\"use strict\";var r=n(44),i=n(19),o=n(48),a=n(75),u=n(139);e.a=function(){function t(t){var e,i,o,a,u,g=t.length,m=!1,y=new Array(g),_=new Array(g);for(null==h&&(v=d(u=n.i(r.a)())),e=0;e<=g;++e){if(!(e<g&&p(a=t[e],e,t))===m)if(m=!m)i=e,v.areaStart(),v.lineStart();else{for(v.lineEnd(),v.lineStart(),o=e-1;o>=i;--o)v.point(y[o],_[o]);v.lineEnd(),v.areaEnd()}m&&(y[e]=+c(a,e,t),_[e]=+l(a,e,t),v.point(s?+s(a,e,t):y[e],f?+f(a,e,t):_[e]))}if(u)return v=null,u+\"\"||null}function e(){return n.i(a.a)().defined(p).curve(d).context(h)}var c=u.a,s=null,l=n.i(i.a)(0),f=u.b,p=n.i(i.a)(!0),h=null,d=o.a,v=null;return t.x=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(+e),s=null,t):c},t.x0=function(e){return arguments.length?(c=\"function\"==typeof e?e:n.i(i.a)(+e),t):c},t.x1=function(e){return arguments.length?(s=null==e?null:\"function\"==typeof e?e:n.i(i.a)(+e),t):s},t.y=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(i.a)(+e),f=null,t):l},t.y0=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(i.a)(+e),t):l},t.y1=function(e){return arguments.length?(f=null==e?null:\"function\"==typeof e?e:n.i(i.a)(+e),t):f},t.lineX0=t.lineY0=function(){return e().x(c).y(l)},t.lineY1=function(){return e().x(c).y(f)},t.lineX1=function(){return e().x(s).y(l)},t.defined=function(e){return arguments.length?(p=\"function\"==typeof e?e:n.i(i.a)(!!e),t):p},t.curve=function(e){return arguments.length?(d=e,null!=h&&(v=d(h)),t):d},t.context=function(e){return arguments.length?(null==e?h=v=null:v=d(h=e),t):h},t}},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._k=(1-e)/6}var i=n(49),o=n(47);e.b=r,r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._x5=this._y0=this._y1=this._y2=this._y3=this._y4=this._y5=NaN,this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x3,this._y3),this._context.closePath();break;case 2:this._context.lineTo(this._x3,this._y3),this._context.closePath();break;case 3:this.point(this._x3,this._y3),this.point(this._x4,this._y4),this.point(this._x5,this._y5)}},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._x3=t,this._y3=e;break;case 1:this._point=2,this._context.moveTo(this._x4=t,this._y4=e);break;case 2:this._point=3,this._x5=t,this._y5=e;break;default:n.i(o.c)(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new r(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._k=(1-e)/6}var i=n(47);e.b=r,r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3,this._line?this._context.lineTo(this._x2,this._y2):this._context.moveTo(this._x2,this._y2);break;case 3:this._point=4;default:n.i(i.c)(this,t,e)}this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return new r(t,e)}return n.tension=function(e){return t(+e)},n}(0)},function(t,e,n){\"use strict\";function r(t){this._curve=t}function i(t){function e(e){return new r(t(e))}return e._curve=t,e}var o=n(48);n.d(e,\"b\",function(){return a}),e.a=i;var a=i(o.a);r.prototype={areaStart:function(){this._curve.areaStart()},areaEnd:function(){this._curve.areaEnd()},lineStart:function(){this._curve.lineStart()},lineEnd:function(){this._curve.lineEnd()},point:function(t,e){this._curve.point(e*Math.sin(t),e*-Math.cos(t))}}},function(t,e,n){\"use strict\";function r(t){return t[0]}function i(t){return t[1]}e.a=r,e.b=i},function(t,e,n){\"use strict\";function r(t){var e=t.curve;return t.angle=t.x,delete t.x,t.radius=t.y,delete t.y,t.curve=function(t){return arguments.length?e(n.i(i.a)(t)):e()._curve},t}var i=n(138),o=n(75);e.b=r,e.a=function(){return r(n.i(o.a)().curve(i.b))}},function(t,e,n){\"use strict\";var r=n(35);e.a={draw:function(t,e){var n=Math.sqrt(e/r.b);t.moveTo(n,0),t.arc(0,0,n,0,r.c)}}},function(t,e,n){\"use strict\";e.a={draw:function(t,e){var n=Math.sqrt(e/5)/2;t.moveTo(-3*n,-n),t.lineTo(-n,-n),t.lineTo(-n,-3*n),t.lineTo(n,-3*n),t.lineTo(n,-n),t.lineTo(3*n,-n),t.lineTo(3*n,n),t.lineTo(n,n),t.lineTo(n,3*n),t.lineTo(-n,3*n),t.lineTo(-n,n),t.lineTo(-3*n,n),t.closePath()}}},function(t,e,n){\"use strict\";var r=Math.sqrt(1/3),i=2*r;e.a={draw:function(t,e){var n=Math.sqrt(e/i),o=n*r;t.moveTo(0,-n),t.lineTo(o,0),t.lineTo(0,n),t.lineTo(-o,0),t.closePath()}}},function(t,e,n){\"use strict\";e.a={draw:function(t,e){var n=Math.sqrt(e),r=-n/2;t.rect(r,r,n,n)}}},function(t,e,n){\"use strict\";var r=n(35),i=.8908130915292852,o=Math.sin(r.b/10)/Math.sin(7*r.b/10),a=Math.sin(r.c/10)*o,u=-Math.cos(r.c/10)*o;e.a={draw:function(t,e){var n=Math.sqrt(e*i),o=a*n,c=u*n;t.moveTo(0,-n),t.lineTo(o,c);for(var s=1;s<5;++s){var l=r.c*s/5,f=Math.cos(l),p=Math.sin(l);t.lineTo(p*n,-f*n),t.lineTo(f*o-p*c,p*o+f*c)}t.closePath()}}},function(t,e,n){\"use strict\";var r=Math.sqrt(3);e.a={draw:function(t,e){var n=-Math.sqrt(e/(3*r));t.moveTo(0,2*n),t.lineTo(-r*n,-n),t.lineTo(r*n,-n),t.closePath()}}},function(t,e,n){\"use strict\";var r=-.5,i=Math.sqrt(3)/2,o=1/Math.sqrt(12),a=3*(o/2+1);e.a={draw:function(t,e){var n=Math.sqrt(e/a),u=n/2,c=n*o,s=u,l=n*o+n,f=-s,p=l;t.moveTo(u,c),t.lineTo(s,l),t.lineTo(f,p),t.lineTo(r*u-i*c,i*u+r*c),t.lineTo(r*s-i*l,i*s+r*l),t.lineTo(r*f-i*p,i*f+r*p),t.lineTo(r*u+i*c,r*c-i*u),t.lineTo(r*s+i*l,r*l-i*s),t.lineTo(r*f+i*p,r*p-i*f),t.closePath()}}},function(t,e,n){\"use strict\";function r(t){return t.toISOString()}var i=n(78);n.d(e,\"b\",function(){return o});var o=\"%Y-%m-%dT%H:%M:%S.%LZ\",a=Date.prototype.toISOString?r:n.i(i.d)(o);e.a=a},function(t,e,n){\"use strict\";function r(t){if(0<=t.y&&t.y<100){var e=new Date(-1,t.m,t.d,t.H,t.M,t.S,t.L);return e.setFullYear(t.y),e}return new Date(t.y,t.m,t.d,t.H,t.M,t.S,t.L)}function i(t){if(0<=t.y&&t.y<100){var e=new Date(Date.UTC(-1,t.m,t.d,t.H,t.M,t.S,t.L));return e.setUTCFullYear(t.y),e}return new Date(Date.UTC(t.y,t.m,t.d,t.H,t.M,t.S,t.L))}function o(t){return{y:t,m:0,d:1,H:0,M:0,S:0,L:0}}function a(t){function e(t,e){return function(n){var r,i,o,a=[],u=-1,c=0,s=t.length;for(n instanceof Date||(n=new Date(+n));++u<s;)37===t.charCodeAt(u)&&(a.push(t.slice(c,u)),null!=(i=et[r=t.charAt(++u)])?r=t.charAt(++u):i=\"e\"===r?\" \":\"0\",(o=e[r])&&(r=o(n,i)),a.push(r),c=u+1);return a.push(t.slice(c,u)),a.join(\"\")}}function n(t,e){return function(n){var r=o(1900),u=a(r,t,n+=\"\",0);if(u!=n.length)return null;if(\"p\"in r&&(r.H=r.H%12+12*r.p),\"W\"in r||\"U\"in r){\"w\"in r||(r.w=\"W\"in r?1:0);var c=\"Z\"in r?i(o(r.y)).getUTCDay():e(o(r.y)).getDay();r.m=0,r.d=\"W\"in r?(r.w+6)%7+7*r.W-(c+5)%7:r.w+7*r.U-(c+6)%7}return\"Z\"in r?(r.H+=r.Z/100|0,r.M+=r.Z%100,i(r)):e(r)}}function a(t,e,n,r){for(var i,o,a=0,u=e.length,c=n.length;a<u;){if(r>=c)return-1;if(i=e.charCodeAt(a++),37===i){if(i=e.charAt(a++),o=Ut[i in et?e.charAt(a++):i],!o||(r=o(t,n,r))<0)return-1}else if(i!=n.charCodeAt(r++))return-1}return r}function u(t,e,n){var r=kt.exec(e.slice(n));return r?(t.p=Et[r[0].toLowerCase()],n+r[0].length):-1}function c(t,e,n){var r=Pt.exec(e.slice(n));return r?(t.w=Nt[r[0].toLowerCase()],n+r[0].length):-1}function tt(t,e,n){var r=Tt.exec(e.slice(n));return r?(t.w=St[r[0].toLowerCase()],n+r[0].length):-1}function nt(t,e,n){var r=It.exec(e.slice(n));return r?(t.m=Dt[r[0].toLowerCase()],n+r[0].length):-1}function rt(t,e,n){var r=At.exec(e.slice(n));return r?(t.m=Ot[r[0].toLowerCase()],n+r[0].length):-1}function it(t,e,n){return a(t,mt,e,n)}function ot(t,e,n){return a(t,yt,e,n)}function at(t,e,n){return a(t,_t,e,n)}function ut(t){return wt[t.getDay()]}function ct(t){return xt[t.getDay()]}function st(t){return Mt[t.getMonth()]}function lt(t){return Ct[t.getMonth()]}function ft(t){return bt[+(t.getHours()>=12)]}function pt(t){return wt[t.getUTCDay()]}function ht(t){return xt[t.getUTCDay()]}function dt(t){return Mt[t.getUTCMonth()]}function vt(t){return Ct[t.getUTCMonth()]}function gt(t){return bt[+(t.getUTCHours()>=12)]}var mt=t.dateTime,yt=t.date,_t=t.time,bt=t.periods,xt=t.days,wt=t.shortDays,Ct=t.months,Mt=t.shortMonths,kt=s(bt),Et=l(bt),Tt=s(xt),St=l(xt),Pt=s(wt),Nt=l(wt),At=s(Ct),Ot=l(Ct),It=s(Mt),Dt=l(Mt),Rt={a:ut,A:ct,b:st,B:lt,c:null,d:k,e:k,H:E,I:T,j:S,L:P,m:N,M:A,p:ft,S:O,U:I,w:D,W:R,x:null,X:null,y:L,Y:U,Z:F,\"%\":J},Lt={a:pt,A:ht,b:dt,B:vt,c:null,d:j,e:j,H:B,I:W,j:V,L:z,m:H,M:q,p:gt,S:Y,U:K,w:G,W:$,x:null,X:null,y:X,Y:Z,Z:Q,\"%\":J},Ut={a:c,A:tt,b:nt,B:rt,c:it,d:y,e:y,H:b,I:b,j:_,L:C,m:m,M:x,p:u,S:w,U:p,w:f,W:h,x:ot,X:at,y:v,Y:d,Z:g,\"%\":M};return Rt.x=e(yt,Rt),Rt.X=e(_t,Rt),Rt.c=e(mt,Rt),Lt.x=e(yt,Lt),Lt.X=e(_t,Lt),Lt.c=e(mt,Lt),{format:function(t){var n=e(t+=\"\",Rt);return n.toString=function(){return t},n},parse:function(t){var e=n(t+=\"\",r);return e.toString=function(){return t},e},utcFormat:function(t){var n=e(t+=\"\",Lt);return n.toString=function(){return t},n},utcParse:function(t){var e=n(t,i);return e.toString=function(){return t},e}}}function u(t,e,n){var r=t<0?\"-\":\"\",i=(r?-t:t)+\"\",o=i.length;return r+(o<n?new Array(n-o+1).join(e)+i:i)}function c(t){return t.replace(it,\"\\\\$&\")}function s(t){return new RegExp(\"^(?:\"+t.map(c).join(\"|\")+\")\",\"i\")}function l(t){for(var e={},n=-1,r=t.length;++n<r;)e[t[n].toLowerCase()]=n;return e}function f(t,e,n){var r=nt.exec(e.slice(n,n+1));return r?(t.w=+r[0],n+r[0].length):-1}function p(t,e,n){var r=nt.exec(e.slice(n));return r?(t.U=+r[0],n+r[0].length):-1}function h(t,e,n){var r=nt.exec(e.slice(n));return r?(t.W=+r[0],n+r[0].length):-1}function d(t,e,n){var r=nt.exec(e.slice(n,n+4));return r?(t.y=+r[0],n+r[0].length):-1}function v(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.y=+r[0]+(+r[0]>68?1900:2e3),n+r[0].length):-1}function g(t,e,n){var r=/^(Z)|([+-]\\d\\d)(?:\\:?(\\d\\d))?/.exec(e.slice(n,n+6));return r?(t.Z=r[1]?0:-(r[2]+(r[3]||\"00\")),n+r[0].length):-1}function m(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.m=r[0]-1,n+r[0].length):-1}function y(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.d=+r[0],n+r[0].length):-1}function _(t,e,n){var r=nt.exec(e.slice(n,n+3));return r?(t.m=0,t.d=+r[0],n+r[0].length):-1}function b(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.H=+r[0],n+r[0].length):-1}function x(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.M=+r[0],n+r[0].length):-1}function w(t,e,n){var r=nt.exec(e.slice(n,n+2));return r?(t.S=+r[0],n+r[0].length):-1}function C(t,e,n){var r=nt.exec(e.slice(n,n+3));return r?(t.L=+r[0],n+r[0].length):-1}function M(t,e,n){var r=rt.exec(e.slice(n,n+1));return r?n+r[0].length:-1}function k(t,e){return u(t.getDate(),e,2)}function E(t,e){return u(t.getHours(),e,2)}function T(t,e){return u(t.getHours()%12||12,e,2)}function S(t,e){return u(1+tt.a.count(n.i(tt.b)(t),t),e,3)}function P(t,e){return u(t.getMilliseconds(),e,3)}function N(t,e){return u(t.getMonth()+1,e,2)}function A(t,e){return u(t.getMinutes(),e,2)}function O(t,e){return u(t.getSeconds(),e,2)}function I(t,e){return u(tt.c.count(n.i(tt.b)(t),t),e,2)}function D(t){return t.getDay()}function R(t,e){return u(tt.d.count(n.i(tt.b)(t),t),e,2)}function L(t,e){return u(t.getFullYear()%100,e,2)}function U(t,e){return u(t.getFullYear()%1e4,e,4)}function F(t){var e=t.getTimezoneOffset();return(e>0?\"-\":(e*=-1,\"+\"))+u(e/60|0,\"0\",2)+u(e%60,\"0\",2)}function j(t,e){return u(t.getUTCDate(),e,2)}function B(t,e){return u(t.getUTCHours(),e,2)}function W(t,e){return u(t.getUTCHours()%12||12,e,2)}function V(t,e){return u(1+tt.e.count(n.i(tt.f)(t),t),e,3)}function z(t,e){return u(t.getUTCMilliseconds(),e,3)}function H(t,e){return u(t.getUTCMonth()+1,e,2)}function q(t,e){return u(t.getUTCMinutes(),e,2)}function Y(t,e){return u(t.getUTCSeconds(),e,2)}function K(t,e){return u(tt.g.count(n.i(tt.f)(t),t),e,2)}function G(t){return t.getUTCDay()}function $(t,e){return u(tt.h.count(n.i(tt.f)(t),t),e,2)}function X(t,e){return u(t.getUTCFullYear()%100,e,2)}function Z(t,e){return u(t.getUTCFullYear()%1e4,e,4)}function Q(){return\"+0000\"}function J(){return\"%\"}var tt=n(79);e.a=a;var et={\"-\":\"\",_:\" \",0:\"0\"},nt=/^\\s*\\d+/,rt=/^%/,it=/[\\\\\\^\\$\\*\\+\\?\\|\\[\\]\\(\\)\\.\\{\\}]/g},function(t,e,n){\"use strict\";var r=n(8),i={listen:function(t,e,n){return t.addEventListener?(t.addEventListener(e,n,!1),{remove:function(){t.removeEventListener(e,n,!1)}}):t.attachEvent?(t.attachEvent(\"on\"+e,n),{remove:function(){t.detachEvent(\"on\"+e,n)}}):void 0},capture:function(t,e,n){return t.addEventListener?(t.addEventListener(e,n,!0),{remove:function(){t.removeEventListener(e,n,!0)}}):{remove:r}},registerDefault:function(){}};t.exports=i},function(t,e,n){\"use strict\";function r(t){try{t.focus()}catch(t){}}t.exports=r},function(t,e,n){\"use strict\";function r(){if(\"undefined\"==typeof document)return null;try{return document.activeElement||document.body}catch(t){return document.body}}t.exports=r},function(t,e){function n(){throw new Error(\"setTimeout has not been defined\")}function r(){throw new Error(\"clearTimeout has not been defined\")}function i(t){if(l===setTimeout)return setTimeout(t,0);if((l===n||!l)&&setTimeout)return l=setTimeout,setTimeout(t,0);try{return l(t,0)}catch(e){try{return l.call(null,t,0)}catch(e){return l.call(this,t,0)}}}function o(t){if(f===clearTimeout)return clearTimeout(t);if((f===r||!f)&&clearTimeout)return f=clearTimeout,clearTimeout(t);try{return f(t)}catch(e){try{return f.call(null,t)}catch(e){return f.call(this,t)}}}function a(){v&&h&&(v=!1,h.length?d=h.concat(d):g=-1,d.length&&u())}function u(){if(!v){var t=i(a);v=!0;for(var e=d.length;e;){for(h=d,d=[];++g<e;)h&&h[g].run();g=-1,e=d.length}h=null,v=!1,o(t)}}function c(t,e){this.fun=t,this.array=e}function s(){}var l,f,p=t.exports={};!function(){try{l=\"function\"==typeof setTimeout?setTimeout:n}catch(t){l=n}try{f=\"function\"==typeof clearTimeout?clearTimeout:r}catch(t){f=r}}();var h,d=[],v=!1,g=-1;p.nextTick=function(t){var e=new Array(arguments.length-1);if(arguments.length>1)for(var n=1;n<arguments.length;n++)e[n-1]=arguments[n];d.push(new c(t,e)),1!==d.length||v||i(u)},c.prototype.run=function(){this.fun.apply(null,this.array)},p.title=\"browser\",p.browser=!0,p.env={},p.argv=[],p.version=\"\",p.versions={},p.on=s,p.addListener=s,p.once=s,p.off=s,p.removeListener=s,p.removeAllListeners=s,p.emit=s,p.binding=function(t){throw new Error(\"process.binding is not supported\")},p.cwd=function(){return\"/\"},p.chdir=function(t){throw new Error(\"process.chdir is not supported\")},p.umask=function(){\n",
       "return 0}},function(t,e,n){\"use strict\";function r(t,e){return t+e.charAt(0).toUpperCase()+e.substring(1)}var i={animationIterationCount:!0,borderImageOutset:!0,borderImageSlice:!0,borderImageWidth:!0,boxFlex:!0,boxFlexGroup:!0,boxOrdinalGroup:!0,columnCount:!0,flex:!0,flexGrow:!0,flexPositive:!0,flexShrink:!0,flexNegative:!0,flexOrder:!0,gridRow:!0,gridColumn:!0,fontWeight:!0,lineClamp:!0,lineHeight:!0,opacity:!0,order:!0,orphans:!0,tabSize:!0,widows:!0,zIndex:!0,zoom:!0,fillOpacity:!0,floodOpacity:!0,stopOpacity:!0,strokeDasharray:!0,strokeDashoffset:!0,strokeMiterlimit:!0,strokeOpacity:!0,strokeWidth:!0},o=[\"Webkit\",\"ms\",\"Moz\",\"O\"];Object.keys(i).forEach(function(t){o.forEach(function(e){i[r(e,t)]=i[t]})});var a={background:{backgroundAttachment:!0,backgroundColor:!0,backgroundImage:!0,backgroundPositionX:!0,backgroundPositionY:!0,backgroundRepeat:!0},backgroundPosition:{backgroundPositionX:!0,backgroundPositionY:!0},border:{borderWidth:!0,borderStyle:!0,borderColor:!0},borderBottom:{borderBottomWidth:!0,borderBottomStyle:!0,borderBottomColor:!0},borderLeft:{borderLeftWidth:!0,borderLeftStyle:!0,borderLeftColor:!0},borderRight:{borderRightWidth:!0,borderRightStyle:!0,borderRightColor:!0},borderTop:{borderTopWidth:!0,borderTopStyle:!0,borderTopColor:!0},font:{fontStyle:!0,fontVariant:!0,fontWeight:!0,fontSize:!0,lineHeight:!0,fontFamily:!0},outline:{outlineWidth:!0,outlineStyle:!0,outlineColor:!0}},u={isUnitlessNumber:i,shorthandPropertyExpansions:a};t.exports=u},function(t,e,n){\"use strict\";function r(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}var i=n(2),o=n(17),a=(n(0),function(){function t(e){r(this,t),this._callbacks=null,this._contexts=null,this._arg=e}return t.prototype.enqueue=function(t,e){this._callbacks=this._callbacks||[],this._callbacks.push(t),this._contexts=this._contexts||[],this._contexts.push(e)},t.prototype.notifyAll=function(){var t=this._callbacks,e=this._contexts,n=this._arg;if(t&&e){t.length!==e.length?i(\"24\"):void 0,this._callbacks=null,this._contexts=null;for(var r=0;r<t.length;r++)t[r].call(e[r],n);t.length=0,e.length=0}},t.prototype.checkpoint=function(){return this._callbacks?this._callbacks.length:0},t.prototype.rollback=function(t){this._callbacks&&this._contexts&&(this._callbacks.length=t,this._contexts.length=t)},t.prototype.reset=function(){this._callbacks=null,this._contexts=null},t.prototype.destructor=function(){this.reset()},t}());t.exports=o.addPoolingTo(a)},function(t,e,n){\"use strict\";function r(t){return!!s.hasOwnProperty(t)||!c.hasOwnProperty(t)&&(u.test(t)?(s[t]=!0,!0):(c[t]=!0,!1))}function i(t,e){return null==e||t.hasBooleanValue&&!e||t.hasNumericValue&&isNaN(e)||t.hasPositiveNumericValue&&e<1||t.hasOverloadedBooleanValue&&e===!1}var o=n(21),a=(n(4),n(9),n(394)),u=(n(1),new RegExp(\"^[\"+o.ATTRIBUTE_NAME_START_CHAR+\"][\"+o.ATTRIBUTE_NAME_CHAR+\"]*$\")),c={},s={},l={createMarkupForID:function(t){return o.ID_ATTRIBUTE_NAME+\"=\"+a(t)},setAttributeForID:function(t,e){t.setAttribute(o.ID_ATTRIBUTE_NAME,e)},createMarkupForRoot:function(){return o.ROOT_ATTRIBUTE_NAME+'=\"\"'},setAttributeForRoot:function(t){t.setAttribute(o.ROOT_ATTRIBUTE_NAME,\"\")},createMarkupForProperty:function(t,e){var n=o.properties.hasOwnProperty(t)?o.properties[t]:null;if(n){if(i(n,e))return\"\";var r=n.attributeName;return n.hasBooleanValue||n.hasOverloadedBooleanValue&&e===!0?r+'=\"\"':r+\"=\"+a(e)}return o.isCustomAttribute(t)?null==e?\"\":t+\"=\"+a(e):null},createMarkupForCustomAttribute:function(t,e){return r(t)&&null!=e?t+\"=\"+a(e):\"\"},setValueForProperty:function(t,e,n){var r=o.properties.hasOwnProperty(e)?o.properties[e]:null;if(r){var a=r.mutationMethod;if(a)a(t,n);else{if(i(r,n))return void this.deleteValueForProperty(t,e);if(r.mustUseProperty)t[r.propertyName]=n;else{var u=r.attributeName,c=r.attributeNamespace;c?t.setAttributeNS(c,u,\"\"+n):r.hasBooleanValue||r.hasOverloadedBooleanValue&&n===!0?t.setAttribute(u,\"\"):t.setAttribute(u,\"\"+n)}}}else if(o.isCustomAttribute(e))return void l.setValueForAttribute(t,e,n)},setValueForAttribute:function(t,e,n){if(r(e)){null==n?t.removeAttribute(e):t.setAttribute(e,\"\"+n)}},deleteValueForAttribute:function(t,e){t.removeAttribute(e)},deleteValueForProperty:function(t,e){var n=o.properties.hasOwnProperty(e)?o.properties[e]:null;if(n){var r=n.mutationMethod;if(r)r(t,void 0);else if(n.mustUseProperty){var i=n.propertyName;n.hasBooleanValue?t[i]=!1:t[i]=\"\"}else t.removeAttribute(n.attributeName)}else o.isCustomAttribute(e)&&t.removeAttribute(e)}};t.exports=l},function(t,e,n){\"use strict\";var r={hasCachedChildNodes:1};t.exports=r},function(t,e,n){\"use strict\";function r(){if(this._rootNodeID&&this._wrapperState.pendingUpdate){this._wrapperState.pendingUpdate=!1;var t=this._currentElement.props,e=u.getValue(t);null!=e&&i(this,Boolean(t.multiple),e)}}function i(t,e,n){var r,i,o=c.getNodeFromInstance(t).options;if(e){for(r={},i=0;i<n.length;i++)r[\"\"+n[i]]=!0;for(i=0;i<o.length;i++){var a=r.hasOwnProperty(o[i].value);o[i].selected!==a&&(o[i].selected=a)}}else{for(r=\"\"+n,i=0;i<o.length;i++)if(o[i].value===r)return void(o[i].selected=!0);o.length&&(o[0].selected=!0)}}function o(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return this._rootNodeID&&(this._wrapperState.pendingUpdate=!0),s.asap(r,this),n}var a=n(3),u=n(85),c=n(4),s=n(11),l=(n(1),!1),f={getHostProps:function(t,e){return a({},e,{onChange:t._wrapperState.onChange,value:void 0})},mountWrapper:function(t,e){var n=u.getValue(e);t._wrapperState={pendingUpdate:!1,initialValue:null!=n?n:e.defaultValue,listeners:null,onChange:o.bind(t),wasMultiple:Boolean(e.multiple)},void 0===e.value||void 0===e.defaultValue||l||(l=!0)},getSelectValueContext:function(t){return t._wrapperState.initialValue},postUpdateWrapper:function(t){var e=t._currentElement.props;t._wrapperState.initialValue=void 0;var n=t._wrapperState.wasMultiple;t._wrapperState.wasMultiple=Boolean(e.multiple);var r=u.getValue(e);null!=r?(t._wrapperState.pendingUpdate=!1,i(t,Boolean(e.multiple),r)):n!==Boolean(e.multiple)&&(null!=e.defaultValue?i(t,Boolean(e.multiple),e.defaultValue):i(t,Boolean(e.multiple),e.multiple?[]:\"\"))}};t.exports=f},function(t,e,n){\"use strict\";var r,i={injectEmptyComponentFactory:function(t){r=t}},o={create:function(t){return r(t)}};o.injection=i,t.exports=o},function(t,e,n){\"use strict\";var r={logTopLevelRenders:!1};t.exports=r},function(t,e,n){\"use strict\";function r(t){return u?void 0:a(\"111\",t.type),new u(t)}function i(t){return new c(t)}function o(t){return t instanceof c}var a=n(2),u=(n(0),null),c=null,s={injectGenericComponentClass:function(t){u=t},injectTextComponentClass:function(t){c=t}},l={createInternalComponent:r,createInstanceForText:i,isTextComponent:o,injection:s};t.exports=l},function(t,e,n){\"use strict\";function r(t){return o(document.documentElement,t)}var i=n(353),o=n(320),a=n(151),u=n(152),c={hasSelectionCapabilities:function(t){var e=t&&t.nodeName&&t.nodeName.toLowerCase();return e&&(\"input\"===e&&\"text\"===t.type||\"textarea\"===e||\"true\"===t.contentEditable)},getSelectionInformation:function(){var t=u();return{focusedElem:t,selectionRange:c.hasSelectionCapabilities(t)?c.getSelection(t):null}},restoreSelection:function(t){var e=u(),n=t.focusedElem,i=t.selectionRange;e!==n&&r(n)&&(c.hasSelectionCapabilities(n)&&c.setSelection(n,i),a(n))},getSelection:function(t){var e;if(\"selectionStart\"in t)e={start:t.selectionStart,end:t.selectionEnd};else if(document.selection&&t.nodeName&&\"input\"===t.nodeName.toLowerCase()){var n=document.selection.createRange();n.parentElement()===t&&(e={start:-n.moveStart(\"character\",-t.value.length),end:-n.moveEnd(\"character\",-t.value.length)})}else e=i.getOffsets(t);return e||{start:0,end:0}},setSelection:function(t,e){var n=e.start,r=e.end;if(void 0===r&&(r=n),\"selectionStart\"in t)t.selectionStart=n,t.selectionEnd=Math.min(r,t.value.length);else if(document.selection&&t.nodeName&&\"input\"===t.nodeName.toLowerCase()){var o=t.createTextRange();o.collapse(!0),o.moveStart(\"character\",n),o.moveEnd(\"character\",r-n),o.select()}else i.setOffsets(t,e)}};t.exports=c},function(t,e,n){\"use strict\";function r(t,e){for(var n=Math.min(t.length,e.length),r=0;r<n;r++)if(t.charAt(r)!==e.charAt(r))return r;return t.length===e.length?-1:n}function i(t){return t?t.nodeType===D?t.documentElement:t.firstChild:null}function o(t){return t.getAttribute&&t.getAttribute(A)||\"\"}function a(t,e,n,r,i){var o;if(x.logTopLevelRenders){var a=t._currentElement.props.child,u=a.type;o=\"React mount: \"+(\"string\"==typeof u?u:u.displayName||u.name),console.time(o)}var c=M.mountComponent(t,n,null,_(t,e),i,0);o&&console.timeEnd(o),t._renderedComponent._topLevelWrapper=t,j._mountImageIntoNode(c,e,t,r,n)}function u(t,e,n,r){var i=E.ReactReconcileTransaction.getPooled(!n&&b.useCreateElement);i.perform(a,null,t,e,i,n,r),E.ReactReconcileTransaction.release(i)}function c(t,e,n){for(M.unmountComponent(t,n),e.nodeType===D&&(e=e.documentElement);e.lastChild;)e.removeChild(e.lastChild)}function s(t){var e=i(t);if(e){var n=y.getInstanceFromNode(e);return!(!n||!n._hostParent)}}function l(t){return!(!t||t.nodeType!==I&&t.nodeType!==D&&t.nodeType!==R)}function f(t){var e=i(t),n=e&&y.getInstanceFromNode(e);return n&&!n._hostParent?n:null}function p(t){var e=f(t);return e?e._hostContainerInfo._topLevelWrapper:null}var h=n(2),d=n(20),v=n(21),g=n(26),m=n(51),y=(n(15),n(4)),_=n(347),b=n(349),x=n(160),w=n(40),C=(n(9),n(363)),M=n(24),k=n(88),E=n(11),T=n(38),S=n(169),P=(n(0),n(55)),N=n(95),A=(n(1),v.ID_ATTRIBUTE_NAME),O=v.ROOT_ATTRIBUTE_NAME,I=1,D=9,R=11,L={},U=1,F=function(){this.rootID=U++};F.prototype.isReactComponent={},F.prototype.render=function(){return this.props.child},F.isReactTopLevelWrapper=!0;var j={TopLevelWrapper:F,_instancesByReactRootID:L,scrollMonitor:function(t,e){e()},_updateRootComponent:function(t,e,n,r,i){return j.scrollMonitor(r,function(){k.enqueueElementInternal(t,e,n),i&&k.enqueueCallbackInternal(t,i)}),t},_renderNewRootComponent:function(t,e,n,r){l(e)?void 0:h(\"37\"),m.ensureScrollValueMonitoring();var i=S(t,!1);E.batchedUpdates(u,i,e,n,r);var o=i._instance.rootID;return L[o]=i,i},renderSubtreeIntoContainer:function(t,e,n,r){return null!=t&&w.has(t)?void 0:h(\"38\"),j._renderSubtreeIntoContainer(t,e,n,r)},_renderSubtreeIntoContainer:function(t,e,n,r){k.validateCallback(r,\"ReactDOM.render\"),g.isValidElement(e)?void 0:h(\"39\",\"string\"==typeof e?\" Instead of passing a string like 'div', pass React.createElement('div') or <div />.\":\"function\"==typeof e?\" Instead of passing a class like Foo, pass React.createElement(Foo) or <Foo />.\":null!=e&&void 0!==e.props?\" This may be caused by unintentionally loading two independent copies of React.\":\"\");var a,u=g.createElement(F,{child:e});if(t){var c=w.get(t);a=c._processChildContext(c._context)}else a=T;var l=p(n);if(l){var f=l._currentElement,d=f.props.child;if(N(d,e)){var v=l._renderedComponent.getPublicInstance(),m=r&&function(){r.call(v)};return j._updateRootComponent(l,u,a,n,m),v}j.unmountComponentAtNode(n)}var y=i(n),_=y&&!!o(y),b=s(n),x=_&&!l&&!b,C=j._renderNewRootComponent(u,n,x,a)._renderedComponent.getPublicInstance();return r&&r.call(C),C},render:function(t,e,n){return j._renderSubtreeIntoContainer(null,t,e,n)},unmountComponentAtNode:function(t){l(t)?void 0:h(\"40\");var e=p(t);if(!e){s(t),1===t.nodeType&&t.hasAttribute(O);return!1}return delete L[e._instance.rootID],E.batchedUpdates(c,e,t,!1),!0},_mountImageIntoNode:function(t,e,n,o,a){if(l(e)?void 0:h(\"41\"),o){var u=i(e);if(C.canReuseMarkup(t,u))return void y.precacheNode(n,u);var c=u.getAttribute(C.CHECKSUM_ATTR_NAME);u.removeAttribute(C.CHECKSUM_ATTR_NAME);var s=u.outerHTML;u.setAttribute(C.CHECKSUM_ATTR_NAME,c);var f=t,p=r(f,s),v=\" (client) \"+f.substring(p-20,p+20)+\"\\n (server) \"+s.substring(p-20,p+20);e.nodeType===D?h(\"42\",v):void 0}if(e.nodeType===D?h(\"43\"):void 0,a.useCreateElement){for(;e.lastChild;)e.removeChild(e.lastChild);d.insertTreeBefore(e,t,null)}else P(e,t),y.precacheNode(n,e.firstChild)}};t.exports=j},function(t,e,n){\"use strict\";var r=n(2),i=n(26),o=(n(0),{HOST:0,COMPOSITE:1,EMPTY:2,getType:function(t){return null===t||t===!1?o.EMPTY:i.isValidElement(t)?\"function\"==typeof t.type?o.COMPOSITE:o.HOST:void r(\"26\",t)}});t.exports=o},function(t,e,n){\"use strict\";function r(t,e){return null==e?i(\"30\"):void 0,null==t?e:Array.isArray(t)?Array.isArray(e)?(t.push.apply(t,e),t):(t.push(e),t):Array.isArray(e)?[t].concat(e):[t,e]}var i=n(2);n(0);t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){Array.isArray(t)?t.forEach(e,n):t&&e.call(n,t)}t.exports=r},function(t,e,n){\"use strict\";function r(t){for(var e;(e=t._renderedNodeType)===i.COMPOSITE;)t=t._renderedComponent;return e===i.HOST?t._renderedComponent:e===i.EMPTY?null:void 0}var i=n(164);t.exports=r},function(t,e,n){\"use strict\";function r(){return!o&&i.canUseDOM&&(o=\"textContent\"in document.documentElement?\"textContent\":\"innerText\"),o}var i=n(6),o=null;t.exports=r},function(t,e,n){\"use strict\";function r(t){if(t){var e=t.getName();if(e)return\" Check the render method of `\"+e+\"`.