examples/SPLITTransfer/00-SPLITTransfer.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1b747ab0-2c3b-4a65-9e4c-1a79125f47c9",
   "metadata": {},
   "source": [
    "# Helper Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import sklearn.metrics as metrics\n",
    "import numpy as np\n",
    "\n",
    "def roc_curve(ground_truth, predictions, steps=200):\n",
    "    inds = np.isnan(predictions)\n",
    "    predictions = predictions[~inds]\n",
    "    ground_truth = ground_truth[~inds]\n",
    "    ground_truth = ground_truth!=0\n",
    "    positives = np.sum(ground_truth)\n",
    "    negatives = np.sum(np.logical_not(ground_truth))\n",
    "    threshs = np.linspace(np.min(predictions),np.max(predictions),steps)\n",
    "    tpr = [np.sum(np.logical_and(ground_truth,predictions >= thresh))/positives for thresh in threshs]\n",
    "    fpr = [np.sum(np.logical_and(np.logical_not(ground_truth),predictions >= thresh))/negatives for thresh in threshs]\n",
    "    return fpr, tpr\n",
    "\n",
    "def prec_recall_curve(ground_truth, predictions, steps=200):\n",
    "    inds = np.isnan(predictions)\n",
    "    predictions = predictions[~inds]\n",
    "    ground_truth = ground_truth[~inds]\n",
    "    ground_truth = ground_truth!=0\n",
    "    positives = np.sum(ground_truth)\n",
    "    negatives = np.sum(np.logical_not(ground_truth))\n",
    "    threshs = np.linspace(np.min(predictions),np.max(predictions),steps)\n",
    "    precision = [np.sum(np.logical_and(ground_truth,predictions >= thresh))/(np.sum(np.logical_and(ground_truth,predictions >= thresh)) + np.sum(np.logical_and(np.logical_not(ground_truth),predictions >= thresh))) for thresh in threshs]\n",
    "    recall = [np.sum(np.logical_and(ground_truth,predictions >= thresh))/positives for thresh in threshs]\n",
    "    noskill = positives / (positives+negatives)\n",
    "    return precision, recall, noskill"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "760a8260-d829-405a-aee2-1de474858496",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "def minmax_normalize(data):\n",
    "    scaler = MinMaxScaler()\n",
    "    return scaler.fit_transform(data), scaler\n",
    "\n",
    "def minmax_inverse_normalize(data, scaler):\n",
    "    return scaler.inverse_transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a349ea67-1959-4387-ac15-ef7357f94b16",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "def standard_normalize(data):\n",
    "    scaler = StandardScaler()\n",
    "    return scaler.fit_transform(data), scaler\n",
    "\n",
    "def standard_inverse_normalize(data, scaler):\n",
    "    return scaler.inverse_transform(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3648a063-d9ea-4b99-b5bc-c55b53f90a9a",
   "metadata": {},
   "source": [
    "# Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "885ba477-fe37-4c7f-ae1a-960380bbe5e0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mkdir: ../../results: File exists\n"
     ]
    }
   ],
   "source": [
    "# create directory for the results\n",
    "import os\n",
    "results_path = os.path.join(\"..\", \"..\", \"results\")\n",
    "! mkdir $results_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2925a375-bbdb-4329-80b7-8336831b7a42",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = os.path.join(\"..\", \"..\", \"data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "32b1d406-5a2a-4c8b-80c9-5cc6073e4285",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_known : (100, 30)\n",
      "W_known : (100, 5)\n",
      "H_known : (5, 30)\n",
      "indicator : (30,)\n",
      "X_target_1 : (100, 40)\n",
      "W_target_1 : (100, 6)\n",
      "H_target_1 : (6, 40)\n",
      "y_true_1 : (40,)\n",
      "X_target_2 : (100, 35)\n",
      "W_target_2 : (100, 6)\n",
      "H_target_2 : (6, 35)\n",
      "y_true_2 : (35,)\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "import numpy as np\n",
    "\n",
    "file = \"split_transfer_synthetic_data.p\"\n",
    "data = pickle.load(open(os.path.join(data_path, file), \"rb\"))\n",
    "\n",
    "for key, array in data.items():\n",
    "    print(key, \":\", np.array(array).shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7d812065-cad5-4215-be82-0473726c594e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# known set\n",
    "X_known = data[\"X_known\"]\n",
    "W_known = data[\"W_known\"]\n",
    "H_known = data[\"H_known\"]\n",
    "indicator = np.array(data[\"indicator\"])\n",
    "\n",
    "# target set 1\n",
    "X_target_1 = data[\"X_target_1\"]\n",
    "W_target_1 = data[\"W_target_1\"]\n",
    "H_target_1 = data[\"H_target_1\"]\n",
    "y_true_1 = np.array(data[\"y_true_1\"])\n",
    "\n",
    "# target set 2\n",
    "X_target_2 = data[\"X_target_2\"]\n",
    "W_target_2 = data[\"W_target_2\"]\n",
    "H_target_2 = data[\"H_target_2\"]\n",
    "y_true_2 = np.array(data[\"y_true_2\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48b1ae83-3df9-4950-82c7-5155137701ee",
   "metadata": {},
   "source": [
    "# Normalize Train and Test Data Here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d267751-3a05-4828-bab0-68e00cc67ea4",
   "metadata": {},
   "source": [
    "**Example how to use Min Max scaler:**\n",
    "```python\n",
    "X_known_nrm, known_scaler = minmax_normalize(X_known)\n",
    "X_target_1_nrm, target_1_scaler = minmax_normalize(X_target_1)\n",
    "X_target_2_nrm, target_2_scaler = minmax_normalize(X_target_2)\n",
    "```\n",
    "\n",
    "**Scaled data can be reversed like below:**\n",
    "```pyhthon\n",
    "X_known = minmax_inverse_normalize(X_known_nrm, known_scaler)\n",
    "```\n",
    "\n",
    "**Similarly, Standard scaler can be used via the below functions:**\n",
    "- ```X_known_nrm, known_scaler = standard_normalize(X_known)```\n",
    "- ```X_known = standard_inverse_normalize(X_known_nrm, known_scaler)```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b815101b",
   "metadata": {},
   "source": [
    "# Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a89b24ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "nmfk_params_known = {\n",
    "    \"n_perturbs\":30,\n",
    "    \"n_iters\":1000,\n",
    "    \"epsilon\":0.015,\n",
    "    \"n_jobs\":-1,\n",
    "    \"init\":\"nnsvd\",\n",
    "    \"use_gpu\":False,\n",
    "    \"save_path\":results_path,\n",
    "    \"save_output\":True,\n",
    "    \"sill_thresh\":0.5,\n",
    "    'nmf_method':'nmf_fro_mu',\n",
    "}\n",
    "\n",
    "nmfk_params_target = {\n",
    "    \"n_perturbs\":30,\n",
    "    \"n_iters\":1000,\n",
    "    \"epsilon\":0.01,\n",
    "    \"n_jobs\":-1,\n",
    "    \"init\":\"nnsvd\",\n",
    "    \"use_gpu\":False,\n",
    "    \"save_path\":results_path,\n",
    "    \"save_output\":True,\n",
    "    \"sill_thresh\":0.8,\n",
    "    'nmf_method':'nmf_fro_mu',\n",
    "}\n",
    "\n",
    "nmfk_params_split = {\n",
    "    \"n_perturbs\":30,\n",
    "    \"n_iters\":1000,\n",
    "    \"epsilon\":0.015,\n",
    "    \"n_jobs\":-1,\n",
    "    \"init\":\"nnsvd\",\n",
    "    \"use_gpu\":False,\n",
    "    \"save_path\":results_path,\n",
    "    \"save_output\":True,\n",
    "    \"sill_thresh\":0.6,\n",
    "    'nmf_method':'nmf_fro_mu',\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9d15651b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# parameters of the transfer method\n",
    "transfer_params = {\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a363ffaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "SPLIT_transfer_params = {\n",
    "    # K range to search for known set\n",
    "    \"Ks_known\":range(1,10,1),\n",
    "    # K range to search for target set\n",
    "    \"Ks_target\":range(1,10,1),\n",
    "    # K search step-size when doing split\n",
    "    \"Ks_split_step\":1,\n",
    "    # K search minimum K to look at when doing split\n",
    "    \"Ks_split_min\":1,\n",
    "    # Uses GPU if True when doing regression\n",
    "    \"H_regress_gpu\":False,\n",
    "    # What method to use when constructing the H Learned (can be \"regress\" or \"MitH\")\n",
    "    \"H_learn_method\":\"regress\",\n",