\"}return\"\"}function i(t){return\"function\"==typeof t&&\"undefined\"!=typeof t.prototype&&\"function\"==typeof t.prototype.mountComponent&&\"function\"==typeof t.prototype.receiveComponent}function o(t,e){var n;if(null===t||t===!1)n=s.create(o);else if(\"object\"==typeof t){var u=t,c=u.type;if(\"function\"!=typeof c&&\"string\"!=typeof c){var p=\"\";p+=r(u._owner),a(\"130\",null==c?c:typeof c,p)}\"string\"==typeof u.type?n=l.createInternalComponent(u):i(u.type)?(n=new u.type(u),n.getHostNode||(n.getHostNode=n.getNativeNode)):n=new f(u)}else\"string\"==typeof t||\"number\"==typeof t?n=l.createInstanceForText(t):a(\"131\",typeof t);return n._mountIndex=0,n._mountImage=null,n}var a=n(2),u=n(3),c=n(344),s=n(159),l=n(161),f=(n(391),n(0),n(1),function(t){this.construct(t)});u(f.prototype,c,{_instantiateReactComponent:o}),t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=t&&t.nodeName&&t.nodeName.toLowerCase();return\"input\"===e?!!i[t.type]:\"textarea\"===e}var i={color:!0,date:!0,datetime:!0,\"datetime-local\":!0,email:!0,month:!0,number:!0,password:!0,range:!0,search:!0,tel:!0,text:!0,time:!0,url:!0,week:!0};t.exports=r},function(t,e,n){\"use strict\";var r=n(6),i=n(54),o=n(55),a=function(t,e){if(e){var n=t.firstChild;if(n&&n===t.lastChild&&3===n.nodeType)return void(n.nodeValue=e)}t.textContent=e};r.canUseDOM&&(\"textContent\"in document.documentElement||(a=function(t,e){return 3===t.nodeType?void(t.nodeValue=e):void o(t,i(e))})),t.exports=a},function(t,e,n){\"use strict\";function r(t,e){return t&&\"object\"==typeof t&&null!=t.key?s.escape(t.key):e.toString(36)}function i(t,e,n,o){var p=typeof t;if(\"undefined\"!==p&&\"boolean\"!==p||(t=null),null===t||\"string\"===p||\"number\"===p||\"object\"===p&&t.$$typeof===u)return n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",M=String(t);a(\"31\",\"[object Object]\"===M?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":M,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(2),u=(n(15),n(359)),c=n(390),s=(n(0),n(84)),l=(n(1),\".\"),f=\":\";t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=Function.prototype.toString,n=Object.prototype.hasOwnProperty,r=RegExp(\"^\"+e.call(n).replace(/[\\\\^$.*+?()[\\]{}|]/g,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\");try{var i=e.call(t);return r.test(i)}catch(t){return!1}}function i(t){var e=s(t);if(e){var n=e.childIDs;l(t),n.forEach(i)}}function o(t,e,n){return\"\\n    in \"+(t||\"Unknown\")+(e?\" (at \"+e.fileName.replace(/^.*[\\\\\\/]/,\"\")+\":\"+e.lineNumber+\")\":n?\" (created by \"+n+\")\":\"\")}function a(t){return null==t?\"#empty\":\"string\"==typeof t||\"number\"==typeof t?\"#text\":\"string\"==typeof t.type?t.type:t.type.displayName||t.type.name||\"Unknown\"}function u(t){var e,n=k.getDisplayName(t),r=k.getElement(t),i=k.getOwnerID(t);return i&&(e=k.getDisplayName(i)),o(n,r&&r._source,e)}var c,s,l,f,p,h,d,v=n(28),g=n(15),m=(n(0),n(1),\"function\"==typeof Array.from&&\"function\"==typeof Map&&r(Map)&&null!=Map.prototype&&\"function\"==typeof Map.prototype.keys&&r(Map.prototype.keys)&&\"function\"==typeof Set&&r(Set)&&null!=Set.prototype&&\"function\"==typeof Set.prototype.keys&&r(Set.prototype.keys));if(m){var y=new Map,_=new Set;c=function(t,e){y.set(t,e)},s=function(t){return y.get(t)},l=function(t){y.delete(t)},f=function(){return Array.from(y.keys())},p=function(t){_.add(t)},h=function(t){_.delete(t)},d=function(){return Array.from(_.keys())}}else{var b={},x={},w=function(t){return\".\"+t},C=function(t){return parseInt(t.substr(1),10)};c=function(t,e){var n=w(t);b[n]=e},s=function(t){var e=w(t);return b[e]},l=function(t){var e=w(t);delete b[e]},f=function(){return Object.keys(b).map(C)},p=function(t){var e=w(t);x[e]=!0},h=function(t){var e=w(t);delete x[e]},d=function(){return Object.keys(x).map(C)}}var M=[],k={onSetChildren:function(t,e){var n=s(t);n?void 0:v(\"144\"),n.childIDs=e;for(var r=0;r<e.length;r++){var i=e[r],o=s(i);o?void 0:v(\"140\"),null==o.childIDs&&\"object\"==typeof o.element&&null!=o.element?v(\"141\"):void 0,o.isMounted?void 0:v(\"71\"),null==o.parentID&&(o.parentID=t),o.parentID!==t?v(\"142\",i,o.parentID,t):void 0}},onBeforeMountComponent:function(t,e,n){var r={element:e,parentID:n,text:null,childIDs:[],isMounted:!1,updateCount:0};c(t,r)},onBeforeUpdateComponent:function(t,e){var n=s(t);n&&n.isMounted&&(n.element=e)},onMountComponent:function(t){var e=s(t);e?void 0:v(\"144\"),e.isMounted=!0;var n=0===e.parentID;n&&p(t)},onUpdateComponent:function(t){var e=s(t);e&&e.isMounted&&e.updateCount++},onUnmountComponent:function(t){var e=s(t);if(e){e.isMounted=!1;var n=0===e.parentID;n&&h(t)}M.push(t)},purgeUnmountedComponents:function(){if(!k._preventPurging){for(var t=0;t<M.length;t++){var e=M[t];i(e)}M.length=0}},isMounted:function(t){var e=s(t);return!!e&&e.isMounted},getCurrentStackAddendum:function(t){var e=\"\";if(t){var n=a(t),r=t._owner;e+=o(n,t._source,r&&r.getName())}var i=g.current,u=i&&i._debugID;return e+=k.getStackAddendumByID(u)},getStackAddendumByID:function(t){for(var e=\"\";t;)e+=u(t),t=k.getParentID(t);return e},getChildIDs:function(t){var e=s(t);return e?e.childIDs:[]},getDisplayName:function(t){var e=k.getElement(t);return e?a(e):null},getElement:function(t){var e=s(t);return e?e.element:null},getOwnerID:function(t){var e=k.getElement(t);return e&&e._owner?e._owner._debugID:null},getParentID:function(t){var e=s(t);return e?e.parentID:null},getSource:function(t){var e=s(t),n=e?e.element:null,r=null!=n?n._source:null;return r},getText:function(t){var e=k.getElement(t);return\"string\"==typeof e?e:\"number\"==typeof e?\"\"+e:null},getUpdateCount:function(t){var e=s(t);return e?e.updateCount:0},getRootIDs:d,getRegisteredIDs:f};t.exports=k},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";var r={};t.exports=r},function(t,e,n){\"use strict\";var r=!1;t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t&&(i&&t[i]||t[o]);if(\"function\"==typeof e)return e}var i=\"function\"==typeof Symbol&&Symbol.iterator,o=\"@@iterator\";t.exports=r},,function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=\"function\"==typeof Symbol&&\"symbol\"==typeof Symbol.iterator?function(t){return typeof t}:function(t){return t&&\"function\"==typeof Symbol&&t.constructor===Symbol&&t!==Symbol.prototype?\"symbol\":typeof t},c=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),s=n(41),l=r(s),f=n(129),p=n(64),h=n(30),d=n(77),v=n(112),g=n(134),m=n(10),y=n(39),_=n(56),b=r(_),x=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return window.lastAdditiveForceArrayVisualizer=t,t.topOffset=28,t.leftOffset=80,t.height=350,t.effectFormat=(0,h.format)(\".2\"),t.redraw=(0,y.debounce)(function(){return t.draw()},200),t}return a(e,t),c(e,[{key:\"componentDidMount\",value:function(){var t=this;this.mainGroup=this.svg.append(\"g\"),this.onTopGroup=this.svg.append(\"g\"),this.xaxisElement=this.onTopGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-array-xaxis\"),this.yaxisElement=this.onTopGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-array-yaxis\"),this.hoverGroup1=this.svg.append(\"g\"),this.hoverGroup2=this.svg.append(\"g\"),this.baseValueTitle=this.svg.append(\"text\"),this.hoverLine=this.svg.append(\"line\"),this.hoverxOutline=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#fff\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",\"6\").attr(\"font-size\",\"12px\"),this.hoverx=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").attr(\"font-size\",\"12px\"),this.hoverxTitle=this.svg.append(\"text\").attr(\"text-anchor\",\"middle\").attr(\"opacity\",.6).attr(\"font-size\",\"12px\"),this.hoveryOutline=this.svg.append(\"text\").attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#fff\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",\"6\").attr(\"font-size\",\"12px\"),this.hovery=this.svg.append(\"text\").attr(\"text-anchor\",\"end\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").attr(\"font-size\",\"12px\"),this.xlabel=this.wrapper.select(\".additive-force-array-xlabel\"),this.ylabel=this.wrapper.select(\".additive-force-array-ylabel\");var e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in b.default.colors?e=b.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=b.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),this.colors=e.map(function(t){return(0,m.hsl)(t)}),this.brighterColors=[1.45,1.6].map(function(e,n){return t.colors[n].brighter(e)});var n=(0,h.format)(\",.4\");if(null!=this.props.ordering_keys&&null!=this.props.ordering_keys_time_format){var r=function(t){return\"object\"==(\"undefined\"==typeof t?\"undefined\":u(t))?this.formatTime(t):n(t)};this.parseTime=(0,d.timeParse)(this.props.ordering_keys_time_format),this.formatTime=(0,d.timeFormat)(this.props.ordering_keys_time_format),this.xtickFormat=r}else this.parseTime=null,this.formatTime=null,this.xtickFormat=n;this.xscale=(0,p.scaleLinear)(),this.xaxis=(0,v.axisBottom)().scale(this.xscale).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.xtickFormat(e)}).tickPadding(-18),this.ytickFormat=n,this.yscale=(0,p.scaleLinear)(),this.yaxis=(0,v.axisLeft)().scale(this.yscale).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.ytickFormat(t.invLinkFunction(e))}).tickPadding(2),this.xlabel.node().onchange=function(){return t.internalDraw()},this.ylabel.node().onchange=function(){return t.internalDraw()},this.svg.on(\"mousemove\",function(e){return t.mouseMoved(e)}),this.svg.on(\"click\",function(){return alert(\"This original index of the sample you clicked is \"+t.nearestExpIndex)}),this.svg.on(\"mouseout\",function(e){return t.mouseOut(e)}),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"mouseOut\",value:function(){this.hoverLine.attr(\"display\",\"none\"),this.hoverx.attr(\"display\",\"none\"),this.hoverxOutline.attr(\"display\",\"none\"),this.hoverxTitle.attr(\"display\",\"none\"),this.hovery.attr(\"display\",\"none\"),this.hoveryOutline.attr(\"display\",\"none\"),this.hoverGroup1.attr(\"display\",\"none\"),this.hoverGroup2.attr(\"display\",\"none\")}},{key:\"mouseMoved\",value:function(){var t=this,e=void 0,n=void 0;this.hoverLine.attr(\"display\",\"\"),this.hoverx.attr(\"display\",\"\"),this.hoverxOutline.attr(\"display\",\"\"),this.hoverxTitle.attr(\"display\",\"\"),this.hovery.attr(\"display\",\"\"),this.hoveryOutline.attr(\"display\",\"\"),this.hoverGroup1.attr(\"display\",\"\"),this.hoverGroup2.attr(\"display\",\"\");var r=(0,f.mouse)(this.svg.node())[0];if(this.props.explanations){for(e=0;e<this.currExplanations.length;++e)(!n||Math.abs(n.xmapScaled-r)>Math.abs(this.currExplanations[e].xmapScaled-r))&&(n=this.currExplanations[e]);this.nearestExpIndex=n.origInd,this.hoverLine.attr(\"x1\",n.xmapScaled).attr(\"x2\",n.xmapScaled).attr(\"y1\",0+this.topOffset).attr(\"y2\",this.height),this.hoverx.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxOutline.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-5).text(this.xtickFormat(n.xmap)),this.hoverxTitle.attr(\"x\",n.xmapScaled).attr(\"y\",this.topOffset-18).text(n.count>1?n.count+\" averaged samples\":\"\"),this.hovery.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint))),this.hoveryOutline.attr(\"x\",this.leftOffset-6).attr(\"y\",n.joinPointy).text(this.ytickFormat(this.invLinkFunction(n.joinPoint)));for(var i=[],o=void 0,a=void 0,u=this.currPosOrderedFeatures.length-1;u>=0;--u){var c=this.currPosOrderedFeatures[u],s=n.features[c];a=5+(s.posyTop+s.posyBottom)/2,(!o||a-o>=15)&&s.posyTop-s.posyBottom>=6&&(i.push(s),o=a)}var l=[];o=void 0;var p=!0,h=!1,d=void 0;try{for(var v,g=this.currNegOrderedFeatures[Symbol.iterator]();!(p=(v=g.next()).done);p=!0){var m=v.value,y=n.features[m];a=5+(y.negyTop+y.negyBottom)/2,(!o||o-a>=15)&&y.negyTop-y.negyBottom>=6&&(l.push(y),o=a)}}catch(t){h=!0,d=t}finally{try{!p&&g.return&&g.return()}finally{if(h)throw d}}var _=function(e){var r=\"\";return null!==e.value&&void 0!==e.value&&(r=\" = \"+(isNaN(e.value)?e.value:t.ytickFormat(e.value))),n.count>1?\"mean(\"+t.props.featureNames[e.ind]+\")\"+r:t.props.featureNames[e.ind]+r},b=this.hoverGroup1.selectAll(\".pos-values\").data(i);b.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(b).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.posyTop+t.posyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(_),b.exit().remove();var x=this.hoverGroup2.selectAll(\".pos-values\").data(i);x.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(x).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.posyTop+t.posyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[0]).text(_),x.exit().remove();var w=this.hoverGroup1.selectAll(\".neg-values\").data(l);w.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(w).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").attr(\"opacity\",1).text(_),w.exit().remove();var C=this.hoverGroup2.selectAll(\".neg-values\").data(l);C.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(C).attr(\"x\",n.xmapScaled+5).attr(\"y\",function(t){return 4+(t.negyTop+t.negyBottom)/2}).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[1]).text(_),C.exit().remove()}}},{key:\"draw\",value:function(){var t=this;if(this.props.explanations&&0!==this.props.explanations.length){(0,y.each)(this.props.explanations,function(t,e){return t.origInd=e});var e={},n={},r={},i=!0,o=!1,a=void 0;try{for(var u,c=this.props.explanations[Symbol.iterator]();!(i=(u=c.next()).done);i=!0){var s=u.value;for(var l in s.features)void 0===e[l]&&(e[l]=0,n[l]=0,r[l]=0),s.features[l].effect>0?e[l]+=s.features[l].effect:n[l]-=s.features[l].effect,null!==s.features[l].value&&void 0!==s.features[l].value&&(r[l]+=1)}}catch(t){o=!0,a=t}finally{try{!i&&c.return&&c.return()}finally{if(o)throw a}}this.usedFeatures=(0,y.sortBy)((0,y.keys)(e),function(t){return-(e[t]+n[t])}),console.log(\"found \",this.usedFeatures.length,\" used features\"),this.posOrderedFeatures=(0,y.sortBy)(this.usedFeatures,function(t){return e[t]}),this.negOrderedFeatures=(0,y.sortBy)(this.usedFeatures,function(t){return-n[t]}),this.singleValueFeatures=(0,y.filter)(this.usedFeatures,function(t){return r[t]>0});var f=[\"sample order by similarity\",\"sample order by output value\",\"original sample ordering\"].concat(this.singleValueFeatures.map(function(e){return t.props.featureNames[e]}));null!=this.props.ordering_keys&&f.unshift(\"sample order by key\");var p=this.xlabel.selectAll(\"option\").data(f);p.enter().append(\"option\").merge(p).attr(\"value\",function(t){return t}).text(function(t){return t}),p.exit().remove();var h=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";f=(0,y.map)(this.usedFeatures,function(e){return[t.props.featureNames[e],t.props.featureNames[e]+\" effects\"]}),f.unshift([\"model output value\",h]);var d=this.ylabel.selectAll(\"option\").data(f);d.enter().append(\"option\").merge(d).attr(\"value\",function(t){return t[0]}).text(function(t){return t[1]}),d.exit().remove(),this.ylabel.style(\"top\",(this.height-10-this.topOffset)/2+this.topOffset+\"px\").style(\"left\",10-this.ylabel.node().offsetWidth/2+\"px\"),this.internalDraw()}}},{key:\"internalDraw\",value:function(){var t=this,e=!0,n=!1,r=void 0;try{for(var i,o=this.props.explanations[Symbol.iterator]();!(e=(i=o.next()).done);e=!0){var a=i.value,c=!0,s=!1,l=void 0;try{for(var f,h=this.usedFeatures[Symbol.iterator]();!(c=(f=h.next()).done);c=!0){var d=f.value;a.features.hasOwnProperty(d)||(a.features[d]={effect:0,value:0}),a.features[d].ind=d}}catch(t){s=!0,l=t}finally{try{!c&&h.return&&h.return()}finally{if(s)throw l}}}}catch(t){n=!0,r=t}finally{try{!e&&o.return&&o.return()}finally{if(n)throw r}}var v=void 0,m=this.xlabel.node().value,_=\"sample order by key\"===m&&null!=this.props.ordering_keys_time_format;if(_?this.xscale=(0,p.scaleTime)():this.xscale=(0,p.scaleLinear)(),this.xaxis.scale(this.xscale),\"sample order by similarity\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return t.simIndex}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"sample order by output value\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return-t.outValue}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"original sample ordering\"===m)v=(0,y.sortBy)(this.props.explanations,function(t){return t.origInd}),(0,y.each)(v,function(t,e){return t.xmap=e});else if(\"sample order by key\"===m)v=this.props.explanations,_?(0,y.each)(v,function(e,n){return e.xmap=t.parseTime(t.props.ordering_keys[n])}):(0,y.each)(v,function(e,n){return e.xmap=t.props.ordering_keys[n]}),v=(0,y.sortBy)(v,function(t){return t.xmap});else{var b=function(){var e=(0,y.findKey)(t.props.featureNames,function(t){return t===m});(0,y.each)(t.props.explanations,function(t,n){return t.xmap=t.features[e].value});var n=(0,y.sortBy)(t.props.explanations,function(t){return t.xmap}),r=(0,y.map)(n,function(t){return t.xmap});if(\"string\"==typeof r[0])return alert(\"Ordering by category names is not yet supported.\"),{v:void 0};var i=(0,y.min)(r),o=(0,y.max)(r),a=(o-i)/100;v=[];for(var u=void 0,c=void 0,s=0;s<n.length;++s){var l=n[s];if(u&&!c&&l.xmap-u.xmap<=a||c&&l.xmap-c.xmap<=a){c||(c=(0,y.cloneDeep)(u),c.count=1);var f=!0,p=!1,h=void 0;try{for(var d,g=t.usedFeatures[Symbol.iterator]();!(f=(d=g.next()).done);f=!0){var _=d.value;c.features[_].effect+=l.features[_].effect,c.features[_].value+=l.features[_].value;\n",
       "}}catch(t){p=!0,h=t}finally{try{!f&&g.return&&g.return()}finally{if(p)throw h}}c.count+=1}else if(u)if(c){var b=!0,x=!1,w=void 0;try{for(var C,M=t.usedFeatures[Symbol.iterator]();!(b=(C=M.next()).done);b=!0){var k=C.value;c.features[k].effect/=c.count,c.features[k].value/=c.count}}catch(t){x=!0,w=t}finally{try{!b&&M.return&&M.return()}finally{if(x)throw w}}v.push(c),c=void 0}else v.push(u);u=l}u.xmap-v[v.length-1].xmap>a&&v.push(u)}();if(\"object\"===(\"undefined\"==typeof b?\"undefined\":u(b)))return b.v}this.currUsedFeatures=this.usedFeatures,this.currPosOrderedFeatures=this.posOrderedFeatures,this.currNegOrderedFeatures=this.negOrderedFeatures;var x=this.ylabel.node().value;if(\"model output value\"!==x){var w=v;v=(0,y.cloneDeep)(v);for(var C=(0,y.findKey)(this.props.featureNames,function(t){return t===x}),M=0;M<v.length;++M){var k=v[M].features[C];v[M].features={},v[M].features[C]=k,w[M].remapped_version=v[M]}this.currUsedFeatures=[C],this.currPosOrderedFeatures=[C],this.currNegOrderedFeatures=[C]}this.currExplanations=v,\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link),this.predValues=(0,y.map)(v,function(t){return(0,y.sum)((0,y.map)(t.features,function(t){return t.effect}))});var E=this.wrapper.node().offsetWidth;if(0==E)return setTimeout(function(){return t.draw(v)},500);this.svg.style(\"height\",this.height+\"px\"),this.svg.style(\"width\",E+\"px\");var T=(0,y.map)(v,function(t){return t.xmap});this.xscale.domain([(0,y.min)(T),(0,y.max)(T)]).range([this.leftOffset,E]).clamp(!0),this.xaxisElement.attr(\"transform\",\"translate(0,\"+this.topOffset+\")\").call(this.xaxis);for(var S=0;S<this.currExplanations.length;++S)this.currExplanations[S].xmapScaled=this.xscale(this.currExplanations[S].xmap);for(var P=v.length,N=0,A=0;A<P;++A){var O=v[A].features,I=(0,y.sum)((0,y.map)((0,y.filter)(O,function(t){return t.effect>0}),function(t){return t.effect}))||0,D=(0,y.sum)((0,y.map)((0,y.filter)(O,function(t){return t.effect<0}),function(t){return-t.effect}))||0;N=Math.max(N,2.2*Math.max(I,D))}this.yscale.domain([-N/2,N/2]).range([this.height-10,this.topOffset]),this.yaxisElement.attr(\"transform\",\"translate(\"+this.leftOffset+\",0)\").call(this.yaxis);for(var R=0;R<P;++R){var L=v[R].features,U=(0,y.sum)((0,y.map)((0,y.filter)(L,function(t){return t.effect<0}),function(t){return-t.effect}))||0,F=-U,j=void 0,B=!0,W=!1,V=void 0;try{for(var z,H=this.currPosOrderedFeatures[Symbol.iterator]();!(B=(z=H.next()).done);B=!0)j=z.value,L[j].posyTop=this.yscale(F),L[j].effect>0&&(F+=L[j].effect),L[j].posyBottom=this.yscale(F),L[j].ind=j}catch(t){W=!0,V=t}finally{try{!B&&H.return&&H.return()}finally{if(W)throw V}}var q=F,Y=!0,K=!1,G=void 0;try{for(var $,X=this.currNegOrderedFeatures[Symbol.iterator]();!(Y=($=X.next()).done);Y=!0)j=$.value,L[j].negyTop=this.yscale(F),L[j].effect<0&&(F-=L[j].effect),L[j].negyBottom=this.yscale(F)}catch(t){K=!0,G=t}finally{try{!Y&&X.return&&X.return()}finally{if(K)throw G}}v[R].joinPoint=q,v[R].joinPointy=this.yscale(q)}var Z=(0,g.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),Q=this.mainGroup.selectAll(\".force-bar-array-area-pos\").data(this.currUsedFeatures);Q.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-pos\").merge(Q).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyTop]}),n=(0,y.map)((0,y.rangeRight)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyBottom]});return Z(e.concat(n))}).attr(\"fill\",this.colors[0]),Q.exit().remove();var J=this.mainGroup.selectAll(\".force-bar-array-area-neg\").data(this.currUsedFeatures);J.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-neg\").merge(J).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyTop]}),n=(0,y.map)((0,y.rangeRight)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyBottom]});return Z(e.concat(n))}).attr(\"fill\",this.colors[1]),J.exit().remove();var tt=this.mainGroup.selectAll(\".force-bar-array-divider-pos\").data(this.currUsedFeatures);tt.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-pos\").merge(tt).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].posyBottom]});return Z(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(){return t.colors[0].brighter(1.2)}),tt.exit().remove();var et=this.mainGroup.selectAll(\".force-bar-array-divider-neg\").data(this.currUsedFeatures);et.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-neg\").merge(et).attr(\"d\",function(t){var e=(0,y.map)((0,y.range)(P),function(e){return[v[e].xmapScaled,v[e].features[t].negyTop]});return Z(e)}).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",function(){return t.colors[1].brighter(1.5)}),et.exit().remove();for(var nt=function(t,e,n,r,i){var o=void 0,a=void 0;\"pos\"===i?(o=t[n].features[e].posyBottom,a=t[n].features[e].posyTop):(o=t[n].features[e].negyBottom,a=t[n].features[e].negyTop);for(var u=void 0,c=void 0,s=n+1;s<=r;++s)\"pos\"===i?(u=t[s].features[e].posyBottom,c=t[s].features[e].posyTop):(u=t[s].features[e].negyBottom,c=t[s].features[e].negyTop),u>o&&(o=u),c<a&&(a=c);return{top:o,bottom:a}},rt=100,it=20,ot=100,at=[],ut=[\"pos\",\"neg\"],ct=0;ct<ut.length;ct++){var st=ut[ct],lt=!0,ft=!1,pt=void 0;try{for(var ht,dt=this.currUsedFeatures[Symbol.iterator]();!(lt=(ht=dt.next()).done);lt=!0)for(var vt=ht.value,gt=0,mt=0,yt=0,_t={top:0,bottom:0},bt=void 0;mt<P-1;){for(;yt<rt&&mt<P-1;)++mt,yt=v[mt].xmapScaled-v[gt].xmapScaled;for(_t=nt(v,vt,gt,mt,st);_t.bottom-_t.top<it&&gt<mt;)++gt,_t=nt(v,vt,gt,mt,st);if(yt=v[mt].xmapScaled-v[gt].xmapScaled,_t.bottom-_t.top>=it&&yt>=rt){for(;mt<P-1;){if(++mt,bt=nt(v,vt,gt,mt,st),!(bt.bottom-bt.top>it)){--mt;break}_t=bt}yt=v[mt].xmapScaled-v[gt].xmapScaled,at.push([(v[mt].xmapScaled+v[gt].xmapScaled)/2,(_t.top+_t.bottom)/2,this.props.featureNames[vt]]);var xt=v[mt].xmapScaled;for(gt=mt;xt+ot>v[gt].xmapScaled&&gt<P-1;)++gt;mt=gt}}}catch(t){ft=!0,pt=t}finally{try{!lt&&dt.return&&dt.return()}finally{if(ft)throw pt}}}var wt=this.onTopGroup.selectAll(\".force-bar-array-flabels\").data(at);wt.enter().append(\"text\").attr(\"class\",\"force-bar-array-flabels\").merge(wt).attr(\"x\",function(t){return t[0]}).attr(\"y\",function(t){return t[1]+4}).text(function(t){return t[2]}),wt.exit().remove()}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return l.default.createElement(\"div\",{ref:function(e){return t.wrapper=(0,f.select)(e)},style:{textAlign:\"center\"}},l.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-array-wrapper {\\n            text-align: center;\\n          }\\n          .force-bar-array-xaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-xaxis .domain {\\n            opacity: 0;\\n          }\\n          .force-bar-array-xaxis paths {\\n            display: none;\\n          }\\n          .force-bar-array-yaxis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-array-yaxis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\\n          .force-bar-array-flabels {\\n            font-size: 12px;\\n            fill: #fff;\\n            text-anchor: middle;\\n          }\\n          .additive-force-array-xlabel {\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            margin-left: 80px;\\n            max-width: 300px;\\n          }\\n          .additive-force-array-xlabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-ylabel {\\n            position: relative;\\n            top: 0px;\\n            left: 0px;\\n            transform: rotate(-90deg);\\n            background: none;\\n            border: 1px solid #ccc;\\n            opacity: 0.5;\\n            margin-bottom: 0px;\\n            font-size: 12px;\\n            font-family: arial;\\n            max-width: 150px;\\n          }\\n          .additive-force-array-ylabel:focus {\\n            outline: none;\\n          }\\n          .additive-force-array-hoverLine {\\n            stroke-width: 1px;\\n            stroke: #fff;\\n            opacity: 1;\\n          }\"}}),l.default.createElement(\"select\",{className:\"additive-force-array-xlabel\"}),l.default.createElement(\"div\",{style:{height:\"0px\",textAlign:\"left\"}},l.default.createElement(\"select\",{className:\"additive-force-array-ylabel\"})),l.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,f.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}}))}}]),e}(l.default.Component);x.defaultProps={plot_cmap:\"RdBu\",ordering_keys:null,ordering_keys_time_format:null},e.default=x},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),c=n(41),s=r(c),l=n(129),f=n(64),p=n(30),h=n(112),d=n(134),v=n(10),g=n(39),m=n(56),y=r(m),b=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return window.lastAdditiveForceVisualizer=t,t.effectFormat=(0,p.format)(\".2\"),t.redraw=(0,g.debounce)(function(){return t.draw()},200),t}return a(e,t),u(e,[{key:\"componentDidMount\",value:function(){var t=this;this.mainGroup=this.svg.append(\"g\"),this.axisElement=this.mainGroup.append(\"g\").attr(\"transform\",\"translate(0,35)\").attr(\"class\",\"force-bar-axis\"),this.onTopGroup=this.svg.append(\"g\"),this.baseValueTitle=this.svg.append(\"text\"),this.joinPointLine=this.svg.append(\"line\"),this.joinPointLabelOutline=this.svg.append(\"text\"),this.joinPointLabel=this.svg.append(\"text\"),this.joinPointTitleLeft=this.svg.append(\"text\"),this.joinPointTitleLeftArrow=this.svg.append(\"text\"),this.joinPointTitle=this.svg.append(\"text\"),this.joinPointTitleRightArrow=this.svg.append(\"text\"),this.joinPointTitleRight=this.svg.append(\"text\"),this.hoverLabelBacking=this.svg.append(\"text\").attr(\"x\",10).attr(\"y\",20).attr(\"text-anchor\",\"middle\").attr(\"font-size\",12).attr(\"stroke\",\"#fff\").attr(\"fill\",\"#fff\").attr(\"stroke-width\",\"4\").attr(\"stroke-linejoin\",\"round\").text(\"\").on(\"mouseover\",function(){t.hoverLabel.attr(\"opacity\",1),t.hoverLabelBacking.attr(\"opacity\",1)}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)}),this.hoverLabel=this.svg.append(\"text\").attr(\"x\",10).attr(\"y\",20).attr(\"text-anchor\",\"middle\").attr(\"font-size\",12).attr(\"fill\",\"#0f0\").text(\"\").on(\"mouseover\",function(){t.hoverLabel.attr(\"opacity\",1),t.hoverLabelBacking.attr(\"opacity\",1)}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)});var e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in y.default.colors?e=y.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=y.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),this.colors=e.map(function(t){return(0,v.hsl)(t)}),this.brighterColors=[1.45,1.6].map(function(e,n){return t.colors[n].brighter(e)}),this.colors.map(function(e,n){var r=t.svg.append(\"linearGradient\").attr(\"id\",\"linear-grad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");r.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",e).attr(\"stop-opacity\",.6),r.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",e).attr(\"stop-opacity\",0);var i=t.svg.append(\"linearGradient\").attr(\"id\",\"linear-backgrad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");i.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",e).attr(\"stop-opacity\",.5),i.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",e).attr(\"stop-opacity\",0)}),this.tickFormat=(0,p.format)(\",.4\"),this.scaleCentered=(0,f.scaleLinear)(),this.axis=(0,h.axisBottom)().scale(this.scaleCentered).tickSizeInner(4).tickSizeOuter(0).tickFormat(function(e){return t.tickFormat(t.invLinkFunction(e))}).tickPadding(-18),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"draw\",value:function(){var t=this;(0,g.each)(this.props.featureNames,function(e,n){t.props.features[n]&&(t.props.features[n].name=e)}),\"identity\"===this.props.link?this.invLinkFunction=function(e){return t.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(t.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link);var e=this.svg.node().parentNode.offsetWidth;if(0==e)return setTimeout(function(){return t.draw(t.props)},500);this.svg.style(\"height\",\"150px\"),this.svg.style(\"width\",e+\"px\");var n=50,r=(0,g.sortBy)(this.props.features,function(t){return-1/(t.effect+1e-10)}),i=(0,g.sum)((0,g.map)(r,function(t){return Math.abs(t.effect)})),o=(0,g.sum)((0,g.map)((0,g.filter)(r,function(t){return t.effect>0}),function(t){return t.effect}))||0,a=(0,g.sum)((0,g.map)((0,g.filter)(r,function(t){return t.effect<0}),function(t){return-t.effect}))||0;this.domainSize=3*Math.max(o,a);var u=(0,f.scaleLinear)().domain([0,this.domainSize]).range([0,e]),c=e/2-u(a);this.scaleCentered.domain([-this.domainSize/2,this.domainSize/2]).range([0,e]).clamp(!0),this.axisElement.attr(\"transform\",\"translate(0,\"+n+\")\").call(this.axis);var s=0,l=void 0,h=void 0,v=void 0;for(l=0;l<r.length;++l)r[l].x=s,r[l].effect<0&&void 0===h&&(h=s,v=l),s+=Math.abs(r[l].effect);void 0===h&&(h=s,v=l);var m=(0,d.line)().x(function(t){return t[0]}).y(function(t){return t[1]}),y=function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name};r=this.props.hideBars?[]:r;var b=this.mainGroup.selectAll(\".force-bar-blocks\").data(r);b.enter().append(\"path\").attr(\"class\",\"force-bar-blocks\").merge(b).attr(\"d\",function(t,e){var r=u(t.x)+c,i=u(Math.abs(t.effect)),o=t.effect<0?-4:4,a=o;return e===v&&(o=0),e===v-1&&(a=0),m([[r,6+n],[r+i,6+n],[r+i+a,14.5+n],[r+i,23+n],[r,23+n],[r+o,14.5+n]])}).attr(\"fill\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}).on(\"mouseover\",function(e){if(u(Math.abs(e.effect))<u(i)/50||u(Math.abs(e.effect))<10){var r=u(e.x)+c,o=u(Math.abs(e.effect));t.hoverLabel.attr(\"opacity\",1).attr(\"x\",r+o/2).attr(\"y\",n+.5).attr(\"fill\",e.effect>0?t.colors[0]:t.colors[1]).text(y(e)),t.hoverLabelBacking.attr(\"opacity\",1).attr(\"x\",r+o/2).attr(\"y\",n+.5).text(y(e))}}).on(\"mouseout\",function(){t.hoverLabel.attr(\"opacity\",0),t.hoverLabelBacking.attr(\"opacity\",0)}),b.exit().remove();var x=_.filter(r,function(t){return u(Math.abs(t.effect))>u(i)/50&&u(Math.abs(t.effect))>10}),w=this.onTopGroup.selectAll(\".force-bar-labels\").data(x);if(w.exit().remove(),w=w.enter().append(\"text\").attr(\"class\",\"force-bar-labels\").attr(\"font-size\",\"12px\").attr(\"y\",48+n).merge(w).text(function(e){return void 0!==e.value&&null!==e.value&&\"\"!==e.value?e.name+\" = \"+(isNaN(e.value)?e.value:t.tickFormat(e.value)):e.name}).attr(\"fill\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}).attr(\"stroke\",function(t){return t.textWidth=Math.max(this.getComputedTextLength(),u(Math.abs(t.effect))-10),t.innerTextWidth=this.getComputedTextLength(),\"none\"}),this.filteredData=x,r.length>0){s=h+u.invert(5);for(var C=v;C<r.length;++C)r[C].textx=s,s+=u.invert(r[C].textWidth+10);s=h-u.invert(5);for(var M=v-1;M>=0;--M)r[M].textx=s,s-=u.invert(r[M].textWidth+10)}w.attr(\"x\",function(t){return u(t.textx)+c+(t.effect>0?-t.textWidth/2:t.textWidth/2)}).attr(\"text-anchor\",\"middle\"),x=(0,g.filter)(x,function(n){return u(n.textx)+c>t.props.labelMargin&&u(n.textx)+c<e-t.props.labelMargin}),this.filteredData2=x;var k=x.slice(),E=(0,g.findIndex)(r,x[0])-1;E>=0&&k.unshift(r[E]);var T=this.mainGroup.selectAll(\".force-bar-labelBacking\").data(x);T.enter().append(\"path\").attr(\"class\",\"force-bar-labelBacking\").attr(\"stroke\",\"none\").attr(\"opacity\",.2).merge(T).attr(\"d\",function(t){return m([[u(t.x)+u(Math.abs(t.effect))+c,23+n],[(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5,33+n],[(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5,54+n],[(t.effect>0?u(t.textx)-t.textWidth:u(t.textx))+c-5,54+n],[(t.effect>0?u(t.textx)-t.textWidth:u(t.textx))+c-5,33+n],[u(t.x)+c,23+n]])}).attr(\"fill\",function(t){return\"url(#linear-backgrad-\"+(t.effect>0?0:1)+\")\"}),T.exit().remove();var S=this.mainGroup.selectAll(\".force-bar-labelDividers\").data(x.slice(0,-1));S.enter().append(\"rect\").attr(\"class\",\"force-bar-labelDividers\").attr(\"height\",\"21px\").attr(\"width\",\"1px\").attr(\"y\",33+n).merge(S).attr(\"x\",function(t){return(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+4.5}).attr(\"fill\",function(t){return\"url(#linear-grad-\"+(t.effect>0?0:1)+\")\"}),S.exit().remove();var P=this.mainGroup.selectAll(\".force-bar-labelLinks\").data(x.slice(0,-1));P.enter().append(\"line\").attr(\"class\",\"force-bar-labelLinks\").attr(\"y1\",23+n).attr(\"y2\",33+n).attr(\"stroke-opacity\",.5).attr(\"stroke-width\",1).merge(P).attr(\"x1\",function(t){return u(t.x)+u(Math.abs(t.effect))+c}).attr(\"x2\",function(t){return(t.effect>0?u(t.textx):u(t.textx)+t.textWidth)+c+5}).attr(\"stroke\",function(e){return e.effect>0?t.colors[0]:t.colors[1]}),P.exit().remove();var N=this.mainGroup.selectAll(\".force-bar-blockDividers\").data(r.slice(0,-1));N.enter().append(\"path\").attr(\"class\",\"force-bar-blockDividers\").attr(\"stroke-width\",2).attr(\"fill\",\"none\").merge(N).attr(\"d\",function(t){var e=u(t.x)+u(Math.abs(t.effect))+c;return m([[e,6+n],[e+(t.effect<0?-4:4),14.5+n],[e,23+n]])}).attr(\"stroke\",function(e,n){return v===n+1||Math.abs(e.effect)<1e-8?\"#rgba(0,0,0,0)\":e.effect>0?t.brighterColors[0]:t.brighterColors[1]}),N.exit().remove(),this.joinPointLine.attr(\"x1\",u(h)+c).attr(\"x2\",u(h)+c).attr(\"y1\",0+n).attr(\"y2\",6+n).attr(\"stroke\",\"#F2F2F2\").attr(\"stroke-width\",1).attr(\"opacity\",1),this.joinPointLabelOutline.attr(\"x\",u(h)+c).attr(\"y\",-5+n).attr(\"color\",\"#fff\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",6).text((0,p.format)(\",.2f\")(this.invLinkFunction(h-a))).attr(\"opacity\",1),console.log(\"joinPoint\",h,c,n,a),this.joinPointLabel.attr(\"x\",u(h)+c).attr(\"y\",-5+n).attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").text((0,p.format)(\",.2f\")(this.invLinkFunction(h-a))).attr(\"opacity\",1),this.joinPointTitle.attr(\"x\",u(h)+c).attr(\"y\",-22+n).attr(\"text-anchor\",\"middle\").attr(\"font-size\",\"12\").attr(\"fill\",\"#000\").text(this.props.outNames[0]).attr(\"opacity\",.5),this.props.hideBars||(this.joinPointTitleLeft.attr(\"x\",u(h)+c-16).attr(\"y\",-38+n).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"higher\").attr(\"opacity\",1),this.joinPointTitleRight.attr(\"x\",u(h)+c+16).attr(\"y\",-38+n).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"lower\").attr(\"opacity\",1),this.joinPointTitleLeftArrow.attr(\"x\",u(h)+c+7).attr(\"y\",-42+n).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"→\").attr(\"opacity\",1),this.joinPointTitleRightArrow.attr(\"x\",u(h)+c-7).attr(\"y\",-36+n).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"←\").attr(\"opacity\",1)),this.props.hideBaseValueLabel||this.baseValueTitle.attr(\"x\",this.scaleCentered(0)).attr(\"y\",-22+n).attr(\"text-anchor\",\"middle\").attr(\"font-size\",\"12\").attr(\"fill\",\"#000\").text(\"base value\").attr(\"opacity\",.5)}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return s.default.createElement(\"svg\",{ref:function(e){return t.svg=(0,l.select)(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}},s.default.createElement(\"style\",{dangerouslySetInnerHTML:{__html:\"\\n          .force-bar-axis path {\\n            fill: none;\\n            opacity: 0.4;\\n          }\\n          .force-bar-axis paths {\\n            display: none;\\n          }\\n          .tick line {\\n            stroke: #000;\\n            stroke-width: 1px;\\n            opacity: 0.4;\\n          }\\n          .tick text {\\n            fill: #000;\\n            opacity: 0.5;\\n            font-size: 12px;\\n            padding: 0px;\\n          }\"}}))}}]),e}(s.default.Component);b.defaultProps={plot_cmap:\"RdBu\"},e.default=b},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}function i(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function o(t,e){if(!t)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return!e||\"object\"!=typeof e&&\"function\"!=typeof e?t:e}function a(t,e){if(\"function\"!=typeof e&&null!==e)throw new TypeError(\"Super expression must either be null or a function, not \"+typeof e);t.prototype=Object.create(e&&e.prototype,{constructor:{value:t,enumerable:!1,writable:!0,configurable:!0}}),e&&(Object.setPrototypeOf?Object.setPrototypeOf(t,e):t.__proto__=e)}Object.defineProperty(e,\"__esModule\",{value:!0});var u=function(){function t(t,e){for(var n=0;n<e.length;n++){var r=e[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(t,r.key,r)}}return function(e,n,r){return n&&t(e.prototype,n),r&&t(e,r),e}}(),c=n(41),s=r(c),l=n(64),f=n(30),p=n(39),h=n(56),d=r(h),v=function(t){function e(){i(this,e);var t=o(this,(e.__proto__||Object.getPrototypeOf(e)).call(this));return t.width=100,window.lastSimpleListInstance=t,t.effectFormat=(0,f.format)(\".2\"),t}return a(e,t),u(e,[{key:\"render\",value:function(){var t=this,e=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in d.default.colors?e=d.default.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),e=d.default.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(e=this.props.plot_cmap),console.log(this.props.features,this.props.features),this.scale=(0,l.scaleLinear)().domain([0,(0,p.max)((0,p.map)(this.props.features,function(t){return Math.abs(t.effect)}))]).range([0,this.width]);var n=(0,p.reverse)((0,p.sortBy)(Object.keys(this.props.features),function(e){return Math.abs(t.props.features[e].effect)})),r=n.map(function(n){var r=t.props.features[n],i=t.props.featureNames[n],o={width:t.scale(Math.abs(r.effect)),height:\"20px\",background:r.effect<0?e[0]:e[1],display:\"inline-block\"},a=void 0,u=void 0,c={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginRight:\"5px\",textAlign:\"right\"},l={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginLeft:\"5px\"};return r.effect<0?(u=s.default.createElement(\"span\",{style:l},i),c.width=40+t.width-t.scale(Math.abs(r.effect)),c.textAlign=\"right\",c.color=\"#999\",c.fontSize=\"13px\",a=s.default.createElement(\"span\",{style:c},t.effectFormat(r.effect))):(c.textAlign=\"right\",a=s.default.createElement(\"span\",{style:c},i),l.width=40,l.textAlign=\"left\",l.color=\"#999\",l.fontSize=\"13px\",u=s.default.createElement(\"span\",{style:l},t.effectFormat(r.effect))),s.default.createElement(\"div\",{key:n,style:{marginTop:\"2px\"}},a,s.default.createElement(\"div\",{style:o}),u)});return s.default.createElement(\"span\",null,r)}}]),e}(s.default.Component);v.defaultProps={plot_cmap:\"RdBu\"},e.default=v},function(t,e,n){\"use strict\";t.exports=n(345)},function(t,e,n){var r=(n(0),n(398)),i=!1;t.exports=function(t){t=t||{};var e=t.shouldRejectClick||r;i=!0,n(22).injection.injectEventPluginsByName({TapEventPlugin:n(396)(e)})}},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(101),n(102),n(184),n(105),n(187),n(109),n(108)},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(29)},function(t,e,n){\"use strict\";n(18),n(29),n(57)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(18)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(101),n(18),n(29),n(57)},function(t,e,n){\"use strict\";n(104)},function(t,e,n){\"use strict\";n(110)},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r});var r=Array.prototype.slice},function(t,e,n){\"use strict\";function r(t,e,n){var r=t(n);return\"translate(\"+(isFinite(r)?r:e(n))+\",0)\"}function i(t,e,n){var r=t(n);return\"translate(0,\"+(isFinite(r)?r:e(n))+\")\"}function o(t){var e=t.bandwidth()/2;return t.round()&&(e=Math.round(e)),function(n){return t(n)+e}}function a(){return!this.__axis}function u(t,e){function n(n){var p,b=null==c?e.ticks?e.ticks.apply(e,u):e.domain():c,x=null==s?e.tickFormat?e.tickFormat.apply(e,u):h.a:s,w=Math.max(l,0)+_,C=t===d||t===g?r:i,M=e.range(),k=M[0]+.5,E=M[M.length-1]+.5,T=(e.bandwidth?o:h.a)(e.copy()),S=n.selection?n.selection():n,P=S.selectAll(\".domain\").data([null]),N=S.selectAll(\".tick\").data(b,e).order(),A=N.exit(),O=N.enter().append(\"g\").attr(\"class\",\"tick\"),I=N.select(\"line\"),D=N.select(\"text\"),R=t===d||t===m?-1:1,L=t===m||t===v?(p=\"x\",\"y\"):(p=\"y\",\"x\");P=P.merge(P.enter().insert(\"path\",\".tick\").attr(\"class\",\"domain\").attr(\"stroke\",\"#000\")),N=N.merge(O),I=I.merge(O.append(\"line\").attr(\"stroke\",\"#000\").attr(p+\"2\",R*l).attr(L+\"1\",.5).attr(L+\"2\",.5)),D=D.merge(O.append(\"text\").attr(\"fill\",\"#000\").attr(p,R*w).attr(L,.5).attr(\"dy\",t===d?\"0em\":t===g?\"0.71em\":\"0.32em\")),n!==S&&(P=P.transition(n),N=N.transition(n),I=I.transition(n),D=D.transition(n),A=A.transition(n).attr(\"opacity\",y).attr(\"transform\",function(t){return C(T,this.parentNode.__axis||T,t)}),O.attr(\"opacity\",y).attr(\"transform\",function(t){return C(this.parentNode.__axis||T,T,t)})),A.remove(),P.attr(\"d\",t===m||t==v?\"M\"+R*f+\",\"+k+\"H0.5V\"+E+\"H\"+R*f:\"M\"+k+\",\"+R*f+\"V0.5H\"+E+\"V\"+R*f),N.attr(\"opacity\",1).attr(\"transform\",function(t){return C(T,T,t)}),I.attr(p+\"2\",R*l),D.attr(p,R*w).text(x),S.filter(a).attr(\"fill\",\"none\").attr(\"font-size\",10).attr(\"font-family\",\"sans-serif\").attr(\"text-anchor\",t===v?\"start\":t===m?\"end\":\"middle\"),S.each(function(){this.__axis=T})}var u=[],c=null,s=null,l=6,f=6,_=3;return n.scale=function(t){return arguments.length?(e=t,n):e},n.ticks=function(){return u=p.a.call(arguments),n},n.tickArguments=function(t){return arguments.length?(u=null==t?[]:p.a.call(t),n):u.slice()},n.tickValues=function(t){return arguments.length?(c=null==t?null:p.a.call(t),n):c&&c.slice()},n.tickFormat=function(t){return arguments.length?(s=t,n):s},n.tickSize=function(t){return arguments.length?(l=f=+t,n):l},n.tickSizeInner=function(t){return arguments.length?(l=+t,n):l},n.tickSizeOuter=function(t){return arguments.length?(f=+t,n):f},n.tickPadding=function(t){return arguments.length?(_=+t,n):_},n}function c(t){return u(d,t)}function s(t){return u(v,t)}function l(t){return u(g,t)}function f(t){return u(m,t)}var p=n(200),h=n(202);e.a=c,e.b=s,e.c=l,e.d=f;var d=1,v=2,g=3,m=4,y=1e-6},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\";var r=(n(206),n(207),n(58));n.d(e,\"a\",function(){return r.a});n(205),n(208),n(204)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";n(58)},function(t,e,n){\"use strict\";function r(){}function i(t,e){var n=new r;if(t instanceof r)t.each(function(t){n.add(t)});else if(t){var i=-1,o=t.length;if(null==e)for(;++i<o;)n.add(t[i]);else for(;++i<o;)n.add(e(t[i],i,t))}return n}var o=n(58),a=o.a.prototype;r.prototype=i.prototype={constructor:r,has:a.has,add:function(t){return t+=\"\",this[o.b+t]=t,this},remove:a.remove,clear:a.clear,values:a.keys,size:a.size,empty:a.empty,each:a.each}},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";function r(t){if(t instanceof o)return new o(t.h,t.s,t.l,t.opacity);t instanceof u.d||(t=n.i(u.e)(t));var e=t.r/255,r=t.g/255,i=t.b/255,a=(g*i+d*e-v*r)/(g+d-v),s=i-a,l=(h*(r-a)-f*s)/p,m=Math.sqrt(l*l+s*s)/(h*a*(1-a)),y=m?Math.atan2(l,s)*c.a-120:NaN;return new o(y<0?y+360:y,m,a,t.opacity)}function i(t,e,n,i){return 1===arguments.length?r(t):new o(t,e,n,null==i?1:i)}function o(t,e,n,r){this.h=+t,this.s=+e,this.l=+n,this.opacity=+r}var a=n(60),u=n(59),c=n(113);e.a=i;var s=-.14861,l=1.78277,f=-.29227,p=-.90649,h=1.97294,d=h*p,v=h*l,g=l*f-p*s;n.i(a.a)(o,i,n.i(a.b)(u.f,{brighter:function(t){return t=null==t?u.g:Math.pow(u.g,t),new o(this.h,this.s,this.l*t,this.opacity)},darker:function(t){return t=null==t?u.h:Math.pow(u.h,t),new o(this.h,this.s,this.l*t,this.opacity)},rgb:function(){var t=isNaN(this.h)?0:(this.h+120)*c.b,e=+this.l,n=isNaN(this.s)?0:this.s*e*(1-e),r=Math.cos(t),i=Math.sin(t);return new u.d(255*(e+n*(s*r+l*i)),255*(e+n*(f*r+p*i)),255*(e+n*(h*r)),this.opacity)}}))},function(t,e,n){\"use strict\";function r(t){if(t instanceof o)return new o(t.l,t.a,t.b,t.opacity);if(t instanceof p){var e=t.h*v.b;return new o(t.l,Math.cos(e)*t.c,Math.sin(e)*t.c,t.opacity)}t instanceof d.d||(t=n.i(d.e)(t));var r=s(t.r),i=s(t.g),u=s(t.b),c=a((.4124564*r+.3575761*i+.1804375*u)/m),l=a((.2126729*r+.7151522*i+.072175*u)/y),f=a((.0193339*r+.119192*i+.9503041*u)/_);return new o(116*l-16,500*(c-l),200*(l-f),t.opacity)}function i(t,e,n,i){return 1===arguments.length?r(t):new o(t,e,n,null==i?1:i)}function o(t,e,n,r){this.l=+t,this.a=+e,this.b=+n,this.opacity=+r}function a(t){return t>C?Math.pow(t,1/3):t/w+b}function u(t){return t>x?t*t*t:w*(t-b)}function c(t){return 255*(t<=.0031308?12.92*t:1.055*Math.pow(t,1/2.4)-.055)}function s(t){return(t/=255)<=.04045?t/12.92:Math.pow((t+.055)/1.055,2.4)}function l(t){if(t instanceof p)return new p(t.h,t.c,t.l,t.opacity);t instanceof o||(t=r(t));var e=Math.atan2(t.b,t.a)*v.a;return new p(e<0?e+360:e,Math.sqrt(t.a*t.a+t.b*t.b),t.l,t.opacity)}function f(t,e,n,r){return 1===arguments.length?l(t):new p(t,e,n,null==r?1:r)}function p(t,e,n,r){this.h=+t,this.c=+e,this.l=+n,this.opacity=+r}var h=n(60),d=n(59),v=n(113);e.a=i,e.b=f;var g=18,m=.95047,y=1,_=1.08883,b=4/29,x=6/29,w=3*x*x,C=x*x*x;n.i(h.a)(o,i,n.i(h.b)(d.f,{brighter:function(t){return new o(this.l+g*(null==t?1:t),this.a,this.b,this.opacity)},darker:function(t){return new o(this.l-g*(null==t?1:t),this.a,this.b,this.opacity)},rgb:function(){var t=(this.l+16)/116,e=isNaN(this.a)?t:t+this.a/500,n=isNaN(this.b)?t:t-this.b/200;return t=y*u(t),e=m*u(e),n=_*u(n),new d.d(c(3.2404542*e-1.5371385*t-.4985314*n),c(-.969266*e+1.8760108*t+.041556*n),c(.0556434*e-.2040259*t+1.0572252*n),this.opacity)}})),n.i(h.a)(p,f,n.i(h.b)(d.f,{brighter:function(t){return new p(this.h,this.c,this.l+g*(null==t?1:t),this.opacity)},darker:function(t){return new p(this.h,this.c,this.l-g*(null==t?1:t),this.opacity)},rgb:function(){return r(this).rgb()}}))},function(t,e,n){\"use strict\";function r(t){return o=n.i(i.a)(t),a=o.format,u=o.formatPrefix,o}var i=n(117);n.d(e,\"b\",function(){return a}),n.d(e,\"c\",function(){\n",
       "return u}),e.a=r;var o,a,u;r({decimal:\".\",thousands:\",\",grouping:[3],currency:[\"$\",\"\"]})},function(t,e,n){\"use strict\";e.a=function(t,e){t=t.toPrecision(e);t:for(var n,r=t.length,i=1,o=-1;i<r;++i)switch(t[i]){case\".\":o=n=i;break;case\"0\":0===o&&(o=i),n=i;break;case\"e\":break t;default:o>0&&(o=0)}return o>0?t.slice(0,o)+t.slice(n+1):t}},function(t,e,n){\"use strict\";e.a=function(t,e){return function(n,r){for(var i=n.length,o=[],a=0,u=t[0],c=0;i>0&&u>0&&(c+u+1>r&&(u=Math.max(1,r-c)),o.push(n.substring(i-=u,i+u)),!((c+=u+1)>r));)u=t[a=(a+1)%t.length];return o.reverse().join(e)}}},function(t,e,n){\"use strict\";var r=n(61);e.a=function(t,e){var i=n.i(r.a)(t,e);if(!i)return t+\"\";var o=i[0],a=i[1];return a<0?\"0.\"+new Array(-a).join(\"0\")+o:o.length>a+1?o.slice(0,a+1)+\".\"+o.slice(a+1):o+new Array(a-o.length+2).join(\"0\")}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t){return Math.max(0,-n.i(r.a)(Math.abs(t)))}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t,e){return Math.max(0,3*Math.max(-8,Math.min(8,Math.floor(n.i(r.a)(e)/3)))-n.i(r.a)(Math.abs(t)))}},function(t,e,n){\"use strict\";var r=n(42);e.a=function(t,e){return t=Math.abs(t),e=Math.abs(e)-t,Math.max(0,n.i(r.a)(e)-n.i(r.a)(t))+1}},function(t,e,n){\"use strict\";function r(t){return function e(r){function a(e,a){var u=t((e=n.i(i.cubehelix)(e)).h,(a=n.i(i.cubehelix)(a)).h),c=n.i(o.a)(e.s,a.s),s=n.i(o.a)(e.l,a.l),l=n.i(o.a)(e.opacity,a.opacity);return function(t){return e.h=u(t),e.s=c(t),e.l=s(Math.pow(t,r)),e.opacity=l(t),e+\"\"}}return r=+r,a.gamma=e,a}(1)}var i=n(10),o=n(32);n.d(e,\"a\",function(){return a});var a=(r(o.b),r(o.a))},function(t,e,n){\"use strict\";function r(t){return function(e,r){var a=t((e=n.i(i.hcl)(e)).h,(r=n.i(i.hcl)(r)).h),u=n.i(o.a)(e.c,r.c),c=n.i(o.a)(e.l,r.l),s=n.i(o.a)(e.opacity,r.opacity);return function(t){return e.h=a(t),e.c=u(t),e.l=c(t),e.opacity=s(t),e+\"\"}}}var i=n(10),o=n(32);r(o.b),r(o.a)},function(t,e,n){\"use strict\";function r(t){return function(e,r){var a=t((e=n.i(i.hsl)(e)).h,(r=n.i(i.hsl)(r)).h),u=n.i(o.a)(e.s,r.s),c=n.i(o.a)(e.l,r.l),s=n.i(o.a)(e.opacity,r.opacity);return function(t){return e.h=a(t),e.s=u(t),e.l=c(t),e.opacity=s(t),e+\"\"}}}var i=n(10),o=n(32);r(o.b),r(o.a)},function(t,e,n){\"use strict\";n(10),n(32)},function(t,e,n){\"use strict\"},function(t,e,n){\"use strict\";e.a=function(t,e){return t=+t,e-=t,function(n){return Math.round(t+e*n)}}},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return i});var r=180/Math.PI,i={translateX:0,translateY:0,rotate:0,skewX:0,scaleX:1,scaleY:1};e.b=function(t,e,n,i,o,a){var u,c,s;return(u=Math.sqrt(t*t+e*e))&&(t/=u,e/=u),(s=t*n+e*i)&&(n-=t*s,i-=e*s),(c=Math.sqrt(n*n+i*i))&&(n/=c,i/=c,s/=c),t*i<e*n&&(t=-t,e=-e,s=-s,u=-u),{translateX:o,translateY:a,rotate:Math.atan2(e,t)*r,skewX:Math.atan(s)*r,scaleX:u,scaleY:c}}},function(t,e,n){\"use strict\";function r(t,e,r,o){function a(t){return t.length?t.pop()+\" \":\"\"}function u(t,o,a,u,c,s){if(t!==a||o!==u){var l=c.push(\"translate(\",null,e,null,r);s.push({i:l-4,x:n.i(i.a)(t,a)},{i:l-2,x:n.i(i.a)(o,u)})}else(a||u)&&c.push(\"translate(\"+a+e+u+r)}function c(t,e,r,u){t!==e?(t-e>180?e+=360:e-t>180&&(t+=360),u.push({i:r.push(a(r)+\"rotate(\",null,o)-2,x:n.i(i.a)(t,e)})):e&&r.push(a(r)+\"rotate(\"+e+o)}function s(t,e,r,u){t!==e?u.push({i:r.push(a(r)+\"skewX(\",null,o)-2,x:n.i(i.a)(t,e)}):e&&r.push(a(r)+\"skewX(\"+e+o)}function l(t,e,r,o,u,c){if(t!==r||e!==o){var s=u.push(a(u)+\"scale(\",null,\",\",null,\")\");c.push({i:s-4,x:n.i(i.a)(t,r)},{i:s-2,x:n.i(i.a)(e,o)})}else 1===r&&1===o||u.push(a(u)+\"scale(\"+r+\",\"+o+\")\")}return function(e,n){var r=[],i=[];return e=t(e),n=t(n),u(e.translateX,e.translateY,n.translateX,n.translateY,r,i),c(e.rotate,n.rotate,r,i),s(e.skewX,n.skewX,r,i),l(e.scaleX,e.scaleY,n.scaleX,n.scaleY,r,i),e=n=null,function(t){for(var e,n=-1,o=i.length;++n<o;)r[(e=i[n]).i]=e.x(t);return r.join(\"\")}}}var i=n(43),o=n(226);r(o.a,\"px, \",\"px)\",\"deg)\"),r(o.b,\", \",\")\",\")\")},function(t,e,n){\"use strict\";function r(t){return\"none\"===t?o.a:(a||(a=document.createElement(\"DIV\"),u=document.documentElement,c=document.defaultView),a.style.transform=t,t=c.getComputedStyle(u.appendChild(a),null).getPropertyValue(\"transform\"),u.removeChild(a),t=t.slice(7,-1).split(\",\"),n.i(o.b)(+t[0],+t[1],+t[2],+t[3],+t[4],+t[5]))}function i(t){return null==t?o.a:(s||(s=document.createElementNS(\"http://www.w3.org/2000/svg\",\"g\")),s.setAttribute(\"transform\",t),(t=s.transform.baseVal.consolidate())?(t=t.matrix,n.i(o.b)(t.a,t.b,t.c,t.d,t.e,t.f)):o.a)}var o=n(224);e.a=r,e.b=i;var a,u,c,s},function(t,e,n){\"use strict\";Math.SQRT2},function(t,e,n){\"use strict\";function r(){this._x0=this._y0=this._x1=this._y1=null,this._=\"\"}function i(){return new r}var o=Math.PI,a=2*o,u=1e-6,c=a-u;r.prototype=i.prototype={constructor:r,moveTo:function(t,e){this._+=\"M\"+(this._x0=this._x1=+t)+\",\"+(this._y0=this._y1=+e)},closePath:function(){null!==this._x1&&(this._x1=this._x0,this._y1=this._y0,this._+=\"Z\")},lineTo:function(t,e){this._+=\"L\"+(this._x1=+t)+\",\"+(this._y1=+e)},quadraticCurveTo:function(t,e,n,r){this._+=\"Q\"+ +t+\",\"+ +e+\",\"+(this._x1=+n)+\",\"+(this._y1=+r)},bezierCurveTo:function(t,e,n,r,i,o){this._+=\"C\"+ +t+\",\"+ +e+\",\"+ +n+\",\"+ +r+\",\"+(this._x1=+i)+\",\"+(this._y1=+o)},arcTo:function(t,e,n,r,i){t=+t,e=+e,n=+n,r=+r,i=+i;var a=this._x1,c=this._y1,s=n-t,l=r-e,f=a-t,p=c-e,h=f*f+p*p;if(i<0)throw new Error(\"negative radius: \"+i);if(null===this._x1)this._+=\"M\"+(this._x1=t)+\",\"+(this._y1=e);else if(h>u)if(Math.abs(p*s-l*f)>u&&i){var d=n-a,v=r-c,g=s*s+l*l,m=d*d+v*v,y=Math.sqrt(g),_=Math.sqrt(h),b=i*Math.tan((o-Math.acos((g+h-m)/(2*y*_)))/2),x=b/_,w=b/y;Math.abs(x-1)>u&&(this._+=\"L\"+(t+x*f)+\",\"+(e+x*p)),this._+=\"A\"+i+\",\"+i+\",0,0,\"+ +(p*d>f*v)+\",\"+(this._x1=t+w*s)+\",\"+(this._y1=e+w*l)}else this._+=\"L\"+(this._x1=t)+\",\"+(this._y1=e);else;},arc:function(t,e,n,r,i,s){t=+t,e=+e,n=+n;var l=n*Math.cos(r),f=n*Math.sin(r),p=t+l,h=e+f,d=1^s,v=s?r-i:i-r;if(n<0)throw new Error(\"negative radius: \"+n);null===this._x1?this._+=\"M\"+p+\",\"+h:(Math.abs(this._x1-p)>u||Math.abs(this._y1-h)>u)&&(this._+=\"L\"+p+\",\"+h),n&&(v>c?this._+=\"A\"+n+\",\"+n+\",0,1,\"+d+\",\"+(t-l)+\",\"+(e-f)+\"A\"+n+\",\"+n+\",0,1,\"+d+\",\"+(this._x1=p)+\",\"+(this._y1=h):(v<0&&(v=v%a+a),this._+=\"A\"+n+\",\"+n+\",0,\"+ +(v>=o)+\",\"+d+\",\"+(this._x1=t+n*Math.cos(i))+\",\"+(this._y1=e+n*Math.sin(i))))},rect:function(t,e,n,r){this._+=\"M\"+(this._x0=this._x1=+t)+\",\"+(this._y0=this._y1=+e)+\"h\"+ +n+\"v\"+ +r+\"h\"+-n+\"Z\"},toString:function(){return this._}},e.a=i},function(t,e,n){\"use strict\";function r(){function t(){var t=c().length,r=l[1]<l[0],o=l[r-0],u=l[1-r];e=(u-o)/Math.max(1,t-p+2*h),f&&(e=Math.floor(e)),o+=(u-o-e*(t-p))*d,i=e*(1-p),f&&(o=Math.round(o),i=Math.round(i));var v=n.i(a.g)(t).map(function(t){return o+e*t});return s(r?v.reverse():v)}var e,i,o=n.i(u.a)().unknown(void 0),c=o.domain,s=o.range,l=[0,1],f=!1,p=0,h=0,d=.5;return delete o.unknown,o.domain=function(e){return arguments.length?(c(e),t()):c()},o.range=function(e){return arguments.length?(l=[+e[0],+e[1]],t()):l.slice()},o.rangeRound=function(e){return l=[+e[0],+e[1]],f=!0,t()},o.bandwidth=function(){return i},o.step=function(){return e},o.round=function(e){return arguments.length?(f=!!e,t()):f},o.padding=function(e){return arguments.length?(p=h=Math.max(0,Math.min(1,e)),t()):p},o.paddingInner=function(e){return arguments.length?(p=Math.max(0,Math.min(1,e)),t()):p},o.paddingOuter=function(e){return arguments.length?(h=Math.max(0,Math.min(1,e)),t()):h},o.align=function(e){return arguments.length?(d=Math.max(0,Math.min(1,e)),t()):d},o.copy=function(){return r().domain(c()).range(l).round(f).paddingInner(p).paddingOuter(h).align(d)},t()}function i(t){var e=t.copy;return t.padding=t.paddingOuter,delete t.paddingInner,delete t.paddingOuter,t.copy=function(){return i(e())},t}function o(){return i(r().paddingInner(1))}var a=n(12),u=n(127);e.a=r,e.b=o},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"1f77b4ff7f0e2ca02cd627289467bd8c564be377c27f7f7fbcbd2217becf\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"1f77b4aec7e8ff7f0effbb782ca02c98df8ad62728ff98969467bdc5b0d58c564bc49c94e377c2f7b6d27f7f7fc7c7c7bcbd22dbdb8d17becf9edae5\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"393b795254a36b6ecf9c9ede6379398ca252b5cf6bcedb9c8c6d31bd9e39e7ba52e7cb94843c39ad494ad6616be7969c7b4173a55194ce6dbdde9ed6\")},function(t,e,n){\"use strict\";var r=n(33);e.a=n.i(r.a)(\"3182bd6baed69ecae1c6dbefe6550dfd8d3cfdae6bfdd0a231a35474c476a1d99bc7e9c0756bb19e9ac8bcbddcdadaeb636363969696bdbdbdd9d9d9\")},function(t,e,n){\"use strict\";var r=n(10),i=n(31);e.a=n.i(i.d)(n.i(r.cubehelix)(300,.5,0),n.i(r.cubehelix)(-240,.5,1))},function(t,e,n){\"use strict\";function r(){function t(t){return+t}var e=[0,1];return t.invert=t,t.domain=t.range=function(n){return arguments.length?(e=i.a.call(n,a.a),t):e.slice()},t.copy=function(){return r().domain(e)},n.i(o.b)(t)}var i=n(16),o=n(34),a=n(126);e.a=r},function(t,e,n){\"use strict\";function r(t,e){return(e=Math.log(e/t))?function(n){return Math.log(n/t)/e}:n.i(p.a)(e)}function i(t,e){return t<0?function(n){return-Math.pow(-e,n)*Math.pow(-t,1-n)}:function(n){return Math.pow(e,n)*Math.pow(t,1-n)}}function o(t){return isFinite(t)?+(\"1e\"+t):t<0?0:t}function a(t){return 10===t?o:t===Math.E?Math.exp:function(e){return Math.pow(t,e)}}function u(t){return t===Math.E?Math.log:10===t&&Math.log10||2===t&&Math.log2||(t=Math.log(t),function(e){return Math.log(e)/t})}function c(t){return function(e){return-t(-e)}}function s(){function t(){return v=u(p),g=a(p),o()[0]<0&&(v=c(v),g=c(g)),e}var e=n.i(d.a)(r,i).domain([1,10]),o=e.domain,p=10,v=u(10),g=a(10);return e.base=function(e){return arguments.length?(p=+e,t()):p},e.domain=function(e){return arguments.length?(o(e),t()):o()},e.ticks=function(t){var e,r=o(),i=r[0],a=r[r.length-1];(e=a<i)&&(f=i,i=a,a=f);var u,c,s,f=v(i),h=v(a),d=null==t?10:+t,m=[];if(!(p%1)&&h-f<d){if(f=Math.round(f)-1,h=Math.round(h)+1,i>0){for(;f<h;++f)for(c=1,u=g(f);c<p;++c)if(s=u*c,!(s<i)){if(s>a)break;m.push(s)}}else for(;f<h;++f)for(c=p-1,u=g(f);c>=1;--c)if(s=u*c,!(s<i)){if(s>a)break;m.push(s)}}else m=n.i(l.a)(f,h,Math.min(h-f,d)).map(g);return e?m.reverse():m},e.tickFormat=function(t,r){if(null==r&&(r=10===p?\".0e\":\",\"),\"function\"!=typeof r&&(r=n.i(f.format)(r)),t===1/0)return r;null==t&&(t=10);var i=Math.max(1,p*t/e.ticks().length);return function(t){var e=t/g(Math.round(v(t)));return e*p<p-.5&&(e*=p),e<=i?r(t):\"\"}},e.nice=function(){return o(n.i(h.a)(o(),{floor:function(t){return g(Math.floor(v(t)))},ceil:function(t){return g(Math.ceil(v(t)))}}))},e.copy=function(){return n.i(d.c)(e,s().base(p))},e}var l=n(12),f=n(30),p=n(65),h=n(125),d=n(45);e.a=s},function(t,e,n){\"use strict\";function r(t,e){return t<0?-Math.pow(-t,e):Math.pow(t,e)}function i(){function t(t,e){return(e=r(e,o)-(t=r(t,o)))?function(n){return(r(n,o)-t)/e}:n.i(a.a)(e)}function e(t,e){return e=r(e,o)-(t=r(t,o)),function(n){return r(t+e*n,1/o)}}var o=1,s=n.i(c.a)(t,e),l=s.domain;return s.exponent=function(t){return arguments.length?(o=+t,l(l())):o},s.copy=function(){return n.i(c.c)(s,i().exponent(o))},n.i(u.b)(s)}function o(){return i().exponent(.5)}var a=n(65),u=n(34),c=n(45);e.a=i,e.b=o},function(t,e,n){\"use strict\";function r(){function t(){var t=0,r=Math.max(1,u.length);for(c=new Array(r-1);++t<r;)c[t-1]=n.i(i.e)(a,t/r);return e}function e(t){if(!isNaN(t=+t))return u[n.i(i.c)(c,t)]}var a=[],u=[],c=[];return e.invertExtent=function(t){var e=u.indexOf(t);return e<0?[NaN,NaN]:[e>0?c[e-1]:a[0],e<c.length?c[e]:a[a.length-1]]},e.domain=function(e){if(!arguments.length)return a.slice();a=[];for(var n,r=0,o=e.length;r<o;++r)n=e[r],null==n||isNaN(n=+n)||a.push(n);return a.sort(i.f),t()},e.range=function(e){return arguments.length?(u=o.b.call(e),t()):u.slice()},e.quantiles=function(){return c.slice()},e.copy=function(){return r().domain(a).range(u)},e}var i=n(12),o=n(16);e.a=r},function(t,e,n){\"use strict\";function r(){function t(t){if(t<=t)return f[n.i(i.c)(l,t,0,s)]}function e(){var e=-1;for(l=new Array(s);++e<s;)l[e]=((e+1)*c-(e-s)*u)/(s+1);return t}var u=0,c=1,s=1,l=[.5],f=[0,1];return t.domain=function(t){return arguments.length?(u=+t[0],c=+t[1],e()):[u,c]},t.range=function(t){return arguments.length?(s=(f=o.b.call(t)).length-1,e()):f.slice()},t.invertExtent=function(t){var e=f.indexOf(t);return e<0?[NaN,NaN]:e<1?[u,l[0]]:e>=s?[l[s-1],c]:[l[e-1],l[e]]},t.copy=function(){return r().domain([u,c]).range(f)},n.i(a.b)(t)}var i=n(12),o=n(16),a=n(34);e.a=r},function(t,e,n){\"use strict\";var r=n(10),i=n(31);n.d(e,\"b\",function(){return o}),n.d(e,\"c\",function(){return a});var o=n.i(i.d)(n.i(r.cubehelix)(-100,.75,.35),n.i(r.cubehelix)(80,1.5,.8)),a=n.i(i.d)(n.i(r.cubehelix)(260,.75,.35),n.i(r.cubehelix)(80,1.5,.8)),u=n.i(r.cubehelix)();e.a=function(t){(t<0||t>1)&&(t-=Math.floor(t));var e=Math.abs(t-.5);return u.h=360*t-100,u.s=1.5-1.5*e,u.l=.8-.9*e,u+\"\"}},function(t,e,n){\"use strict\";function r(t){function e(e){var n=(e-o)/(a-o);return t(u?Math.max(0,Math.min(1,n)):n)}var o=0,a=1,u=!1;return e.domain=function(t){return arguments.length?(o=+t[0],a=+t[1],e):[o,a]},e.clamp=function(t){return arguments.length?(u=!!t,e):u},e.interpolator=function(n){return arguments.length?(t=n,e):t},e.copy=function(){return r(t).domain([o,a]).clamp(u)},n.i(i.b)(e)}var i=n(34);e.a=r},function(t,e,n){\"use strict\";function r(){function t(t){if(t<=t)return a[n.i(i.c)(e,t,0,u)]}var e=[.5],a=[0,1],u=1;return t.domain=function(n){return arguments.length?(e=o.b.call(n),u=Math.min(e.length,a.length-1),t):e.slice()},t.range=function(n){return arguments.length?(a=o.b.call(n),u=Math.min(e.length,a.length-1),t):a.slice()},t.invertExtent=function(t){var n=a.indexOf(t);return[e[n-1],e[n]]},t.copy=function(){return r().domain(e).range(a)},t}var i=n(12),o=n(16);e.a=r},function(t,e,n){\"use strict\";var r=n(12),i=n(30);e.a=function(t,e,o){var a,u=t[0],c=t[t.length-1],s=n.i(r.b)(u,c,null==e?10:e);switch(o=n.i(i.formatSpecifier)(null==o?\",f\":o),o.type){case\"s\":var l=Math.max(Math.abs(u),Math.abs(c));return null!=o.precision||isNaN(a=n.i(i.precisionPrefix)(s,l))||(o.precision=a),n.i(i.formatPrefix)(o,l);case\"\":case\"e\":case\"g\":case\"p\":case\"r\":null!=o.precision||isNaN(a=n.i(i.precisionRound)(s,Math.max(Math.abs(u),Math.abs(c))))||(o.precision=a-(\"e\"===o.type));break;case\"f\":case\"%\":null!=o.precision||isNaN(a=n.i(i.precisionFixed)(s))||(o.precision=a-2*(\"%\"===o.type))}return n.i(i.format)(o)}},function(t,e,n){\"use strict\";var r=n(128),i=n(77),o=n(79);e.a=function(){return n.i(r.b)(o.f,o.i,o.j,o.e,o.k,o.l,o.m,o.n,i.utcFormat).domain([Date.UTC(2e3,0,1),Date.UTC(2e3,0,2)])}},function(t,e,n){\"use strict\";function r(t){var e=t.length;return function(n){return t[Math.max(0,Math.min(e-1,Math.floor(n*e)))]}}var i=n(33);n.d(e,\"b\",function(){return o}),n.d(e,\"c\",function(){return a}),n.d(e,\"d\",function(){return u}),e.a=r(n.i(i.a)(\"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\"));var o=r(n.i(i.a)(\"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\")),a=r(n.i(i.a)(\"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\")),u=r(n.i(i.a)(\"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\"))},function(t,e,n){\"use strict\";e.a=function(t){return function(){return t}}},function(t,e,n){\"use strict\";function r(){return new i}function i(){this._=\"@\"+(++o).toString(36)}e.a=r;var o=0;i.prototype=r.prototype={constructor:i,get:function(t){for(var e=this._;!(e in t);)if(!(t=t.parentNode))return;return t[e]},set:function(t,e){return t[this._]=e},remove:function(t){return this._ in t&&delete t[this._]},toString:function(){return this._}}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t){var e=n.i(r.a)();return e.changedTouches&&(e=e.changedTouches[0]),n.i(i.a)(t,e)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){return\"string\"==typeof t?new r.b([[document.querySelector(t)]],[document.documentElement]):new r.b([[t]],r.c)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){return\"string\"==typeof t?new r.b([document.querySelectorAll(t)],[document.documentElement]):new r.b([null==t?[]:t],r.c)}},function(t,e,n){\"use strict\";var r=n(66);e.a=function(t){var e=\"function\"==typeof t?t:n.i(r.a)(t);return this.select(function(){return this.appendChild(e.apply(this,arguments))})}},function(t,e,n){\"use strict\";function r(t){return function(){this.removeAttribute(t)}}function i(t){return function(){this.removeAttributeNS(t.space,t.local)}}function o(t,e){return function(){this.setAttribute(t,e)}}function a(t,e){return function(){this.setAttributeNS(t.space,t.local,e)}}function u(t,e){return function(){var n=e.apply(this,arguments);null==n?this.removeAttribute(t):this.setAttribute(t,n)}}function c(t,e){return function(){var n=e.apply(this,arguments);null==n?this.removeAttributeNS(t.space,t.local):this.setAttributeNS(t.space,t.local,n)}}var s=n(67);e.a=function(t,e){var l=n.i(s.a)(t);if(arguments.length<2){var f=this.node();return l.local?f.getAttributeNS(l.space,l.local):f.getAttribute(l)}return this.each((null==e?l.local?i:r:\"function\"==typeof e?l.local?c:u:l.local?a:o)(l,e))}},function(t,e,n){\"use strict\";e.a=function(){var t=arguments[0];return arguments[0]=this,t.apply(null,arguments),this}},function(t,e,n){\"use strict\";function r(t){return t.trim().split(/^|\\s+/)}function i(t){return t.classList||new o(t)}function o(t){this._node=t,this._names=r(t.getAttribute(\"class\")||\"\")}function a(t,e){for(var n=i(t),r=-1,o=e.length;++r<o;)n.add(e[r])}function u(t,e){for(var n=i(t),r=-1,o=e.length;++r<o;)n.remove(e[r])}function c(t){return function(){a(this,t)}}function s(t){return function(){u(this,t)}}function l(t,e){return function(){(e.apply(this,arguments)?a:u)(this,t)}}o.prototype={add:function(t){var e=this._names.indexOf(t);e<0&&(this._names.push(t),this._node.setAttribute(\"class\",this._names.join(\" \")))},remove:function(t){var e=this._names.indexOf(t);e>=0&&(this._names.splice(e,1),this._node.setAttribute(\"class\",this._names.join(\" \")))},contains:function(t){return this._names.indexOf(t)>=0}},e.a=function(t,e){var n=r(t+\"\");if(arguments.length<2){for(var o=i(this.node()),a=-1,u=n.length;++a<u;)if(!o.contains(n[a]))return!1;return!0}return this.each((\"function\"==typeof e?l:e?c:s)(n,e))}},function(t,e,n){\"use strict\";function r(t,e,n,r,i,o){for(var u,c=0,s=e.length,l=o.length;c<l;++c)(u=e[c])?(u.__data__=o[c],r[c]=u):n[c]=new a.b(t,o[c]);for(;c<s;++c)(u=e[c])&&(i[c]=u)}function i(t,e,n,r,i,o,u){var s,l,f,p={},h=e.length,d=o.length,v=new Array(h);for(s=0;s<h;++s)(l=e[s])&&(v[s]=f=c+u.call(l,l.__data__,s,e),f in p?i[s]=l:p[f]=l);for(s=0;s<d;++s)f=c+u.call(t,o[s],s,o),(l=p[f])?(r[s]=l,l.__data__=o[s],p[f]=null):n[s]=new a.b(t,o[s]);for(s=0;s<h;++s)(l=e[s])&&p[v[s]]===l&&(i[s]=l)}var o=n(7),a=n(131),u=n(246),c=\"$\";e.a=function(t,e){if(!t)return y=new Array(this.size()),d=-1,this.each(function(t){y[++d]=t}),y;var a=e?i:r,c=this._parents,s=this._groups;\"function\"!=typeof t&&(t=n.i(u.a)(t));for(var l=s.length,f=new Array(l),p=new Array(l),h=new Array(l),d=0;d<l;++d){var v=c[d],g=s[d],m=g.length,y=t.call(v,v&&v.__data__,d,c),_=y.length,b=p[d]=new Array(_),x=f[d]=new Array(_),w=h[d]=new Array(m);a(v,g,b,x,w,y,e);for(var C,M,k=0,E=0;k<_;++k)if(C=b[k]){for(k>=E&&(E=k+1);!(M=x[E])&&++E<_;);C._next=M||null}}return f=new o.b(f,c),f._enter=p,f._exit=h,f}},function(t,e,n){\"use strict\";e.a=function(t){return arguments.length?this.property(\"__data__\",t):this.node().__data__}},function(t,e,n){\"use strict\";function r(t,e,r){var i=n.i(a.a)(t),o=i.CustomEvent;o?o=new o(e,r):(o=i.document.createEvent(\"Event\"),r?(o.initEvent(e,r.bubbles,r.cancelable),o.detail=r.detail):o.initEvent(e,!1,!1)),t.dispatchEvent(o)}function i(t,e){return function(){return r(this,t,e)}}function o(t,e){return function(){return r(this,t,e.apply(this,arguments))}}var a=n(73);e.a=function(t,e){return this.each((\"function\"==typeof e?o:i)(t,e))}},function(t,e,n){\"use strict\";e.a=function(t){for(var e=this._groups,n=0,r=e.length;n<r;++n)for(var i,o=e[n],a=0,u=o.length;a<u;++a)(i=o[a])&&t.call(i,i.__data__,a,o);return this}},function(t,e,n){\"use strict\";e.a=function(){return!this.node()}},function(t,e,n){\"use strict\";var r=n(132),i=n(7);e.a=function(){return new i.b(this._exit||this._groups.map(r.a),this._parents)}},function(t,e,n){\"use strict\";var r=n(7),i=n(130);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=new Array(o),u=0;u<o;++u)for(var c,s=e[u],l=s.length,f=a[u]=[],p=0;p<l;++p)(c=s[p])&&t.call(c,c.__data__,p,s)&&f.push(c);return new r.b(a,this._parents)}},function(t,e,n){\"use strict\";function r(){this.innerHTML=\"\"}function i(t){return function(){this.innerHTML=t}}function o(t){return function(){var e=t.apply(this,arguments);this.innerHTML=null==e?\"\":e}}e.a=function(t){return arguments.length?this.each(null==t?r:(\"function\"==typeof t?o:i)(t)):this.node().innerHTML}},function(t,e,n){\"use strict\";function r(){return null}var i=n(66),o=n(71);e.a=function(t,e){var a=\"function\"==typeof t?t:n.i(i.a)(t),u=null==e?r:\"function\"==typeof e?e:n.i(o.a)(e);return this.select(function(){return this.insertBefore(a.apply(this,arguments),u.apply(this,arguments)||null)})}},function(t,e,n){\"use strict\";function r(){this.previousSibling&&this.parentNode.insertBefore(this,this.parentNode.firstChild)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";var r=n(7);e.a=function(t){for(var e=this._groups,n=t._groups,i=e.length,o=n.length,a=Math.min(i,o),u=new Array(i),c=0;c<a;++c)for(var s,l=e[c],f=n[c],p=l.length,h=u[c]=new Array(p),d=0;d<p;++d)(s=l[d]||f[d])&&(h[d]=s);for(;c<i;++c)u[c]=e[c];return new r.b(u,this._parents)}},function(t,e,n){\"use strict\";e.a=function(){for(var t=this._groups,e=0,n=t.length;e<n;++e)for(var r=t[e],i=0,o=r.length;i<o;++i){var a=r[i];if(a)return a}return null}},function(t,e,n){\"use strict\";e.a=function(){var t=new Array(this.size()),e=-1;return this.each(function(){t[++e]=this}),t}},function(t,e,n){\"use strict\";e.a=function(){for(var t=this._groups,e=-1,n=t.length;++e<n;)for(var r,i=t[e],o=i.length-1,a=i[o];--o>=0;)(r=i[o])&&(a&&a!==r.nextSibling&&a.parentNode.insertBefore(r,a),a=r);return this}},function(t,e,n){\"use strict\";function r(t){return function(){delete this[t]}}function i(t,e){return function(){this[t]=e}}function o(t,e){return function(){var n=e.apply(this,arguments);null==n?delete this[t]:this[t]=n}}e.a=function(t,e){return arguments.length>1?this.each((null==e?r:\"function\"==typeof e?o:i)(t,e)):this.node()[t]}},function(t,e,n){\"use strict\";function r(){this.nextSibling&&this.parentNode.appendChild(this)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";function r(){var t=this.parentNode;t&&t.removeChild(this)}e.a=function(){return this.each(r)}},function(t,e,n){\"use strict\";var r=n(7),i=n(71);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=new Array(o),u=0;u<o;++u)for(var c,s,l=e[u],f=l.length,p=a[u]=new Array(f),h=0;h<f;++h)(c=l[h])&&(s=t.call(c,c.__data__,h,l))&&(\"__data__\"in c&&(s.__data__=c.__data__),p[h]=s);return new r.b(a,this._parents)}},function(t,e,n){\"use strict\";var r=n(7),i=n(133);e.a=function(t){\"function\"!=typeof t&&(t=n.i(i.a)(t));for(var e=this._groups,o=e.length,a=[],u=[],c=0;c<o;++c)for(var s,l=e[c],f=l.length,p=0;p<f;++p)(s=l[p])&&(a.push(t.call(s,s.__data__,p,l)),u.push(s));return new r.b(a,u)}},function(t,e,n){\"use strict\";e.a=function(){var t=0;return this.each(function(){++t}),t}},function(t,e,n){\"use strict\";function r(t,e){return t<e?-1:t>e?1:t>=e?0:NaN}var i=n(7);e.a=function(t){function e(e,n){return e&&n?t(e.__data__,n.__data__):!e-!n}t||(t=r);for(var n=this._groups,o=n.length,a=new Array(o),u=0;u<o;++u){for(var c,s=n[u],l=s.length,f=a[u]=new Array(l),p=0;p<l;++p)(c=s[p])&&(f[p]=c);f.sort(e)}return new i.b(a,this._parents).order()}},function(t,e,n){\"use strict\";function r(t){return function(){this.style.removeProperty(t)}}function i(t,e,n){return function(){this.style.setProperty(t,e,n)}}function o(t,e,n){return function(){var r=e.apply(this,arguments);null==r?this.style.removeProperty(t):this.style.setProperty(t,r,n)}}var a=n(73);e.a=function(t,e,u){var c;return arguments.length>1?this.each((null==e?r:\"function\"==typeof e?o:i)(t,e,null==u?\"\":u)):n.i(a.a)(c=this.node()).getComputedStyle(c,null).getPropertyValue(t)}},function(t,e,n){\"use strict\";function r(){this.textContent=\"\"}function i(t){return function(){this.textContent=t}}function o(t){return function(){var e=t.apply(this,arguments);this.textContent=null==e?\"\":e}}e.a=function(t){return arguments.length?this.each(null==t?r:(\"function\"==typeof t?o:i)(t)):this.node().textContent}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t,e,o){arguments.length<3&&(o=e,e=n.i(r.a)().changedTouches);for(var a,u=0,c=e?e.length:0;u<c;++u)if((a=e[u]).identifier===o)return n.i(i.a)(t,a);return null}},function(t,e,n){\"use strict\";var r=n(72),i=n(69);e.a=function(t,e){null==e&&(e=n.i(r.a)().touches);for(var o=0,a=e?e.length:0,u=new Array(a);o<a;++o)u[o]=n.i(i.a)(t,e[o]);return u}},function(t,e,n){\"use strict\";function r(t){return t.innerRadius}function i(t){return t.outerRadius}function o(t){return t.startAngle}function a(t){return t.endAngle}function u(t){return t&&t.padAngle}function c(t){return t>=1?h.d:t<=-1?-h.d:Math.asin(t)}function s(t,e,n,r,i,o,a,u){var c=n-t,s=r-e,l=a-i,f=u-o,p=(l*(e-o)-f*(t-i))/(f*c-l*s);return[t+p*c,e+p*s]}function l(t,e,n,r,i,o,a){var u=t-n,c=e-r,s=(a?o:-o)/Math.sqrt(u*u+c*c),l=s*c,f=-s*u,p=t+l,h=e+f,d=n+l,v=r+f,g=(p+d)/2,m=(h+v)/2,y=d-p,_=v-h,b=y*y+_*_,x=i-o,w=p*v-d*h,C=(_<0?-1:1)*Math.sqrt(Math.max(0,x*x*b-w*w)),M=(w*_-y*C)/b,k=(-w*y-_*C)/b,E=(w*_+y*C)/b,T=(-w*y+_*C)/b,S=M-g,P=k-m,N=E-g,A=T-m;return S*S+P*P>N*N+A*A&&(M=E,k=T),{cx:M,cy:k,x01:-l,y01:-f,x11:M*(i/x-1),y11:k*(i/x-1)}}var f=n(44),p=n(19),h=n(35);e.a=function(){function t(){var t,r,i=+e.apply(this,arguments),o=+d.apply(this,arguments),a=m.apply(this,arguments)-h.d,u=y.apply(this,arguments)-h.d,p=Math.abs(u-a),x=u>a;if(b||(b=t=n.i(f.a)()),o<i&&(r=o,o=i,i=r),o>h.a)if(p>h.c-h.a)b.moveTo(o*Math.cos(a),o*Math.sin(a)),b.arc(0,0,o,a,u,!x),i>h.a&&(b.moveTo(i*Math.cos(u),i*Math.sin(u)),b.arc(0,0,i,u,a,x));else{var w,C,M=a,k=u,E=a,T=u,S=p,P=p,N=_.apply(this,arguments)/2,A=N>h.a&&(g?+g.apply(this,arguments):Math.sqrt(i*i+o*o)),O=Math.min(Math.abs(o-i)/2,+v.apply(this,arguments)),I=O,D=O;\n",
       "if(A>h.a){var R=c(A/i*Math.sin(N)),L=c(A/o*Math.sin(N));(S-=2*R)>h.a?(R*=x?1:-1,E+=R,T-=R):(S=0,E=T=(a+u)/2),(P-=2*L)>h.a?(L*=x?1:-1,M+=L,k-=L):(P=0,M=k=(a+u)/2)}var U=o*Math.cos(M),F=o*Math.sin(M),j=i*Math.cos(T),B=i*Math.sin(T);if(O>h.a){var W=o*Math.cos(k),V=o*Math.sin(k),z=i*Math.cos(E),H=i*Math.sin(E);if(p<h.b){var q=S>h.a?s(U,F,z,H,W,V,j,B):[j,B],Y=U-q[0],K=F-q[1],G=W-q[0],$=V-q[1],X=1/Math.sin(Math.acos((Y*G+K*$)/(Math.sqrt(Y*Y+K*K)*Math.sqrt(G*G+$*$)))/2),Z=Math.sqrt(q[0]*q[0]+q[1]*q[1]);I=Math.min(O,(i-Z)/(X-1)),D=Math.min(O,(o-Z)/(X+1))}}P>h.a?D>h.a?(w=l(z,H,U,F,o,D,x),C=l(W,V,j,B,o,D,x),b.moveTo(w.cx+w.x01,w.cy+w.y01),D<O?b.arc(w.cx,w.cy,D,Math.atan2(w.y01,w.x01),Math.atan2(C.y01,C.x01),!x):(b.arc(w.cx,w.cy,D,Math.atan2(w.y01,w.x01),Math.atan2(w.y11,w.x11),!x),b.arc(0,0,o,Math.atan2(w.cy+w.y11,w.cx+w.x11),Math.atan2(C.cy+C.y11,C.cx+C.x11),!x),b.arc(C.cx,C.cy,D,Math.atan2(C.y11,C.x11),Math.atan2(C.y01,C.x01),!x))):(b.moveTo(U,F),b.arc(0,0,o,M,k,!x)):b.moveTo(U,F),i>h.a&&S>h.a?I>h.a?(w=l(j,B,W,V,i,-I,x),C=l(U,F,z,H,i,-I,x),b.lineTo(w.cx+w.x01,w.cy+w.y01),I<O?b.arc(w.cx,w.cy,I,Math.atan2(w.y01,w.x01),Math.atan2(C.y01,C.x01),!x):(b.arc(w.cx,w.cy,I,Math.atan2(w.y01,w.x01),Math.atan2(w.y11,w.x11),!x),b.arc(0,0,i,Math.atan2(w.cy+w.y11,w.cx+w.x11),Math.atan2(C.cy+C.y11,C.cx+C.x11),x),b.arc(C.cx,C.cy,I,Math.atan2(C.y11,C.x11),Math.atan2(C.y01,C.x01),!x))):b.arc(0,0,i,T,E,x):b.lineTo(j,B)}else b.moveTo(0,0);if(b.closePath(),t)return b=null,t+\"\"||null}var e=r,d=i,v=n.i(p.a)(0),g=null,m=o,y=a,_=u,b=null;return t.centroid=function(){var t=(+e.apply(this,arguments)+ +d.apply(this,arguments))/2,n=(+m.apply(this,arguments)+ +y.apply(this,arguments))/2-h.b/2;return[Math.cos(n)*t,Math.sin(n)*t]},t.innerRadius=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(p.a)(+r),t):e},t.outerRadius=function(e){return arguments.length?(d=\"function\"==typeof e?e:n.i(p.a)(+e),t):d},t.cornerRadius=function(e){return arguments.length?(v=\"function\"==typeof e?e:n.i(p.a)(+e),t):v},t.padRadius=function(e){return arguments.length?(g=null==e?null:\"function\"==typeof e?e:n.i(p.a)(+e),t):g},t.startAngle=function(e){return arguments.length?(m=\"function\"==typeof e?e:n.i(p.a)(+e),t):m},t.endAngle=function(e){return arguments.length?(y=\"function\"==typeof e?e:n.i(p.a)(+e),t):y},t.padAngle=function(e){return arguments.length?(_=\"function\"==typeof e?e:n.i(p.a)(+e),t):_},t.context=function(e){return arguments.length?(b=null==e?null:e,t):b},t}},function(t,e,n){\"use strict\";n.d(e,\"a\",function(){return r});var r=Array.prototype.slice},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(49),o=n(46);r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._y0=this._y1=this._y2=this._y3=this._y4=NaN,this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x2,this._y2),this._context.closePath();break;case 2:this._context.moveTo((this._x2+2*this._x3)/3,(this._y2+2*this._y3)/3),this._context.lineTo((this._x3+2*this._x2)/3,(this._y3+2*this._y2)/3),this._context.closePath();break;case 3:this.point(this._x2,this._y2),this.point(this._x3,this._y3),this.point(this._x4,this._y4)}},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._x2=t,this._y2=e;break;case 1:this._point=2,this._x3=t,this._y3=e;break;case 2:this._point=3,this._x4=t,this._y4=e,this._context.moveTo((this._x0+4*this._x1+t)/6,(this._y0+4*this._y1+e)/6);break;default:n.i(o.c)(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(46);r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=NaN,this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3;var r=(this._x0+4*this._x1+t)/6,o=(this._y0+4*this._y1+e)/6;this._line?this._context.lineTo(r,o):this._context.moveTo(r,o);break;case 3:this._point=4;default:n.i(i.c)(this,t,e)}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t,e){this._basis=new i.b(t),this._beta=e}var i=n(46);r.prototype={lineStart:function(){this._x=[],this._y=[],this._basis.lineStart()},lineEnd:function(){var t=this._x,e=this._y,n=t.length-1;if(n>0)for(var r,i=t[0],o=e[0],a=t[n]-i,u=e[n]-o,c=-1;++c<=n;)r=c/n,this._basis.point(this._beta*t[c]+(1-this._beta)*(i+r*a),this._beta*e[c]+(1-this._beta)*(o+r*u));this._x=this._y=null,this._basis.lineEnd()},point:function(t,e){this._x.push(+t),this._y.push(+e)}},e.a=function t(e){function n(t){return 1===e?new i.b(t):new r(t,e)}return n.beta=function(e){return t(+e)},n}(.85)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._alpha=e}var i=n(136),o=n(49),a=n(74);r.prototype={areaStart:o.a,areaEnd:o.a,lineStart:function(){this._x0=this._x1=this._x2=this._x3=this._x4=this._x5=this._y0=this._y1=this._y2=this._y3=this._y4=this._y5=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){switch(this._point){case 1:this._context.moveTo(this._x3,this._y3),this._context.closePath();break;case 2:this._context.lineTo(this._x3,this._y3),this._context.closePath();break;case 3:this.point(this._x3,this._y3),this.point(this._x4,this._y4),this.point(this._x5,this._y5)}},point:function(t,e){if(t=+t,e=+e,this._point){var r=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(r*r+i*i,this._alpha))}switch(this._point){case 0:this._point=1,this._x3=t,this._y3=e;break;case 1:this._point=2,this._context.moveTo(this._x4=t,this._y4=e);break;case 2:this._point=3,this._x5=t,this._y5=e;break;default:n.i(a.b)(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new r(t,e):new i.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._alpha=e}var i=n(137),o=n(74);r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._x2=this._y0=this._y1=this._y2=NaN,this._l01_a=this._l12_a=this._l23_a=this._l01_2a=this._l12_2a=this._l23_2a=this._point=0},lineEnd:function(){(this._line||0!==this._line&&3===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){if(t=+t,e=+e,this._point){var r=this._x2-t,i=this._y2-e;this._l23_a=Math.sqrt(this._l23_2a=Math.pow(r*r+i*i,this._alpha))}switch(this._point){case 0:this._point=1;break;case 1:this._point=2;break;case 2:this._point=3,this._line?this._context.lineTo(this._x2,this._y2):this._context.moveTo(this._x2,this._y2);break;case 3:this._point=4;default:n.i(o.b)(this,t,e)}this._l01_a=this._l12_a,this._l12_a=this._l23_a,this._l01_2a=this._l12_2a,this._l12_2a=this._l23_2a,this._x0=this._x1,this._x1=this._x2,this._x2=t,this._y0=this._y1,this._y1=this._y2,this._y2=e}},e.a=function t(e){function n(t){return e?new r(t,e):new i.b(t,0)}return n.alpha=function(e){return t(+e)},n}(.5)},function(t,e,n){\"use strict\";function r(t){this._context=t}var i=n(49);r.prototype={areaStart:i.a,areaEnd:i.a,lineStart:function(){this._point=0},lineEnd:function(){this._point&&this._context.closePath()},point:function(t,e){t=+t,e=+e,this._point?this._context.lineTo(t,e):(this._point=1,this._context.moveTo(t,e))}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t){return t<0?-1:1}function i(t,e,n){var i=t._x1-t._x0,o=e-t._x1,a=(t._y1-t._y0)/(i||o<0&&-0),u=(n-t._y1)/(o||i<0&&-0),c=(a*o+u*i)/(i+o);return(r(a)+r(u))*Math.min(Math.abs(a),Math.abs(u),.5*Math.abs(c))||0}function o(t,e){var n=t._x1-t._x0;return n?(3*(t._y1-t._y0)/n-e)/2:e}function a(t,e,n){var r=t._x0,i=t._y0,o=t._x1,a=t._y1,u=(o-r)/3;t._context.bezierCurveTo(r+u,i+u*e,o-u,a-u*n,o,a)}function u(t){this._context=t}function c(t){this._context=new s(t)}function s(t){this._context=t}function l(t){return new u(t)}function f(t){return new c(t)}e.a=l,e.b=f,u.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x0=this._x1=this._y0=this._y1=this._t0=NaN,this._point=0},lineEnd:function(){switch(this._point){case 2:this._context.lineTo(this._x1,this._y1);break;case 3:a(this,this._t0,o(this,this._t0))}(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line=1-this._line},point:function(t,e){var n=NaN;if(t=+t,e=+e,t!==this._x1||e!==this._y1){switch(this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;break;case 2:this._point=3,a(this,o(this,n=i(this,t,e)),n);break;default:a(this,this._t0,n=i(this,t,e))}this._x0=this._x1,this._x1=t,this._y0=this._y1,this._y1=e,this._t0=n}}},(c.prototype=Object.create(u.prototype)).point=function(t,e){u.prototype.point.call(this,e,t)},s.prototype={moveTo:function(t,e){this._context.moveTo(e,t)},closePath:function(){this._context.closePath()},lineTo:function(t,e){this._context.lineTo(e,t)},bezierCurveTo:function(t,e,n,r,i,o){this._context.bezierCurveTo(e,t,r,n,o,i)}}},function(t,e,n){\"use strict\";function r(t){this._context=t}function i(t){var e,n,r=t.length-1,i=new Array(r),o=new Array(r),a=new Array(r);for(i[0]=0,o[0]=2,a[0]=t[0]+2*t[1],e=1;e<r-1;++e)i[e]=1,o[e]=4,a[e]=4*t[e]+2*t[e+1];for(i[r-1]=2,o[r-1]=7,a[r-1]=8*t[r-1]+t[r],e=1;e<r;++e)n=i[e]/o[e-1],o[e]-=n,a[e]-=n*a[e-1];for(i[r-1]=a[r-1]/o[r-1],e=r-2;e>=0;--e)i[e]=(a[e]-i[e+1])/o[e];for(o[r-1]=(t[r]+i[r-1])/2,e=0;e<r-1;++e)o[e]=2*t[e+1]-i[e+1];return[i,o]}r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x=[],this._y=[]},lineEnd:function(){var t=this._x,e=this._y,n=t.length;if(n)if(this._line?this._context.lineTo(t[0],e[0]):this._context.moveTo(t[0],e[0]),2===n)this._context.lineTo(t[1],e[1]);else for(var r=i(t),o=i(e),a=0,u=1;u<n;++a,++u)this._context.bezierCurveTo(r[0][a],o[0][a],r[1][a],o[1][a],t[u],e[u]);(this._line||0!