    "    # How to initilize H Learned when doing regression (can be \"random\" or \"MitH\")\n",
    "    \"H_regress_init\":\"MitH\",\n",
    "    # NMFk parameters for known, target, and split \n",
    "    \"nmfk_params_known\":nmfk_params_known,\n",
    "    \"nmfk_params_target\":nmfk_params_target,\n",
    "    \"nmfk_params_split\":nmfk_params_split,\n",
    "    # How many H update iterations if doing regression\n",
    "    \"H_regress_iters\":1000,\n",
    "    # If doing regression for H Learned, which update to use (can be \"fro\", or \"kl\")\n",
    "    \"H_regress_method\":\"fro\",\n",
    "    # Parameters for the transfer, i.e. the SVR \n",
    "    \"transfer_regress_params\":transfer_params,\n",
    "    # what transfer learning to use, currently on SVR (can me model)\n",
    "    \"transfer_method\":\"SVR\",\n",
    "    # if True, prints progress of SPLIT transfer\n",
    "    \"verbose\":True,\n",
    "    # random seed\n",
    "    \"random_state\":42,\n",
    "    # if transfer_method=\"model\", pass the transfer model\n",
    "    # example: \n",
    "    # from sklearn.linear_model import SGDRegressor\n",
    "    # \"transfer_method\": \"model\",\n",
    "    # \"transfer_model\":SGDRegressor\n",
    "    \"transfer_model\":None\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f22b1ff",
   "metadata": {},
   "source": [
    "# Split Transfer Classifier Method (Target 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c8d2d88d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.015\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.5\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x14f95ec40>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x16891c6c0>, 'k_search_method': 'linear', 'sill_thresh': 0.5, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n",
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.01\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.8\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x168f7acc0>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x168f7ad00>, 'k_search_method': 'linear', 'sill_thresh': 0.8, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n",
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.015\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.6\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x168f7bc00>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x168f7bc40>, 'k_search_method': 'linear', 'sill_thresh': 0.6, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksim/Desktop/Code/telf_internal/TELF/factorization/NMFk.py:855: UserWarning: calculate_error is True! Error calculation can make the runtime longer and take up more memory space!\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from TELF.factorization import SPLITTransfer\n",
    "\n",
    "model = SPLITTransfer(**SPLIT_transfer_params)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73531e3a",
   "metadata": {},
   "source": [
    "## Other Example Use Cases\n",
    "**Below are the other ways to use the tool, it is similar to Scikit-learn.**\n",
    "\n",
    "- **Option 1:**\n",
    "```python\n",
    "y_pred = model.fit(X_known, X_target).transform(indicator).predict(test=True)\n",
    "```\n",
    "\n",
    "\n",
    "- **Option 2:**\n",
    "```python\n",
    "model.fit(X_known, X_target)\n",
    "model.transform(indicator)\n",
    "# if test=False, it predicts on the training set.\n",
    "y_pred = model.predict(test=True)\n",
    "```\n",
    "\n",
    "\n",
    "- **Option 3:**\n",
    "```python\n",
    "model.fit_transform(X_known, X_target, indicator)\n",
    "y_pred = model.predict(test=True)\n",
    "```\n",
    "\n",
    "**There are also individual fit methods available:**\n",
    "```python\n",
    "model.fit_known(X_known)\n",
    "model.fit_target(X_target)\n",
    "model.fit_split()\n",
    "model.learn_H()\n",
    "model.fit_transfer(indicator)\n",
    "y_pred = model.predict(test=True)\n",
    "```\n",
    "\n",
    "**The data in the object can be accessed directly:**\n",
    "```python\n",
    "print(model.known.keys())\n",
    "print(model.target.keys())\n",
    "print(model.split.keys())\n",
    "\n",
    "# example accessing the W of known set\n",
    "print(model.know[\"W\"].shape)\n",
    "```\n",
    "\n",
    "**Known and Target set W and H can be manually set to fit the SPLIT part only:**\n",
    "```python\n",
    "# set Xs for known and target, which is needed for regression\n",
    "model.known[\"X\"] = X_known\n",
    "model.target[\"X\"] = X_target_1\n",
    "\n",
    "# set the Ks for known and target\n",
    "model.known[\"k\"] = W_known.shape[1]\n",
    "model.target[\"k\"] = W_target_1.shape[1]\n",
    "\n",
    "# set W and H for known\n",
    "model.known[\"W\"] = W_known\n",
    "model.known[\"H\"] = H_known\n",
    "\n",
    "# set W and H for target\n",
    "model.target[\"W\"] = W_target_1\n",
    "model.target[\"H\"] = H_target_1\n",
    "\n",
    "# fit SPLIT only\n",
    "model.fit_split()\n",
    "model.transform(indicator)\n",
    "model.predict(test=True)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35458c82-b208-4333-9567-5ba410f2be1f",
   "metadata": {},
   "source": [
    "Fit the model, i.e. run the NMFk for known, target, and split:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e551cadf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksim/Desktop/Code/telf_internal/TELF/factorization/NMFk.py:1078: UserWarning: X is data type float64. Whic is not float32. Higher precision will result in significantly longer runtime!\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.015\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.5\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x168f7af40>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x168f7a6c0>, 'k_search_method': 'linear', 'sill_thresh': 0.5, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n",
      "Fitting known set...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/9 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksim/miniconda3/envs/TELF/lib/python3.11/site-packages/numpy/_core/fromnumeric.py:3596: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/maksim/miniconda3/envs/TELF/lib/python3.11/site-packages/numpy/_core/_methods.py:138: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "100%|██████████| 9/9 [00:09<00:00,  1.05s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.01\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.8\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x168e786c0>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x168374100>, 'k_search_method': 'linear', 'sill_thresh': 0.8, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n",
      "Fitting target set...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 9/9 [00:09<00:00,  1.09s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.015\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.6\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x169496d80>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x14f9ef740>, 'k_search_method': 'linear', 'sill_thresh': 0.6, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n",
      "Fitting split set...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 5/5 [00:02<00:00,  1.98it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<TELF.factorization.SPLITTransfer.SPLITTransfer at 0x14f98cd50>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(X_known, X_target_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4beddb0-914c-4ed5-84fd-56976bae6cc3",
   "metadata": {},
   "source": [
    "Do the transfer learning:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d2877b44-9b83-4d53-ab9d-f7c4c54cddc6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Applying regression to get known H learned...\n",
      "Applying regression to get target H learned...\n",
      "Applying transfer learning...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<TELF.factorization.SPLITTransfer.SPLITTransfer at 0x14f98cd50>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.transform(indicator)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fd628f9",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Results (Target 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a86e13eb-cce0-4131-9db8-b7e443ed3d16",