==this._line&&1===n)&&this._context.closePath(),this._line=1-this._line,this._x=this._y=null},point:function(t,e){this._x.push(+t),this._y.push(+e)}},e.a=function(t){return new r(t)}},function(t,e,n){\"use strict\";function r(t,e){this._context=t,this._t=e}function i(t){return new r(t,0)}function o(t){return new r(t,1)}e.c=i,e.b=o,r.prototype={areaStart:function(){this._line=0},areaEnd:function(){this._line=NaN},lineStart:function(){this._x=this._y=NaN,this._point=0},lineEnd:function(){0<this._t&&this._t<1&&2===this._point&&this._context.lineTo(this._x,this._y),(this._line||0!==this._line&&1===this._point)&&this._context.closePath(),this._line>=0&&(this._t=1-this._t,this._line=1-this._line)},point:function(t,e){switch(t=+t,e=+e,this._point){case 0:this._point=1,this._line?this._context.lineTo(t,e):this._context.moveTo(t,e);break;case 1:this._point=2;default:if(this._t<=0)this._context.lineTo(this._x,e),this._context.lineTo(t,e);else{var n=this._x*(1-this._t)+t*this._t;this._context.lineTo(n,this._y),this._context.lineTo(n,e)}}this._x=t,this._y=e}},e.a=function(t){return new r(t,.5)}},function(t,e,n){\"use strict\";e.a=function(t,e){return e<t?-1:e>t?1:e>=t?0:NaN}},function(t,e,n){\"use strict\";e.a=function(t){return t}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((o=t.length)>0){for(var i,o,a,u=0,c=t[0].length;u<c;++u){for(a=i=0;i<o;++i)a+=t[i][u][1]||0;if(a)for(i=0;i<o;++i)t[i][u][1]/=a}n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((i=t.length)>0){for(var i,o=0,a=t[e[0]],u=a.length;o<u;++o){for(var c=0,s=0;c<i;++c)s+=t[c][o][1]||0;a[o][1]+=a[o][0]=-s/2}n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(36);e.a=function(t,e){if((a=t.length)>0&&(o=(i=t[e[0]]).length)>0){for(var i,o,a,u=0,c=1;c<o;++c){for(var s=0,l=0,f=0;s<a;++s){for(var p=t[e[s]],h=p[c][1]||0,d=p[c-1][1]||0,v=(h-d)/2,g=0;g<s;++g){var m=t[e[g]],y=m[c][1]||0,_=m[c-1][1]||0;v+=y-_}l+=h,f+=v*h}i[c-1][1]+=i[c-1][0]=u,l&&(u-=f/l)}i[c-1][1]+=i[c-1][0]=u,n.i(r.a)(t,e)}}},function(t,e,n){\"use strict\";var r=n(76);e.a=function(t){return n.i(r.a)(t).reverse()}},function(t,e,n){\"use strict\";var r=n(37),i=n(76);e.a=function(t){var e,o,a=t.length,u=t.map(i.b),c=n.i(r.a)(t).sort(function(t,e){return u[e]-u[t]}),s=0,l=0,f=[],p=[];for(e=0;e<a;++e)o=c[e],s<l?(s+=u[o],f.push(o)):(l+=u[o],p.push(o));return p.reverse().concat(f)}},function(t,e,n){\"use strict\";var r=n(37);e.a=function(t){return n.i(r.a)(t).reverse()}},function(t,e,n){\"use strict\";var r=n(19),i=n(291),o=n(292),a=n(35);e.a=function(){function t(t){var n,r,i,o,p,h=t.length,d=0,v=new Array(h),g=new Array(h),m=+s.apply(this,arguments),y=Math.min(a.c,Math.max(-a.c,l.apply(this,arguments)-m)),_=Math.min(Math.abs(y)/h,f.apply(this,arguments)),b=_*(y<0?-1:1);for(n=0;n<h;++n)(p=g[v[n]=n]=+e(t[n],n,t))>0&&(d+=p);for(null!=u?v.sort(function(t,e){return u(g[t],g[e])}):null!=c&&v.sort(function(e,n){return c(t[e],t[n])}),n=0,i=d?(y-h*b)/d:0;n<h;++n,m=o)r=v[n],p=g[r],o=m+(p>0?p*i:0)+b,g[r]={data:t[r],index:n,value:p,startAngle:m,endAngle:o,padAngle:_};return g}var e=o.a,u=i.a,c=null,s=n.i(r.a)(0),l=n.i(r.a)(a.c),f=n.i(r.a)(0);return t.value=function(i){return arguments.length?(e=\"function\"==typeof i?i:n.i(r.a)(+i),t):e},t.sortValues=function(e){return arguments.length?(u=e,c=null,t):u},t.sort=function(e){return arguments.length?(c=e,u=null,t):c},t.startAngle=function(e){return arguments.length?(s=\"function\"==typeof e?e:n.i(r.a)(+e),t):s},t.endAngle=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(r.a)(+e),t):l},t.padAngle=function(e){return arguments.length?(f=\"function\"==typeof e?e:n.i(r.a)(+e),t):f},t}},function(t,e,n){\"use strict\";var r=n(138),i=n(135),o=n(140);e.a=function(){var t=n.i(i.a)().curve(r.b),e=t.curve,a=t.lineX0,u=t.lineX1,c=t.lineY0,s=t.lineY1;return t.angle=t.x,delete t.x,t.startAngle=t.x0,delete t.x0,t.endAngle=t.x1,delete t.x1,t.radius=t.y,delete t.y,t.innerRadius=t.y0,delete t.y0,t.outerRadius=t.y1,delete t.y1,t.lineStartAngle=function(){return n.i(o.b)(a())},delete t.lineX0,t.lineEndAngle=function(){return n.i(o.b)(u())},delete t.lineX1,t.lineInnerRadius=function(){return n.i(o.b)(c())},delete t.lineY0,t.lineOuterRadius=function(){return n.i(o.b)(s())},delete t.lineY1,t.curve=function(t){return arguments.length?e(n.i(r.a)(t)):e()._curve},t}},function(t,e,n){\"use strict\";function r(t,e){return t[e]}var i=n(281),o=n(19),a=n(36),u=n(37);e.a=function(){function t(t){var n,r,i=e.apply(this,arguments),o=t.length,a=i.length,u=new Array(a);for(n=0;n<a;++n){for(var f,p=i[n],h=u[n]=new Array(o),d=0;d<o;++d)h[d]=f=[0,+l(t[d],p,d,t)],f.data=t[d];h.key=p}for(n=0,r=c(u);n<a;++n)u[r[n]].index=n;return s(u,r),u}var e=n.i(o.a)([]),c=u.a,s=a.a,l=r;return t.keys=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(o.a)(i.a.call(r)),t):e},t.value=function(e){return arguments.length?(l=\"function\"==typeof e?e:n.i(o.a)(+e),t):l},t.order=function(e){return arguments.length?(c=null==e?u.a:\"function\"==typeof e?e:n.i(o.a)(i.a.call(e)),t):c},t.offset=function(e){return arguments.length?(s=null==e?a.a:e,t):s},t}},function(t,e,n){\"use strict\";var r=n(44),i=n(141),o=n(142),a=n(143),u=n(145),c=n(144),s=n(146),l=n(147),f=n(19);n.d(e,\"b\",function(){return p});var p=[i.a,o.a,a.a,c.a,u.a,s.a,l.a];e.a=function(){function t(){var t;if(a||(a=t=n.i(r.a)()),e.apply(this,arguments).draw(a,+o.apply(this,arguments)),t)return a=null,t+\"\"||null}var e=n.i(f.a)(i.a),o=n.i(f.a)(64),a=null;return t.type=function(r){return arguments.length?(e=\"function\"==typeof r?r:n.i(f.a)(r),t):e},t.size=function(e){return arguments.length?(o=\"function\"==typeof e?e:n.i(f.a)(+e),t):o},t.context=function(e){return arguments.length?(a=null==e?null:e,t):a},t}},function(t,e,n){\"use strict\";function r(t){var e=new Date(t);return isNaN(e)?null:e}var i=n(148),o=n(78),a=+new Date(\"2000-01-01T00:00:00.000Z\")?r:n.i(o.e)(i.b);e.a=a},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setHours(0,0,0,0)},function(t,e){t.setDate(t.getDate()+e)},function(t,e){return(e-t-(e.getTimezoneOffset()-t.getTimezoneOffset())*i.d)/i.b},function(t){return t.getDate()-1});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){var e=t.getTimezoneOffset()*i.d%i.c;e<0&&(e+=i.c),t.setTime(Math.floor((+t-e)/i.c)*i.c+e)},function(t,e){t.setTime(+t+e*i.c)},function(t,e){return(e-t)/i.c},function(t){return t.getHours()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(){},function(t,e){t.setTime(+t+e)},function(t,e){return e-t});i.every=function(t){return t=Math.floor(t),isFinite(t)&&t>0?t>1?n.i(r.a)(function(e){e.setTime(Math.floor(e/t)*t)},function(e,n){e.setTime(+e+n*t)},function(e,n){return(n-e)/t}):i:null},e.a=i;i.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setTime(Math.floor(t/i.d)*i.d)},function(t,e){t.setTime(+t+e*i.d)},function(t,e){return(e-t)/i.d},function(t){return t.getMinutes()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setDate(1),t.setHours(0,0,0,0)},function(t,e){t.setMonth(t.getMonth()+e)},function(t,e){return e.getMonth()-t.getMonth()+12*(e.getFullYear()-t.getFullYear())},function(t){return t.getMonth()});e.a=i;i.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setTime(Math.floor(t/i.e)*i.e)},function(t,e){t.setTime(+t+e*i.e)},function(t,e){return(e-t)/i.e},function(t){return t.getUTCSeconds()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCDate(t.getUTCDate()+e)},function(t,e){return(e-t)/i.b},function(t){return t.getUTCDate()-1});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCMinutes(0,0,0)},function(t,e){t.setTime(+t+e*i.c)},function(t,e){return(e-t)/i.c},function(t){return t.getUTCHours()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n(13),o=n.i(r.a)(function(t){t.setUTCSeconds(0,0)},function(t,e){t.setTime(+t+e*i.d)},function(t,e){return(e-t)/i.d},function(t){return t.getUTCMinutes()});e.a=o;o.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setUTCDate(1),t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCMonth(t.getUTCMonth()+e)},function(t,e){return e.getUTCMonth()-t.getUTCMonth()+12*(e.getUTCFullYear()-t.getUTCFullYear())},function(t){return t.getUTCMonth()});e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return n.i(i.a)(function(e){e.setUTCDate(e.getUTCDate()-(e.getUTCDay()+7-t)%7),e.setUTCHours(0,0,0,0)},function(t,e){t.setUTCDate(t.getUTCDate()+7*e)},function(t,e){return(e-t)/o.a})}var i=n(5),o=n(13);n.d(e,\"a\",function(){return a}),n.d(e,\"b\",function(){return u});var a=r(0),u=r(1),c=r(2),s=r(3),l=r(4),f=r(5),p=r(6);a.range,u.range,c.range,s.range,l.range,f.range,p.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setUTCMonth(0,1),t.setUTCHours(0,0,0,0)},function(t,e){t.setUTCFullYear(t.getUTCFullYear()+e)},function(t,e){return e.getUTCFullYear()-t.getUTCFullYear()},function(t){return t.getUTCFullYear()});i.every=function(t){return isFinite(t=Math.floor(t))&&t>0?n.i(r.a)(function(e){e.setUTCFullYear(Math.floor(e.getUTCFullYear()/t)*t),e.setUTCMonth(0,1),e.setUTCHours(0,0,0,0)},function(e,n){e.setUTCFullYear(e.getUTCFullYear()+n*t)}):null},e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return n.i(i.a)(function(e){e.setDate(e.getDate()-(e.getDay()+7-t)%7),e.setHours(0,0,0,0)},function(t,e){t.setDate(t.getDate()+7*e)},function(t,e){return(e-t-(e.getTimezoneOffset()-t.getTimezoneOffset())*o.d)/o.a})}var i=n(5),o=n(13);n.d(e,\"a\",function(){return a}),n.d(e,\"b\",function(){return u});var a=r(0),u=r(1),c=r(2),s=r(3),l=r(4),f=r(5),p=r(6);a.range,u.range,c.range,s.range,l.range,f.range,p.range},function(t,e,n){\"use strict\";var r=n(5),i=n.i(r.a)(function(t){t.setMonth(0,1),t.setHours(0,0,0,0)},function(t,e){t.setFullYear(t.getFullYear()+e)},function(t,e){return e.getFullYear()-t.getFullYear()},function(t){return t.getFullYear()});i.every=function(t){return isFinite(t=Math.floor(t))&&t>0?n.i(r.a)(function(e){e.setFullYear(Math.floor(e.getFullYear()/t)*t),e.setMonth(0,1),e.setHours(0,0,0,0)},function(e,n){e.setFullYear(e.getFullYear()+n*t)}):null},e.a=i;i.range},function(t,e,n){\"use strict\";function r(t){return t.replace(i,function(t,e){return e.toUpperCase()})}var i=/-(.)/g;t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t.replace(o,\"ms-\"))}var i=n(318),o=/^-ms-/;t.exports=r},function(t,e,n){\"use strict\";function r(t,e){return!(!t||!e)&&(t===e||!i(t)&&(i(e)?r(t,e.parentNode):\"contains\"in t?t.contains(e):!!t.compareDocumentPosition&&!!(16&t.compareDocumentPosition(e))))}var i=n(328);t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t.length;if(Array.isArray(t)||\"object\"!=typeof t&&\"function\"!=typeof t?a(!1):void 0,\"number\"!=typeof e?a(!1):void 0,0===e||e-1 in t?void 0:a(!1),\"function\"==typeof t.callee?a(!1):void 0,t.hasOwnProperty)try{return Array.prototype.slice.call(t)}catch(t){}for(var n=Array(e),r=0;r<e;r++)n[r]=t[r];return n}function i(t){return!!t&&(\"object\"==typeof t||\"function\"==typeof t)&&\"length\"in t&&!(\"setInterval\"in t)&&\"number\"!=typeof t.nodeType&&(Array.isArray(t)||\"callee\"in t||\"item\"in t)}function o(t){return i(t)?Array.isArray(t)?t.slice():r(t):[t]}var a=n(0);t.exports=o},function(t,e,n){\"use strict\";function r(t){var e=t.match(l);return e&&e[1].toLowerCase()}function i(t,e){var n=s;s?void 0:c(!1);var i=r(t),o=i&&u(i);if(o){n.innerHTML=o[1]+t+o[2];for(var l=o[0];l--;)n=n.lastChild}else n.innerHTML=t;var f=n.getElementsByTagName(\"script\");f.length&&(e?void 0:c(!1),a(f).forEach(e));for(var p=Array.from(n.childNodes);n.lastChild;)n.removeChild(n.lastChild);return p}var o=n(6),a=n(321),u=n(323),c=n(0),s=o.canUseDOM?document.createElement(\"div\"):null,l=/^\\s*<(\\w+)/;t.exports=i},function(t,e,n){\"use strict\";function r(t){return a?void 0:o(!1),p.hasOwnProperty(t)||(t=\"*\"),u.hasOwnProperty(t)||(\"*\"===t?a.innerHTML=\"<link />\":a.innerHTML=\"<\"+t+\"></\"+t+\">\",u[t]=!a.firstChild),u[t]?p[t]:null}var i=n(6),o=n(0),a=i.canUseDOM?document.createElement(\"div\"):null,u={},c=[1,'<select multiple=\"true\">',\"</select>\"],s=[1,\"<table>\",\"</table>\"],l=[3,\"<table><tbody><tr>\",\"</tr></tbody></table>\"],f=[1,'<svg xmlns=\"http://www.w3.org/2000/svg\">',\"</svg>\"],p={\"*\":[1,\"?<div>\",\"</div>\"],area:[1,\"<map>\",\"</map>\"],col:[2,\"<table><tbody></tbody><colgroup>\",\"</colgroup></table>\"],legend:[1,\"<fieldset>\",\"</fieldset>\"],param:[1,\"<object>\",\"</object>\"],tr:[2,\"<table><tbody>\",\"</tbody></table>\"],optgroup:c,option:c,caption:s,colgroup:s,tbody:s,tfoot:s,thead:s,td:l,th:l},h=[\"circle\",\"clipPath\",\"defs\",\"ellipse\",\"g\",\"image\",\"line\",\"linearGradient\",\"mask\",\"path\",\"pattern\",\"polygon\",\"polyline\",\"radialGradient\",\"rect\",\"stop\",\"text\",\"tspan\"];h.forEach(function(t){p[t]=f,u[t]=!0}),t.exports=r},function(t,e,n){\"use strict\";function r(t){return t===window?{x:window.pageXOffset||document.documentElement.scrollLeft,y:window.pageYOffset||document.documentElement.scrollTop}:{x:t.scrollLeft,y:t.scrollTop}}t.exports=r},function(t,e,n){\"use strict\";function r(t){return t.replace(i,\"-$1\").toLowerCase()}var i=/([A-Z])/g;t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t).replace(o,\"-ms-\")}var i=n(325),o=/^ms-/;t.exports=r},function(t,e,n){\"use strict\";function r(t){return!(!t||!(\"function\"==typeof Node?t instanceof Node:\"object\"==typeof t&&\"number\"==typeof t.nodeType&&\"string\"==typeof t.nodeName))}t.exports=r},function(t,e,n){\"use strict\";function r(t){return i(t)&&3==t.nodeType}var i=n(327);t.exports=r},function(t,e,n){\"use strict\";var r=function(t){var e;for(e in t)if(t.hasOwnProperty(e))return e;return null};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e={};return function(n){return e.hasOwnProperty(n)||(e[n]=t.call(this,n)),e[n]}}t.exports=r},function(t,e,n){\"use strict\";var r={Properties:{\"aria-current\":0,\"aria-details\":0,\"aria-disabled\":0,\"aria-hidden\":0,\"aria-invalid\":0,\"aria-keyshortcuts\":0,\"aria-label\":0,\"aria-roledescription\":0,\"aria-autocomplete\":0,\"aria-checked\":0,\"aria-expanded\":0,\"aria-haspopup\":0,\"aria-level\":0,\"aria-modal\":0,\"aria-multiline\":0,\"aria-multiselectable\":0,\"aria-orientation\":0,\"aria-placeholder\":0,\"aria-pressed\":0,\"aria-readonly\":0,\"aria-required\":0,\"aria-selected\":0,\"aria-sort\":0,\"aria-valuemax\":0,\"aria-valuemin\":0,\"aria-valuenow\":0,\"aria-valuetext\":0,\"aria-atomic\":0,\"aria-busy\":0,\"aria-live\":0,\"aria-relevant\":0,\"aria-dropeffect\":0,\"aria-grabbed\":0,\"aria-activedescendant\":0,\"aria-colcount\":0,\"aria-colindex\":0,\"aria-colspan\":0,\"aria-controls\":0,\"aria-describedby\":0,\"aria-errormessage\":0,\"aria-flowto\":0,\"aria-labelledby\":0,\"aria-owns\":0,\"aria-posinset\":0,\"aria-rowcount\":0,\"aria-rowindex\":0,\"aria-rowspan\":0,\"aria-setsize\":0},DOMAttributeNames:{},DOMPropertyNames:{}};t.exports=r},function(t,e,n){\"use strict\";var r=n(4),i=n(151),o={focusDOMComponent:function(){i(r.getNodeFromInstance(this))}};t.exports=o},function(t,e,n){\"use strict\";function r(){var t=window.opera;return\"object\"==typeof t&&\"function\"==typeof t.version&&parseInt(t.version(),10)<=12}function i(t){return(t.ctrlKey||t.altKey||t.metaKey)&&!(t.ctrlKey&&t.altKey)}function o(t){switch(t){case\"topCompositionStart\":return E.compositionStart;case\"topCompositionEnd\":return E.compositionEnd;case\"topCompositionUpdate\":return E.compositionUpdate}}function a(t,e){return\"topKeyDown\"===t&&e.keyCode===_}function u(t,e){switch(t){case\"topKeyUp\":return y.indexOf(e.keyCode)!==-1;case\"topKeyDown\":return e.keyCode!==_;case\"topKeyPress\":case\"topMouseDown\":case\"topBlur\":return!0;default:return!1}}function c(t){var e=t.detail;return\"object\"==typeof e&&\"data\"in e?e.data:null}function s(t,e,n,r){var i,s;if(b?i=o(t):S?u(t,n)&&(i=E.compositionEnd):a(t,n)&&(i=E.compositionStart),!i)return null;C&&(S||i!==E.compositionStart?i===E.compositionEnd&&S&&(s=S.getData()):S=v.getPooled(r));var l=g.getPooled(i,e,n,r);if(s)l.data=s;else{var f=c(n);null!==f&&(l.data=f)}return h.accumulateTwoPhaseDispatches(l),l}function l(t,e){switch(t){case\"topCompositionEnd\":return c(e);case\"topKeyPress\":var n=e.which;return n!==M?null:(T=!0,k);case\"topTextInput\":var r=e.data;return r===k&&T?null:r;default:return null}}function f(t,e){if(S){if(\"topCompositionEnd\"===t||!b&&u(t,e)){var n=S.getData();return v.release(S),S=null,n}return null}switch(t){case\"topPaste\":return null;case\"topKeyPress\":return e.which&&!i(e)?String.fromCharCode(e.which):null;case\"topCompositionEnd\":return C?null:e.data;default:return null}}function p(t,e,n,r){var i;if(i=w?l(t,n):f(t,n),!i)return null;var o=m.getPooled(E.beforeInput,e,n,r);return o.data=i,h.accumulateTwoPhaseDispatches(o),o}var h=n(23),d=n(6),v=n(340),g=n(377),m=n(380),y=[9,13,27,32],_=229,b=d.canUseDOM&&\"CompositionEvent\"in window,x=null;d.canUseDOM&&\"documentMode\"in document&&(x=document.documentMode);var w=d.canUseDOM&&\"TextEvent\"in window&&!x&&!r(),C=d.canUseDOM&&(!b||x&&x>8&&x<=11),M=32,k=String.fromCharCode(M),E={beforeInput:{phasedRegistrationNames:{bubbled:\"onBeforeInput\",captured:\"onBeforeInputCapture\"},dependencies:[\"topCompositionEnd\",\"topKeyPress\",\"topTextInput\",\"topPaste\"]},compositionEnd:{phasedRegistrationNames:{bubbled:\"onCompositionEnd\",captured:\"onCompositionEndCapture\"},dependencies:[\"topBlur\",\"topCompositionEnd\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]},compositionStart:{phasedRegistrationNames:{bubbled:\"onCompositionStart\",captured:\"onCompositionStartCapture\"},dependencies:[\"topBlur\",\"topCompositionStart\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]},compositionUpdate:{phasedRegistrationNames:{bubbled:\"onCompositionUpdate\",captured:\"onCompositionUpdateCapture\"},dependencies:[\"topBlur\",\"topCompositionUpdate\",\"topKeyDown\",\"topKeyPress\",\"topKeyUp\",\"topMouseDown\"]}},T=!1,S=null,P={eventTypes:E,extractEvents:function(t,e,n,r){return[s(t,e,n,r),p(t,e,n,r)]}};t.exports=P},function(t,e,n){\"use strict\";var r=n(154),i=n(6),o=(n(9),n(319),n(386)),a=n(326),u=n(330),c=(n(1),u(function(t){return a(t)})),s=!1,l=\"cssFloat\";if(i.canUseDOM){var f=document.createElement(\"div\").style;try{f.font=\"\"}catch(t){s=!0}void 0===document.documentElement.style.cssFloat&&(l=\"styleFloat\")}var p={createMarkupForStyles:function(t,e){var n=\"\";for(var r in t)if(t.hasOwnProperty(r)){var i=t[r];null!=i&&(n+=c(r)+\":\",n+=o(r,i,e)+\";\")}return n||null},setValueForStyles:function(t,e,n){var i=t.style;for(var a in e)if(e.hasOwnProperty(a)){var u=o(a,e[a],n);if(\"float\"!==a&&\"cssFloat\"!==a||(a=l),u)i[a]=u;else{var c=s&&r.shorthandPropertyExpansions[a];if(c)for(var f in c)i[f]=\"\";else i[a]=\"\"}}}};t.exports=p},function(t,e,n){\"use strict\";function r(t){var e=t.nodeName&&t.nodeName.toLowerCase();return\"select\"===e||\"input\"===e&&\"file\"===t.type}function i(t){var e=C.getPooled(T.change,P,t,M(t));_.accumulateTwoPhaseDispatches(e),w.batchedUpdates(o,e)}function o(t){y.enqueueEvents(t),y.processEventQueue(!1)}function a(t,e){S=t,P=e,S.attachEvent(\"onchange\",i)}function u(){S&&(S.detachEvent(\"onchange\",i),S=null,P=null)}function c(t,e){if(\"topChange\"===t)return e}function s(t,e,n){\"topFocus\"===t?(u(),a(e,n)):\"topBlur\"===t&&u()}function l(t,e){S=t,P=e,N=t.value,A=Object.getOwnPropertyDescriptor(t.constructor.prototype,\"value\"),Object.defineProperty(S,\"value\",D),S.attachEvent?S.attachEvent(\"onpropertychange\",p):S.addEventListener(\"propertychange\",p,!1)}function f(){S&&(delete S.value,S.detachEvent?S.detachEvent(\"onpropertychange\",p):S.removeEventListener(\"propertychange\",p,!1),S=null,P=null,N=null,A=null)}function p(t){if(\"value\"===t.propertyName){var e=t.srcElement.value;e!==N&&(N=e,i(t))}}function h(t,e){if(\"topInput\"===t)return e}function d(t,e,n){\"topFocus\"===t?(f(),l(e,n)):\"topBlur\"===t&&f()}function v(t,e){if((\"topSelectionChange\"===t||\"topKeyUp\"===t||\"topKeyDown\"===t)&&S&&S.value!==N)return N=S.value,P}function g(t){return t.nodeName&&\"input\"===t.nodeName.toLowerCase()&&(\"checkbox\"===t.type||\"radio\"===t.type)}function m(t,e){if(\"topClick\"===t)return e}var y=n(22),_=n(23),b=n(6),x=n(4),w=n(11),C=n(14),M=n(93),k=n(94),E=n(170),T={change:{phasedRegistrationNames:{bubbled:\"onChange\",captured:\"onChangeCapture\"},dependencies:[\"topBlur\",\"topChange\",\"topClick\",\"topFocus\",\"topInput\",\"topKeyDown\",\"topKeyUp\",\"topSelectionChange\"]}},S=null,P=null,N=null,A=null,O=!1;b.canUseDOM&&(O=k(\"change\")&&(!document.documentMode||document.documentMode>8));var I=!1;b.canUseDOM&&(I=k(\"input\")&&(!document.documentMode||document.documentMode>11));var D={get:function(){return A.get.call(this)},set:function(t){N=\"\"+t,A.set.call(this,t)}},R={eventTypes:T,extractEvents:function(t,e,n,i){var o,a,u=e?x.getNodeFromInstance(e):window;if(r(u)?O?o=c:a=s:E(u)?I?o=h:(o=v,a=d):g(u)&&(o=m),o){var l=o(t,e);if(l){var f=C.getPooled(T.change,l,n,i);return f.type=\"change\",_.accumulateTwoPhaseDispatches(f),f}}a&&a(t,u,e)}};t.exports=R},function(t,e,n){\"use strict\";var r=n(2),i=n(20),o=n(6),a=n(322),u=n(8),c=(n(0),{dangerouslyReplaceNodeWithMarkup:function(t,e){if(o.canUseDOM?void 0:r(\"56\"),e?void 0:r(\"57\"),\"HTML\"===t.nodeName?r(\"58\"):void 0,\"string\"==typeof e){var n=a(e,u)[0];t.parentNode.replaceChild(n,t)}else i.replaceChildWithTree(t,e)}});t.exports=c},function(t,e,n){\"use strict\";var r=[\"ResponderEventPlugin\",\"SimpleEventPlugin\",\"TapEventPlugin\",\"EnterLeaveEventPlugin\",\"ChangeEventPlugin\",\"SelectEventPlugin\",\"BeforeInputEventPlugin\"];t.exports=r},function(t,e,n){\"use strict\";var r=n(23),i=n(4),o=n(52),a={mouseEnter:{registrationName:\"onMouseEnter\",dependencies:[\"topMouseOut\",\"topMouseOver\"]},mouseLeave:{registrationName:\"onMouseLeave\",dependencies:[\"topMouseOut\",\"topMouseOver\"]}},u={eventTypes:a,extractEvents:function(t,e,n,u){if(\"topMouseOver\"===t&&(n.relatedTarget||n.fromElement))return null;\n",
       "if(\"topMouseOut\"!==t&&\"topMouseOver\"!==t)return null;var c;if(u.window===u)c=u;else{var s=u.ownerDocument;c=s?s.defaultView||s.parentWindow:window}var l,f;if(\"topMouseOut\"===t){l=e;var p=n.relatedTarget||n.toElement;f=p?i.getClosestInstanceFromNode(p):null}else l=null,f=e;if(l===f)return null;var h=null==l?c:i.getNodeFromInstance(l),d=null==f?c:i.getNodeFromInstance(f),v=o.getPooled(a.mouseLeave,l,n,u);v.type=\"mouseleave\",v.target=h,v.relatedTarget=d;var g=o.getPooled(a.mouseEnter,f,n,u);return g.type=\"mouseenter\",g.target=d,g.relatedTarget=h,r.accumulateEnterLeaveDispatches(v,g,l,f),[v,g]}};t.exports=u},function(t,e,n){\"use strict\";var r={topAbort:null,topAnimationEnd:null,topAnimationIteration:null,topAnimationStart:null,topBlur:null,topCanPlay:null,topCanPlayThrough:null,topChange:null,topClick:null,topCompositionEnd:null,topCompositionStart:null,topCompositionUpdate:null,topContextMenu:null,topCopy:null,topCut:null,topDoubleClick:null,topDrag:null,topDragEnd:null,topDragEnter:null,topDragExit:null,topDragLeave:null,topDragOver:null,topDragStart:null,topDrop:null,topDurationChange:null,topEmptied:null,topEncrypted:null,topEnded:null,topError:null,topFocus:null,topInput:null,topInvalid:null,topKeyDown:null,topKeyPress:null,topKeyUp:null,topLoad:null,topLoadedData:null,topLoadedMetadata:null,topLoadStart:null,topMouseDown:null,topMouseMove:null,topMouseOut:null,topMouseOver:null,topMouseUp:null,topPaste:null,topPause:null,topPlay:null,topPlaying:null,topProgress:null,topRateChange:null,topReset:null,topScroll:null,topSeeked:null,topSeeking:null,topSelectionChange:null,topStalled:null,topSubmit:null,topSuspend:null,topTextInput:null,topTimeUpdate:null,topTouchCancel:null,topTouchEnd:null,topTouchMove:null,topTouchStart:null,topTransitionEnd:null,topVolumeChange:null,topWaiting:null,topWheel:null},i={topLevelTypes:r};t.exports=i},function(t,e,n){\"use strict\";function r(t){this._root=t,this._startText=this.getText(),this._fallbackText=null}var i=n(3),o=n(17),a=n(168);i(r.prototype,{destructor:function(){this._root=null,this._startText=null,this._fallbackText=null},getText:function(){return\"value\"in this._root?this._root.value:this._root[a()]},getData:function(){if(this._fallbackText)return this._fallbackText;var t,e,n=this._startText,r=n.length,i=this.getText(),o=i.length;for(t=0;t<r&&n[t]===i[t];t++);var a=r-t;for(e=1;e<=a&&n[r-e]===i[o-e];e++);var u=e>1?1-e:void 0;return this._fallbackText=i.slice(t,u),this._fallbackText}}),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";var r=n(21),i=r.injection.MUST_USE_PROPERTY,o=r.injection.HAS_BOOLEAN_VALUE,a=r.injection.HAS_NUMERIC_VALUE,u=r.injection.HAS_POSITIVE_NUMERIC_VALUE,c=r.injection.HAS_OVERLOADED_BOOLEAN_VALUE,s={isCustomAttribute:RegExp.prototype.test.bind(new RegExp(\"^(data|aria)-[\"+r.ATTRIBUTE_NAME_CHAR+\"]*$\")),Properties:{accept:0,acceptCharset:0,accessKey:0,action:0,allowFullScreen:o,allowTransparency:0,alt:0,as:0,async:o,autoComplete:0,autoPlay:o,capture:o,cellPadding:0,cellSpacing:0,charSet:0,challenge:0,checked:i|o,cite:0,classID:0,className:0,cols:u,colSpan:0,content:0,contentEditable:0,contextMenu:0,controls:o,coords:0,crossOrigin:0,data:0,dateTime:0,default:o,defer:o,dir:0,disabled:o,download:c,draggable:0,encType:0,form:0,formAction:0,formEncType:0,formMethod:0,formNoValidate:o,formTarget:0,frameBorder:0,headers:0,height:0,hidden:o,high:0,href:0,hrefLang:0,htmlFor:0,httpEquiv:0,icon:0,id:0,inputMode:0,integrity:0,is:0,keyParams:0,keyType:0,kind:0,label:0,lang:0,list:0,loop:o,low:0,manifest:0,marginHeight:0,marginWidth:0,max:0,maxLength:0,media:0,mediaGroup:0,method:0,min:0,minLength:0,multiple:i|o,muted:i|o,name:0,nonce:0,noValidate:o,open:o,optimum:0,pattern:0,placeholder:0,playsInline:o,poster:0,preload:0,profile:0,radioGroup:0,readOnly:o,referrerPolicy:0,rel:0,required:o,reversed:o,role:0,rows:u,rowSpan:a,sandbox:0,scope:0,scoped:o,scrolling:0,seamless:o,selected:i|o,shape:0,size:u,sizes:0,span:u,spellCheck:0,src:0,srcDoc:0,srcLang:0,srcSet:0,start:a,step:0,style:0,summary:0,tabIndex:0,target:0,title:0,type:0,useMap:0,value:0,width:0,wmode:0,wrap:0,about:0,datatype:0,inlist:0,prefix:0,property:0,resource:0,typeof:0,vocab:0,autoCapitalize:0,autoCorrect:0,autoSave:0,color:0,itemProp:0,itemScope:o,itemType:0,itemID:0,itemRef:0,results:0,security:0,unselectable:0},DOMAttributeNames:{acceptCharset:\"accept-charset\",className:\"class\",htmlFor:\"for\",httpEquiv:\"http-equiv\"},DOMPropertyNames:{}};t.exports=s},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){var i=void 0===t[n];null!=e&&i&&(t[n]=o(e,!0))}var i=n(24),o=n(169),a=(n(84),n(95)),u=n(172);n(1);\"undefined\"!=typeof e&&e.env,1;var c={instantiateChildren:function(t,e,n,i){if(null==t)return null;var o={};return u(t,r,o),o},updateChildren:function(t,e,n,r,u,c,s,l,f){if(e||t){var p,h;for(p in e)if(e.hasOwnProperty(p)){h=t&&t[p];var d=h&&h._currentElement,v=e[p];if(null!