   "metadata": {},
   "source": [
    "#### Do prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fec7b778",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_train = model.predict(test=False)\n",
    "y_pred_test = model.predict(test=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30f281f2-29d0-475c-a332-a589957e1b41",
   "metadata": {},
   "source": [
    "#### ROC Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "daa3b69f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjcAAAHHCAYAAABDUnkqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAABl8UlEQVR4nO3deVhU1R8G8HdmYIYdMWQVRVPcFZdAzSUVxV2zck1RK8tdyVwq11TKLbNMc8Vd0zQtEVNSc99JExQVzBVcUJB1YOb8/jCmHwnI4AyXGd7P88zTzJ1z77xzG2e+nHvuPTIhhAARERGRmZBLHYCIiIjIkFjcEBERkVlhcUNERERmhcUNERERmRUWN0RERGRWWNwQERGRWWFxQ0RERGaFxQ0RERGZFRY3REREZFZY3BAREZFZYXFDRCVKaGgoZDKZ7mZhYQFPT08MHDgQd+7cea69EALr1q1DixYtUKZMGdjY2KBOnTqYMWMGUlNT832dHTt2oEOHDnB2doZSqYSHhwd69uyJ33//3Zhvj4iKgYxzSxFRSRIaGopBgwZhxowZqFSpEjIyMnDixAmEhobC29sbf/31F6ysrAAAGo0Gffv2xY8//ojmzZujR48esLGxweHDh7Fx40bUrFkT+/fvh6urq277QggMHjwYoaGhqF+/Pt5++224ubnh3r172LFjB86ePYujR4+iadOmUu0CInpZgoioBFm9erUAIE6fPp1r+YQJEwQAsWXLFt2y2bNnCwBi3Lhxz21n165dQi6Xi/bt2+daPnfuXAFAjBkzRmi12ufWW7t2rTh58qSB3g0RSYGHpYjIJDRv3hwAcP36dQBAeno65s6dCx8fH4SEhDzXvkuXLggKCkJ4eDhOnDihWyckJATVq1fHvHnzIJPJnluvf//+8PPzM+I7ISJjY3FDRCbhxo0bAAAnJycAwJEjR/D48WP07dsXFhYWea4zYMAAAMCvv/6qWycxMRF9+/aFQqEwfmgikkTe3whERBJLSkrCw4cPkZGRgZMnT2L69OlQqVTo3LkzACAqKgoAUK9evXy3kfNcdHR0rv/WqVPHmNGJSGIsboioRAoICMj12NvbG+vXr0f58uUBAE+fPgUA2Nvb57uNnOeSk5Nz/begdYjI9LG4IaISafHixfDx8UFSUhJWrVqFP/74AyqVSvd8ToGSU+Tk5b8FkIODwwvXISLTxzE3RFQi+fn5ISAgAG+99RZ27dqF2rVro2/fvkhJSQEA1KhRAwBw4cKFfLeR81zNmjUBANWrVwcAXLx40ZjRiUhiLG6IqMRTKBQICQnB3bt38d133wEAmjVrhjJlymDjxo3QaDR5rrd27VoA0I3TadasGZycnLBp06Z81yEi08fihohMwhtvvAE/Pz8sXLgQGRkZsLGxwbhx43DlyhV89tlnz7XfvXs3QkNDERgYiMaNGwMAbGxsMGHCBERHR2PChAkQeVzDdP369Th16pTR3w8RGQ/H3BCRyfjkk0/wzjvvIDQ0FB999BEmTpyI8+fP46uvvsLx48fx1ltvwdraGkeOHMH69etRo0YNrFmz5rltXLp0CfPnz8eBAwd0VyiOj4/Hzz//jFOnTuHYsWMSvUMiMgROv0BEJUrO9AunT59Go0aNcj2n1Wrh4+MDALhy5QoUCgW0Wi3Wrl2LFStW4OLFi1Cr1Xj11VfRs2dPfPzxx7C1tc3zdX766ScsW7YMZ86cQXJyMsqVK4cWLVpg6NChaNmypdHfJxEZD4sbIiIiMiscc0NERERmhcUNERERmRUWN0RERGRWWNwQERGRWWFxQ0RERGaFxQ0RERGZlVJ3ET+tVou7d+/C3t4eMplM6jhERERUCEIIPH36FB4eHpDLC+6bKXXFzd27d+Hl5SV1DCIiIiqCW7duoXz58gW2KXXFjb29PYBnO8fBwUHiNERERFQYycnJ8PLy0v2OF6TUFTc5h6IcHBxY3BAREZmYwgwp4YBiIiIiMissboiIiMissLghIiIis8LihoiIiMwKixsiIiIyKyxuiIiIyKywuCEiIiKzwuKGiIiIzAqLGyIiIjIrLG6IiIjIrEha3Pzxxx/o0qULPDw8IJPJ8PPPP79wnYMHD6JBgwZQqVSoUqUKQkNDjZ6TiIiITIekxU1qairq1auHxYsXF6p9XFwcOnXqhFatWiEyMhJjxozB+++/j7179xo5KREREZkKSSfO7NChAzp06FDo9kuXLkWlSpUwf/58AECNGjVw5MgRfP311wgMDDRWzEITQiA9SwNosgCNOv+GFipA/s+u12YD2Zn5t1UoAYVlEdpqgOyMAtpaPmuvb1uhBbLSDdNWbvFsXwCAEEBWmoHaKgALq38fq1MN01YmByyti9Y2K+1Z7jzbygBLmyK2TX+2n/OjtC1a2+yMZ58LQ7S1tHmWG3j2+dVmG6it9bP9DDz796bJMkxbC6tnnwu92+rx757fEYVry++If9qa5neEtaWiUJNcGoNJzQp+/PhxBAQE5FoWGBiIMWPG5LtOZmYmMjP//ceenJxslGxCCLy99DjO/v0YbysOYZ7lD/m2HaYehTBtYwBAR/kJfK9clG/bcVkfYpumJQCglfw8Vivn5tt2ctZArNO0AwA0lkdhs3Jmvm1nZ/XBMk0XAEBd2XXsUk3Ot+3C7B5YmP02AKCq7Db2qcbn2/aH7E4Iye4HACgve4AjqtH5tl2b3RZTsgcBAMoiGeesPsq37TZNC4zLeva8NTIQbTU437a7NX4YnjVG9/iGVd982/6u8cXgrH/fT5RqEGxkef84nNDWQG/1v/vprOpDvCJ7mmfbP7WV0U397/4/ohqF8rKHebaN0Xqinfrf/6+/KT+Bj/xOnm1vC2c0y/z387JT+TnqyWPzbPtI2KNh5r+fw83KL9BYHp1n2zShQs3M1brHqyznoLUiMs+2AOCdsVF3f7HlQnRSnMq3bY2MVUjHsx+HeZZL8bbij3zbNshYikQ4AABmWKzGAIt9+bZtlvkNbotyAIBJFhvwocXufNu2zZyDq6I8AGCMxTaMsdieb9uumV/ggngVADBE8Qs+tdyUb9ve6s9xQlsTANBf8Ru+sAzNt+0g9Sc4oK0PAPyO4HdEqfiOiJoRCBulNGWGSQ0ojo+Ph6ura65lrq6uSE5ORnp63tV/SEgIHB0ddTcvLy+jZEvP0uDs34+Nsm0iIqKSLuxqFvZcLaCnsxjJhMivb6t4yWQy7NixA927d8+3jY+PDwYNGoRJkybploWFhaFTp05IS0uDtbX1c+vk1XPj5eWFpKQkODg4GCx/WkYGhs+YBwCYO34kbAoqVtnl/Ay7nP9pa5pdzoVuy8NS/7TlYSm92/I74p+2pvEd0btPP9jb22P5sqVGOSyVnJwMR0fHQv1+m9RhKTc3NyQkJORalpCQAAcHhzwLGwBQqVRQqVTGD5edqesOTrMYCRs7x0KuaAHA6oWtita2sO9bn7YAVEojtS3sPtOzrbIktNWjkNarrb2R2toZqa0eXzl6dWeXlLZ5fw+9fFt+Rzxry+8I/dsa9zvi77//RmJiIurXr4/NW36EtbW1ZONs/p9JFTdNmjRBWFhYrmX79u1DkyZNJEpERERUeg0bNgwpKSk4dOgQbGxsXrxCMZG0uElJScG1a9d0j+Pi4hAZGYmyZcuiQoUKmDRpEu7cuYO1a9cCAD766CN89913GD9+PAYPHozff/8dP/74I3bvzn8gIRERERmOWq3Gw4cP4eHhgWXLlpWooiaHpMXNmTNn0KpVK93j4OBgAEBQUBBCQ0Nx79493Lx5U/d8pUqVsHv3bowdOxbffPMNypcvjxUrVpSI08CJiIhKg0GDBuHatWs4ceIEPD09pY6TpxIzoLi46DMgSR9pKUmwmVfh2f1xN/UYc0NERFTyqdVqKJVKXLx4EZmZmWjUqFGxvr4+v98mdSo4ERERFb+pU6eiY8eO0Gg0qFOnTrEXNvoyqQHFREREVPxatmwJV1dXyOWm0SfC4sZQFEpMzhoIAJik0OPURiIiohJo27Zt2L9/P5YsWYLWrVujdevWUkcqNBY3hqKw1F3WfFLORbKIiIhMVFZWFpKTk5GVlQWl0rT+aDeN/iUiIiIyusuXL2PRomdzU/Xp0wcbN240ucIGYHFjOFoNGsuj0FgeVfCl6ImIiEqoPXv2YOnSpUhLK2D6ChPAU8ENhKeCExGRKUpNTcXRo0fRrl07CCGQnp5eIi/Mx1PBiYiIqFAWL16MXr164cmTJ5DJZCWysNEXixsiIqJSRgiBuLg4AMCYMWNw8uRJlClTRtpQBsTihoiIqJRZtmwZ6tati4SEBCiVSvj4+EgdyaB4KjgREVEpkTOFQt++feHs7AxXV1epIxkFe26IiIhKgd27d6N69eq4f/8+7O3t8dZbb0kdyWhY3BAREZUCDRs2xNtvvw17e3upoxgdixtDUVhidlYfzM7qA/AKxUREVAJcuHABnTt3RkpKCtzc3DBnzhxYW1tLHcvoOObGUBRKLNN0AQCM4dxSRERUAqhUKqSkpODJkyews7OTOk6xYc8NERGRGXny5AkmT56MrKwsVKtWDQcPHkT58uWljlWsWNwYilaDurLrqCu7zukXiIhIMjExMfjhhx8QHR0tdRTJsLgxlOwM7FJNxi7VZCA7Q+o0RERUiggh8PPPP0MIAT8/P8TFxaFu3bpSx5IMixsiIiITd+LECbz55ps4fPgwAMDW1lbiRNJicUNERGSicqZQaNKkCS5duoQWLVpInKhkYHFDRERkgi5cuAAfHx/s3bsXAFCzZk2JE5UcLG6IiIhMSGZmJgCgTp06WLNmDVq3bi1xopKHxQ0REZGJiIuLg4+PDw4ePAiZTIa+ffvC0pIXjv0vFjdEREQmokKFCujZsyeqVq0qdZQSjcWNoSgssTC7BxZm9+D0C0REZDCJiYno3r07Ll68CIVCgblz58LT01PqWCUap18wFIUSC7PfBgAM4fQLRERkINbW1khLS8Pjx4+ljmIy2HNDRERUwmg0GoSEhODWrVuwtrbGb7/9xtO89cDixlCEFlVlt1FVdhsQWqnTEBGRCUtOTsayZctw4MABqaOYJB6WMpSsdOxTjQcApGX1BlQ8NEVERPr5/fffUb9+fTg5OeHSpUuwsbGROpJJYs8NERFRCfD06VO88847+P777wGAhc1LYM8NERGRhO7cuYNXXnkF9vb2OHbsGE/zNgD23BAREUkkIyMDjRs3xowZMwAA1apVg1zOn+aXxZ4bIiKiYpaVlQW5XA4rKyv88MMP8PPzkzqSWWF5SEREVIyys7PRunVrhISEAAA6duwIZ2dniVOZF/bcEBERFSMLCwu888477K0xIhY3hqKwxA/ZnQAA/Tn9AhER/R+tVotx48ahdu3aGDx4MEaNGiV1JLPG4sZQFEqEZPcDAPTn9AtERPR/5HI5MjMzkZmZKXWUUoHFDRERkZFs374dNjY2aN++PRYvXix1nFKDA4oNRWhRXvYA5WUPOP0CERFBCIHVq1djx44dUkcpddhzYyhZ6TiiGg0ASMt6k9MvEBGVUteuXUNKSgp8fX2xZcsWWFtbSx2p1GFxQ0REZEBDhw6FXC7H3r17OYWCRFjcEBERvaT09HQkJibC09MToaGhsLe3lzpSqcbihoiI6CW9++67SEhIwOHDh+Hp6Sl1nFKPxQ0REVERZWZmQqVSYcqUKZDJZJDJZFJHIrC4ISIiKpIJEyYgMjISe/bsQb169aSOQ/+HxQ0REVERBAQEoEaNGpzFuwRicWMocguszW4LAHhbzt1KRGSO1q9fj6NHj2LJkiVo27at1HEoH/wVNhQLFaZkDwIAvG2hkjgMEREZi1qtRnZ2Niws+BNaUrEvjYiIqAAXL17EokWLADw7K2rlypUsbEo4FjeGIgTKIhllkQwIIXUaIiIykL1792L16tXIyMiQOgoVEosbQ8lKwzmrj3DO6iMgK03qNERE9BKSk5MRHh4OAAgODsbx48dhZWUlcSoqLBY3RERE/7Fo0SK8++67ePr0KeRyOQsbE8PihoiICM9m8b527RoAYPz48Th16hSnUTBRLG6IiIgAfPvtt2jYsCEePXoEpVKJypUrSx2JiojDvYmIqFTLyMiAlZUVBg4ciEqVKuGVV16ROhK9JPbcEBFRqbV9+3bUqFEDDx48gIODA7p06SJ1JDIAyYubxYsXw9vbG1ZWVvD398epU6cKbL9w4UJUq1YN1tbW8PLywtixY3l6HhERFUnjxo3Rr18/ODo6Sh2FDEjS4mbLli0IDg7G1KlTce7cOdSrVw+BgYG4f/9+nu03btyIiRMnYurUqYiOjsbKlSuxZcsWfPrpp8WcPA9yC2zTtMA2TQuA0y8QEZVYZ8+eRYcOHZCamgoPDw/MnDkTSqVS6lhkQJIWNwsWLMAHH3yAQYMGoWbNmli6dClsbGywatWqPNsfO3YMr7/+Ovr27Qtvb2+0a9cOffr0eWFvT7GwUGFc1kcYl/URwOkXiIhKLBsbG2g0Gjx9+lTqKGQkkhU3arUaZ8+eRUBAwL9h5HIEBATg+PHjea7TtGlTnD17VlfMxMbGIiwsDB07dsz3dTIzM5GcnJzrRkREpcvDhw/x6aefIjs7GzVq1MBvv/0GNzc3qWORkUhW3Dx8+BAajQaurq65lru6uiI+Pj7Pdfr27YsZM2agWbNmsLS0xKuvvoo33nijwMNSISEhcHR01N28vLwM+j50hIA1MmCNDE6/QERUwsTExGD16tW4evWq1FGoGEg+oFgfBw8exOzZs/H999/j3Llz2L59O3bv3o0vvvgi33UmTZqEpKQk3e3WrVvGCZeVhmirwYi2GszpF4iISgCtVott27ZBCIGmTZsiNjYWNWrUkDoWFQPJRr46OztDoVAgISEh1/KEhIR8uwonT56M/v374/333wcA1KlTB6mpqRgyZAg+++wzyOXP12oqlQoqFcfAEBGVNkeOHEHPnj1x7NgxNG7cGNbW1lJHomIiWc+NUqlEw4YNERERoVum1WoRERGBJk2a5LlOWlracwWMQqEA8Oyy2URERDlTKLRo0QLR0dFo3LixxImouEl6WCo4OBjLly/HmjVrEB0djaFDhyI1NRWDBg0CAAwYMACTJk3Ste/SpQuWLFmCzZs3Iy4uDvv27cPkyZPRpUsXXZFDRESl15kzZ1CtWjXdH87VqlWTOBFJQdILsvTq1QsPHjzAlClTEB8fD19fX4SHh+sGGd+8eTNXT83nn38OmUyGzz//HHfu3EG5cuXQpUsXzJo1S6q3QEREJUDOFAoNGzbExo0b8cYbb0gdiSQkE6XseE5ycjIcHR2RlJQEBwcHg203LSUJNvMqPLs/7iZs7Hi1SyKi4hATE4NWrVphy5YtaNasmdRxyEj0+f02qbOliIiI/qty5cro378/qlatKnUUKiFY3BiKXIHdGj/s1vgBco7/ISIypvv376NDhw6IioqChYUFvvzyy+eum0alFydBMhQLKwzPGgMAiLKwkjYLEZGZs7OzgxCCUyhQnthzQ0REJiErKwvTpk3D7du3YWNjg/DwcPj7+0sdi0ogFjdERGQSkpOTsWbNGhw9elTqKFTC8bCUoahTccOqLwAgTX0TUPJsKSIiQwgPD0eTJk3wyiuvICoqilcaphdizw0REZVYT548QZ8+fbBixQoAYGFDhcKeGyIiKnH+/vtvuLm5oUyZMjh16hSqVKkidSQyIey5ISKiEiU1NRX+/v4ICQkBAFStWhUymUziVGRK2HNDREQlQmZmJiwtLWFra4vVq1fnO4ky0Yuw54aIiCSnVqvRvHlzzJ07FwDQoUMHlClTRtpQZLLYc0NERJJTKpXo168fWrRoIXUUMgMsbgxFrsDvGl8AQGNOv0BE9EIajQYjRoxA48aNERQUhNGjR0sdicwEixtDsbDC4KzxADj9AhFRYSgUz/4Q1Gg0Eichc8PihoiIitWGDRtQrlw5tGvXDkuWLJE6DpkhDigmIqJiI4TA+vXrERYWJnUUMmPsuTEUdSqiVIP+uX+V0y8QEf2fqKgoZGVloV69etixYwdUKpXUkciMsbgxIBtZJgAgTeIcREQlzbBhw+Dg4IBdu3bByorjEsm4WNwQEZFRpKSkICkpCZ6entiwYQOvW0PFhsUNEREZRe/evZGamooDBw7A09NT6jhUirC4ISIigxFCICMjA9bW1pg5cyYPQZEkWNwQEZHBjBo1CtevX8fu3bvh6+srdRwqpVjcEBGRwXTu3BmPHz/mLN4kKRY3hiKT44S2BgCgroyXDyKi0mPlypU4e/Ysvv/+ewQGBkodh4jFjcFYWqO3ejIAIMrSWuIwRETFR6FQQC6XQ6PR6KZUIJISuxiIiEhvZ86cwaJFiwAAAwcOxHfffcfChkoMFjdERKS3ffv2YePGjVCr1VJHIXoOixtDUafirOpDnFV9CKhTpU5DRGRwjx8/xp49ewAAEyZMwB9//AGlUilxKqLnsbgxoFdkT/GK7KnUMYiIjOLrr7/G4MGDkZaWBrlczsKGSiwWN0RElC+tVouYmBgAwGeffYZTp07BxsZG4lREBWNxQ0RE+Zo3bx78/f3x5MkTqFQqeHl5SR2J6IV4KjgRET0nPT0d1tbWGDJkCOrVq8dJL8mksOeGiIhy2bRpE2rWrIlHjx6hTJkyvDAfmZyXKm4yMjIMlYOIiEqI5s2bY9CgQXB0dJQ6ClGR6F3caLVafPHFF/D09ISdnR1iY2MBAJMnT8bKlSsNHtBkyOT4U1sZf2orA5x+gYhMzLFjxxAYGIi0tDSUL18eU6ZMgYUFRy6QadL7V3jmzJkIDQ3FnDlzcp0GWLt2baxYscKg4UyKpTW6qWeim3omwOkXiMjEODo6wsLCAqmpvE4XmT69i5u1a9di2bJl6NevX65LbderVw+XL182aDgiIjKe+Ph4TJgwAdnZ2ahVqxZ2796NcuXKSR2L6KXpXdzcuXMHVapUeW65VqtFVlaWQUIREZHxXb16FRs2bMCNGzekjkJkUHoXNzVr1sThw4efW75t2zbUr1/fIKFMUlYajqhG4YhqFJCVJnUaIqI8ZWdnY/PmzRBCoHnz5rh27Vqef7ASmTK9R4tNmTIFQUFBuHPnDrRaLbZv344rV65g7dq1+PXXX42R0TQIgfKyhwCANCEkDkNElLdDhw7h3XffRbVq1VC/fn1YWVlJHYnI4PTuuenWrRt++eUX7N+/H7a2tpgyZQqio6Pxyy+/oG3btsbISERELylnTGSbNm1w+fLl0t3TTmavSOf5NW/eHPv27TN0FiIiMoJjx46hWbNmOHToEJo3b87DUGT29O65qVy5Mh49evTc8idPnqBy5coGCUVERC8vPT0dANCkSRNs3boVr7/+usSJiIqH3sXNjRs3oNFonluemZmJO3fuGCQUERG9nEuXLsHb2xvHjx+HTCbDW2+9BbmcFxil0qHQh6V27dqlu793795cl+XWaDSIiIiAt7e3QcMREVHRVKtWDe+//z6qVasmdRSiYlfo4qZ79+4AAJlMhqCgoFzPWVpawtvbG/PnzzdoOJMikyFG6wkAKC+TSRyGiEqju3fvYsCAAfjuu+9QvXp1zJo1S+pIRJIodHGj1WoBAJUqVcLp06fh7OxstFAmydIG7dRzAQBRljYShyGi0sjR0RFKpRJpabzWFpVueh+AjYuLY2FDRFRCZGZm4tNPP8W9e/dga2uLsLAwNGjQQOpYRJIq0qngqampOHToEG7evAm1Wp3ruVGjRhkkGBERvVhycjI2bdoEPz8/3fABotJO7+Lm/Pnz6NixI9LS0pCamoqyZcvi4cOHsLGxgYuLS+ktbrLS8Jvyk3/uNweUDtLmISKztnPnTrRq1QrlypXD5cuXoVKppI5EVGLofVhq7Nix6NKlCx4/fgxra2ucOHECf//9Nxo2bIh58+YZI6NpEAI+8jvwkd8BOP0CERnRw4cPMWDAAKxZswYAWNgQ/YfePTeRkZH44YcfIJfLoVAokJmZicqVK2POnDkICgpCjx49jJGTiKjUu379Ory8vODs7Ixz587xwqlE+dC758bS0lJ3ISgXFxfcvHkTwLNR+rdu3TJsOiIiAgA8ffoUfn5+uh7yV199FTJedoIoT3r33NSvXx+nT59G1apV0bJlS0yZMgUPHz7EunXrULt2bWNkJCIqtdLT06FSqWBvb4+NGzeiadOmUkciKvH07rmZPXs23N3dAQCzZs2Ck5MThg4digcPHuCHH34weEAiotIqIyMD/v7++PrrrwEAgYGBsLe3lzgVUcmnd89No0aNdPddXFwQHh5u0EBERPSMlZUV3n//fbRp00bqKEQmxWCzqJ07dw6dO3fWe73FixfD29sbVlZW8Pf3x6lTpwps/+TJEwwfPhzu7u5QqVTw8fFBWFhYUWMbjkyG28IZt4UzwOPgRFREWVlZGDhwINavXw/g2bXDatWqJXEqItOiV3Gzd+9ejBs3Dp9++iliY2MBAJcvX0b37t3x2muv6aZoKKwtW7YgODgYU6dOxblz51CvXj0EBgbi/v37ebZXq9Vo27Ytbty4gW3btuHKlStYvnw5PD099Xpdo7C0QbPMRWiWuQjg9AtEVEQWFhawsbGBQqGQOgqRyZIJUbiLsqxcuRIffPABypYti8ePH+OVV17BggULMHLkSPTq1QujR49GjRo19Hpxf39/vPbaa/juu+8APJu/ysvLCyNHjsTEiROfa7906VLMnTsXly9fhqWlpV6vlSM5ORmOjo5ISkqCg4PhLrSXps5GzSl7AQBRMwJhoyzSxZ+JqBQSQmDlypWoVKkSD0ER5UOf3+9C99x88803+Oqrr/Dw4UP8+OOPePjwIb7//ntcvHgRS5cu1buwUavVOHv2LAICAv4NI5cjICAAx48fz3OdXbt2oUmTJhg+fDhcXV1Ru3ZtzJ49GxqNJt/XyczMRHJycq4bEVFJIoTAjz/+iIiICKmjEJmFQncvXL9+He+88w4AoEePHrCwsMDcuXNRvnz5Ir3ww4cPodFo4Orqmmu5q6srLl++nOc6sbGx+P3339GvXz+EhYXh2rVrGDZsGLKysjB16tQ81wkJCcH06dOLlFEvWenYqfz8n/stACXPaCCigkVGRkIul6Nu3br45ZdfeKVhIgMpdM9Neno6bGyejSWRyWRQqVS6U8KLi1arhYuLC5YtW4aGDRuiV69e+Oyzz7B06dJ815k0aRKSkpJ0N6NdaFBoUU8ei3ryWEDoN/aIiEofIQSGDx+OmTNnAuAUCkSGpNfAkBUrVsDOzg4AkJ2djdDQUDg7O+dqU9iJM52dnaFQKJCQkJBreUJCAtzc3PJcx93dHZaWlrkG2tWoUQPx8fFQq9VQKpXPraNSqfilQUQlRlJSElJSUuDp6YmtW7eibNmyUkciMjuFLm4qVKiA5cuX6x67ublh3bp1udrIZLJCFzdKpRINGzZEREQEunfvDuBZz0xERARGjBiR5zqvv/46Nm7cCK1Wq5sCIiYmBu7u7nkWNkREJc1bb70FhUKBvXv3wsPDQ+o4RGap0MXNjRs3DP7iwcHBCAoKQqNGjeDn54eFCxciNTUVgwYNAgAMGDAAnp6eCAkJAQAMHToU3333HUaPHo2RI0fi6tWrmD17dqELKiIiKQghdIf2582bZ9AzNYnoeZKer9yrVy88ePAAU6ZMQXx8PHx9fREeHq4bZHzz5k1dDw0AeHl5Ye/evRg7dizq1q0LT09PjB49GhMmTJDqLRARvdCQIUOQkJCAnTt3wtfXV+o4RGav0Ne5MRdGu85NShJs5lV4dn/cTdjYORps20Rk2sLDw5GZmYlu3bpJHYXIZOnz+80rzRnQI/Hs9G9riXMQkfS+/fZbXL58GYsXL0b79u2ljkNUqrC4MRSlLRpmPpsVPUppK3EYIpKara0tbGxscp0AQUTFg8UNEZGBHD16FGfOnMHo0aMxePBgqeMQlVpF+nPi+vXr+Pzzz9GnTx/dJJd79uzBpUuXDBqOiMiUHDhwANu3b0d2drbUUYhKNb2Lm0OHDqFOnTo4efIktm/fjpSUFADAn3/+me8UCKVCVjo2K7/AZuUXQFa61GmIqJg8ePAAYWFhAJ5dET0iIgIWFuwUJ5KS3sXNxIkTMXPmTOzbty/XhfNat26NEydOGDScSRFaNJZHo7E8mtMvEJUi8+fPx9ChQ5GRkQGFQsHChqgE0Lu4uXjxIt58883nlru4uODhw4cGCUVEVJJpNBrdBL/Tpk3DiRMnYGVlJXEqIsqhd3FTpkwZ3Lt377nl58+fh6enp0FCERGVZLNmzUKzZs2QkpICKyurYp9EmIgKpndx07t3b0yYMAHx8fGQyWTQarU4evQoxo0bhwEDBhgjIxFRiZCamgoAGDlyJLZt26abSJiISha9i5vZs2ejevXq8PLyQkpKCmrWrIkWLVqgadOm+Pzzz42RkYhIcqtXr0bt2rXx+PFjODk54Y033pA6EhHlQ++Rb0qlEsuXL8fkyZPx119/ISUlBfXr10fVqlWNkY+IqERo06YNHjx4wEkviUyA3j03R44cAQBUqFABHTt2RM+ePVnY/CNNqJAmVFLHICIDOXjwINq2bYv09HRUqFAB48ePh0KhkDoWEb2A3sVN69atUalSJXz66aeIiooyRibTpLRFzczVqJm5GuD0C0Rm4ZVXXoG9vT0yMjKkjkJEetC7uLl79y4+/vhjHDp0CLVr14avry/mzp2L27dvGyMfEVGxunXrFsaNGweNRoM6depg+/btcHJykjoWEelB7+LG2dkZI0aMwNGjR3H9+nW88847WLNmDby9vdG6dWtjZCQiKjbXr1/HTz/9hFu3bkkdhYiKSCaEEC+zAY1Ggz179mDy5Mm4cOECNBqNobIZRXJyMhwdHZGUlGTQgYFpaSk4EdIJANB40m7Y2PAUUSJToVarsXXrVvTt2xcymQxqtTrXFdiJSHr6/H4XaeJM4Nnst8OGDYO7uzv69u2L2rVrY/fu3UXdnOnTatBaEYnWikhAW7ILPCLKLSIiAoMGDdJN/svChsi06X0q+KRJk7B582bcvXsXbdu2xTfffINu3brBxsbGGPmIiIzm0qVLqFWrFjp06ICYmBh4e3tLHYmIDEDv4uaPP/7AJ598gp49e8LZ2dkYmYiIjO7gwYNo1aoVTpw4AX9/fxY2RGZE7+Lm6NGjxshBRFQsUlNTYWtri5YtW2Lnzp3w8/OTOhIRGVihiptdu3ahQ4cOsLS0xK5duwps27VrV4MEIyIytMjISAQEBCAsLAx+fn78viIyU4Uqbrp37474+Hi4uLige/fu+baTyWQl/mwpIiq9atWqheHDh6NatWpSRyEiIyrU2VJarRYuLi66+/ndWNgQUUlz8+ZNtGjRAjExMbC0tMT06dPh6OgodSwiMiK9TwVfu3YtMjMzn1uuVquxdu1ag4QySUpbeGdshHfGRk6/QFSCODk5oUyZMlCr1VJHIaJiondxM2jQICQlJT23/OnTpxg0aJBBQhERvYy0tDSMGzcO8fHxsLe3x65du1C7dm2pYxFRMdG7uBFCQCaTPbf89u3b7OolohLh6dOn2LFjB86dOyd1FCKSQKFPBa9fvz5kMhlkMhnatGkDC4t/V9VoNIiLi0P79u2NEtIkZGdgseXCf+63BJScfoGouG3duhXt27eHq6sroqOjeaVholKq0MVNzllSkZGRCAwMhJ3dvz/eSqUS3t7eeOuttwwe0GRoNeikOAUASOP0C0TFLj4+HoMHD8bXX3+N999/n4UNUSlW6OJm6tSpAABvb2/06tULVlZWRgtFRFRYV65cQeXKleHm5oa//voLFStWlDoSEUlM7zE3QUFBLGyIqER4/Pgx/Pz88M033wAACxsiAlDInpuyZcsiJiYGzs7OcHJyynNAcY7ExESDhSMiyktqaipsbGzg5OSEbdu2oVmzZlJHIqISpFDFzddffw17e3vd/YKKGyIiY0pNTUXDhg0xdOhQjB49Gm3btpU6EhGVMIUqboKCgnT3Bw4caKwsRET5yrkMha2tLYYPH47AwECpIxFRCaX3mJtz587h4sWLusc7d+5E9+7d8emnn/IKoERkFGq1Gr1798bmzZsBACNHjoSPj4/EqYiopNK7uPnwww8RExMDAIiNjUWvXr1gY2ODrVu3Yvz48QYPaDIsbVAjYxVqZKwCLG2kTkNkViwtLVG2bFme3k1EhaJ3cRMTEwNfX18Azy6Y1bJlS2zcuBGhoaH46aefDJ3PdMhkSIcV0mEFcEwS0UsTQuDbb7/FgQMHIJPJsGTJEvTo0UPqWERkAoo0/YJWqwUA7N+/Hx07dgQAeHl54eHDh4ZNR0Slllarxc6dO3H48GGpoxCRiSn0RfxyNGrUCDNnzkRAQAAOHTqEJUuWAADi4uLg6upq8IAmIzsT8yyX/nP/DUCp964lIgAnT56EjY0N6tSpg7CwMB6KIiK96f0LvHDhQvTr1w8///wzPvvsM1SpUgUAsG3bNjRt2tTgAU2GNhtvK/4AAKRpsyUOQ2SahBAYMWIEqlevjnXr1rGwIaIi0bu4qVu3bq6zpXLMnTsXCoXCIKGIqHRJTExEeno6PD09sXPnTjg7O0sdiYhMWJGPnZw9exbR0dEAgJo1a6JBgwYGC0VEpUv37t3h6OiIX375BR4eHlLHISITp3dxc//+ffTq1QuHDh1CmTJlAABPnjxBq1atsHnzZpQrV87QGYnIDGm1WqSnp8PW1hbffPMNe2uIyGD0Pltq5MiRSElJwaVLl5CYmIjExET89ddfSE5OxqhRo4yRkYjMUP/+/dG/f38AQP369eHl5SVxIiIyF3r33ISHh2P//v2oUaOGblnNmjWxePFitGvXzqDhiMj85Eyj0K9fP47TIyKj0Lu40Wq1sLS0fG65paWl7vo3RER5mTNnDm7duoVvv/1Wd40sIiJD0/uwVOvWrTF69GjcvXtXt+zOnTsYO3Ys2rRpY9BwJsXSBg0ylqJBxlJOv0CUDycnJ5QtWxZCCKmjEJEZ07vn5rvvvkPXrl3h7e2tO0Z+69Yt1K5dG+vXrzd4QJMhkyERDrr7RPRMREQELl26hFGjRuGDDz6QOg4RlQJ6FzdeXl44d+4cIiIidKeC16hRAwEBAQYPR0Sm7/Dhwzhx4gSGDx/OMTZEVCz0Km62bNmCXbt2Qa1Wo02bNhg5cqSxcpme7EzMsFj9z/03OP0ClWp3797F+fPn0alTJ0yePBkAWNgQUbEp9C/wkiVLMHz4cFStWhXW1tbYvn07rl+/jrlz5xozn+nQZmOAxT4AnH6BaP78+di5cyfatWuX5wkIRETGVOgBxd999x2mTp2KK1euIDIyEmvWrMH3339vzGxEZEKys7MRFRUFAJg5cyaOHz/OwoaIJFHo4iY2NhZBQUG6x3379kV2djbu3btnlGBEZFqmTp2K1q1bIz09HdbW1rxaORFJptDFTWZmJmxtbf9dUS6HUqlEenq6UYIRkWlISUkBAAQHB2P79u2wtraWOBERlXZ6jXqdPHkybGz+vYaLWq3GrFmz4OjoqFu2YMECw6UjohJtyZIlmDt3LiIjI/HKK6+gadOmUkciIip8cdOiRQtcuXIl17KmTZsiNjZW91jG67sQlQo5Uyh07NgRarUa9vb2UkciItIpdHFz8OBBI8YgIlPx22+/4auvvsLu3btRsWJFjB49WupIRES56D39gjEsXrwY3t7esLKygr+/P06dOlWo9TZv3gyZTIbu3bsbN2BhWFqjWeY3aJb5DWDJMQdkvlxcXODi4gK1Wi11FCKiPEle3GzZsgXBwcGYOnUqzp07h3r16iEwMBD3798vcL0bN25g3LhxaN68eTElfQGZHLdFOdwW5QCZ5LuVyKBiY2MRHBwMrVYLX19fbNq0CQ4ODlLHIiLKk+S/wgsWLMAHH3yAQYMGoWbNmli6dClsbGywatWqfNfRaDTo168fpk+fjsqVKxdjWqLSKS4uDr/88kuuCXOJiEoqSYsbtVqNs2fP5pqXSi6XIyAgAMePH893vRkzZsDFxQXvvfdeccQsHI0akyw2YJLFBkDD7noyfRkZGVi7di2EEGjTpg2ioqJQvnx5qWMREb2QpBMgPXz4EBqNBq6urrmWu7q64vLly3muc+TIEaxcuRKRkZGFeo3MzExkZmbqHicnJxc5b4E0WfjQYjcAIE2TZZzXICpGv/32G4YMGYLGjRvDx8eHVxsmIpNRpJ6bw4cP491330WTJk1w584dAMC6detw5MgRg4b7r6dPn6J///5Yvnw5nJ2dC7VOSEgIHB0ddTcvLy+jZiQydRcuXAAAdO3aFVevXoWPj4/EiYiI9KN3cfPTTz8hMDAQ1tbWOH/+vK5XJCkpCbNnz9ZrW87OzlAoFEhISMi1PCEhAW5ubs+1v379Om7cuIEuXbrAwsICFhYWWLt2LXbt2gULCwtcv379uXUmTZqEpKQk3e3WrVt6ZSQqTfbu3Yt69erh3LlzAMA/BojIJOld3MycORNLly7F8uXLc3VTv/7667ovxMJSKpVo2LAhIiIidMu0Wi0iIiLQpEmT59pXr14dFy9eRGRkpO7WtWtXtGrVCpGRkXl+EatUKjg4OOS6EVFuT58+BQC0bdsWYWFhqF+/vsSJiIiKTu8xN1euXEGLFi2eW+7o6IgnT57oHSA4OBhBQUFo1KgR/Pz8sHDhQqSmpmLQoEEAgAEDBsDT0xMhISGwsrJC7dq1c61fpkwZAHhuOREVzunTpxEYGIj9+/ejQYMG6NChg9SRiIheit7FjZubG65duwZvb+9cy48cOVKk07J79eqFBw8eYMqUKYiPj4evry/Cw8N1g4xv3rwJuVzyM9aJzE7OFAr16tXD2LFjUa1aNakjEREZhEwIIfRZISQkBOvXr8eqVat0Xdh///03xo4di8mTJ2PkyJHGymoQycnJcHR0RFJSkkEPUaWlJMFmXoVn98fdhI2d4wvWIJJObGws+vXrh3Xr1qFKlSpSxyEieiF9fr/17rmZOHEitFot2rRpg7S0NLRo0QIqlQrjxo0r8YWNUVlao23mHADATk6/QCWcs7Mz3NzcoNFopI5CRGRwevfc5FCr1bh27RpSUlJQs2ZN2NnZGTqbURit50adjZpT9gIAomYEwkYp6SWEiJ6TkpKCzz77DJ999hlcXFykjkNEpBd9fr+LPJhFqVSiZs2a8PPzM5nChqg0e/r0KXbv3o2LFy9KHYWIyKj07l5o1aoVZDJZvs///vvvLxXIZGnUGGOx7Z/7rSDxxZ+JADwbNLxhwwZ0794d7u7uiI6O5pWGicjs6f0L7Ovrm+txVlYWIiMj8ddffyEoKMhQuUyPJgtjLLYDANI0C6XNQvSPO3fu4KOPPoIQAv3792dhQ0Slgt7Fzddff53n8mnTpiElJeWlAxHRy7t06RJ8fHxQvnx5REdH80rDRFSqGOwCMu+++y5WrVplqM0RURE9fPgQ/v7+WLJkCQBOoUBEpY/BBoYcP34cVlZWhtocEenp6dOnsLOzg7OzM3bu3IlmzZpJHYmISBJ6Fzc9evTI9VgIgXv37uHMmTOYPHmywYIRUeElJyfD19cXH3/8MYYPH442bdpIHYmISDJ6FzeOjrmvvCuXy1GtWjXMmDED7dq1M1gwInqxnCkUHBwcEBwcjE6dOkkdiYhIcnoVNxqNBoMGDUKdOnXg5ORkrExEVAgZGRno1asX+vfvj7fffhsjRoyQOhIRUYmg14BihUKBdu3aFWn2b7NnYYWumV+ga+YXgAXHHpHxqVQqeHh4wMbGRuooREQlit6HpWrXro3Y2FhUqlTJGHlMl1yBC+JV3X0iY9BqtZg3bx4aN26MFi1a6M6IIiKif+l9KvjMmTMxbtw4/Prrr7h37x6Sk5Nz3YjIeIQQCA8Px8mTJ6WOQkRUYhW652bGjBn4+OOP0bFjRwBA165dc03DkDOwsdTOMqxRY4jil3/uc/oFMqzDhw+jbNmyqFWrFn777TdYWPDzRUSUn0LPCq5QKHDv3j1ER0cX2K5ly5YGCWYsRpsVPCUJNvMqPLs/7iZs7BxfsAZR4Wi1WjRs2BCNGjXC8uXLpY5DRCQJfX6/C/3nX04NVNKLFyJzkZCQAI1GAw8PD4SFhaFcuXJSRyIiMgl69W0XNBs4ERmOEAJdunSBl5cXfvrpJ7i7u0sdiYjIZOhV3Pj4+LywwElMTHypQESlmUajQUZGBmxtbfHDDz+wqCEiKgK9ipvp06c/d4ViIjKcnj17QqFQ4Mcff0T9+vWljkNEZJL0Km569+4NFxcXY2UhKrVyzjYcPHgwbG1tpY5DRGTSCl3ccLwNkXHMmDEDiYmJWLhwIeeGIiIyAL3PlqJ8WFiht/pzAMAqTr9AenBxcYFSqdT13hAR0cspdHGj1WqNmcP0yRU4oa2pu09UkLCwMFy/fh0jR47ERx99JHUcIiKzovf0C0T08o4dO4aIiAj+0UBEZAS8hruhaLLQX/HbP/dbg7uW/uvvv//GX3/9hU6dOmH69OmQyWSQy/n3BRGRofEX2FA0anxhGQoASNPMAGAtaRwqeebPn4+IiAgEBgZybigiIiPiNyyREanVasTExKB27dr48ssvkZmZycKGiMjI2CdOZESffvop2rdvj8zMTNjY2MDJyUnqSEREZo/FDZERJCUlAQAmTpyIn3/+GSqVSuJERESlB4sbIgNbuHAhGjRogJSUFDg7O6NRo0ZSRyIiKlV48J/IQHIuwte1a1dYWVlxGgUiIomw54bIAH755Re0adMGmZmZqFy5Mj766CNebZiISCLsuTEUCxUGqT8BACy24PiK0sbT0xNeXl7Iysri+BoiIomx58ZQ5BY4oK2PA9r6gJw1Y2lw5coVjBkzBlqtFg0aNMCaNWtgZ2cndSwiolKPxQ1REf3999/Yt28f7t+/L3UUIiL6PyxuDEWThbcVh/C24hCgyZI6DRlJamoqVq9eDQBo164d/vzzT7i5uUmcioiI/h+LG0PRqDHP8gfMs/wB0KilTkNGEh4ejhEjRiA2NhYAeLVhIqISiMUN0QsIIXD27FkAwFtvvYWYmBhUrlxZ4lRERJQfFjdEL/Drr7+iUaNG+OuvvwA8OzOKiIhKLhY3RPnImUKhU6dO+O2331C7dm2JExERUWGwuCHKw9GjR1GxYkX8+eefkMvlaNu2rdSRiIiokFjcEP0fIQQAoFGjRpgwYQJ8fHwkTkRERPpicUP0j5iYGLz22muIjY2FSqXCpEmTYG1tLXUsIiLSE89jNRQLFYapRwEA5nH6BZPk6uoKb29vqWMQEdFLYs+NocgtEKZtjDBtY06/YEKePHmCjz76CA8ePICjoyO2bdvG07yJiEwcixsq1VJTU/H777/j8uXLUkchIiIDYReDoWiz0VF+4p/7bcBdW3IJIbB69Wr07t0bnp6eiIqK4pWGiYjMCL/RDSU7E98rFwEA0rLHAbCSNg/l6++//8aoUaNgZ2eHnj17srAhIjIz/FanUiMyMhK1a9eGt7c3YmJi4OHhIXUkIiIyAo65oVIhPj4eTZo0wfLlywGAhQ0RkRljzw2ZtaSkJDg4OMDNzQ1hYWFo1qyZ1JGIiMjI2HNDZuvx48eoVasWli1bBgBo1aoVLC0tJU5FRETGxuKGzE7OFApOTk6YNGkSOnfuLHEiIiIqTixuyKykpqaiffv22L59OwBg+PDh8PT0lDgVEREVJ465MRSFEuOyPgQAzFAoJQ5TetnY2KBy5cpwdHSUOgoREUmkRPTcLF68GN7e3rCysoK/vz9OnTqVb9vly5ejefPmcHJygpOTEwICAgpsX2wUltimaYltmpaAguM6ipNGo8H06dNx5MgRyGQyLFmyBG3atJE6FhERSUTy4mbLli0IDg7G1KlTce7cOdSrVw+BgYG4f/9+nu0PHjyIPn364MCBAzh+/Di8vLzQrl073Llzp5iTU0khhMCBAwdw/vx5qaMQEVEJIBM5oy8l4u/vj9deew3fffcdAECr1cLLywsjR47ExIkTX7i+RqOBk5MTvvvuOwwYMOCF7ZOTk+Ho6Kg7RdhQ0jIyMHzGPADA4injYGPFKxQb2759+1C+fHnUqFED2dnZvNIwEZEZ0+f3W9KeG7VajbNnzyIgIEC3TC6XIyAgAMePHy/UNtLS0pCVlYWyZcsaK2bhZGditXIuVivnAtmZ0mYpBTQaDcaOHYslS5YAAAsbIiLSkfQX4eHDh9BoNHB1dc213NXVtdCzNE+YMAEeHh65CqT/l5mZiczMf4uN5OTkogcmyd2+fRsKhQLu7u7Yv38/XFxcpI5EREQljORjbl7Gl19+ic2bN2PHjh2wyucwUEhICBwdHXU3Ly+vYk5JhiKEQOfOnREcHAwAcHNzg1xu0h9hIiIyAkl/GZydnaFQKJCQkJBreUJCAtzc3Apcd968efjyyy/x22+/oW7duvm2mzRpEpKSknS3W7duGSQ7FZ+srCykpKRAJpNh9erV+Pbbb6WOREREJZikxY1SqUTDhg0RERGhW6bVahEREYEmTZrku96cOXPwxRdfIDw8HI0aNSrwNVQqFRwcHHLdyHQIIdCtWzd8+OGzawjVr18fzs7OEqciIqKSTPJRmMHBwQgKCkKjRo3g5+eHhQsXIjU1FYMGDQIADBgwAJ6enggJCQEAfPXVV5gyZQo2btwIb29vxMfHAwDs7OxgZ2cn2fsgwxNCQCaTYdiwYSxoiIio0CQvbnr16oUHDx5gypQpiI+Ph6+vL8LDw3WDjG/evJlrXMWSJUugVqvx9ttv59rO1KlTMW3atOKMTkY0ceJEZGZm4uuvv+bcUEREpBfJixsAGDFiBEaMGJHncwcPHsz1+MaNG8YPVBQKJSZnDQQATOL0Cy+tQoUKyMrKkjoGERGZoBJR3JgFhSXWadoBACZx+oUi2b59O+7cuYORI0di2LBhUschIiITxfNoqcQ4ffo0jh8/Dokvmk1ERCaOPTeGotWgsTzqn/sB4K4tnGvXruHy5cvo3LkzZs6cCblcDplMJnUsIiIyYfwFNpTsDGxWzgQApGUPAaCSNo+JmDdvHk6ePImOHTtCoVBIHYeIiMwAixsqdunp6bh27Rrq1KmD+fPnQ6PR8ErDRERkMPxFoWI3YcIEdOnSBVlZWbC1teWFFYmIyKBY3FCxefz4MQDg888/x65du2BpybPKiIjI8FjcULEICQnBa6+9hvT0dLi4uBQ4HxgREdHL4JgbMqqcKRR69uwJDw8PWFtbSx2JiIjMHHtuyGi2bduG1q1bQ61W49VXX0VQUJDUkYiIqBRgz42hKCwxO6sPAGAMr1AMAKhYsSJ8fHyg0WikjkJERKUIe24MRaHEMk0XLNN0AUrx3FIXLlzAyJEjodVq8dprr+GHH37goSgiIipWLG7IoG7fvo3Dhw8jMTFR6ihERFRKsbihl5acnIwVK1YAADp27IizZ8/C2dlZ4lRERFRaccyNgVhbKhA1I1B3vzTZvXs3goODERgYCC8vL06jQEREkmLPjYHIZDLYKC1go7QoFRM/CiFw6tQpAEDv3r0RExMDLy8viVMRERGxuKEi+umnn9CkSRPExMRAJpPBzc1N6khEREQAWNyQnnKmUOjRowciIiLg4+MjcSIiIqLcWNxQoR04cAAVK1bEpUuXIJfL8cYbb0gdiYiI6DksbuiFhBAAgCZNmmDKlCmoWrWqxImIiIjyx+KGCnTp0iU0aNAAN27cgJWVFcaNGwelsvRepJCIiEo+FjdUIA8PD1SrVo2ndxMRkclgcUPPefToEd5//308evQITk5O2Lx5M0/zJiIik8Hihp6TlpaGI0eO4Nq1a1JHISIi0huvUEwAAK1Wi2XLliEoKAheXl64dOkSD0URmSitVgu1Wi11DCK9KZVKyOUv3+/C4oYAALGxsRg3bhzc3d3RrVs3FjZEJkqtViMuLg5arVbqKER6k8vlqFSp0kufuMLippQ7ffo0GjRogCpVquD69etwdXWVOhIRFZEQAvfu3YNCoYCXl5dB/gImKi5arRZ3797FvXv3UKFChZeayojFTSl269YtvP7661i6dCkGDx7MwobIxGVnZyMtLQ0eHh6wsbGROg6R3sqVK4e7d+8iOzsblpaWRd4Oi5tSKDExEU5OTvDy8sK+ffvQrFkzqSMRkQFoNBoA4LWoyGTlfHY1Gs1LFTfssyxlHjx4gJo1a2L16tUAgJYtW3J8DZGZeZnufCIpGeqzy+KmlMiZQqFcuXKYMmUKOnfuLHEiIiLj8fb2xsKFC6WOQRJhcVMKJCcno1WrVti1axcAYNiwYXBxcZE4FRHRs7/UC7pNmzatSNs9ffo0hgwZYtiwBbh9+zaUSiVq16793HM3btyATCZDZGTkc8+98cYbGDNmTK5l58+fxzvvvANXV1dYWVmhatWq+OCDDxATE2Ok9MD27dvRrl07vPLKK/lmzcvWrVtRvXp1WFlZoU6dOggLC8v1vBACU6ZMgbu7O6ytrREQEICrV68a4R3kxuKmFLC3t0eNGjVQtmxZqaMQEeVy79493W3hwoVwcHDItWzcuHG6tkIIZGdnF2q75cqVK9ZB1aGhoejZsyeSk5Nx8uTJIm/n119/RePGjZGZmYkNGzYgOjoa69evh6OjIyZPnmzAxLmlpqaiWbNm+Oqrrwq9zrFjx9CnTx+89957OH/+PLp3747u3bvjr7/+0rWZM2cOFi1ahKVLl+LkyZOwtbVFYGAgMjIyjPE2/iVKmaSkJAFAJCUlSR3FqLKyssTEiRPFsWPHpI5CRMUkPT1dREVFifT0dKmjFMnq1auFo6Oj7vGBAwcEABEWFiYaNGggLC0txYEDB8S1a9dE165dhYuLi7C1tRWNGjUS+/bty7WtihUriq+//lr3GIBYvny56N69u7C2thZVqlQRO3fuNEhurVYrKleuLMLDw8WECRPEBx98kOv5uLg4AUCcP3/+uXVbtmwpRo8eLYQQIjU1VTg7O4vu3bvn+TqPHz82SN6CFJT1v3r27Ck6deqUa5m/v7/48MMPhRDP9oubm5uYO3eu7vknT54IlUolNm3alOc2C/oM6/P7zZ4bMyWEwLFjx3Dp0iWpoxCRRIQQSFNnS3IT/4zzM4SJEyfiyy+/RHR0NOrWrYuUlBR07NgREREROH/+PNq3b48uXbrg5s2bBW5n+vTp6NmzJy5cuICOHTuiX79+SExMfOl8Bw4cQFpaGgICAvDuu+9i8+bNSE1N1Xs7e/fuxcOHDzF+/Pg8ny9Tpky+63700Uews7Mr8GZox48fR0BAQK5lgYGBOH78OAAgLi4O8fHxudo4OjrC399f18ZYeCq4mfnll1/g4+ODatWq4ffff+eZUESlWHqWBjWn7JXktaNmBMJGaZifmBkzZqBt27a6x2XLlkW9evV0j7/44gvs2LEDu3btwogRI/LdzsCBA9GnTx8AwOzZs7Fo0SKcOnUK7du3f6l8K1euRO/evaFQKFC7dm1UrlwZW7duxcCBA/XaTs5YlOrVq+udYcaMGbkO4RWH+Pj4566P5urqivj4eN3zOcvya2Ms7LkxI1lZWRg/fjxWrFgBACxsiMgsNGrUKNfjlJQUjBs3DjVq1ECZMmVgZ2eH6OjoF/bc1K1bV3ff1tYWDg4OuH//fp5tZ8+enavXI79tP3nyBNu3b8e7776rW/buu+9i5cqVhX17Oi/T2+Xi4oIqVaoUeCtN2HNjBuLi4mBtbQ03NzccOnQI5cqVkzoSEZUA1pYKRM0IlOy1DcXW1jbX43HjxmHfvn2YN28eqlSpAmtra7z99tsvnCz0vxeFk8lk+c7B9dFHH6Fnz566xx4eHnm227hxIzIyMuDv769bJoSAVqtFTEwMfHx84ODgAABISkp6bv0nT57A0dERAODj4wMAuHz5Mpo0aVLge8kr7/r16wtsk5KSotc2X8TNzQ0JCQm5liUkJMDNzU33fM4yd3f3XG18fX0NmuW/WNyYOK1Wi06dOsHPzw+hoaE8xZuIdGQymcEODZUkR48excCBA/Hmm28CePajfePGDYO+RtmyZQt1hunKlSvx8ccfP3cIatiwYVi1ahW+/PJLlC1bFs7Ozjh79ixatmypa5OcnIxr167pipp27drB2dkZc+bMwY4dO557rSdPnuQ77kaKw1JNmjRBRERErlPZ9+3bpyvMKlWqBDc3N0REROiKmZyzyYYOHWrUbOb3qS8lMjMzkZWVBTs7O2zcuBHe3t5SRyIiKhZVq1bF9u3b0aVLF8hkMkyePFmSWdAjIyNx7tw5bNiw4blxMn369MGMGTMwc+ZMWFhYIDg4GLNnz4arqysaN26MR48e4YsvvkC5cuXQo0cPAM96qFasWIF33nkHXbt2xahRo1ClShU8fPgQP/74I27evInNmzfnmcXFxeWl/rhNTEzEzZs3cffuXQDAlStXADzrfcnpgRkwYAA8PT0REhICABg9ejRatmyJ+fPno1OnTti8eTPOnDmDZcuWAXhWXI8ZMwYzZ85E1apVUalSJUyePBkeHh7o3r17kbMWBsfcmCAhBNq3b4/hw4cDAHx9fQscRU9EZE4WLFgAJycnNG3aFF26dEFgYCAaNGhQ7DlWrlyJmjVr5jkA+M0338T9+/d1F7UbP348pk6diq+++gp169bFW2+9BVtbWxw4cADW1ta69bp164Zjx47B0tISffv2RfXq1dGnTx8kJSVh5syZRnsvu3btQv369dGpUycAQO/evVG/fn0sXbpU1+bmzZu4d++e7nHTpk2xceNGLFu2DPXq1cO2bdvw888/57qQ4fjx4zFy5EgMGTIEr732GlJSUhAeHg4rKyujvRcAkAlDnq9nApKTk+Ho6IikpCTdcVBTIoSATCbDL7/8Ak9PT0n+QRNRyZSRkYG4uDhUqlTJ6D8eRMZQ0GdYn99vHpYyIaNHj4alpSXmzZuHLl26SB2HiIioRGJxY0KqVq2qmw6eiIiI8sbipoTbsGEDnjx5guHDhxd4cSoiIiJ6hsVNCRcZGYlHjx7pxtoQERFRwVjclEBRUVGIjY1F586d8dVXX0Emk7GwISIiKiQWNyXQ/PnzERUVhU6dOkEu59n6RERE+mBxU0KkpKQgNjYWdevWxTfffMPeGiIioiJit0AJ8fHHH6NHjx7Izs6GnZ3dc3OpEBERUeGwuJGQEAKPHj0CAEyfPh2//vorLCzYmUZERPQyWNxIaPr06WjatCkyMzPh5uaW5yW8iYiISD8sbiSQM8Fb3759MX36dKhUKokTERFJI2d8YX63adOmvdS2f/75Z4NlBYBNmzZBoVDo5vb7f6GhofnO85dXlp9++glvvPEGHB0dYWdnh7p162LGjBlITEw0aOb/N2vWLDRt2hQ2NjaFnpNQCIEpU6bA3d0d1tbWCAgIwNWrV3O1SUxMRL9+/eDg4IAyZcrgvffeQ0pKihHeQeGwuClmGzZsQJs2bZCVlQUfHx/07t1b6khERJK5d++e7rZw4UI4ODjkWjZu3DipI+aycuVKjB8/Hps2bUJGRkaRt/PZZ5+hV69eeO2117Bnzx789ddfmD9/Pv7880+sW7fOgIlzU6vVeOeddzB06NBCrzNnzhwsWrQIS5cuxcmTJ2Fra4vAwMBc779fv364dOkS9u3bh19//RV//PEHhgwZYoy3UDiilElKShIARFJSkiSvf+LECTFy5EiRkZEhyesTkflKT08XUVFRIj09XeooRbJ69Wrh6OiYa9ny5ctF9erVhUqlEtWqVROLFy/WPZeZmSmGDx8u3NzchEqlEhUqVBCzZ88WQghRsWJFAUB3q1ix4kvni42NFdbW1uLJkyfC399fbNiw4YX5cwAQO3bsEEIIcfLkSQFALFy4MM+2jx8/fumsL1JQ1v+n1WqFm5ubmDt3rm7ZkydPhEqlEps2bRJCCBEVFSUAiNOnT+va7NmzR8hkMnHnzh29chX0Gdbn95s9N8Xg7NmzGDlyJIQQ8Pf3x6JFi3goioiKjzo1/1tWhh5t0wvX1kA2bNiAKVOmYNasWYiOjsbs2bMxefJkrFmzBgCwaNEi7Nq1Cz/++COuXLmCDRs2wNvbGwBw+vRpAMDq1atx79493eOXsXr1anTq1AmOjo549913sXLlyiK/Lzs7OwwbNizP5ws6XFSrVi3Y2dnle+vQoUORMuUnLi4O8fHxCAgI0C1zdHSEv78/jh8/DgA4fvw4ypQpg0aNGunaBAQEQC6X4+TJkwbNU1g8NacY3L17F6dOncKTJ0/g5OQkdRwiKm1me+T/XNV2QL+t/z6eWwXISsu7bcVmwKDd/z5eWAdIe/R8u2lJRcv5H1OnTsX8+fPRo0cPAEClSpUQFRWFH374AUFBQbh58yaqVq2KZs2aQSaToWLFirp1y5UrB+BZoeDm5vbSWbRaLUJDQ/Htt98CAHr37o2PP/4YcXFxqFSpkl7bunr1KipXrgxLS0u9c4SFhSErKyvf562trfXeZkHi4+MBAK6urrmWu7q66p6Lj4+Hi4tLructLCxQtmxZXZviViJ6bhYvXgxvb29YWVnB398fp06dKrD91q1bUb16dVhZWaFOnToICwsrpqSF9/jxYyxbtgwA0KVLFxw/fpyFDRFRIaWmpuL69et47733cvVMzJw5E9evXwcADBw4EJGRkahWrRpGjRqF3377Te/X6dChg27btWrVyrfdvn37kJqaio4dOwIAnJ2d0bZtW6xatUrv1xRC6L1OjooVK6JKlSr53jw9PYu8bXMiec/Nli1bEBwcjKVLl8Lf3x8LFy5EYGAgrly58lwlCADHjh1Dnz59EBISgs6dO2Pjxo3o3r07zp07h9q1a0vwDvL2yy+/YOLEiejSpQvc3d05jQIRSefTu/k/J1PkfvzJtQLa/ud7bMzFomd6gZwzbZYvXw5/f/9czykUzzI3aNAAcXFx2LNnD/bv34+ePXsiICAA27ZtK/TrrFixAunpzw63FdSTsnLlSiQmJubqGdFqtbhw4QKmT58OuVwOBwcHpKamQqvV5vrOf/LkCYBnh3MAwMfHB0eOHEFWVpbevTe1atXC33//ne/zzZs3x549e/TaZkFyer0SEhLg7u6uW56QkABfX19dm/v37+daLzs7G4mJiQbpNSsSvUb6GIGfn58YPny47rFGoxEeHh4iJCQkz/Y9e/YUnTp1yrXM399ffPjhh4V6PWMOKNZoNOLYsWNCiGeDsO7fv2/w1yAiyo+5DSj28PAQM2bMKPT64eHhAoB49OiREEIIS0tLsW3btpfO9fDhQ6FUKsXmzZvFxYsXdbfIyEhhZ2cn9uzZI4QQ4q+//hIAxNmzZ3OtHxERIQCI27dvCyGenViCIg4ovnHjhrh69Wq+t5zXeBF9BxTPmzdPtywpKSnPAcVnzpzRtdm7d6+kA4ol7blRq9U4e/YsJk2apFsml8sREBCgG6j0X8ePH0dwcHCuZYGBgfleyyAzMxOZmZm6x8nJyS8fPB+bNm1CUFAQrl69ikqVKumO+RIRkf6mT5+OUaNGwdHREe3bt0dmZibOnDmDx48fIzg4GAsWLIC7uzvq168PuVyOrVu3ws3NTTcg19vbGxEREXj99dehUqmKPDRg3bp1eOWVV9CzZ8/n5vzr2LEjVq5cifbt26NWrVpo164dBg8ejPnz56Ny5cq4cuUKxowZg169eukOGfn7+2P8+PH4+OOPcefOHbz55pvw8PDAtWvXsHTpUjRr1gyjR4/OM8v/jysqips3byIxMRE3b96ERqNBZGQkAKBKlSqws7MDAFSvXh0hISF48803IZPJMGbMGMycORNVq1ZFpUqVMHnyZHh4eKB79+4AgBo1aqB9+/b44IMPsHTpUmRlZWHEiBHo3bs3PDwKGO9lTHqVVAZ2584dAUDX25Hjk08+EX5+fnmuY2lpKTZu3Jhr2eLFi4WLi0ue7adOnZrrdMCcmzF6brKzs8WRI0cMvl0iosIwt54bIYTYsGGD8PX1FUqlUjg5OYkWLVqI7du3CyGEWLZsmfD19RW2trbCwcFBtGnTRpw7d0637q5du0SVKlWEhYXFS50KXqdOHTFs2LA8n9uyZYtQKpXiwYMHQohnvS6jRo0Sr776qrC2thZVq1YV48ePF0+fPs1z3RYtWgh7e3tha2sr6tatK2bMmGHUU8GDgoLy/E08cOCArg0AsXr1at1jrVYrJk+eLFxdXYVKpRJt2rQRV65cybXdR48eiT59+gg7Ozvh4OAgBg0alOd7fhFD9dzI/nkjkrh79y48PT1x7NgxNGnSRLd8/PjxOHToUJ6nkCmVSqxZswZ9+vTRLfv+++8xffp0JCQkPNc+r54bLy8vJCUlwcHBwcDviIhIOhkZGbqzd6ysrKSOQ6S3gj7DycnJcHR0LNTvt6SHpZydnaFQKJ4rShISEvIdhOTm5qZXe5VKxWvKEBERlSKSnsKjVCrRsGFDRERE6JZptVpERETk6sn5f02aNMnVHnh2il5+7YmIiKh0kfxU8ODgYAQFBaFRo0bw8/PDwoULkZqaikGDBgEABgwYAE9PT4SEhAAARo8ejZYtW2L+/Pno1KkTNm/ejDNnzuiuKUNERESlm+TFTa9evfDgwQNMmTIF8fHx8PX1RXh4uO5qiDdv3sx1vYCmTZti48aN+Pzzz/Hpp5+iatWq+Pnnn0vUNW6IiIhIOpIOKJaCPgOSiIhMCQcUk6kz1IBiXjaXiMjMlLK/WcmMGOqzy+KGiMhM5ExLoFarJU5CVDQ5n92cz3JRST7mhoiIDMPCwgI2NjZ48OABLC0tOacdmRStVosHDx7AxsYGFhYvV56wuCEiMhMymQzu7u6Ii4srcHJFopJKLpejQoUKz01zoS8WN0REZkSpVKJq1ao8NEUmSalUGqTHkcUNEZGZkcvlPFuKSjUekCUiIiKzwuKGiIiIzAqLGyIiIjIrpW7MTc4FgpKTkyVOQkRERIWV87tdmAv9lbri5unTpwAALy8viZMQERGRvp4+fQpHR8cC25S6uaW0Wi3u3r0Le3v7lz6P/r+Sk5Ph5eWFW7ducd4qI+J+Lh7cz8WD+7n4cF8XD2PtZyEEnj59Cg8PjxeeLl7qem7kcjnKly9v1NdwcHDgP5xiwP1cPLifiwf3c/Hhvi4extjPL+qxycEBxURERGRWWNwQERGRWWFxY0AqlQpTp06FSqWSOopZ434uHtzPxYP7ufhwXxePkrCfS92AYiIiIjJv7LkhIiIis8LihoiIiMwKixsiIiIyKyxuiIiIyKywuNHT4sWL4e3tDSsrK/j7++PUqVMFtt+6dSuqV68OKysr1KlTB2FhYcWU1LTps5+XL1+O5s2bw8nJCU5OTggICHjh/xd6Rt/Pc47NmzdDJpOhe/fuxg1oJvTdz0+ePMHw4cPh7u4OlUoFHx8ffncUgr77eeHChahWrRqsra3h5eWFsWPHIiMjo5jSmqY//vgDXbp0gYeHB2QyGX7++ecXrnPw4EE0aNAAKpUKVapUQWhoqNFzQlChbd68WSiVSrFq1Spx6dIl8cEHH4gyZcqIhISEPNsfPXpUKBQKMWfOHBEVFSU+//xzYWlpKS5evFjMyU2Lvvu5b9++YvHixeL8+fMiOjpaDBw4UDg6Oorbt28Xc3LTou9+zhEXFyc8PT1F8+bNRbdu3YonrAnTdz9nZmaKRo0aiY4dO4ojR46IuLg4cfDgQREZGVnMyU2Lvvt5w4YNQqVSiQ0bNoi4uDixd+9e4e7uLsaOHVvMyU1LWFiY+Oyzz8T27dsFALFjx44C28fGxgobGxsRHBwsoqKixLfffisUCoUIDw83ak4WN3rw8/MTw4cP1z3WaDTCw8NDhISE5Nm+Z8+eolOnTrmW+fv7iw8//NCoOU2dvvv5v7Kzs4W9vb1Ys2aNsSKahaLs5+zsbNG0aVOxYsUKERQUxOKmEPTdz0uWLBGVK1cWarW6uCKaBX338/Dhw0Xr1q1zLQsODhavv/66UXOak8IUN+PHjxe1atXKtaxXr14iMDDQiMmE4GGpQlKr1Th79iwCAgJ0y+RyOQICAnD8+PE81zl+/Hiu9gAQGBiYb3sq2n7+r7S0NGRlZaFs2bLGimnyirqfZ8yYARcXF7z33nvFEdPkFWU/79q1C02aNMHw4cPh6uqK2rVrY/bs2dBoNMUV2+QUZT83bdoUZ8+e1R26io2NRVhYGDp27FgsmUsLqX4HS93EmUX18OFDaDQauLq65lru6uqKy5cv57lOfHx8nu3j4+ONltPUFWU//9eECRPg4eHx3D8o+ldR9vORI0ewcuVKREZGFkNC81CU/RwbG4vff/8d/fr1Q1hYGK5du4Zhw4YhKysLU6dOLY7YJqco+7lv3754+PAhmjVrBiEEsrOz8dFHH+HTTz8tjsilRn6/g8nJyUhPT4e1tbVRXpc9N2RWvvzyS2zevBk7duyAlZWV1HHMxtOnT9G/f38sX74czs7OUscxa1qtFi4uLli2bBkaNmyIXr164bPPPsPSpUuljmZWDh48iNmzZ+P777/HuXPnsH37duzevRtffPGF1NHIANhzU0jOzs5QKBRISEjItTwhIQFubm55ruPm5qZXeyrafs4xb948fPnll9i/fz/q1q1rzJgmT9/9fP36ddy4cQNdunTRLdNqtQAACwsLXLlyBa+++qpxQ5ugonye3d3dYWlpCYVCoVtWo0YNxMfHQ61WQ6lUGjWzKSrKfp48eTL69++P999/HwBQp04dpKamYsiQIfjss88gl/Nvf0PI73fQwcHBaL02AHtuCk2pVKJhw4aIiIjQLdNqtYiIiECTJk3yXKdJkya52gPAvn378m1PRdvPADBnzhx88cUXCA8PR6NGjYojqknTdz9Xr14dFy9eRGRkpO7WtWtXtGrVCpGRkfDy8irO+CajKJ/n119/HdeuXdMVjwAQExMDd3d3Fjb5KMp+TktLe66AySkoBadcNBjJfgeNOlzZzGzevFmoVCoRGhoqoqKixJAhQ0SZMmVEfHy8EEKI/v37i4kTJ+raHz16VFhYWIh58+aJ6OhoMXXqVJ4KXgj67ucvv/xSKJVKsW3bNnHv3j3d7enTp1K9BZOg737+L54tVTj67uebN28Ke3t7MWLECHHlyhXx66+/ChcXFzFz5kyp3oJJ0Hc/T506Vdjb24tNmzaJ2NhY8dtvv4lXX31V9OzZU6q3YBKePn0qzp8/L86fPy8AiAULFojz58+Lv//+WwghxMSJE0X//v117XNOBf/kk09EdHS0WLx4MU8FL4m+/fZbUaFCBaFUKoWfn584ceKE7rmWLVuKoKCgXO1//PFH4ePjI5RKpahVq5bYvXt3MSc2Tfrs54oVKwoAz92mTp1a/MFNjL6f5//H4qbw9N3Px44dE/7+/kKlUonKlSuLWbNmiezs7GJObXr02c9ZWVli2rRp4tVXXxVWVlbCy8tLDBs2TDx+/Lj4g5uQAwcO5Pl9m7Nvg4KCRMuWLZ9bx9fXVyiVSlG5cmWxevVqo+eUCcH+NyIiIjIfHHNDREREZoXFDREREZkVFjdERERkVljcEBERkVlhcUNERERmhcUNERERmRUWN0RERGRWWNwQUS6hoaEoU6aM1DGKTCaT4eeffy6wzcCBA9G9e/diyUNExY/FDZEZGjhwIGQy2XO3a9euSR0NoaGhujxyuRzly5fHoEGDcP/+fYNs/969e+jQoQMA4MaNG5DJZIiMjMzV5ptvvkFoaKhBXi8/06ZN071PhUIBLy8vDBkyBImJiXpth4UYkf44KziRmWrfvj1Wr16da1m5cuUkSpObg4MDrly5Aq1Wiz///BODBg3C3bt3sXfv3pfe9otmjwcAR0fHl36dwqhVqxb2798PjUaD6OhoDB48GElJSdiyZUuxvD5RacWeGyIzpVKp4ObmluumUCiwYMEC1KlTB7a2tvDy8sKwYcOQkpKS73b+/PNPtGrVCvb29nBwcEDDhg1x5swZ3fNHjhxB8+bNYW1tDS8vL4waNQqpqakFZpPJZHBzc4OHhwc6dOiAUaNGYf/+/UhPT4dWq8WMGTNQvnx5qFQq+Pr6Ijw8XLeuWq3GiBEj4O7uDisrK1SsWBEhISG5tp1zWKpSpUoAgPr160Mmk+GNN94AkLs3ZNmyZfDw8Mg1CzcAdOvWDYMHD9Y93rlzJxo0aAArKytUrlwZ06dPR3Z2doHv08LCAm5ubvD09ERAQADeeecd7Nu3T/e8RqPBe++9h0qVKsHa2hrVqlXDN998o3t+2rRpWLNmDXbu3KnrBTp48CAA4NatW+jZsyfKlCmDsmXLolu3brhx40aBeYhKCxY3RKWMXC7HokWLcOnSJaxZswa///47xo8fn2/7fv36oXz58jh9+jTOnj2LiRMnwtLSEgBw/fp1tG/fHm+99RYuXLiALVu24MiRIxgxYoRemaytraHVapGdnY1vvvkG8+fPx7x583DhwgUEBgaia9euuHr1KgBg0aJF2LVrF3788UdcuXIFGzZsgLe3d57bPXXqFABg//79uHfvHrZv3/5cm3feeQePHj3CgQMHdMsSExMRHh6Ofv36AQAOHz6MAQMGYPTo0YiKisIPP/yA0NBQzJo1q9Dv8caNG9i7dy+USqVumVarRfny5bF161ZERUVhypQp+PTTT/Hjjz8CAMaNG4eePXuiffv2uHfvHu7du4emTZsiKysLgYGBsLe3x+HDh3H06FHY2dmhffv2UKvVhc5EZLaMPjUnERW7oKAgoVAohK2tre729ttv59l269at4pVXXtE9Xr16tXB0dNQ9tre3F6GhoXmu+95774khQ4bkWnb48GEhl8tFenp6nuv8d/sxMTHCx8dHNGrUSAghhIeHh5g1a1audV577TUxbNgwIYQQI0eOFK1btxZarTbP7QMQO3bsEEIIERcXJwCI8+fP52rz3xnNu3XrJgYPHqx7/MMPPwgPDw+h0WiEEEK0adNGzJ49O9c21q1bJ9zd3fPMIIQQU6dOFXK5XNja2gorKyvd7MkLFizIdx0hhBg+fLh466238s2a89rVqlXLtQ8yMzOFtbW12Lt3b4HbJyoNOOaGyEy1atUKS5Ys0T22tbUF8KwXIyQkBJcvX0ZycjKys7ORkZGBtLQ02NjYPLed4OBgvP/++1i3bp3u0Mqrr74K4NkhqwsXLmDDhg269kIIaLVaxMXFoUaNGnlmS0pKgp2dHbRaLTIyMtCsWTOsWLECycnJuHv3Ll5//fVc7V9//XX8+eefAJ4dUmrbti2qVauG9u3bo3PnzmjXrt1L7at+/frhgw8+wPfffw+VSoUNGzagd+/ekMvluvd59OjRXD01Go2mwP0GANWqVcOuXbuQkZGB9evXIzIyEiNHjszVZvHixVi1ahVu3ryJ9PR0qNVq+Pr6Fpj3zz//xLVr12Bvb59reUZGBq5fv16EPUBkXljcEJkpW1tbVKlSJdeyGzduoHPnzhg6dChmzZqFsmXL4siRI3jvvfegVqvz/JGeNm0a+vbti927d2PPnj2YOnUqNm/ejDfffBMpKSn48MMPMWrUqOfWq1ChQr7Z7O3tce7cOcjlcri7u8Pa2hoAkJyc/ML31aBBA8TFxWHPnj3Yv38/evbsiYCAAGzbtu2F6+anS5cuEEJg9+7deO2113D48GF8/fXXuudTUlIwffp09OjR47l1rays8t2uUqnU/T/48ssv0alTJ0yfPh1ffPEFAGDz5s0YN24c5s+fjyZNmsDe3h5z587FyZMnC8ybkpKChg0b5ioqc5SUQeNEUmJxQ1SKnD17FlqtFvPnz9f1SuSM7yiIj48PfHx8MHbsWPTp0werV6/Gm2++iQYNGiAqKuq5IupF5HJ5nus4ODjAw8MDR48eRcuWLXXLjx49Cj8/v1ztevXqhV69euHtt99G+/btkZiYiLJly+baXs74Fo1GU2AeKysr9OjRAxs2bMC1a9dQrVo1NGjQQPd8gwYNcOXKFb3f5399/vnnaN26NYYOHap7n02bNsWwYcN0bf7b86JUKp/L36BBA2zZsgUuLi5wcHB4qUxE5ogDiolKkSpVqiArKwvffvstYmNjsW7dOixdujTf9unp6RgxYgQOHjyIv//+G0ePHsXp06d1h5smTJiAY8eOYcSIEYiMjMTVq1exc+dOvQcU/79PPvkEX331FbZs2YIrV65g4sSJiIyMxOjRowEACxYswKZNm3D58mXExMRg69atcHNzy/PCgy4uLrC2tkZ4eDgSEhKQlJSU7+v269cPu3fvxqpVq3QDiXNMmTIFa9euxfTp03Hp0iVER0dj8+bN+Pzzz/V6b02aNEHdunUxe/ZsAEDVqlVx5swZ7N27FzExMZg8eTJOnz6dax1vb29cuHABV65cwcOHD5GVlYV+/frB2dkZ3bp1w+HDhxEXF4eDBw9i1KhRuH37tl6ZiMyS1IN+iMjw8hqEmmPBggXC3d1dWFtbi8DAQLF27VoBQDx+/FgIkXvAb2Zmpujdu7fw8vISSqVSeHh4iBEjRuQaLHzq1CnRtm1bYWdnJ2xtbUXdunWfGxD8//47oPi/NBqNmDZtmvD09BSWlpaiXr16Ys+ePbrnly1bJnx9fYWtra1wcHAQbdq0EefOndM9j/8bUCyEEMuXLxdeXl5CLpeLli1b5rt/NBqNcHd3FwDE9evXn8sVHh4umjZtKqytrYWDg4Pw8/MTy5Yty/d9TJ06VdSrV++55Zs2bRIqlUrcvHlTZGRkiIEDBwpHR0dRpkwZMXToUDFx4sRc692/f1+3fwGIAwcOCCGEuHfvnhgwYIBwdnYWKpVKVK5cWXzwwQciKSkp30xEpYVMCCGkLa+IiIiIDIeHpYiIiMissLghIiIis8LihoiIiMwKixsiIiIyKyxuiIiIyKywuCEiIiKzwuKGiIiIzAqLGyIiIjIrLG6IiIjIrLC4ISIiIrPC4oaIiIjMCosbIiIiMiv/A2nOHBgTH6gtAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "\n",
    "fpr, tpr = roc_curve(indicator, y_pred_train)\n",
    "roc_auc = metrics.auc(fpr, tpr)\n",
    "plt.plot(fpr, tpr, label = 'Train - AUC = %0.2f' % roc_auc)\n",
    "\n",
    "fpr, tpr = roc_curve(y_true_1, y_pred_test)\n",
    "roc_auc = metrics.auc(fpr, tpr)\n",
    "plt.plot(fpr, tpr, label = 'Test - AUC = %0.2f' % roc_auc, linestyle=\"--\")\n",
    "\n",
    "plt.title('ROC')\n",
    "plt.legend(loc = 'lower right')\n",
    "plt.plot([0, 1], [0, 1], 'black', linestyle=':', lw=1)\n",
    "plt.xlim([-0.05, 1.05])\n",
    "plt.ylim([-0.05, 1.05])\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54cdc6f0-200a-4661-a1a2-bac817d55a03",
   "metadata": {},
   "source": [
    "#### PR Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d1f51e24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "\n",
    "prec, recall, noskill = prec_recall_curve(indicator, y_pred_train)\n",
    "roc_auc = metrics.auc(recall, prec)\n",
    "plt.plot(recall, prec, label = 'Train - AUC = %0.2f' % roc_auc)\n",
    "plt.plot([0,1],[noskill,noskill],color='C0',linestyle=':')\n",
    "\n",
    "prec, recall, noskill = prec_recall_curve(y_true_1, y_pred_test)\n",
    "roc_auc = metrics.auc(recall, prec)\n",
    "plt.plot(recall, prec, label = 'Test - AUC = %0.2f' % roc_auc, linestyle=\"--\")\n",
    "plt.plot([0,1],[noskill,noskill],color='C1',linestyle=':')\n",
    "\n",
    "plt.title('PR')\n",
    "plt.legend(loc = 'lower right')\n",
    "plt.plot([0,1],[noskill,noskill],color='C0',linestyle=':')\n",
    "plt.xlim([-0.05, 1.05])\n",
    "plt.ylim([-0.05, 1.05])\n",
    "plt.ylabel('Precision')\n",
    "plt.xlabel('Recall')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84e54999-d0c1-4579-8a49-ed9230674fa6",
   "metadata": {},
   "source": [
    "#### Look at the Predictions and Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "8ffce8b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAiUAAAGdCAYAAADNHANuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB0FklEQVR4nO3deXwTZf4H8E+S5mh607u0pVDu+0ZALq2CKJ674rGKrLewivy88AJ1V1hFFtdFWS90XVfwwhNBQEAt5abcFCgtbel9Jm3anM/vj2eSNrSUpk07M8n3/XrlBTOdNN9MpvN888z3eUbBGGMghBBCCBGZUuwACCGEEEIASkoIIYQQIhGUlBBCCCFEEigpIYQQQogkUFJCCCGEEEmgpIQQQgghkkBJCSGEEEIkgZISQgghhEhCgNgBtIXD4UBhYSFCQkKgUCjEDocQQgghbcAYg9FoREJCApTKS/eDyCIpKSwsRFJSkthhEEIIIaQd8vPzkZiYeMntZJGUhISEAOBvKjQ0VORoCCGEENIWBoMBSUlJrnb8UmSRlDgv2YSGhlJSQgghhMhMW0svqNCVEEIIIZJASQkhhBBCJIGSEkIIIYRIgixqStrCbrfDarWKHQaREJVKhYCAABpGTgghMuETSUltbS0KCgrAGBM7FCIxer0e8fHx0Gg0YodCCCHkEmSflNjtdhQUFECv1yM6Opq+FRMAfMIei8WCsrIy5OTkoE+fPm2auIcQQoh4ZJ+UWK1WMMYQHR2NwMBAscMhEhIYGAi1Wo1z587BYrFAp9OJHRIhhJBW+MxXR+ohIS2h3hFCCJEPOmMTQgghRBI8Tkp+/fVXzJo1CwkJCVAoFPjmm28u+Zzt27dj5MiR0Gq16N27Nz766KN2hEoIIYQQX+ZxUlJXV4dhw4Zh1apVbdo+JycH1157LaZNm4bMzEwsWLAA9913HzZt2uRxsMRd06QwNzcXCoUCmZmZosZECCGEtJfHha7XXHMNrrnmmjZvv3r1avTs2RNvvPEGAGDAgAH4/fff8Y9//APTp0/39OV9xj333IPq6uo29TS1RVJSEoqKihAVFeWV3wfwpGf9+vW48cYbvfY7CSGEkIvp9NE3GRkZSEtLc1s3ffp0LFiw4KLPMZvNMJvNrmWDwdBZ4fkMlUqFuLg4scNokdVqhVqtFjsMQjx29HwNvjpQgJTIIMyZkOJa/+8d2Sg2NOBPl/VAanQwAOBUiRGf7clD9/BA3Depl2vbD37PQUGVCbPHJKF/HL+haG55HT7OyEV0iBaPTO3t2vaTjFycLa/DzSMSMSQxDABQUGXCB7/nIDxQg8fS+ri2Xbc3DyeLjbhuaAJG9YgAAJQaGvDOjmwEaQLwxPR+nbZfpKzaZMGbW09DrVLi2ZkDXOu/P1SIA3lVmNYvBpP7RgMA6sw2LP85CwCweNYg17YbjxZjd04FLu8dhSsHxAIALDYHlv50AgDwzDX9oQ1QAQB+OVmC306XY1zPSMwYLM1zsJx0eqFrcXExYmNj3dbFxsbCYDCgvr6+xecsXboUYWFhrkdSUpLHr2uy2GCy2NwmVLPYHDBZbDDb7C1u63A0bmu1820brG3btiOmTp2KRx99FE899RS6deuGuLg4LFmyxG2b06dPY/LkydDpdBg4cCA2b97s9vOWLt8cO3YM1113HUJDQxESEoJJkyYhOzsbALB3715cddVViIqKQlhYGKZMmYIDBw64npuSkgIAuOmmm6BQKFzLAPDOO+8gNTUVGo0G/fr1wyeffOIWi0KhwDvvvIPrr78eQUFB+Nvf/tah/UOIWHIr6rAmPRcbjhS5rf8msxBr0nNRWN14DiuoMmFNei6+P1Totu2Ph/m25ypMrnVFNQ1Yk56L9QfOu2276VgJ1qTn4mx5rWtdea0Fa9Jz8fm+fLdtt5woxZr0XJwqMbrWVddbsSY9F5/tyWv/m5Y5Y4MNa9Jz8Z+MXLf1O7PLsSY9F4cLql3rGqx2rEnPxZp0921351RgTXou9p+rcq2zO5hrW3uT8//+c1VYk56L3TkVnfF2/I4k5ylZtGgRFi5c6Fo2GAweJyYDX+Q1K/ufT0NksBYA8O6v2Vj+8yncNiYJy24Z6tp21CtbUG+147enpiGpmx4A8J+Mc3jlh+O4YXgC3rxthGvby/++DZV1Fvz8+GT0jQ0BAHy5vwC3j01u35sVfPzxx1i4cCF2796NjIwM3HPPPZg4cSKuuuoqOBwO3HzzzYiNjcXu3btRU1PTak8TAJw/fx6TJ0/G1KlT8csvvyA0NBTp6emw2WwAAKPRiDlz5uCtt94CYwxvvPEGZs6cidOnTyMkJAR79+5FTEwM1qxZgxkzZkCl4t8K1q9fj8ceewwrV65EWloafvjhB8ydOxeJiYmYNm2a6/WXLFmCZcuWYeXKlQgIkORhRsgl9Y4JxrxpqUiK0Lutnz06EWW1Zrf1PSKDMG9aKuLC3OdLumVUIsanRqJXVJBrXffwQMyblorIIK3bttcPS8CwpDD0iQlxrYsJ0WLetFSE6tx7G2cOiUPf2GAMjA91rYvQazBvWir0Gv/9mwvVqTFvWioCLpgOYErfGHQL0mBUj26udYEaFeZNS232Oyb1iYJeo8K4npGudSqlwrVt09/t3MbZW0U6ptOP3Li4OJSUlLitKykpQWho6EUnO9NqtdBqtS3+zFcNHToUixcvBgD06dMH//rXv7B161ZcddVV2LJlC06ePIlNmzYhISEBAPDqq6+2WtuzatUqhIWFYe3ata5LJ3379nX9/IorrnDb/t1330V4eDh27NiB6667DtHRvHszPDzc7bLQ8uXLcc899+CRRx4BACxcuBC7du3C8uXL3ZKSO+64A3Pnzu3ILiFEdP3jQl2XXJq6Z2LPZutSo4Px5PT+zdbfOa5Hs3XJkfoWt711TPMvXwnhgS1ue9OIxGbrokO0LW7rT8L06hb3wYzBcc0ur+g1AS1ue0X/WFzR372HXxOgbHHbyX2jMblvNBwOhlqzDXYHQ1ggXa5ur05PSsaPH48NGza4rdu8eTPGjx/fqa97/GVeRBuoVrnWPTA5FX++vCdUSveJ1va/wGtedAGN2949vgduH5sE5QWTsv3+9LRm2/5hVPOTg6eGDh3qthwfH4/S0lIAwIkTJ5CUlORKSABccv9lZmZi0qRJF63lKCkpwfPPP4/t27ejtLQUdrsdJpMJeXmtd/ueOHECDzzwgNu6iRMn4s0333RbN3r06FZ/DyFSV1BlQoPVjugQnewamV1nK3CqxIgRSRGu2hR/sCY9B2VGM24e2R29m/Q2dYWvDhTgyS8PY0rfaHz857Fd+tq+xOOaktraWmRmZrpqF3JycpCZmelqzBYtWoS7777btf1DDz2Es2fP4qmnnsLJkyfx9ttv4/PPP8fjjz/unXdwEXpNAPQa9zvEagKU0GsCXAVKF26rbJKsqFV8W526bdt21IXJg0KhgMPR/lqVS025P2fOHGRmZuLNN9/Ezp07kZmZicjISFgslna/ZlNBQUGX3ogQCXvj51NIW