=h&&a(d,v))i.receiveComponent(h,v,u,l),e[p]=h;else{h&&(r[p]=i.getHostNode(h),i.unmountComponent(h,!1));var g=o(v,!0);e[p]=g;var m=i.mountComponent(g,u,c,s,l,f);n.push(m)}}for(p in t)!t.hasOwnProperty(p)||e&&e.hasOwnProperty(p)||(h=t[p],r[p]=i.getHostNode(h),i.unmountComponent(h,!1))}},unmountChildren:function(t,e){for(var n in t)if(t.hasOwnProperty(n)){var r=t[n];i.unmountComponent(r,e)}}};t.exports=c}).call(e,n(153))},function(t,e,n){\"use strict\";var r=n(81),i=n(350),o={processChildrenUpdates:i.dangerouslyProcessChildrenUpdates,replaceNodeWithMarkup:r.dangerouslyReplaceNodeWithMarkup};t.exports=o},function(t,e,n){\"use strict\";function r(t){}function i(t,e){}function o(t){return!(!t.prototype||!t.prototype.isReactComponent)}function a(t){return!(!t.prototype||!t.prototype.isPureReactComponent)}var u=n(2),c=n(3),s=n(26),l=n(86),f=n(15),p=n(87),h=n(40),d=(n(9),n(164)),v=n(24),g=n(38),m=(n(0),n(80)),y=n(95),_=(n(1),{ImpureClass:0,PureClass:1,StatelessFunctional:2});r.prototype.render=function(){var t=h.get(this)._currentElement.type,e=t(this.props,this.context,this.updater);return i(t,e),e};var b=1,x={construct:function(t){this._currentElement=t,this._rootNodeID=0,this._compositeType=null,this._instance=null,this._hostParent=null,this._hostContainerInfo=null,this._updateBatchNumber=null,this._pendingElement=null,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._renderedNodeType=null,this._renderedComponent=null,this._context=null,this._mountOrder=0,this._topLevelWrapper=null,this._pendingCallbacks=null,this._calledComponentWillUnmount=!1},mountComponent:function(t,e,n,c){this._context=c,this._mountOrder=b++,this._hostParent=e,this._hostContainerInfo=n;var l,f=this._currentElement.props,p=this._processContext(c),d=this._currentElement.type,v=t.getUpdateQueue(),m=o(d),y=this._constructComponent(m,f,p,v);m||null!=y&&null!=y.render?a(d)?this._compositeType=_.PureClass:this._compositeType=_.ImpureClass:(l=y,i(d,l),null===y||y===!1||s.isValidElement(y)?void 0:u(\"105\",d.displayName||d.name||\"Component\"),y=new r(d),this._compositeType=_.StatelessFunctional);y.props=f,y.context=p,y.refs=g,y.updater=v,this._instance=y,h.set(y,this);var x=y.state;void 0===x&&(y.state=x=null),\"object\"!=typeof x||Array.isArray(x)?u(\"106\",this.getName()||\"ReactCompositeComponent\"):void 0,this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1;var w;return w=y.unstable_handleError?this.performInitialMountWithErrorHandling(l,e,n,t,c):this.performInitialMount(l,e,n,t,c),y.componentDidMount&&t.getReactMountReady().enqueue(y.componentDidMount,y),w},_constructComponent:function(t,e,n,r){return this._constructComponentWithoutOwner(t,e,n,r)},_constructComponentWithoutOwner:function(t,e,n,r){var i=this._currentElement.type;return t?new i(e,n,r):i(e,n,r)},performInitialMountWithErrorHandling:function(t,e,n,r,i){var o,a=r.checkpoint();try{o=this.performInitialMount(t,e,n,r,i)}catch(u){r.rollback(a),this._instance.unstable_handleError(u),this._pendingStateQueue&&(this._instance.state=this._processPendingState(this._instance.props,this._instance.context)),a=r.checkpoint(),this._renderedComponent.unmountComponent(!0),r.rollback(a),o=this.performInitialMount(t,e,n,r,i)}return o},performInitialMount:function(t,e,n,r,i){var o=this._instance,a=0;o.componentWillMount&&(o.componentWillMount(),this._pendingStateQueue&&(o.state=this._processPendingState(o.props,o.context))),void 0===t&&(t=this._renderValidatedComponent());var u=d.getType(t);this._renderedNodeType=u;var c=this._instantiateReactComponent(t,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,r,e,n,this._processChildContext(i),a);return s},getHostNode:function(){return v.getHostNode(this._renderedComponent)},unmountComponent:function(t){if(this._renderedComponent){var e=this._instance;if(e.componentWillUnmount&&!e._calledComponentWillUnmount)if(e._calledComponentWillUnmount=!0,t){var n=this.getName()+\".componentWillUnmount()\";p.invokeGuardedCallback(n,e.componentWillUnmount.bind(e))}else e.componentWillUnmount();this._renderedComponent&&(v.unmountComponent(this._renderedComponent,t),this._renderedNodeType=null,this._renderedComponent=null,this._instance=null),this._pendingStateQueue=null,this._pendingReplaceState=!1,this._pendingForceUpdate=!1,this._pendingCallbacks=null,this._pendingElement=null,this._context=null,this._rootNodeID=0,this._topLevelWrapper=null,h.remove(e)}},_maskContext:function(t){var e=this._currentElement.type,n=e.contextTypes;if(!n)return g;var r={};for(var i in n)r[i]=t[i];return r},_processContext:function(t){var e=this._maskContext(t);return e},_processChildContext:function(t){var e,n=this._currentElement.type,r=this._instance;if(r.getChildContext&&(e=r.getChildContext()),e){\"object\"!=typeof n.childContextTypes?u(\"107\",this.getName()||\"ReactCompositeComponent\"):void 0;for(var i in e)i in n.childContextTypes?void 0:u(\"108\",this.getName()||\"ReactCompositeComponent\",i);return c({},t,e)}return t},_checkContextTypes:function(t,e,n){},receiveComponent:function(t,e,n){var r=this._currentElement,i=this._context;this._pendingElement=null,this.updateComponent(e,r,t,i,n)},performUpdateIfNecessary:function(t){null!=this._pendingElement?v.receiveComponent(this,this._pendingElement,t,this._context):null!==this._pendingStateQueue||this._pendingForceUpdate?this.updateComponent(t,this._currentElement,this._currentElement,this._context,this._context):this._updateBatchNumber=null},updateComponent:function(t,e,n,r,i){var o=this._instance;null==o?u(\"136\",this.getName()||\"ReactCompositeComponent\"):void 0;var a,c=!1;this._context===i?a=o.context:(a=this._processContext(i),c=!0);var s=e.props,l=n.props;e!==n&&(c=!0),c&&o.componentWillReceiveProps&&o.componentWillReceiveProps(l,a);var f=this._processPendingState(l,a),p=!0;this._pendingForceUpdate||(o.shouldComponentUpdate?p=o.shouldComponentUpdate(l,f,a):this._compositeType===_.PureClass&&(p=!m(s,l)||!m(o.state,f))),this._updateBatchNumber=null,p?(this._pendingForceUpdate=!1,this._performComponentUpdate(n,l,f,a,t,i)):(this._currentElement=n,this._context=i,o.props=l,o.state=f,o.context=a)},_processPendingState:function(t,e){var n=this._instance,r=this._pendingStateQueue,i=this._pendingReplaceState;if(this._pendingReplaceState=!1,this._pendingStateQueue=null,!r)return n.state;if(i&&1===r.length)return r[0];for(var o=c({},i?r[0]:n.state),a=i?1:0;a<r.length;a++){var u=r[a];c(o,\"function\"==typeof u?u.call(n,o,t,e):u)}return o},_performComponentUpdate:function(t,e,n,r,i,o){var a,u,c,s=this._instance,l=Boolean(s.componentDidUpdate);l&&(a=s.props,u=s.state,c=s.context),s.componentWillUpdate&&s.componentWillUpdate(e,n,r),this._currentElement=t,this._context=o,s.props=e,s.state=n,s.context=r,this._updateRenderedComponent(i,o),l&&i.getReactMountReady().enqueue(s.componentDidUpdate.bind(s,a,u,c),s)},_updateRenderedComponent:function(t,e){var n=this._renderedComponent,r=n._currentElement,i=this._renderValidatedComponent(),o=0;if(y(r,i))v.receiveComponent(n,i,t,this._processChildContext(e));else{var a=v.getHostNode(n);v.unmountComponent(n,!1);var u=d.getType(i);this._renderedNodeType=u;var c=this._instantiateReactComponent(i,u!==d.EMPTY);this._renderedComponent=c;var s=v.mountComponent(c,t,this._hostParent,this._hostContainerInfo,this._processChildContext(e),o);this._replaceNodeWithMarkup(a,s,n)}},_replaceNodeWithMarkup:function(t,e,n){l.replaceNodeWithMarkup(t,e,n)},_renderValidatedComponentWithoutOwnerOrContext:function(){var t,e=this._instance;return t=e.render()},_renderValidatedComponent:function(){var t;if(this._compositeType!==_.StatelessFunctional){f.current=this;try{t=this._renderValidatedComponentWithoutOwnerOrContext()}finally{f.current=null}}else t=this._renderValidatedComponentWithoutOwnerOrContext();return null===t||t===!1||s.isValidElement(t)?void 0:u(\"109\",this.getName()||\"ReactCompositeComponent\"),t},attachRef:function(t,e){var n=this.getPublicInstance();null==n?u(\"110\"):void 0;var r=e.getPublicInstance(),i=n.refs===g?n.refs={}:n.refs;i[t]=r},detachRef:function(t){var e=this.getPublicInstance().refs;delete e[t]},getName:function(){var t=this._currentElement.type,e=this._instance&&this._instance.constructor;return t.displayName||e&&e.displayName||t.name||e&&e.name||null},getPublicInstance:function(){var t=this._instance;return this._compositeType===_.StatelessFunctional?null:t},_instantiateReactComponent:null};t.exports=x},function(t,e,n){\"use strict\";var r=n(4),i=n(358),o=n(163),a=n(24),u=n(11),c=n(371),s=n(387),l=n(167),f=n(395);n(1);i.inject();var p={findDOMNode:s,render:o.render,unmountComponentAtNode:o.unmountComponentAtNode,version:c,unstable_batchedUpdates:u.batchedUpdates,unstable_renderSubtreeIntoContainer:f};\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.inject&&__REACT_DEVTOOLS_GLOBAL_HOOK__.inject({ComponentTree:{getClosestInstanceFromNode:r.getClosestInstanceFromNode,getNodeFromInstance:function(t){return t._renderedComponent&&(t=l(t)),t?r.getNodeFromInstance(t):null}},Mount:o,Reconciler:a});t.exports=p},function(t,e,n){\"use strict\";function r(t){if(t){var e=t._currentElement._owner||null;if(e){var n=e.getName();if(n)return\" This DOM node was rendered by `\"+n+\"`.\"}}return\"\"}function i(t,e){e&&(G[t._tag]&&(null!=e.children||null!=e.dangerouslySetInnerHTML?v(\"137\",t._tag,t._currentElement._owner?\" Check the render method of \"+t._currentElement._owner.getName()+\".\":\"\"):void 0),null!=e.dangerouslySetInnerHTML&&(null!=e.children?v(\"60\"):void 0,\"object\"==typeof e.dangerouslySetInnerHTML&&V in e.dangerouslySetInnerHTML?void 0:v(\"61\")),null!=e.style&&\"object\"!=typeof e.style?v(\"62\",r(t)):void 0)}function o(t,e,n,r){if(!(r instanceof I)){var i=t._hostContainerInfo,o=i._node&&i._node.nodeType===H,u=o?i._node:i._ownerDocument;F(e,u),r.getReactMountReady().enqueue(a,{inst:t,registrationName:e,listener:n})}}function a(){var t=this;C.putListener(t.inst,t.registrationName,t.listener)}function u(){var t=this;S.postMountWrapper(t)}function c(){var t=this;A.postMountWrapper(t)}function s(){var t=this;P.postMountWrapper(t)}function l(){var t=this;t._rootNodeID?void 0:v(\"63\");var e=U(t);switch(e?void 0:v(\"64\"),t._tag){case\"iframe\":case\"object\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"video\":case\"audio\":t._wrapperState.listeners=[];for(var n in q)q.hasOwnProperty(n)&&t._wrapperState.listeners.push(k.trapBubbledEvent(n,q[n],e));break;case\"source\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e)];break;case\"img\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topError\",\"error\",e),k.trapBubbledEvent(\"topLoad\",\"load\",e)];break;case\"form\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topReset\",\"reset\",e),k.trapBubbledEvent(\"topSubmit\",\"submit\",e)];break;case\"input\":case\"select\":case\"textarea\":t._wrapperState.listeners=[k.trapBubbledEvent(\"topInvalid\",\"invalid\",e)]}}function f(){N.postUpdateWrapper(this)}function p(t){Z.call(X,t)||($.test(t)?void 0:v(\"65\",t),X[t]=!0)}function h(t,e){return t.indexOf(\"-\")>=0||null!=e.is}function d(t){var e=t.type;p(e),this._currentElement=t,this._tag=e.toLowerCase(),this._namespaceURI=null,this._renderedChildren=null,this._previousStyle=null,this._previousStyleCopy=null,this._hostNode=null,this._hostParent=null,this._rootNodeID=0,this._domID=0,this._hostContainerInfo=null,this._wrapperState=null,this._topLevelWrapper=null,this._flags=0}var v=n(2),g=n(3),m=n(332),y=n(334),_=n(20),b=n(82),x=n(21),w=n(156),C=n(22),M=n(83),k=n(51),E=n(157),T=n(4),S=n(351),P=n(352),N=n(158),A=n(355),O=(n(9),n(364)),I=n(369),D=(n(8),n(54)),R=(n(0),n(94),n(80),n(96),n(1),E),L=C.deleteListener,U=T.getNodeFromInstance,F=k.listenTo,j=M.registrationNameModules,B={string:!0,number:!0},W=\"style\",V=\"__html\",z={children:null,dangerouslySetInnerHTML:null,suppressContentEditableWarning:null},H=11,q={topAbort:\"abort\",topCanPlay:\"canplay\",topCanPlayThrough:\"canplaythrough\",topDurationChange:\"durationchange\",topEmptied:\"emptied\",topEncrypted:\"encrypted\",topEnded:\"ended\",topError:\"error\",topLoadedData:\"loadeddata\",topLoadedMetadata:\"loadedmetadata\",topLoadStart:\"loadstart\",topPause:\"pause\",topPlay:\"play\",topPlaying:\"playing\",topProgress:\"progress\",topRateChange:\"ratechange\",topSeeked:\"seeked\",topSeeking:\"seeking\",topStalled:\"stalled\",topSuspend:\"suspend\",topTimeUpdate:\"timeupdate\",topVolumeChange:\"volumechange\",topWaiting:\"waiting\"},Y={area:!0,base:!0,br:!0,col:!0,embed:!0,hr:!0,img:!0,input:!0,keygen:!0,link:!0,meta:!0,param:!0,source:!0,track:!0,wbr:!0},K={listing:!0,pre:!0,textarea:!0},G=g({menuitem:!0},Y),$=/^[a-zA-Z][a-zA-Z:_\\.\\-\\d]*$/,X={},Z={}.hasOwnProperty,Q=1;d.displayName=\"ReactDOMComponent\",d.Mixin={mountComponent:function(t,e,n,r){this._rootNodeID=Q++,this._domID=n._idCounter++,this._hostParent=e,this._hostContainerInfo=n;var o=this._currentElement.props;switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":this._wrapperState={listeners:null},t.getReactMountReady().enqueue(l,this);break;case\"input\":S.mountWrapper(this,o,e),o=S.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"option\":P.mountWrapper(this,o,e),o=P.getHostProps(this,o);break;case\"select\":N.mountWrapper(this,o,e),o=N.getHostProps(this,o),t.getReactMountReady().enqueue(l,this);break;case\"textarea\":A.mountWrapper(this,o,e),o=A.getHostProps(this,o),t.getReactMountReady().enqueue(l,this)}i(this,o);var a,f;null!=e?(a=e._namespaceURI,f=e._tag):n._tag&&(a=n._namespaceURI,f=n._tag),(null==a||a===b.svg&&\"foreignobject\"===f)&&(a=b.html),a===b.html&&(\"svg\"===this._tag?a=b.svg:\"math\"===this._tag&&(a=b.mathml)),this._namespaceURI=a;var p;if(t.useCreateElement){var h,d=n._ownerDocument;if(a===b.html)if(\"script\"===this._tag){var v=d.createElement(\"div\"),g=this._currentElement.type;v.innerHTML=\"<\"+g+\"></\"+g+\">\",h=v.removeChild(v.firstChild)}else h=o.is?d.createElement(this._currentElement.type,o.is):d.createElement(this._currentElement.type);else h=d.createElementNS(a,this._currentElement.type);T.precacheNode(this,h),this._flags|=R.hasCachedChildNodes,this._hostParent||w.setAttributeForRoot(h),this._updateDOMProperties(null,o,t);var y=_(h);this._createInitialChildren(t,o,r,y),p=y}else{var x=this._createOpenTagMarkupAndPutListeners(t,o),C=this._createContentMarkup(t,o,r);p=!C&&Y[this._tag]?x+\"/>\":x+\">\"+C+\"</\"+this._currentElement.type+\">\"}switch(this._tag){case\"input\":t.getReactMountReady().enqueue(u,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"textarea\":t.getReactMountReady().enqueue(c,this),o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"select\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"button\":o.autoFocus&&t.getReactMountReady().enqueue(m.focusDOMComponent,this);break;case\"option\":t.getReactMountReady().enqueue(s,this)}return p},_createOpenTagMarkupAndPutListeners:function(t,e){var n=\"<\"+this._currentElement.type;for(var r in e)if(e.hasOwnProperty(r)){var i=e[r];if(null!=i)if(j.hasOwnProperty(r))i&&o(this,r,i,t);else{r===W&&(i&&(i=this._previousStyleCopy=g({},e.style)),i=y.createMarkupForStyles(i,this));var a=null;null!=this._tag&&h(this._tag,e)?z.hasOwnProperty(r)||(a=w.createMarkupForCustomAttribute(r,i)):a=w.createMarkupForProperty(r,i),a&&(n+=\" \"+a)}}return t.renderToStaticMarkup?n:(this._hostParent||(n+=\" \"+w.createMarkupForRoot()),n+=\" \"+w.createMarkupForID(this._domID))},_createContentMarkup:function(t,e,n){var r=\"\",i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&(r=i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)r=D(o);else if(null!=a){var u=this.mountChildren(a,t,n);r=u.join(\"\")}}return K[this._tag]&&\"\\n\"===r.charAt(0)?\"\\n\"+r:r},_createInitialChildren:function(t,e,n,r){var i=e.dangerouslySetInnerHTML;if(null!=i)null!=i.__html&&_.queueHTML(r,i.__html);else{var o=B[typeof e.children]?e.children:null,a=null!=o?null:e.children;if(null!=o)\"\"!==o&&_.queueText(r,o);else if(null!=a)for(var u=this.mountChildren(a,t,n),c=0;c<u.length;c++)_.queueChild(r,u[c])}},receiveComponent:function(t,e,n){var r=this._currentElement;this._currentElement=t,this.updateComponent(e,r,t,n)},updateComponent:function(t,e,n,r){var o=e.props,a=this._currentElement.props;switch(this._tag){case\"input\":o=S.getHostProps(this,o),a=S.getHostProps(this,a);break;case\"option\":o=P.getHostProps(this,o),a=P.getHostProps(this,a);break;case\"select\":o=N.getHostProps(this,o),a=N.getHostProps(this,a);break;case\"textarea\":o=A.getHostProps(this,o),a=A.getHostProps(this,a)}switch(i(this,a),this._updateDOMProperties(o,a,t),this._updateDOMChildren(o,a,t,r),this._tag){case\"input\":S.updateWrapper(this);break;case\"textarea\":A.updateWrapper(this);break;case\"select\":t.getReactMountReady().enqueue(f,this)}},_updateDOMProperties:function(t,e,n){var r,i,a;for(r in t)if(!e.hasOwnProperty(r)&&t.hasOwnProperty(r)&&null!=t[r])if(r===W){var u=this._previousStyleCopy;for(i in u)u.hasOwnProperty(i)&&(a=a||{},a[i]=\"\");this._previousStyleCopy=null}else j.hasOwnProperty(r)?t[r]&&L(this,r):h(this._tag,t)?z.hasOwnProperty(r)||w.deleteValueForAttribute(U(this),r):(x.properties[r]||x.isCustomAttribute(r))&&w.deleteValueForProperty(U(this),r);for(r in e){var c=e[r],s=r===W?this._previousStyleCopy:null!=t?t[r]:void 0;if(e.hasOwnProperty(r)&&c!==s&&(null!=c||null!=s))if(r===W)if(c?c=this._previousStyleCopy=g({},c):this._previousStyleCopy=null,s){for(i in s)!s.hasOwnProperty(i)||c&&c.hasOwnProperty(i)||(a=a||{},a[i]=\"\");for(i in c)c.hasOwnProperty(i)&&s[i]!==c[i]&&(a=a||{},a[i]=c[i])}else a=c;else if(j.hasOwnProperty(r))c?o(this,r,c,n):s&&L(this,r);else if(h(this._tag,e))z.hasOwnProperty(r)||w.setValueForAttribute(U(this),r,c);else if(x.properties[r]||x.isCustomAttribute(r)){var l=U(this);null!=c?w.setValueForProperty(l,r,c):w.deleteValueForProperty(l,r)}}a&&y.setValueForStyles(U(this),a,this)},_updateDOMChildren:function(t,e,n,r){var i=B[typeof t.children]?t.children:null,o=B[typeof e.children]?e.children:null,a=t.dangerouslySetInnerHTML&&t.dangerouslySetInnerHTML.__html,u=e.dangerouslySetInnerHTML&&e.dangerouslySetInnerHTML.__html,c=null!=i?null:t.children,s=null!=o?null:e.children,l=null!=i||null!=a,f=null!=o||null!=u;null!=c&&null==s?this.updateChildren(null,n,r):l&&!f&&this.updateTextContent(\"\"),null!=o?i!==o&&this.updateTextContent(\"\"+o):null!=u?a!==u&&this.updateMarkup(\"\"+u):null!=s&&this.updateChildren(s,n,r)},getHostNode:function(){return U(this)},unmountComponent:function(t){switch(this._tag){case\"audio\":case\"form\":case\"iframe\":case\"img\":case\"link\":case\"object\":case\"source\":case\"video\":var e=this._wrapperState.listeners;if(e)for(var n=0;n<e.length;n++)e[n].remove();break;case\"html\":case\"head\":case\"body\":v(\"66\",this._tag)}this.unmountChildren(t),T.uncacheNode(this),C.deleteAllListeners(this),this._rootNodeID=0,this._domID=0,this._wrapperState=null},getPublicInstance:function(){return U(this)}},g(d.prototype,d.Mixin,O.Mixin),t.exports=d},function(t,e,n){\"use strict\";function r(t,e){var n={_topLevelWrapper:t,_idCounter:1,_ownerDocument:e?e.nodeType===i?e:e.ownerDocument:null,_node:e,_tag:e?e.nodeName.toLowerCase():null,_namespaceURI:e?e.namespaceURI:null};return n}var i=(n(96),9);t.exports=r},function(t,e,n){\"use strict\";var r=n(3),i=n(20),o=n(4),a=function(t){this._currentElement=null,this._hostNode=null,this._hostParent=null,this._hostContainerInfo=null,this._domID=0};r(a.prototype,{mountComponent:function(t,e,n,r){var a=n._idCounter++;this._domID=a,this._hostParent=e,this._hostContainerInfo=n;var u=\" react-empty: \"+this._domID+\" \";if(t.useCreateElement){var c=n._ownerDocument,s=c.createComment(u);return o.precacheNode(this,s),i(s)}return t.renderToStaticMarkup?\"\":\"<!--\"+u+\"-->\"},receiveComponent:function(){},getHostNode:function(){return o.getNodeFromInstance(this)},unmountComponent:function(){o.uncacheNode(this)}}),t.exports=a},function(t,e,n){\"use strict\";var r={useCreateElement:!0,useFiber:!1};t.exports=r},function(t,e,n){\"use strict\";var r=n(81),i=n(4),o={dangerouslyProcessChildrenUpdates:function(t,e){var n=i.getNodeFromInstance(t);r.processUpdates(n,e)}};t.exports=o},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&f.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=c.executeOnChange(e,t);l.asap(r,this);var i=e.name;if(\"radio\"===e.type&&null!=i){for(var a=s.getNodeFromInstance(this),u=a;u.parentNode;)u=u.parentNode;for(var f=u.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+i)+'][type=\"radio\"]'),p=0;p<f.length;p++){var h=f[p];if(h!==a&&h.form===a.form){var d=s.getInstanceFromNode(h);d?void 0:o(\"90\"),l.asap(r,d)}}}return n}var o=n(2),a=n(3),u=n(156),c=n(85),s=n(4),l=n(11),f=(n(0),n(1),{getHostProps:function(t,e){var n=c.getValue(e),r=c.getChecked(e),i=a({type:void 0,step:void 0,min:void 0,max:void 0},e,{defaultChecked:void 0,defaultValue:void 0,value:null!=n?n:t._wrapperState.initialValue,checked:null!=r?r:t._wrapperState.initialChecked,onChange:t._wrapperState.onChange});return i},mountWrapper:function(t,e){var n=e.defaultValue;t._wrapperState={initialChecked:null!=e.checked?e.checked:e.defaultChecked,initialValue:null!=e.value?e.value:n,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=e.checked;null!=n&&u.setValueForProperty(s.getNodeFromInstance(t),\"checked\",n||!1);var r=s.getNodeFromInstance(t),i=c.getValue(e);if(null!=i){var o=\"\"+i;o!==r.value&&(r.value=o)}else null==e.value&&null!=e.defaultValue&&r.defaultValue!==\"\"+e.defaultValue&&(r.defaultValue=\"\"+e.defaultValue),null==e.checked&&null!=e.defaultChecked&&(r.defaultChecked=!!e.defaultChecked)},postMountWrapper:function(t){var e=t._currentElement.props,n=s.getNodeFromInstance(t);switch(e.type){case\"submit\":case\"reset\":break;case\"color\":case\"date\":case\"datetime\":case\"datetime-local\":case\"month\":case\"time\":case\"week\":n.value=\"\",n.value=n.defaultValue;break;default:n.value=n.value}var r=n.name;\"\"!==r&&(n.name=\"\"),n.defaultChecked=!n.defaultChecked,n.defaultChecked=!n.defaultChecked,\"\"!==r&&(n.name=r)}});t.exports=f},function(t,e,n){\"use strict\";function r(t){var e=\"\";return o.Children.forEach(t,function(t){null!=t&&(\"string\"==typeof t||\"number\"==typeof t?e+=t:c||(c=!0))}),e}var i=n(3),o=n(26),a=n(4),u=n(158),c=(n(1),!1),s={mountWrapper:function(t,e,n){var i=null;if(null!=n){var o=n;\"optgroup\"===o._tag&&(o=o._hostParent),null!=o&&\"select\"===o._tag&&(i=u.getSelectValueContext(o))}var a=null;if(null!=i){var c;if(c=null!=e.value?e.value+\"\":r(e.children),a=!1,Array.isArray(i)){for(var s=0;s<i.length;s++)if(\"\"+i[s]===c){a=!0;break}}else a=\"\"+i===c}t._wrapperState={selected:a}},postMountWrapper:function(t){var e=t._currentElement.props;if(null!=e.value){var n=a.getNodeFromInstance(t);n.setAttribute(\"value\",e.value)}},getHostProps:function(t,e){var n=i({selected:void 0,children:void 0},e);null!=t._wrapperState.selected&&(n.selected=t._wrapperState.selected);var o=r(e.children);return o&&(n.children=o),n}};t.exports=s},function(t,e,n){\"use strict\";function r(t,e,n,r){return t===n&&e===r}function i(t){var e=document.selection,n=e.createRange(),r=n.text.length,i=n.duplicate();i.moveToElementText(t),i.setEndPoint(\"EndToStart\",n);var o=i.text.length,a=o+r;return{start:o,end:a}}function o(t){var e=window.getSelection&&window.getSelection();if(!e||0===e.rangeCount)return null;var n=e.anchorNode,i=e.anchorOffset,o=e.focusNode,a=e.focusOffset,u=e.getRangeAt(0);try{u.startContainer.nodeType,u.endContainer.nodeType}catch(t){return null}var c=r(e.anchorNode,e.anchorOffset,e.focusNode,e.focusOffset),s=c?0:u.toString().length,l=u.cloneRange();l.selectNodeContents(t),l.setEnd(u.startContainer,u.startOffset);var f=r(l.startContainer,l.startOffset,l.endContainer,l.endOffset),p=f?0:l.toString().length,h=p+s,d=document.createRange();d.setStart(n,i),d.setEnd(o,a);var v=d.collapsed;return{start:v?h:p,end:v?p:h}}function a(t,e){var n,r,i=document.selection.createRange().duplicate();void 0===e.end?(n=e.start,r=n):e.start>e.end?(n=e.end,r=e.start):(n=e.start,r=e.end),i.moveToElementText(t),i.moveStart(\"character\",n),i.setEndPoint(\"EndToStart\",i),i.moveEnd(\"character\",r-n),i.select()}function u(t,e){if(window.getSelection){var n=window.getSelection(),r=t[l()].length,i=Math.min(e.start,r),o=void 0===e.end?i:Math.min(e.end,r);if(!n.extend&&i>o){var a=o;o=i,i=a}var u=s(t,i),c=s(t,o);if(u&&c){var f=document.createRange();f.setStart(u.node,u.offset),n.removeAllRanges(),i>o?(n.addRange(f),n.extend(c.node,c.offset)):(f.setEnd(c.node,c.offset),n.addRange(f))}}}var c=n(6),s=n(392),l=n(168),f=c.canUseDOM&&\"selection\"in document&&!(\"getSelection\"in window),p={getOffsets:f?i:o,setOffsets:f?a:u};t.exports=p},function(t,e,n){\"use strict\";var r=n(2),i=n(3),o=n(81),a=n(20),u=n(4),c=n(54),s=(n(0),n(96),function(t){this._currentElement=t,this._stringText=\"\"+t,this._hostNode=null,this._hostParent=null,this._domID=0,this._mountIndex=0,this._closingComment=null,this._commentNodes=null});i(s.prototype,{mountComponent:function(t,e,n,r){var i=n._idCounter++,o=\" react-text: \"+i+\" \",s=\" /react-text \";if(this._domID=i,this._hostParent=e,t.useCreateElement){var l=n._ownerDocument,f=l.createComment(o),p=l.createComment(s),h=a(l.createDocumentFragment());return a.queueChild(h,a(f)),this._stringText&&a.queueChild(h,a(l.createTextNode(this._stringText))),a.queueChild(h,a(p)),u.precacheNode(this,f),this._closingComment=p,h}var d=c(this._stringText);return t.renderToStaticMarkup?d:\"<!--\"+o+\"-->\"+d+\"<!--\"+s+\"-->\"},receiveComponent:function(t,e){if(t!==this._currentElement){this._currentElement=t;var n=\"\"+t;if(n!==this._stringText){this._stringText=n;var r=this.getHostNode();o.replaceDelimitedText(r[0],r[1],n)}}},getHostNode:function(){var t=this._commentNodes;if(t)return t;if(!this._closingComment)for(var e=u.getNodeFromInstance(this),n=e.nextSibling;;){if(null==n?r(\"67\",this._domID):void 0,8===n.nodeType&&\" /react-text \"===n.nodeValue){this._closingComment=n;break}n=n.nextSibling}return t=[this._hostNode,this._closingComment],this._commentNodes=t,t},unmountComponent:function(){this._closingComment=null,this._commentNodes=null,u.uncacheNode(this)}}),t.exports=s},function(t,e,n){\"use strict\";function r(){this._rootNodeID&&l.updateWrapper(this)}function i(t){var e=this._currentElement.props,n=u.executeOnChange(e,t);return s.asap(r,this),n}var o=n(2),a=n(3),u=n(85),c=n(4),s=n(11),l=(n(0),n(1),{getHostProps:function(t,e){null!=e.dangerouslySetInnerHTML?o(\"91\"):void 0;var n=a({},e,{value:void 0,defaultValue:void 0,children:\"\"+t._wrapperState.initialValue,onChange:t._wrapperState.onChange});return n},mountWrapper:function(t,e){var n=u.getValue(e),r=n;if(null==n){var a=e.defaultValue,c=e.children;null!=c&&(null!=a?o(\"92\"):void 0,Array.isArray(c)&&(c.length<=1?void 0:o(\"93\"),c=c[0]),a=\"\"+c),null==a&&(a=\"\"),r=a}t._wrapperState={initialValue:\"\"+r,listeners:null,onChange:i.bind(t)}},updateWrapper:function(t){var e=t._currentElement.props,n=c.getNodeFromInstance(t),r=u.getValue(e);if(null!=r){var i=\"\"+r;i!==n.value&&(n.value=i),null==e.defaultValue&&(n.defaultValue=i)}null!=e.defaultValue&&(n.defaultValue=e.defaultValue)},postMountWrapper:function(t){var e=c.getNodeFromInstance(t),n=e.textContent;\n",
       "n===t._wrapperState.initialValue&&(e.value=n)}});t.exports=l},function(t,e,n){\"use strict\";function r(t,e){\"_hostNode\"in t?void 0:c(\"33\"),\"_hostNode\"in e?void 0:c(\"33\");for(var n=0,r=t;r;r=r._hostParent)n++;for(var i=0,o=e;o;o=o._hostParent)i++;for(;n-i>0;)t=t._hostParent,n--;for(;i-n>0;)e=e._hostParent,i--;for(var a=n;a--;){if(t===e)return t;t=t._hostParent,e=e._hostParent}return null}function i(t,e){\"_hostNode\"in t?void 0:c(\"35\"),\"_hostNode\"in e?void 0:c(\"35\");for(;e;){if(e===t)return!0;e=e._hostParent}return!1}function o(t){return\"_hostNode\"in t?void 0:c(\"36\"),t._hostParent}function a(t,e,n){for(var r=[];t;)r.push(t),t=t._hostParent;var i;for(i=r.length;i-- >0;)e(r[i],\"captured\",n);for(i=0;i<r.length;i++)e(r[i],\"bubbled\",n)}function u(t,e,n,i,o){for(var a=t&&e?r(t,e):null,u=[];t&&t!==a;)u.push(t),t=t._hostParent;for(var c=[];e&&e!==a;)c.push(e),e=e._hostParent;var s;for(s=0;s<u.length;s++)n(u[s],\"bubbled\",i);for(s=c.length;s-- >0;)n(c[s],\"captured\",o)}var c=n(2);n(0);t.exports={isAncestor:i,getLowestCommonAncestor:r,getParentInstance:o,traverseTwoPhase:a,traverseEnterLeave:u}},function(t,e,n){\"use strict\";function r(){this.reinitializeTransaction()}var i=n(3),o=n(11),a=n(53),u=n(8),c={initialize:u,close:function(){p.isBatchingUpdates=!1}},s={initialize:u,close:o.flushBatchedUpdates.bind(o)},l=[s,c];i(r.prototype,a,{getTransactionWrappers:function(){return l}});var f=new r,p={isBatchingUpdates:!1,batchedUpdates:function(t,e,n,r,i,o){var a=p.isBatchingUpdates;return p.isBatchingUpdates=!0,a?t(e,n,r,i,o):f.perform(t,null,e,n,r,i,o)}};t.exports=p},function(t,e,n){\"use strict\";function r(){C||(C=!0,y.EventEmitter.injectReactEventListener(m),y.EventPluginHub.injectEventPluginOrder(u),y.EventPluginUtils.injectComponentTree(p),y.EventPluginUtils.injectTreeTraversal(d),y.EventPluginHub.injectEventPluginsByName({SimpleEventPlugin:w,EnterLeaveEventPlugin:c,ChangeEventPlugin:a,SelectEventPlugin:x,BeforeInputEventPlugin:o}),y.HostComponent.injectGenericComponentClass(f),y.HostComponent.injectTextComponentClass(v),y.DOMProperty.injectDOMPropertyConfig(i),y.DOMProperty.injectDOMPropertyConfig(s),y.DOMProperty.injectDOMPropertyConfig(b),y.EmptyComponent.injectEmptyComponentFactory(function(t){return new h(t)}),y.Updates.injectReconcileTransaction(_),y.Updates.injectBatchingStrategy(g),y.Component.injectEnvironment(l))}var i=n(331),o=n(333),a=n(335),u=n(337),c=n(338),s=n(341),l=n(343),f=n(346),p=n(4),h=n(348),d=n(356),v=n(354),g=n(357),m=n(361),y=n(362),_=n(367),b=n(372),x=n(373),w=n(374),C=!1;t.exports={inject:r}},function(t,e,n){\"use strict\";var r=\"function\"==typeof Symbol&&Symbol.for&&Symbol.for(\"react.element\")||60103;t.exports=r},function(t,e,n){\"use strict\";function r(t){i.enqueueEvents(t),i.processEventQueue(!1)}var i=n(22),o={handleTopLevel:function(t,e,n,o){var a=i.extractEvents(t,e,n,o);r(a)}};t.exports=o},function(t,e,n){\"use strict\";function r(t){for(;t._hostParent;)t=t._hostParent;var e=f.getNodeFromInstance(t),n=e.parentNode;return f.getClosestInstanceFromNode(n)}function i(t,e){this.topLevelType=t,this.nativeEvent=e,this.ancestors=[]}function o(t){var e=h(t.nativeEvent),n=f.getClosestInstanceFromNode(e),i=n;do t.ancestors.push(i),i=i&&r(i);while(i);for(var o=0;o<t.ancestors.length;o++)n=t.ancestors[o],v._handleTopLevel(t.topLevelType,n,t.nativeEvent,h(t.nativeEvent))}function a(t){var e=d(window);t(e)}var u=n(3),c=n(150),s=n(6),l=n(17),f=n(4),p=n(11),h=n(93),d=n(324);u(i.prototype,{destructor:function(){this.topLevelType=null,this.nativeEvent=null,this.ancestors.length=0}}),l.addPoolingTo(i,l.twoArgumentPooler);var v={_enabled:!0,_handleTopLevel:null,WINDOW_HANDLE:s.canUseDOM?window:null,setHandleTopLevel:function(t){v._handleTopLevel=t},setEnabled:function(t){v._enabled=!!t},isEnabled:function(){return v._enabled},trapBubbledEvent:function(t,e,n){return n?c.listen(n,e,v.dispatchEvent.bind(null,t)):null},trapCapturedEvent:function(t,e,n){return n?c.capture(n,e,v.dispatchEvent.bind(null,t)):null},monitorScrollValue:function(t){var e=a.bind(null,t);c.listen(window,\"scroll\",e)},dispatchEvent:function(t,e){if(v._enabled){var n=i.getPooled(t,e);try{p.batchedUpdates(o,n)}finally{i.release(n)}}}};t.exports=v},function(t,e,n){\"use strict\";var r=n(21),i=n(22),o=n(50),a=n(86),u=n(159),c=n(51),s=n(161),l=n(11),f={Component:a.injection,DOMProperty:r.injection,EmptyComponent:u.injection,EventPluginHub:i.injection,EventPluginUtils:o.injection,EventEmitter:c.injection,HostComponent:s.injection,Updates:l.injection};t.exports=f},function(t,e,n){\"use strict\";var r=n(385),i=/\\/?>/,o=/^<\\!\\-\\-/,a={CHECKSUM_ATTR_NAME:\"data-react-checksum\",addChecksumToMarkup:function(t){var e=r(t);return o.test(t)?t:t.replace(i,\" \"+a.CHECKSUM_ATTR_NAME+'=\"'+e+'\"$&')},canReuseMarkup:function(t,e){var n=e.getAttribute(a.CHECKSUM_ATTR_NAME);n=n&&parseInt(n,10);var i=r(t);return i===n}};t.exports=a},function(t,e,n){\"use strict\";function r(t,e,n){return{type:\"INSERT_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:n,afterNode:e}}function i(t,e,n){return{type:\"MOVE_EXISTING\",content:null,fromIndex:t._mountIndex,fromNode:p.getHostNode(t),toIndex:n,afterNode:e}}function o(t,e){return{type:\"REMOVE_NODE\",content:null,fromIndex:t._mountIndex,fromNode:e,toIndex:null,afterNode:null}}function a(t){return{type:\"SET_MARKUP\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function u(t){return{type:\"TEXT_CONTENT\",content:t,fromIndex:null,fromNode:null,toIndex:null,afterNode:null}}function c(t,e){return e&&(t=t||[],t.push(e)),t}function s(t,e){f.processChildrenUpdates(t,e)}var l=n(2),f=n(86),p=(n(40),n(9),n(15),n(24)),h=n(342),d=(n(8),n(388)),v=(n(0),{Mixin:{_reconcilerInstantiateChildren:function(t,e,n){return h.instantiateChildren(t,e,n)},_reconcilerUpdateChildren:function(t,e,n,r,i,o){var a,u=0;return a=d(e,u),h.updateChildren(t,a,n,r,i,this,this._hostContainerInfo,o,u),a},mountChildren:function(t,e,n){var r=this._reconcilerInstantiateChildren(t,e,n);this._renderedChildren=r;var i=[],o=0;for(var a in r)if(r.hasOwnProperty(a)){var u=r[a],c=0,s=p.mountComponent(u,e,this,this._hostContainerInfo,n,c);u._mountIndex=o++,i.push(s)}return i},updateTextContent:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[u(t)];s(this,r)},updateMarkup:function(t){var e=this._renderedChildren;h.unmountChildren(e,!1);for(var n in e)e.hasOwnProperty(n)&&l(\"118\");var r=[a(t)];s(this,r)},updateChildren:function(t,e,n){this._updateChildren(t,e,n)},_updateChildren:function(t,e,n){var r=this._renderedChildren,i={},o=[],a=this._reconcilerUpdateChildren(r,t,o,i,e,n);if(a||r){var u,l=null,f=0,h=0,d=0,v=null;for(u in a)if(a.hasOwnProperty(u)){var g=r&&r[u],m=a[u];g===m?(l=c(l,this.moveChild(g,v,f,h)),h=Math.max(g._mountIndex,h),g._mountIndex=f):(g&&(h=Math.max(g._mountIndex,h)),l=c(l,this._mountChildAtIndex(m,o[d],v,f,e,n)),d++),f++,v=p.getHostNode(m)}for(u in i)i.hasOwnProperty(u)&&(l=c(l,this._unmountChild(r[u],i[u])));l&&s(this,l),this._renderedChildren=a}},unmountChildren:function(t){var e=this._renderedChildren;h.unmountChildren(e,t),this._renderedChildren=null},moveChild:function(t,e,n,r){if(t._mountIndex<r)return i(t,e,n)},createChild:function(t,e,n){return r(n,e,t._mountIndex)},removeChild:function(t,e){return o(t,e)},_mountChildAtIndex:function(t,e,n,r,i,o){return t._mountIndex=r,this.createChild(t,n,e)},_unmountChild:function(t,e){var n=this.removeChild(t,e);return t._mountIndex=null,n}}});t.exports=v},function(t,e,n){\"use strict\";function r(t){return!(!t||\"function\"!=typeof t.attachRef||\"function\"!=typeof t.detachRef)}var i=n(2),o=(n(0),{addComponentAsRefTo:function(t,e,n){r(n)?void 0:i(\"119\"),n.attachRef(e,t)},removeComponentAsRefFrom:function(t,e,n){r(n)?void 0:i(\"120\");var o=n.getPublicInstance();o&&o.refs[e]===t.getPublicInstance()&&n.detachRef(e)}});t.exports=o},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=!1,this.reactMountReady=o.getPooled(null),this.useCreateElement=t}var i=n(3),o=n(155),a=n(17),u=n(51),c=n(162),s=(n(9),n(53)),l=n(88),f={initialize:c.getSelectionInformation,close:c.restoreSelection},p={initialize:function(){var t=u.isEnabled();return u.setEnabled(!1),t},close:function(t){u.setEnabled(t)}},h={initialize:function(){this.reactMountReady.reset()},close:function(){this.reactMountReady.notifyAll()}},d=[f,p,h],v={getTransactionWrappers:function(){return d},getReactMountReady:function(){return this.reactMountReady},getUpdateQueue:function(){return l},checkpoint:function(){return this.reactMountReady.checkpoint()},rollback:function(t){this.reactMountReady.rollback(t)},destructor:function(){o.release(this.reactMountReady),this.reactMountReady=null}};i(r.prototype,s,v),a.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){\"function\"==typeof t?t(e.getPublicInstance()):o.addComponentAsRefTo(e,t,n)}function i(t,e,n){\"function\"==typeof t?t(null):o.removeComponentAsRefFrom(e,t,n)}var o=n(365),a={};a.attachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&r(n,t,e._owner)}},a.shouldUpdateRefs=function(t,e){var n=null,r=null;null!==t&&\"object\"==typeof t&&(n=t.ref,r=t._owner);var i=null,o=null;return null!==e&&\"object\"==typeof e&&(i=e.ref,o=e._owner),n!==i||\"string\"==typeof i&&o!==r},a.detachRefs=function(t,e){if(null!==e&&\"object\"==typeof e){var n=e.ref;null!=n&&i(n,t,e._owner)}},t.exports=a},function(t,e,n){\"use strict\";function r(t){this.reinitializeTransaction(),this.renderToStaticMarkup=t,this.useCreateElement=!1,this.updateQueue=new u(this)}var i=n(3),o=n(17),a=n(53),u=(n(9),n(370)),c=[],s={enqueue:function(){}},l={getTransactionWrappers:function(){return c},getReactMountReady:function(){return s},getUpdateQueue:function(){return this.updateQueue},destructor:function(){},checkpoint:function(){},rollback:function(){}};i(r.prototype,a,l),o.addPoolingTo(r),t.exports=r},function(t,e,n){\"use strict\";function r(t,e){if(!(t instanceof e))throw new TypeError(\"Cannot call a class as a function\")}function i(t,e){}var o=n(88),a=(n(1),function(){function t(e){r(this,t),this.transaction=e}return t.prototype.isMounted=function(t){return!1},t.prototype.enqueueCallback=function(t,e,n){this.transaction.isInTransaction()&&o.enqueueCallback(t,e,n)},t.prototype.enqueueForceUpdate=function(t){this.transaction.isInTransaction()?o.enqueueForceUpdate(t):i(t,\"forceUpdate\")},t.prototype.enqueueReplaceState=function(t,e){this.transaction.isInTransaction()?o.enqueueReplaceState(t,e):i(t,\"replaceState\")},t.prototype.enqueueSetState=function(t,e){this.transaction.isInTransaction()?o.enqueueSetState(t,e):i(t,\"setState\")},t}());t.exports=a},function(t,e,n){\"use strict\";t.exports=\"15.4.2\"},function(t,e,n){\"use strict\";var r={xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\"},i={accentHeight:\"accent-height\",accumulate:0,additive:0,alignmentBaseline:\"alignment-baseline\",allowReorder:\"allowReorder\",alphabetic:0,amplitude:0,arabicForm:\"arabic-form\",ascent:0,attributeName:\"attributeName\",attributeType:\"attributeType\",autoReverse:\"autoReverse\",azimuth:0,baseFrequency:\"baseFrequency\",baseProfile:\"baseProfile\",baselineShift:\"baseline-shift\",bbox:0,begin:0,bias:0,by:0,calcMode:\"calcMode\",capHeight:\"cap-height\",clip:0,clipPath:\"clip-path\",clipRule:\"clip-rule\",clipPathUnits:\"clipPathUnits\",colorInterpolation:\"color-interpolation\",colorInterpolationFilters:\"color-interpolation-filters\",colorProfile:\"color-profile\",colorRendering:\"color-rendering\",contentScriptType:\"contentScriptType\",contentStyleType:\"contentStyleType\",cursor:0,cx:0,cy:0,d:0,decelerate:0,descent:0,diffuseConstant:\"diffuseConstant\",direction:0,display:0,divisor:0,dominantBaseline:\"dominant-baseline\",dur:0,dx:0,dy:0,edgeMode:\"edgeMode\",elevation:0,enableBackground:\"enable-background\",end:0,exponent:0,externalResourcesRequired:\"externalResourcesRequired\",fill:0,fillOpacity:\"fill-opacity\",fillRule:\"fill-rule\",filter:0,filterRes:\"filterRes\",filterUnits:\"filterUnits\",floodColor:\"flood-color\",floodOpacity:\"flood-opacity\",focusable:0,fontFamily:\"font-family\",fontSize:\"font-size\",fontSizeAdjust:\"font-size-adjust\",fontStretch:\"font-stretch\",fontStyle:\"font-style\",fontVariant:\"font-variant\",fontWeight:\"font-weight\",format:0,from:0,fx:0,fy:0,g1:0,g2:0,glyphName:\"glyph-name\",glyphOrientationHorizontal:\"glyph-orientation-horizontal\",glyphOrientationVertical:\"glyph-orientation-vertical\",glyphRef:\"glyphRef\",gradientTransform:\"gradientTransform\",gradientUnits:\"gradientUnits\",hanging:0,horizAdvX:\"horiz-adv-x\",horizOriginX:\"horiz-origin-x\",ideographic:0,imageRendering:\"image-rendering\",in:0,in2:0,intercept:0,k:0,k1:0,k2:0,k3:0,k4:0,kernelMatrix:\"kernelMatrix\",kernelUnitLength:\"kernelUnitLength\",kerning:0,keyPoints:\"keyPoints\",keySplines:\"keySplines\",keyTimes:\"keyTimes\",lengthAdjust:\"lengthAdjust\",letterSpacing:\"letter-spacing\",lightingColor:\"lighting-color\",limitingConeAngle:\"limitingConeAngle\",local:0,markerEnd:\"marker-end\",markerMid:\"marker-mid\",markerStart:\"marker-start\",markerHeight:\"markerHeight\",markerUnits:\"markerUnits\",markerWidth:\"markerWidth\",mask:0,maskContentUnits:\"maskContentUnits\",maskUnits:\"maskUnits\",mathematical:0,mode:0,numOctaves:\"numOctaves\",offset:0,opacity:0,operator:0,order:0,orient:0,orientation:0,origin:0,overflow:0,overlinePosition:\"overline-position\",overlineThickness:\"overline-thickness\",paintOrder:\"paint-order\",panose1:\"panose-1\",pathLength:\"pathLength\",patternContentUnits:\"patternContentUnits\",patternTransform:\"patternTransform\",patternUnits:\"patternUnits\",pointerEvents:\"pointer-events\",points:0,pointsAtX:\"pointsAtX\",pointsAtY:\"pointsAtY\",pointsAtZ:\"pointsAtZ\",preserveAlpha:\"preserveAlpha\",preserveAspectRatio:\"preserveAspectRatio\",primitiveUnits:\"primitiveUnits\",r:0,radius:0,refX:\"refX\",refY:\"refY\",renderingIntent:\"rendering-intent\",repeatCount:\"repeatCount\",repeatDur:\"repeatDur\",requiredExtensions:\"requiredExtensions\",requiredFeatures:\"requiredFeatures\",restart:0,result:0,rotate:0,rx:0,ry:0,scale:0,seed:0,shapeRendering:\"shape-rendering\",slope:0,spacing:0,specularConstant:\"specularConstant\",specularExponent:\"specularExponent\",speed:0,spreadMethod:\"spreadMethod\",startOffset:\"startOffset\",stdDeviation:\"stdDeviation\",stemh:0,stemv:0,stitchTiles:\"stitchTiles\",stopColor:\"stop-color\",stopOpacity:\"stop-opacity\",strikethroughPosition:\"strikethrough-position\",strikethroughThickness:\"strikethrough-thickness\",string:0,stroke:0,strokeDasharray:\"stroke-dasharray\",strokeDashoffset:\"stroke-dashoffset\",strokeLinecap:\"stroke-linecap\",strokeLinejoin:\"stroke-linejoin\",strokeMiterlimit:\"stroke-miterlimit\",strokeOpacity:\"stroke-opacity\",strokeWidth:\"stroke-width\",surfaceScale:\"surfaceScale\",systemLanguage:\"systemLanguage\",tableValues:\"tableValues\",targetX:\"targetX\",targetY:\"targetY\",textAnchor:\"text-anchor\",textDecoration:\"text-decoration\",textRendering:\"text-rendering\",textLength:\"textLength\",to:0,transform:0,u1:0,u2:0,underlinePosition:\"underline-position\",underlineThickness:\"underline-thickness\",unicode:0,unicodeBidi:\"unicode-bidi\",unicodeRange:\"unicode-range\",unitsPerEm:\"units-per-em\",vAlphabetic:\"v-alphabetic\",vHanging:\"v-hanging\",vIdeographic:\"v-ideographic\",vMathematical:\"v-mathematical\",values:0,vectorEffect:\"vector-effect\",version:0,vertAdvY:\"vert-adv-y\",vertOriginX:\"vert-origin-x\",vertOriginY:\"vert-origin-y\",viewBox:\"viewBox\",viewTarget:\"viewTarget\",visibility:0,widths:0,wordSpacing:\"word-spacing\",writingMode:\"writing-mode\",x:0,xHeight:\"x-height\",x1:0,x2:0,xChannelSelector:\"xChannelSelector\",xlinkActuate:\"xlink:actuate\",xlinkArcrole:\"xlink:arcrole\",xlinkHref:\"xlink:href\",xlinkRole:\"xlink:role\",xlinkShow:\"xlink:show\",xlinkTitle:\"xlink:title\",xlinkType:\"xlink:type\",xmlBase:\"xml:base\",xmlns:0,xmlnsXlink:\"xmlns:xlink\",xmlLang:\"xml:lang\",xmlSpace:\"xml:space\",y:0,y1:0,y2:0,yChannelSelector:\"yChannelSelector\",z:0,zoomAndPan:\"zoomAndPan\"},o={Properties:{},DOMAttributeNamespaces:{xlinkActuate:r.xlink,xlinkArcrole:r.xlink,xlinkHref:r.xlink,xlinkRole:r.xlink,xlinkShow:r.xlink,xlinkTitle:r.xlink,xlinkType:r.xlink,xmlBase:r.xml,xmlLang:r.xml,xmlSpace:r.xml},DOMAttributeNames:{}};Object.keys(i).forEach(function(t){o.Properties[t]=0,i[t]&&(o.DOMAttributeNames[t]=i[t])}),t.exports=o},function(t,e,n){\"use strict\";function r(t){if(\"selectionStart\"in t&&c.hasSelectionCapabilities(t))return{start:t.selectionStart,end:t.selectionEnd};if(window.getSelection){var e=window.getSelection();return{anchorNode:e.anchorNode,anchorOffset:e.anchorOffset,focusNode:e.focusNode,focusOffset:e.focusOffset}}if(document.selection){var n=document.selection.createRange();return{parentElement:n.parentElement(),text:n.text,top:n.boundingTop,left:n.boundingLeft}}}function i(t,e){if(y||null==v||v!==l())return null;var n=r(v);if(!m||!p(m,n)){m=n;var i=s.getPooled(d.select,g,t,e);return i.type=\"select\",i.target=v,o.accumulateTwoPhaseDispatches(i),i}return null}var o=n(23),a=n(6),u=n(4),c=n(162),s=n(14),l=n(152),f=n(170),p=n(80),h=a.canUseDOM&&\"documentMode\"in document&&document.documentMode<=11,d={select:{phasedRegistrationNames:{bubbled:\"onSelect\",captured:\"onSelectCapture\"},dependencies:[\"topBlur\",\"topContextMenu\",\"topFocus\",\"topKeyDown\",\"topKeyUp\",\"topMouseDown\",\"topMouseUp\",\"topSelectionChange\"]}},v=null,g=null,m=null,y=!1,_=!1,b={eventTypes:d,extractEvents:function(t,e,n,r){if(!_)return null;var o=e?u.getNodeFromInstance(e):window;switch(t){case\"topFocus\":(f(o)||\"true\"===o.contentEditable)&&(v=o,g=e,m=null);break;case\"topBlur\":v=null,g=null,m=null;break;case\"topMouseDown\":y=!0;break;case\"topContextMenu\":case\"topMouseUp\":return y=!1,i(n,r);case\"topSelectionChange\":if(h)break;case\"topKeyDown\":case\"topKeyUp\":return i(n,r)}return null},didPutListener:function(t,e,n){\"onSelect\"===e&&(_=!0)}};t.exports=b},function(t,e,n){\"use strict\";function r(t){return\".\"+t._rootNodeID}function i(t){return\"button\"===t||\"input\"===t||\"select\"===t||\"textarea\"===t}var o=n(2),a=n(150),u=n(23),c=n(4),s=n(375),l=n(376),f=n(14),p=n(379),h=n(381),d=n(52),v=n(378),g=n(382),m=n(383),y=n(25),_=n(384),b=n(8),x=n(91),w=(n(0),{}),C={};[\"abort\",\"animationEnd\",\"animationIteration\",\"animationStart\",\"blur\",\"canPlay\",\"canPlayThrough\",\"click\",\"contextMenu\",\"copy\",\"cut\",\"doubleClick\",\"drag\",\"dragEnd\",\"dragEnter\",\"dragExit\",\"dragLeave\",\"dragOver\",\"dragStart\",\"drop\",\"durationChange\",\"emptied\",\"encrypted\",\"ended\",\"error\",\"focus\",\"input\",\"invalid\",\"keyDown\",\"keyPress\",\"keyUp\",\"load\",\"loadedData\",\"loadedMetadata\",\"loadStart\",\"mouseDown\",\"mouseMove\",\"mouseOut\",\"mouseOver\",\"mouseUp\",\"paste\",\"pause\",\"play\",\"playing\",\"progress\",\"rateChange\",\"reset\",\"scroll\",\"seeked\",\"seeking\",\"stalled\",\"submit\",\"suspend\",\"timeUpdate\",\"touchCancel\",\"touchEnd\",\"touchMove\",\"touchStart\",\"transitionEnd\",\"volumeChange\",\"waiting\",\"wheel\"].forEach(function(t){var e=t[0].toUpperCase()+t.slice(1),n=\"on\"+e,r=\"top\"+e,i={phasedRegistrationNames:{bubbled:n,captured:n+\"Capture\"},dependencies:[r]};w[t]=i,C[r]=i});var M={},k={eventTypes:w,extractEvents:function(t,e,n,r){var i=C[t];if(!i)return null;var a;switch(t){case\"topAbort\":case\"topCanPlay\":case\"topCanPlayThrough\":case\"topDurationChange\":case\"topEmptied\":case\"topEncrypted\":case\"topEnded\":case\"topError\":case\"topInput\":case\"topInvalid\":case\"topLoad\":case\"topLoadedData\":case\"topLoadedMetadata\":case\"topLoadStart\":case\"topPause\":case\"topPlay\":case\"topPlaying\":case\"topProgress\":case\"topRateChange\":case\"topReset\":case\"topSeeked\":case\"topSeeking\":case\"topStalled\":case\"topSubmit\":case\"topSuspend\":case\"topTimeUpdate\":case\"topVolumeChange\":case\"topWaiting\":a=f;break;case\"topKeyPress\":if(0===x(n))return null;case\"topKeyDown\":case\"topKeyUp\":a=h;break;case\"topBlur\":case\"topFocus\":a=p;break;case\"topClick\":if(2===n.button)return null;case\"topDoubleClick\":case\"topMouseDown\":case\"topMouseMove\":case\"topMouseUp\":case\"topMouseOut\":case\"topMouseOver\":case\"topContextMenu\":a=d;break;case\"topDrag\":case\"topDragEnd\":case\"topDragEnter\":case\"topDragExit\":case\"topDragLeave\":case\"topDragOver\":case\"topDragStart\":case\"topDrop\":a=v;break;case\"topTouchCancel\":case\"topTouchEnd\":case\"topTouchMove\":case\"topTouchStart\":a=g;break;case\"topAnimationEnd\":case\"topAnimationIteration\":case\"topAnimationStart\":a=s;break;case\"topTransitionEnd\":a=m;break;case\"topScroll\":a=y;break;case\"topWheel\":a=_;break;case\"topCopy\":case\"topCut\":case\"topPaste\":a=l}a?void 0:o(\"86\",t);var c=a.getPooled(i,e,n,r);return u.accumulateTwoPhaseDispatches(c),c},didPutListener:function(t,e,n){if(\"onClick\"===e&&!i(t._tag)){var o=r(t),u=c.getNodeFromInstance(t);M[o]||(M[o]=a.listen(u,\"click\",b))}},willDeleteListener:function(t,e){if(\"onClick\"===e&&!i(t._tag)){var n=r(t);M[n].remove(),delete M[n]}}};t.exports=k},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={animationName:null,elapsedTime:null,pseudoElement:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={clipboardData:function(t){return\"clipboardData\"in t?t.clipboardData:window.clipboardData}};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={data:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(52),o={dataTransfer:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o={relatedTarget:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={data:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(91),a=n(389),u=n(92),c={key:a,location:null,ctrlKey:null,shiftKey:null,altKey:null,metaKey:null,repeat:null,locale:null,getModifierState:u,charCode:function(t){return\"keypress\"===t.type?o(t):0},keyCode:function(t){return\"keydown\"===t.type||\"keyup\"===t.type?t.keyCode:0},which:function(t){return\"keypress\"===t.type?o(t):\"keydown\"===t.type||\"keyup\"===t.type?t.keyCode:0}};i.augmentClass(r,c),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(25),o=n(92),a={touches:null,targetTouches:null,changedTouches:null,altKey:null,metaKey:null,ctrlKey:null,shiftKey:null,getModifierState:o};i.augmentClass(r,a),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(14),o={propertyName:null,elapsedTime:null,pseudoElement:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n,r){return i.call(this,t,e,n,r)}var i=n(52),o={deltaX:function(t){return\"deltaX\"in t?t.deltaX:\"wheelDeltaX\"in t?-t.wheelDeltaX:0},deltaY:function(t){return\"deltaY\"in t?t.deltaY:\"wheelDeltaY\"in t?-t.wheelDeltaY:\"wheelDelta\"in t?-t.wheelDelta:0},deltaZ:null,deltaMode:null};i.augmentClass(r,o),t.exports=r},function(t,e,n){\"use strict\";function r(t){for(var e=1,n=0,r=0,o=t.length,a=o&-4;r<a;){for(var u=Math.min(r+4096,a);r<u;r+=4)n+=(e+=t.charCodeAt(r))+(e+=t.charCodeAt(r+1))+(e+=t.charCodeAt(r+2))+(e+=t.charCodeAt(r+3));e%=i,n%=i}for(;r<o;r++)n+=e+=t.charCodeAt(r);return e%=i,n%=i,e|n<<16}var i=65521;t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){var r=null==e||\"boolean\"==typeof e||\"\"===e;if(r)return\"\";var i=isNaN(e);if(i||0===e||o.hasOwnProperty(t)&&o[t])return\"\"+e;if(\"string\"==typeof e){e=e.trim()}return e+\"px\"}var i=n(154),o=(n(1),i.isUnitlessNumber);t.exports=r},function(t,e,n){\"use strict\";function r(t){if(null==t)return null;if(1===t.nodeType)return t;var e=a.get(t);return e?(e=u(e),e?o.getNodeFromInstance(e):null):void(\"function\"==typeof t.render?i(\"44\"):i(\"45\",Object.keys(t)))}var i=n(2),o=(n(15),n(4)),a=n(40),u=n(167);n(0),n(1);t.exports=r},function(t,e,n){\"use strict\";(function(e){function r(t,e,n,r){if(t&&\"object\"==typeof t){var i=t,o=void 0===i[n];o&&null!=e&&(i[n]=e)}}function i(t,e){if(null==t)return t;var n={};return o(t,r,n),n}var o=(n(84),n(172));n(1);\"undefined\"!=typeof e&&e.env,1,t.exports=i}).call(e,n(153))},function(t,e,n){\"use strict\";function r(t){if(t.key){var e=o[t.key]||t.key;if(\"Unidentified\"!==e)return e}if(\"keypress\"===t.type){var n=i(t);return 13===n?\"Enter\":String.fromCharCode(n)}return\"keydown\"===t.type||\"keyup\"===t.type?a[t.keyCode]||\"Unidentified\":\"\"}var i=n(91),o={Esc:\"Escape\",Spacebar:\" \",Left:\"ArrowLeft\",Up:\"ArrowUp\",Right:\"ArrowRight\",Down:\"ArrowDown\",Del:\"Delete\",Win:\"OS\",Menu:\"ContextMenu\",Apps:\"ContextMenu\",Scroll:\"ScrollLock\",MozPrintableKey:\"Unidentified\"},a={8:\"Backspace\",9:\"Tab\",12:\"Clear\",13:\"Enter\",16:\"Shift\",17:\"Control\",18:\"Alt\",19:\"Pause\",20:\"CapsLock\",27:\"Escape\",32:\" \",33:\"PageUp\",34:\"PageDown\",35:\"End\",36:\"Home\",37:\"ArrowLeft\",38:\"ArrowUp\",39:\"ArrowRight\",40:\"ArrowDown\",45:\"Insert\",46:\"Delete\",112:\"F1\",113:\"F2\",114:\"F3\",115:\"F4\",116:\"F5\",117:\"F6\",118:\"F7\",119:\"F8\",120:\"F9\",121:\"F10\",122:\"F11\",123:\"F12\",144:\"NumLock\",145:\"ScrollLock\",224:\"Meta\"};t.exports=r},function(t,e,n){\"use strict\";function r(t){var e=t&&(i&&t[i]||t[o]);if(\"function\"==typeof e)return e}var i=\"function\"==typeof Symbol&&Symbol.iterator,o=\"@@iterator\";t.exports=r},function(t,e,n){\"use strict\";function r(){return i++}var i=1;t.exports=r},function(t,e,n){\"use strict\";function r(t){for(;t&&t.firstChild;)t=t.firstChild;return t}function i(t){for(;t;){if(t.nextSibling)return t.nextSibling;t=t.parentNode}}function o(t,e){for(var n=r(t),o=0,a=0;n;){if(3===n.nodeType){if(a=o+n.textContent.length,o<=e&&a>=e)return{node:n,offset:e-o};o=a}n=r(i(n))}}t.exports=o},function(t,e,n){\"use strict\";function r(t,e){var n={};return n[t.toLowerCase()]=e.toLowerCase(),n[\"Webkit\"+t]=\"webkit\"+e,n[\"Moz\"+t]=\"moz\"+e,n[\"ms\"+t]=\"MS\"+e,n[\"O\"+t]=\"o\"+e.toLowerCase(),n}function i(t){if(u[t])return u[t];if(!a[t])return t;var e=a[t];for(var n in e)if(e.hasOwnProperty(n)&&n in c)return u[t]=e[n];return\"\"}var o=n(6),a={animationend:r(\"Animation\",\"AnimationEnd\"),animationiteration:r(\"Animation\",\"AnimationIteration\"),animationstart:r(\"Animation\",\"AnimationStart\"),transitionend:r(\"Transition\",\"TransitionEnd\")},u={},c={};o.canUseDOM&&(c=document.createElement(\"div\").style,\"AnimationEvent\"in window||(delete a.animationend.animation,delete a.animationiteration.animation,delete a.animationstart.animation),\"TransitionEvent\"in window||delete a.transitionend.transition),t.exports=i},function(t,e,n){\"use strict\";function r(t){return'\"'+i(t)+'\"'}var i=n(54);t.exports=r},function(t,e,n){\"use strict\";var r=n(163);t.exports=r.renderSubtreeIntoContainer},function(t,e,n){\"use strict\";function r(t,e){var n=l.extractSingleTouch(e);return n?n[t.page]:t.page in e?e[t.page]:e[t.client]+f[t.envScroll]}function i(t,e){var n=r(b.x,e),i=r(b.y,e);return Math.pow(Math.pow(n-t.x,2)+Math.pow(i-t.y,2),.5)}function o(t){return{tapMoveThreshold:g,ignoreMouseThreshold:m,eventTypes:C,extractEvents:function(e,n,o,a){if(!h(e)&&!d(e))return null;if(v(e))_=M();else if(t(_,M()))return null;var u=null,l=i(y,o);return d(e)&&l<g&&(u=s.getPooled(C.touchTap,n,o,a)),h(e)?(y.x=r(b.x,o),y.y=r(b.y,o)):d(e)&&(y.x=0,y.y=0),c.accumulateTwoPhaseDispatches(u),u}}}var a=n(339),u=n(50),c=n(23),s=n(25),l=n(397),f=n(89),p=n(329),h=(a.topLevelTypes,u.isStartish),d=u.isEndish,v=function(t){var e=[\"topTouchCancel\",\"topTouchEnd\",\"topTouchStart\",\"topTouchMove\"];return e.indexOf(t)>=0},g=10,m=750,y={x:null,y:null},_=null,b={x:{page:\"pageX\",client:\"clientX\",envScroll:\"currentPageScrollLeft\"},y:{page:\"pageY\",client:\"clientY\",envScroll:\"currentPageScrollTop\"}},x=[\"topTouchStart\",\"topTouchCancel\",\"topTouchEnd\",\"topTouchMove\"],w=[\"topMouseDown\",\"topMouseMove\",\"topMouseUp\"].concat(x),C={touchTap:{phasedRegistrationNames:{bubbled:p({onTouchTap:null}),captured:p({onTouchTapCapture:null})},dependencies:w}},M=function(){return Date.now?Date.now:function(){return+new Date}}();t.exports=o},function(t,e){var n={extractSingleTouch:function(t){var e=t.touches,n=t.changedTouches,r=e&&e.length>0,i=n&&n.length>0;return!r&&i?n[0]:r?e[0]:t}};t.exports=n},function(t,e){t.exports=function(t,e){if(t&&e-t<750)return!0}},function(t,e,n){\"use strict\";function r(t){var e=/[=:]/g,n={\"=\":\"=0\",\":\":\"=2\"},r=(\"\"+t).replace(e,function(t){return n[t]});return\"$\"+r}function i(t){var e=/(=0|=2)/g,n={\"=0\":\"=\",\"=2\":\":\"},r=\".\"===t[0]&&\"$\"===t[1]?t.substring(2):t.substring(1);return(\"\"+r).replace(e,function(t){return n[t]})}var o={escape:r,unescape:i};t.exports=o},function(t,e,n){\"use strict\";var r=n(28),i=(n(0),function(t){var e=this;if(e.instancePool.length){var n=e.instancePool.pop();return e.call(n,t),n}return new e(t)}),o=function(t,e){var n=this;if(n.instancePool.length){var r=n.instancePool.pop();return n.call(r,t,e),r}return new n(t,e)},a=function(t,e,n){var r=this;if(r.instancePool.length){var i=r.instancePool.pop();return r.call(i,t,e,n),i}return new r(t,e,n)},u=function(t,e,n,r){var i=this;if(i.instancePool.length){var o=i.instancePool.pop();return i.call(o,t,e,n,r),o}return new i(t,e,n,r)},c=function(t){var e=this;t instanceof e?void 0:r(\"25\"),t.destructor(),e.instancePool.length<e.poolSize&&e.instancePool.push(t)},s=10,l=i,f=function(t,e){var n=t;return n.instancePool=[],n.getPooled=e||l,n.poolSize||(n.poolSize=s),n.release=c,n},p={addPoolingTo:f,oneArgumentPooler:i,twoArgumentPooler:o,threeArgumentPooler:a,fourArgumentPooler:u};t.exports=p},function(t,e,n){\"use strict\";function r(t){return(\"\"+t).replace(b,\"$&/\")}function i(t,e){this.func=t,this.context=e,this.count=0}function o(t,e,n){var r=t.func,i=t.context;r.call(i,e,t.count++)}function a(t,e,n){if(null==t)return t;var r=i.getPooled(e,n);m(t,o,r),i.release(r)}function u(t,e,n,r){this.result=t,this.keyPrefix=e,this.func=n,this.context=r,this.count=0}function c(t,e,n){var i=t.result,o=t.keyPrefix,a=t.func,u=t.context,c=a.call(u,e,t.count++);Array.isArray(c)?s(c,i,n,g.thatReturnsArgument):null!=c&&(v.isValidElement(c)&&(c=v.cloneAndReplaceKey(c,o+(!c.key||e&&e.key===c.key?\"\":r(c.key)+\"/\")+n)),i.push(c))}function s(t,e,n,i,o){var a=\"\";null!=n&&(a=r(n)+\"/\");var s=u.getPooled(e,a,i,o);m(t,c,s),u.release(s)}function l(t,e,n){if(null==t)return t;var r=[];return s(t,r,null,e,n),r}function f(t,e,n){return null}function p(t,e){return m(t,f,null)}function h(t){var e=[];return s(t,e,null,g.thatReturnsArgument),e}var d=n(400),v=n(27),g=n(8),m=n(409),y=d.twoArgumentPooler,_=d.fourArgumentPooler,b=/\\/+/g;i.prototype.destructor=function(){this.func=null,this.context=null,this.count=0},d.addPoolingTo(i,y),u.prototype.destructor=function(){this.result=null,this.keyPrefix=null,this.func=null,this.context=null,this.count=0},d.addPoolingTo(u,_);var x={forEach:a,map:l,mapIntoWithKeyPrefixInternal:s,count:p,toArray:h};t.exports=x},function(t,e,n){\"use strict\";function r(t){return t}function i(t,e){var n=b.hasOwnProperty(e)?b[e]:null;w.hasOwnProperty(e)&&(\"OVERRIDE_BASE\"!==n?p(\"73\",e):void 0),t&&(\"DEFINE_MANY\"!==n&&\"DEFINE_MANY_MERGED\"!==n?p(\"74\",e):void 0)}function o(t,e){if(e){\"function\"==typeof e?p(\"75\"):void 0,v.isValidElement(e)?p(\"76\"):void 0;var n=t.prototype,r=n.__reactAutoBindPairs;e.hasOwnProperty(y)&&x.mixins(t,e.mixins);for(var o in e)if(e.hasOwnProperty(o)&&o!==y){var a=e[o],u=n.hasOwnProperty(o);if(i(u,o),x.hasOwnProperty(o))x[o](t,a);else{var l=b.hasOwnProperty(o),f=\"function\"==typeof a,h=f&&!l&&!u&&e.autobind!==!1;if(h)r.push(o,a),n[o]=a;else if(u){var d=b[o];!l||\"DEFINE_MANY_MERGED\"!==d&&\"DEFINE_MANY\"!==d?p(\"77\",d,o):void 0,\"DEFINE_MANY_MERGED\"===d?n[o]=c(n[o],a):\"DEFINE_MANY\"===d&&(n[o]=s(n[o],a))}else n[o]=a}}}else;}function a(t,e){if(e)for(var n in e){var r=e[n];if(e.hasOwnProperty(n)){var i=n in x;i?p(\"78\",n):void 0;var o=n in t;o?p(\"79\",n):void 0,t[n]=r}}}function u(t,e){t&&e&&\"object\"==typeof t&&\"object\"==typeof e?void 0:p(\"80\");for(var n in e)e.hasOwnProperty(n)&&(void 0!==t[n]?p(\"81\",n):void 0,t[n]=e[n]);return t}function c(t,e){return function(){var n=t.apply(this,arguments),r=e.apply(this,arguments);if(null==n)return r;if(null==r)return n;var i={};return u(i,n),u(i,r),i}}function s(t,e){return function(){t.apply(this,arguments),e.apply(this,arguments)}}function l(t,e){var n=e.bind(t);return n;\n",
       "}function f(t){for(var e=t.__reactAutoBindPairs,n=0;n<e.length;n+=2){var r=e[n],i=e[n+1];t[r]=l(t,i)}}var p=n(28),h=n(3),d=n(97),v=n(27),g=(n(175),n(98)),m=n(38),y=(n(0),n(1),\"mixins\"),_=[],b={mixins:\"DEFINE_MANY\",statics:\"DEFINE_MANY\",propTypes:\"DEFINE_MANY\",contextTypes:\"DEFINE_MANY\",childContextTypes:\"DEFINE_MANY\",getDefaultProps:\"DEFINE_MANY_MERGED\",getInitialState:\"DEFINE_MANY_MERGED\",getChildContext:\"DEFINE_MANY_MERGED\",render:\"DEFINE_ONCE\",componentWillMount:\"DEFINE_MANY\",componentDidMount:\"DEFINE_MANY\",componentWillReceiveProps:\"DEFINE_MANY\",shouldComponentUpdate:\"DEFINE_ONCE\",componentWillUpdate:\"DEFINE_MANY\",componentDidUpdate:\"DEFINE_MANY\",componentWillUnmount:\"DEFINE_MANY\",updateComponent:\"OVERRIDE_BASE\"},x={displayName:function(t,e){t.displayName=e},mixins:function(t,e){if(e)for(var n=0;n<e.length;n++)o(t,e[n])},childContextTypes:function(t,e){t.childContextTypes=h({},t.childContextTypes,e)},contextTypes:function(t,e){t.contextTypes=h({},t.contextTypes,e)},getDefaultProps:function(t,e){t.getDefaultProps?t.getDefaultProps=c(t.getDefaultProps,e):t.getDefaultProps=e},propTypes:function(t,e){t.propTypes=h({},t.propTypes,e)},statics:function(t,e){a(t,e)},autobind:function(){}},w={replaceState:function(t,e){this.updater.enqueueReplaceState(this,t),e&&this.updater.enqueueCallback(this,e,\"replaceState\")},isMounted:function(){return this.updater.isMounted(this)}},C=function(){};h(C.prototype,d.prototype,w);var M={createClass:function(t){var e=r(function(t,n,r){this.__reactAutoBindPairs.length&&f(this),this.props=t,this.context=n,this.refs=m,this.updater=r||g,this.state=null;var i=this.getInitialState?this.getInitialState():null;\"object\"!=typeof i||Array.isArray(i)?p(\"82\",e.displayName||\"ReactCompositeComponent\"):void 0,this.state=i});e.prototype=new C,e.prototype.constructor=e,e.prototype.__reactAutoBindPairs=[],_.forEach(o.bind(null,e)),o(e,t),e.getDefaultProps&&(e.defaultProps=e.getDefaultProps()),e.prototype.render?void 0:p(\"83\");for(var n in b)e.prototype[n]||(e.prototype[n]=null);return e},injection:{injectMixin:function(t){_.push(t)}}};t.exports=M},function(t,e,n){\"use strict\";var r=n(27),i=r.createFactory,o={a:i(\"a\"),abbr:i(\"abbr\"),address:i(\"address\"),area:i(\"area\"),article:i(\"article\"),aside:i(\"aside\"),audio:i(\"audio\"),b:i(\"b\"),base:i(\"base\"),bdi:i(\"bdi\"),bdo:i(\"bdo\"),big:i(\"big\"),blockquote:i(\"blockquote\"),body:i(\"body\"),br:i(\"br\"),button:i(\"button\"),canvas:i(\"canvas\"),caption:i(\"caption\"),cite:i(\"cite\"),code:i(\"code\"),col:i(\"col\"),colgroup:i(\"colgroup\"),data:i(\"data\"),datalist:i(\"datalist\"),dd:i(\"dd\"),del:i(\"del\"),details:i(\"details\"),dfn:i(\"dfn\"),dialog:i(\"dialog\"),div:i(\"div\"),dl:i(\"dl\"),dt:i(\"dt\"),em:i(\"em\"),embed:i(\"embed\"),fieldset:i(\"fieldset\"),figcaption:i(\"figcaption\"),figure:i(\"figure\"),footer:i(\"footer\"),form:i(\"form\"),h1:i(\"h1\"),h2:i(\"h2\"),h3:i(\"h3\"),h4:i(\"h4\"),h5:i(\"h5\"),h6:i(\"h6\"),head:i(\"head\"),header:i(\"header\"),hgroup:i(\"hgroup\"),hr:i(\"hr\"),html:i(\"html\"),i:i(\"i\"),iframe:i(\"iframe\"),img:i(\"img\"),input:i(\"input\"),ins:i(\"ins\"),kbd:i(\"kbd\"),keygen:i(\"keygen\"),label:i(\"label\"),legend:i(\"legend\"),li:i(\"li\"),link:i(\"link\"),main:i(\"main\"),map:i(\"map\"),mark:i(\"mark\"),menu:i(\"menu\"),menuitem:i(\"menuitem\"),meta:i(\"meta\"),meter:i(\"meter\"),nav:i(\"nav\"),noscript:i(\"noscript\"),object:i(\"object\"),ol:i(\"ol\"),optgroup:i(\"optgroup\"),option:i(\"option\"),output:i(\"output\"),p:i(\"p\"),param:i(\"param\"),picture:i(\"picture\"),pre:i(\"pre\"),progress:i(\"progress\"),q:i(\"q\"),rp:i(\"rp\"),rt:i(\"rt\"),ruby:i(\"ruby\"),s:i(\"s\"),samp:i(\"samp\"),script:i(\"script\"),section:i(\"section\"),select:i(\"select\"),small:i(\"small\"),source:i(\"source\"),span:i(\"span\"),strong:i(\"strong\"),style:i(\"style\"),sub:i(\"sub\"),summary:i(\"summary\"),sup:i(\"sup\"),table:i(\"table\"),tbody:i(\"tbody\"),td:i(\"td\"),textarea:i(\"textarea\"),tfoot:i(\"tfoot\"),th:i(\"th\"),thead:i(\"thead\"),time:i(\"time\"),title:i(\"title\"),tr:i(\"tr\"),track:i(\"track\"),u:i(\"u\"),ul:i(\"ul\"),var:i(\"var\"),video:i(\"video\"),wbr:i(\"wbr\"),circle:i(\"circle\"),clipPath:i(\"clipPath\"),defs:i(\"defs\"),ellipse:i(\"ellipse\"),g:i(\"g\"),image:i(\"image\"),line:i(\"line\"),linearGradient:i(\"linearGradient\"),mask:i(\"mask\"),path:i(\"path\"),pattern:i(\"pattern\"),polygon:i(\"polygon\"),polyline:i(\"polyline\"),radialGradient:i(\"radialGradient\"),rect:i(\"rect\"),stop:i(\"stop\"),svg:i(\"svg\"),text:i(\"text\"),tspan:i(\"tspan\")};t.exports=o},function(t,e,n){\"use strict\";function r(t,e){return t===e?0!==t||1/t===1/e:t!==t&&e!==e}function i(t){this.message=t,this.stack=\"\"}function o(t){function e(e,n,r,o,a,u,c){o=o||E,u=u||r;if(null==n[r]){var s=w[a];return e?new i(null===n[r]?\"The \"+s+\" `\"+u+\"` is marked as required \"+(\"in `\"+o+\"`, but its value is `null`.\"):\"The \"+s+\" `\"+u+\"` is marked as required in \"+(\"`\"+o+\"`, but its value is `undefined`.\")):null}return t(n,r,o,a,u)}var n=e.bind(null,!1);return n.isRequired=e.bind(null,!0),n}function a(t){function e(e,n,r,o,a,u){var c=e[n],s=y(c);if(s!==t){var l=w[o],f=_(c);return new i(\"Invalid \"+l+\" `\"+a+\"` of type \"+(\"`\"+f+\"` supplied to `\"+r+\"`, expected \")+(\"`\"+t+\"`.\"))}return null}return o(e)}function u(){return o(M.thatReturns(null))}function c(t){function e(e,n,r,o,a){if(\"function\"!=typeof t)return new i(\"Property `\"+a+\"` of component `\"+r+\"` has invalid PropType notation inside arrayOf.\");var u=e[n];if(!Array.isArray(u)){var c=w[o],s=y(u);return new i(\"Invalid \"+c+\" `\"+a+\"` of type \"+(\"`\"+s+\"` supplied to `\"+r+\"`, expected an array.\"))}for(var l=0;l<u.length;l++){var f=t(u,l,r,o,a+\"[\"+l+\"]\",C);if(f instanceof Error)return f}return null}return o(e)}function s(){function t(t,e,n,r,o){var a=t[e];if(!x.isValidElement(a)){var u=w[r],c=y(a);return new i(\"Invalid \"+u+\" `\"+o+\"` of type \"+(\"`\"+c+\"` supplied to `\"+n+\"`, expected a single ReactElement.\"))}return null}return o(t)}function l(t){function e(e,n,r,o,a){if(!(e[n]instanceof t)){var u=w[o],c=t.name||E,s=b(e[n]);return new i(\"Invalid \"+u+\" `\"+a+\"` of type \"+(\"`\"+s+\"` supplied to `\"+r+\"`, expected \")+(\"instance of `\"+c+\"`.\"))}return null}return o(e)}function f(t){function e(e,n,o,a,u){for(var c=e[n],s=0;s<t.length;s++)if(r(c,t[s]))return null;var l=w[a],f=JSON.stringify(t);return new i(\"Invalid \"+l+\" `\"+u+\"` of value `\"+c+\"` \"+(\"supplied to `\"+o+\"`, expected one of \"+f+\".\"))}return Array.isArray(t)?o(e):M.thatReturnsNull}function p(t){function e(e,n,r,o,a){if(\"function\"!=typeof t)return new i(\"Property `\"+a+\"` of component `\"+r+\"` has invalid PropType notation inside objectOf.\");var u=e[n],c=y(u);if(\"object\"!==c){var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` of type \"+(\"`\"+c+\"` supplied to `\"+r+\"`, expected an object.\"))}for(var l in u)if(u.hasOwnProperty(l)){var f=t(u,l,r,o,a+\".\"+l,C);if(f instanceof Error)return f}return null}return o(e)}function h(t){function e(e,n,r,o,a){for(var u=0;u<t.length;u++){var c=t[u];if(null==c(e,n,r,o,a,C))return null}var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` supplied to \"+(\"`\"+r+\"`.\"))}return Array.isArray(t)?o(e):M.thatReturnsNull}function d(){function t(t,e,n,r,o){if(!g(t[e])){var a=w[r];return new i(\"Invalid \"+a+\" `\"+o+\"` supplied to \"+(\"`\"+n+\"`, expected a ReactNode.\"))}return null}return o(t)}function v(t){function e(e,n,r,o,a){var u=e[n],c=y(u);if(\"object\"!==c){var s=w[o];return new i(\"Invalid \"+s+\" `\"+a+\"` of type `\"+c+\"` \"+(\"supplied to `\"+r+\"`, expected `object`.\"))}for(var l in t){var f=t[l];if(f){var p=f(u,l,r,o,a+\".\"+l,C);if(p)return p}}return null}return o(e)}function g(t){switch(typeof t){case\"number\":case\"string\":case\"undefined\":return!0;case\"boolean\":return!t;case\"object\":if(Array.isArray(t))return t.every(g);if(null===t||x.isValidElement(t))return!0;var e=k(t);if(!e)return!1;var n,r=e.call(t);if(e!==t.entries){for(;!(n=r.next()).done;)if(!g(n.value))return!1}else for(;!(n=r.next()).done;){var i=n.value;if(i&&!g(i[1]))return!1}return!0;default:return!1}}function m(t,e){return\"symbol\"===t||(\"Symbol\"===e[\"@@toStringTag\"]||\"function\"==typeof Symbol&&e instanceof Symbol)}function y(t){var e=typeof t;return Array.isArray(t)?\"array\":t instanceof RegExp?\"object\":m(e,t)?\"symbol\":e}function _(t){var e=y(t);if(\"object\"===e){if(t instanceof Date)return\"date\";if(t instanceof RegExp)return\"regexp\"}return e}function b(t){return t.constructor&&t.constructor.name?t.constructor.name:E}var x=n(27),w=n(175),C=n(405),M=n(8),k=n(177),E=(n(1),\"<<anonymous>>\"),T={array:a(\"array\"),bool:a(\"boolean\"),func:a(\"function\"),number:a(\"number\"),object:a(\"object\"),string:a(\"string\"),symbol:a(\"symbol\"),any:u(),arrayOf:c,element:s(),instanceOf:l,node:d(),objectOf:p,oneOf:f,oneOfType:h,shape:v};i.prototype=Error.prototype,t.exports=T},function(t,e,n){\"use strict\";var r=\"SECRET_DO_NOT_PASS_THIS_OR_YOU_WILL_BE_FIRED\";t.exports=r},function(t,e,n){\"use strict\";function r(t,e,n){this.props=t,this.context=e,this.refs=c,this.updater=n||u}function i(){}var o=n(3),a=n(97),u=n(98),c=n(38);i.prototype=a.prototype,r.prototype=new i,r.prototype.constructor=r,o(r.prototype,a.prototype),r.prototype.isPureReactComponent=!0,t.exports=r},function(t,e,n){\"use strict\";t.exports=\"15.4.2\"},function(t,e,n){\"use strict\";function r(t){return o.isValidElement(t)?void 0:i(\"143\"),t}var i=n(28),o=n(27);n(0);t.exports=r},function(t,e,n){\"use strict\";function r(t,e){return t&&\"object\"==typeof t&&null!=t.key?s.escape(t.key):e.toString(36)}function i(t,e,n,o){var p=typeof t;if(\"undefined\"!==p&&\"boolean\"!==p||(t=null),null===t||\"string\"===p||\"number\"===p||\"object\"===p&&t.$$typeof===u)return n(o,t,\"\"===e?l+r(t,0):e),1;var h,d,v=0,g=\"\"===e?l:e+f;if(Array.isArray(t))for(var m=0;m<t.length;m++)h=t[m],d=g+r(h,m),v+=i(h,d,n,o);else{var y=c(t);if(y){var _,b=y.call(t);if(y!==t.entries)for(var x=0;!(_=b.next()).done;)h=_.value,d=g+r(h,x++),v+=i(h,d,n,o);else for(;!(_=b.next()).done;){var w=_.value;w&&(h=w[1],d=g+s.escape(w[0])+f+r(h,0),v+=i(h,d,n,o))}}else if(\"object\"===p){var C=\"\",M=String(t);a(\"31\",\"[object Object]\"===M?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":M,C)}}return v}function o(t,e,n){return null==t?0:i(t,\"\",e,n)}var a=n(28),u=(n(15),n(174)),c=n(177),s=(n(0),n(399)),l=(n(1),\".\"),f=\":\";t.exports=o},function(t,e,n){\"use strict\";function r(t){return t&&t.__esModule?t:{default:t}}var i=n(41),o=r(i),a=n(182),u=r(a),c=n(183),s=r(c),l=n(181),f=r(l),p=n(180),h=r(p),d=n(179),v=r(d);(0,s.default)(),window.SHAP={SimpleListVisualizer:f.default,AdditiveForceVisualizer:h.default,AdditiveForceArrayVisualizer:v.default,React:o.default,ReactDom:u.default}}]);</script>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import shap\n",
    "shap.initjs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "zPngJ_iP4rE6"
   },
   "outputs": [],
   "source": [
    "explainer = shap.TreeExplainer(model)\n",
    "shap_values = explainer.shap_values(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 585
    },
    "id": "xa0QOH5l4rE7",
    "outputId": "54fca0b1-6984-411e-86dd-cd39f5d6887f"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x684 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.summary_plot(shap_values, X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lk5zUwC34rE7"
   },
   "source": [
    "#### Prediction Submit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "WCHrMeu2NbvC",
    "outputId": "ed70ffe8-a320-4ac5-b2c8-a0c1ee024aa0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.96      0.91      0.93      9122\n",
      "           1       0.51      0.71      0.60      1293\n",
      "\n",
      "    accuracy                           0.88     10415\n",
      "   macro avg       0.74      0.81      0.76     10415\n",
      "weighted avg       0.90      0.88      0.89     10415\n",
      "\n"
     ]
    }
   ],
   "source": [
    "thr = 0.3\n",
    "print(classification_report(y_test, (model.predict_proba(X_test)[..., 1] >= thr).astype(int)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "fjSIVAXJ3gL4",
    "outputId": "353d9386-db68-4b92-f058-c013b96b6f11"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8808449351896304"
      ]
     },
     "execution_count": 49,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1_score(y_test, (model.predict_proba(X_test)[..., 1] >= thr).astype(int), average=\"micro\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 211
    },
    "id": "7NfthS3u42td",
    "outputId": "aa599dc0-9d7d-4613-beff-60799da66618"
   },
   "outputs": [
    {
     "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>x</th>\n",
       "      <th>sum</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>q0.05</th>\n",
       "      <th>q0.25</th>\n",
       "      <th>q0.5</th>\n",
       "      <th>q0.75</th>\n",
       "      <th>q0.95</th>\n",
       "      <th>sum_r</th>\n",
       "      <th>min_r</th>\n",
       "      <th>max_r</th>\n",
       "      <th>mean_r</th>\n",
       "      <th>median_r</th>\n",
       "      <th>q0.05_r</th>\n",
       "      <th>q0.25_r</th>\n",
       "      <th>q0.5_r</th>\n",
       "      <th>q0.75_r</th>\n",
       "      <th>q0.95_r</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>576</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2860.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>576.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>568</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2860.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>576.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>572</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2852.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>570.4</td>\n",
       "      <td>572.0</td>\n",
       "      <td>561.6</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>576.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>576</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2852.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>570.4</td>\n",
       "      <td>572.0</td>\n",
       "      <td>561.6</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>576.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>568</td>\n",
       "      <td>2860.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>2848.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>569.6</td>\n",
       "      <td>572.0</td>\n",
       "      <td>561.6</td>\n",
       "      <td>568.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>572.0</td>\n",
       "      <td>575.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     x     sum    min    max   mean  ...  q0.05_r  q0.25_r  q0.5_r  q0.75_r  q0.95_r\n",
       "0  576     0.0    0.0    0.0    0.0  ...    568.0    568.0   572.0    576.0    576.0\n",
       "1  568     0.0    0.0    0.0    0.0  ...    568.0    568.0   572.0    576.0    576.0\n",
       "2  572     0.0    0.0    0.0    0.0  ...    561.6    568.0   572.0    576.0    576.0\n",
       "3  576     0.0    0.0    0.0    0.0  ...    561.6    568.0   572.0    576.0    576.0\n",
       "4  568  2860.0  568.0  576.0  572.0  ...    561.6    568.0   572.0    572.0    575.2\n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_sub.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "id": "U3bKvd0fJmyV"
   },
   "outputs": [],
   "source": [
    "preds = (model.predict_proba(X_sub)[..., 1] >= thr).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "id": "uI4d3gNTLw4_",
    "outputId": "61e5fdd9-558a-4dbe-9eab-5f6e0bce9b37"
   },
   "outputs": [
    {
     "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>id</th>\n",
       "      <th>time</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>81</td>\n",
       "      <td>568</td>\n",
       "      <td>568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>81</td>\n",
       "      <td>1140</td>\n",
       "      <td>572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>81</td>\n",
       "      <td>1716</td>\n",
       "      <td>576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>81</td>\n",
       "      <td>2284</td>\n",
       "      <td>568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15029</th>\n",
       "      <td>176</td>\n",
       "      <td>44332</td>\n",
       "      <td>568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15030</th>\n",
       "      <td>176</td>\n",
       "      <td>44968</td>\n",
       "      <td>636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15031</th>\n",
       "      <td>176</td>\n",
       "      <td>45596</td>\n",
       "      <td>628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15032</th>\n",
       "      <td>176</td>\n",
       "      <td>46904</td>\n",
       "      <td>1308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15033</th>\n",
       "      <td>176</td>\n",
       "      <td>48100</td>\n",
       "      <td>1196</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15034 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id   time     x\n",
       "0       81      0   576\n",
       "1       81    568   568\n",
       "2       81   1140   572\n",
       "3       81   1716   576\n",
       "4       81   2284   568\n",
       "...    ...    ...   ...\n",
       "15029  176  44332   568\n",
       "15030  176  44968   636\n",
       "15031  176  45596   628\n",
       "15032  176  46904  1308\n",
       "15033  176  48100  1196\n",
       "\n",
       "[15034 rows x 3 columns]"
      ]
     },
     "execution_count": 54,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subdf = pd.read_csv(data_path + 'data/test.csv')\n",
    "subdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "id": "YjwwX0EPMD0w"
   },
   "outputs": [],
   "source": [
    "subdf[\"y\"] = preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "id": "oJYYFOZSM0ZL",
    "outputId": "6450482e-0133-4f4a-883f-defbb652aaca"
   },
   "outputs": [
    {
     "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>id</th>\n",
       "      <th>time</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>81</td>\n",
       "      <td>568</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>81</td>\n",
       "      <td>1140</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>81</td>\n",
       "      <td>1716</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>81</td>\n",
       "      <td>2284</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15029</th>\n",
       "      <td>176</td>\n",
       "      <td>44332</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15030</th>\n",
       "      <td>176</td>\n",
       "      <td>44968</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15031</th>\n",
       "      <td>176</td>\n",
       "      <td>45596</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15032</th>\n",
       "      <td>176</td>\n",
       "      <td>46904</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15033</th>\n",
       "      <td>176</td>\n",
       "      <td>48100</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15034 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id   time  y\n",
       "0       81      0  0\n",
       "1       81    568  0\n",
       "2       81   1140  0\n",
       "3       81   1716  0\n",
       "4       81   2284  0\n",
       "...    ...    ... ..\n",
       "15029  176  44332  0\n",
       "15030  176  44968  0\n",
       "15031  176  45596  0\n",
       "15032  176  46904  0\n",
       "15033  176  48100  0\n",
       "\n",
       "[15034 rows x 3 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submit = subdf[[\"id\", \"time\", \"y\"]]\n",
    "submit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "id": "mV5CCLvQM7bw"
   },
   "outputs": [],
   "source": [
    "submit.to_csv(\"submit_agg-feats_direct_reverse_tpot.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "L4ZScFji_GmN",
    "outputId": "b8cc0605-81de-4a2d-dc32-d6ca83fdfe2e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0    12870\n",
       " 1     2164\n",
       " Name: y, dtype: int64, 0    42404\n",
       " 1     7668\n",
       " Name: y, dtype: int64)"
      ]
     },
     "execution_count": 59,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submit.y.value_counts(), y.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "k5Lu46ReNAui"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [
    "hOXEGM6sWB_w",
    "sowC11dcvw-k"
   ],
   "name": "catboost_FeatSelect_tpot_wins-agg_LogReg_gr_medicine-hackaton_v3.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "0f8be86310174b228078ca247a3242ec": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "2f42d6e8b083438caa14fd7718f26ca8": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_e20d2a40522448a69569658049606f42",
       "IPY_MODEL_e6b180ccdc19440c88a42076e52b5e92"
      ],
      "layout": "IPY_MODEL_0f8be86310174b228078ca247a3242ec"
     }
    },
    "6dbf67e1eaa043c08d091d83d3a4ed1a": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "84b9b98b963a4ace8cdc4af11efc64eb": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": "initial"
     }
    },
    "9fecb76ea01a4ccabb036c007bc4dd34": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "ba04d73924624ef7b829e8735478f857": {
     "model_module": "@jupyter-widgets/base",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "e20d2a40522448a69569658049606f42": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "FloatProgressModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "FloatProgressModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "ProgressView",
      "bar_style": "",
      "description": "Optimization Progress: ",
      "description_tooltip": null,
      "layout": "IPY_MODEL_6dbf67e1eaa043c08d091d83d3a4ed1a",
      "max": 110,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_84b9b98b963a4ace8cdc4af11efc64eb",
      "value": 110
     }
    },
    "e6b180ccdc19440c88a42076e52b5e92": {
     "model_module": "@jupyter-widgets/controls",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_ba04d73924624ef7b829e8735478f857",
      "placeholder": "​",
      "style": "IPY_MODEL_9fecb76ea01a4ccabb036c007bc4dd34",
      "value": " 112/? [1:09:05&lt;00:00, 39.06s/pipeline]"
     }
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}