/ErPt+bf+mNJebL/QV48dtj+O1MmdihdKmvD5zH29uzkV/Zcr1iZwrS8u/49RfUIRLPeNxTsm/fPrduemftx5w5c/DRRx+hqKjI7dt2z5498eOPP+Lxxx/Hm2++icTERLz//vt+PRzYUwMGDEB+fj6KiooQHx8PANi1a1erzxk6dCg+/vjji458SU9Px9tvv42ZM2cCAPLz81FeXu62jVqtht3u/gc2YMAApKenY86cOW6/a+DAge16b4RIlUalRFigGiE6+dVnDEsKR73F7lbH4g9uGtEdo1MikBypv/TGXpY2IBYnX5kBbQBNlN4RHv+1TZ061W1Ey4Vamq116tSpOHjwoKcvRQRpaWno27cv5syZg9dffx0GgwHPPfdcq8+ZP38+3nrrLdx2221YtGgRwsLCsGvXLowdOxb9+vVDnz598Mknn2D06NEwGAx48sknm/WupKSkYOvWrZg4cSK0Wi0iIiLw5JNP4tZbb8WIESOQlpaG77//Hl9//TW2bNnSmbuAkC739z8Mxd//MPTSG0rQXZf1wF2XNa9l8XV/vrx5rU9X0VAy4hW0F2VAqVRi/fr1qK+vx9ixY3HfffddcphtZGQkfvnlF9TW1mLKlCkYNWoU3nvvPVevyQcffICqqiqMHDkSd911Fx599FHExMS4/Y433ngDmzdvRlJSEkaM4COQbrzxRrz55ptYvnw5Bg0ahH//+99Ys2YNpk6d2invnRBCiP9QsNa6PSTCYDAgLCwMNTU1CA11r4RvaGhATk4OevbsSbemJ83Q8UGIf2CMod5qR6BaJcpd42tMVvz712zYHMxt0jZ/11r73RLqKSGEkBY8u/4IFq7LRH6l6dIbS8yPh4tw2atb8ZfP/OeyucXuwMAXN6HXsxtgaLB2+eubbXa8vT0b7/12ttUSB9I6+VVwEUJIF9h0tBgVdRY8OKX55FpS52AMxYYGlBkbxA6ly5jMvCifMUB/wajJrhAaqMbciSkI0gTA7mAIUHV9b40voKSEEEJa8NSMfqiptyI2VH4TOU7qE4Uf/nI5wvXyml+lI8L1ahx/eTrqzHYEeGGaBk/p1Cq3++eQ9qGkhBBCWjB7TMduHSGmcL0G4XqN2GF0KYVC4ZpHisgX1ZQQQgghXsAYg8lig62DN2n1Z5SUEELIBSw2B7LLalFcI8+ajFqzDV/tL8BaP7pb8NmyWizflIV1e8V7z1Ne346BL27C4fM1osUgd5SUEELIBQqqTLjyjR24asUOsUNpF2ODFf/3xSG88O1RsUPpMtlldfjXtjP4bI94twXQa3iBrbPolniOLr4RQsgFLHYHQnUBCNHJs1A0WBuAyX2jEaRRwe5gzW5C6ou6hwfingkpiA8Tbz6itQ9cBk2A0u2GrcQzNHmaD0lJScGCBQuwYMECsUNpk6lTp2L48OFYuXIlgM6Jn44PQggRD02eJgMKhaLVx5IlS9r1e/fu3YsHHnigQ7FNnTrVFYdOp8PAgQPx9ttvd+h3tpUn8X/00UcIDw/v3IAIIYR0Kbp8I4KioiLX/9etW4cXX3wRWVlZrnXBwcGu/zPGYLfbERBw6Y8qOjraK/Hdf//9ePnll2EymfCf//wH8+bNQ0REBG6//fZm21osFmg03hl66K34CSH+x2Z3QKVUiDLFvNPWEyU4mFeNCamRmNA7SrQ45Ix6SkQQFxfneoSFhUGhULiWT548iZCQEPz0008YNWoUtFotfv/9d2RnZ+OGG25AbGwsgoODMWbMmGZ35k1JSXFdCgF4j8z777+Pm266CXq9Hn369MF33313yfj0ej3i4uLQq1cvLFmyxO15U6dOxfz587FgwQJERUVh+vTpAICjR4/immuuQXBwMGJjY3HXXXehvLzc9Tvr6upw9913Izg4GPHx8XjjjTeave6F8VdXV+PBBx9EbGwsdDodBg8ejB9++AHbt2/H3LlzUVNT0+HeJUJasjO7HP/3+SF8suuc2KG02x3v7cL4pVtx1E9Ggry+KQupz27AaxtPihbDLydL8a9tZ7A7p1K0GOTO95ISxoC6OnEeXizPeeaZZ7Bs2TKcOHECQ4cORW1tLWbOnImtW7fi4MGDmDFjBmbNmoW8vNaHv7300ku49dZbcfjwYcycORN33nknKis9+4MJDAyExWJxLX/88cfQaDRIT0/H6tWrUV1djSuuuAIjRozAvn37sHHjRpSUlODWW291PefJJ5/Ejh078O233+Lnn3/G9u3bceDAgYu+psPhwDXXXIP09HT897//xfHjx7Fs2TKoVCpMmDABK1euRGhoKIqKilBUVIQnnnjCo/dESGtOl9TiqwMF2JVdIXYo7VZqNKOopkGU+8CIwWSxw8EAtQizuTqNT43EPRNSMDwpXLQYZI/JQE1NDQPAampqmv2svr6eHT9+nNXX1/MVtbWM8fSg6x+1tR6/tzVr1rCwsDDX8rZt2xgA9s0331zyuYMGDWJvvfWWa7lHjx7sH//4h2sZAHv++eddy7W1tQwA++mnny76O6dMmcIee+wxxhhjNpuNffLJJwwA+9e//uX6+YgRI9ye88orr7Crr77abV1+fj4DwLKyspjRaGQajYZ9/vnnrp9XVFSwwMBA12tdGP+mTZuYUqlkWVlZLcZ54X67mGbHByFtcKSgmr2z/Qz76UiR2KG025GCanY4v5oZG6xih9IlTGYbK6mpZ9V1FrFDIU201n63hGpKJGr06NFuy7W1tViyZAl+/PFHFBUVwWazob6+/pI9JUOHDnX9PygoCKGhoSgtLW31OW+//Tbef/99WCwWqFQqPP7443j44YddPx81apTb9ocOHcK2bdvcamGcsrOzUV9fD4vFgnHjxrnWd+vWDf369btoDJmZmUhMTETfvn1bjZWQzjC4exgGdw8TO4wOkXv8ngrUqBCooaG4cud7SYleD9TWivfaXhIUFOS2/MQTT2Dz5s1Yvnw5evfujcDAQPzhD39wu6zSErXafZ4FhUIBh6P1KZDvvPNOPPfccwgMDER8fDyUSvfu0Atjq62txaxZs/D3v/+92e+Kj4/HmTNnWn29lgQGBnr8HEIIERtjDDYHE/Uykpz5XlKiUAAXNJq+ID09Hffccw9uuukmADwRyM3N7ZTXCgsLQ+/evdu8/ciRI/HVV18hJSWlxVFCqampUKvV2L17N5KT+U3OqqqqcOrUKUyZMqXF3zl06FAUFBTg1KlTLfaWaDQa2O00ayLpHOW1ZjgcDKGBaujU8vz2fbigGtlltegfF4oB8ZeeH0LuPtuTh5p6K2YOjkdypPe+IHri+0OFeGztQUxIjcJ/7xt36SeQZiiVk4k+ffrg66+/RmZmJg4dOoQ77rjjkj0eXWXevHmorKzE7bffjr179yI7OxubNm3C3LlzYbfbERwcjHvvvRdPPvkkfvnlFxw9ehT33HNPsx6YpqZMmYLJkyfjlltuwebNm5GTk4OffvoJGzduBMBH6tTW1mLr1q0oLy+HyWTqqrdL/MCS745h7Ktb8ZmM7x3z2Z48PL7uELYcLxE7lC7x8c5cLPvpJM5V1okWgzZACQcD6iw20WKQO0pKZGLFihWIiIjAhAkTMGvWLEyfPh0jR44UOywAQEJCAtLT02G323H11VdjyJAhWLBgAcLDw12Jx+uvv45JkyZh1qxZSEtLw+WXX96sNuVCX331FcaMGYPbb78dAwcOxFNPPeXqHZkwYQIeeughzJ49G9HR0Xjttdc6/X0S/8EYoFQ03stEjvrGhmBSnygkhPvHpdAZg+Nwy8hEUd/vpD7R2PPslfjvvdRL0l40zTzxaXR8kPZijPHkxA/uG0NIZ/F0mnnfqykhhBAv4BPziR0F8ciePcAzzwBmM68vVCo9f8THA5dfzh/x8WK/I79DSQkhhBBZc3b4K1avBrZt6/gv/Oc/+b+pqTw5mTSJ/9u3L1rLVGvNNnyScQ5mmx0L0mg6g/agpIQQQi7w1x+Ow+ZgeGhcd8TBDJhMQH09/7fp48J1Fy6rVEBSEn8kJzf+v7NHCDKGX04UY+nGUxiSGIYVtw7v3NcTmclix7CXfsa/M7JwJQA8+CBw1VWAw8EfjDX+v7WH3Q5kZQG//w4cPgxkZ/PHxx/zF4qObuxFmTQJGD4caDLtgsXmwN+Fae7/ckUfqOjSn8coKSGEkAt8vi8f/U5nIua2l3ii4W3dujUmKcnJ7v9PSgISEgDn8HqHA6iqAsrLgYqKi/97wf8nhndD9W1vIF+f6v34JabOYoPNwaCrF+aomjwZuOWWjv3SmhogIwP47TeepOzeDZSVAevX8wfA56a67DJXT0rQ6DG4ZWQigrQq2BwOqJTyLZQWCyUlhBBygXnTemNg7kYonQmJXu/+CAxs2zqzGcjP54+8PP4wGoHKSv7IzGw5AKUSiIvjz6+sbNd9tbQVZfjPYEB545D27wiZiAzSYteiKxGxUQWcAxDmhdlsw8KAGTP4A+Cfxf79PEFxPqqqgF9+4Q8AWrUab6xbB9xwU8df30/5TFIig0FERAR0XJD2eHBKKrBBwxcWLgRauKt1u9XUNCYpLf2bnw9YrUBhofvzwsKAyEggKqr1fyMjgfnzgd9+wwA9A+JCvBe7RKmUCsSF6QCT0FPShlEeHtNqgQkT+OOpp3gP1okTjQnK5s1ASQmwcSNwEyUl7SX7pESl4t1jFouFpiYnzTgnVbtwun1CLslg4P96u4ELC+OPwYNb/rnDAZSWAufPAzodTza6dXOrXbik2Fj+r/M9+IuaGv6vN3pKLkWpBAYN4o8HHwTefBNYsAAwGBoLb2n4lsdkn5QEBARAr9ejrKwMarW61VlCif9gjMFkMqG0tBTh4eGu5JWQS7HaHag2WRFRXc1PkJ3xrbs1zks3cXHt/x1CzKfPFOLkoULMGpbgpeCkKbe8DpuOFeO+GgNUQNckJRcS9vnew7m4/bmf8Ol94zCuV2TXxyFzsk9KFAoF4uPjkZOTg3PnzokdDpGY8PBwxHXk5E78Tm55Ha76x6/4+EAOpgBdn5R4gxDzll2n8VrgQVw3NN6nv7WfKDJg+Q9H8KC5ga8Q4zMTEiF9Qx1sDgaTle7N1R6yT0oAfnO2Pn36XPKOucS/qNVq6iEhHqu32qFQAKFWochVxklJisaGCamRsNgd0Ab47t9CbJgOt/Vt0jsixmcmvGZfHcPuZ69EhF7T9TH4AJ9ISgBAqVTSNOKEkA4bmhiOs6/OBPvpeb5CxknJNclBuOa+y0QOpvONTI7AyCv4HcgRFMTnh+lqwj5X1xkRG0ptUXv5TFJCCCHeolAooDB2UqFrV3DWVPhToavzvYpRT9L0dZ3FtqRdqCqUEEJa0lmjb7qCM2Z/SkqcyYBYn5fwusxgwL+3n8GenEpx4pA5SkoIIaSJ3Wcr8NL3x2CvkX9SkpdbjKv/sQNHCnz72/vSn07g0X/v4Ati9ZQI+1zhcGDld4ew41SpOHHIHCUlhBDSxJHzNfjfjlNQWYXCeRknJepaI06V1KLK5NuDAAz1VqjEvtym17tqWWb3DcHAeJGSI5mjmhJCCGliWFI4Hh0T07giRIYzogoNcxQz49P7xmFgvAwTKw88Ob0/7Ke6Az9CvJ4ShYLv96oqLJmaDPSPFycOmaOkhBBCmhiT0g1jbMKMqCEhfDIzuWnSUzKxd5TIwXS+bkEawCHiHCVOQlLiV7U8XibDvzZCCOlkci5yBRrjtlj4jeT8gdijbwD/LDD2MkpKCCGkiVqzDeaKKr4g16SkySWnHXvP4ExprYjBdL5vDp7HqVMFfEHMz0xIiBa+twN3fbBbvDhkjJISQghp4onPD2HeamEkh1yTEpWKTyIG4IVPMvDdocJLPEHeVm07g+NZQlIigZ4SldGImnqreHHIGNWUEEJIE3UWGyIt/O7Ssk1KAN4419VhZIQK0SFasaPpVJP6RKOXWrjXjNg1JQCempAAdvdo8eKQMUpKCCGkiY/njoW1bg/wA+SdlISGAoWFWHlNL+CyHmJH06lenDUQeF244aCYPSXCa0c7GgCaar5d6PINIYQ0oVQqoDXV8QW5JyWA/0x7LvaMrk1fmwpd242SEkIIuZDcR98A/tdASmj0zekzhXj/t7NgjIkXi0xRUkIIIU2s+DkLB4+e4ws+kJS8+8NBPPPVYZGD6Tw19VaMePlnGEoq+AoJ9JSczCrAX388AYvdIV4sMkVJCSGENPHB7znIOVvEF3wgKakqrsDJYqPIwXQek8WGqjoL9A3CJTcJ1JT0VNtw04jucFBO4jFKSgghpIk5E1IwMEjodhezgesoISn5Y59QvHDdQJGD6TxRwVpseXA0ApiQAUigp2RwiAL/mD0cgRqVeLHIFCUlhBDSxFMz+qO/XljwgZ6SXloHRvWIEDmYzqNWKdFbJyQkSqVrfhZR+FsdTyegpIQQQi7kC4Wuzl4ef2ggm35eCoV4cTj3ub+MeOoElJQQQojA7mBosNrBfCEpEWKvLCrHtpOlIgfTefIqTPh5ZxZfEPtym7DP68qrMOLln5GRXSFuPDJESQkhhAiyio3o/8JGVBWV8xU+kJRknSrA3I/2wuajI0EyC6rxn01H+IJEkpLAhjpU1VlQa7aJG48M0YyuhBAiMFl4IxJk9oFp5oXYI+0NGJoYBovdgQCV730PjQrWYGK0mi+I/XkJr69kDFseHIX47pHixiNDvneEEkJIO41MjsCRZ6dCa7PwFWI3ch0hxN43kOG7+ZdDr/HN76ATUqPw8MhoviB2T0lgIBDA93NvrQNBWt/c552JkhJCCBEolQqEWBsaV4SEiBdMR/nTSBApTDEP8CJbf9rvnYCSEkIIacrZmOj1rm+9suRPjaMUpph3Evb7zxmncDCvSuRg5KddScmqVauQkpICnU6HcePGYc+ePa1uv3LlSvTr1w+BgYFISkrC448/joaGhlafQwghXW1fbiU+2SRMyS72t+6Ocsbf0IDb3tqBIwW+OUz19U0nsW6LUOgqhc9MSIw+2XQYG48VixyM/HiclKxbtw4LFy7E4sWLceDAAQwbNgzTp09HaWnLQ87+97//4ZlnnsHixYtx4sQJfPDBB1i3bh2effbZDgdPCCHetO9cFb7/7SRfkMK37o5o0kCfPFOI8lqziMF0nlKDGcwgTKMvhc9M2O8TojVIjQ4WORj58TgpWbFiBe6//37MnTsXAwcOxOrVq6HX6/Hhhx+2uP3OnTsxceJE3HHHHUhJScHVV1+N22+//ZK9K4QQ0tUGxodiVorQkEjhW3dHBATwS1AA3rymFwZ1l/n7uYgFV/XF9EQdX5DCZybE8PDIaNw6OknkYOTHo6TEYrFg//79SEtLa/wFSiXS0tKQkZHR4nMmTJiA/fv3u5KQs2fPYsOGDZg5c+ZFX8dsNsNgMLg9CCGks03uG427BglTskuhgeso4T1MidchJkQncjCdo3t4ICJsQjmAhHpK/KKWpxN4VMVVXl4Ou92O2NhYt/WxsbE4efJki8+54447UF5ejssvvxyMMdhsNjz00EOtXr5ZunQpXnrpJU9CI4QQ7/CF2VydQkOB4mLfn/ZcKqNvAJpqvoM6ffTN9u3b8eqrr+Ltt9/GgQMH8PXXX+PHH3/EK6+8ctHnLFq0CDU1Na5Hfn5+Z4dJCCGwO5jvJSUATp06j3MVdSIH0zk2HSuGsaySL0iop2Tt1qO496O9IgcjPx71lERFRUGlUqGkpMRtfUlJCeLi4lp8zgsvvIC77roL9913HwBgyJAhqKurwwMPPIDnnnsOSmXzvEir1UKr1XoSGiGEdNiDn+zHyG8P4BHAp5KSf313AImJI/DUjP4iB+R9y346ic9KKxACSOMzE2JgNQYU1tAoU0951FOi0WgwatQobN261bXO4XBg69atGD9+fIvPMZlMzRIPlUoFAGCMeRovIYR0GpPFhkBfmGLeSXgPPdV2hAaqRQ6mc4xMjkCYVUI1JUIMM5ICseqOESIHIz8ezwy0cOFCzJkzB6NHj8bYsWOxcuVK1NXVYe7cuQCAu+++G927d8fSpUsBALNmzcKKFSswYsQIjBs3DmfOnMELL7yAWbNmuZITQgiRgn/fNQqqbWHAfvhUUvL4uDhgSqrIwXSON24ZDMyWUCIpxBBha0AEDQn2mMdJyezZs1FWVoYXX3wRxcXFGD58ODZu3Ogqfs3Ly3PrGXn++eehUCjw/PPP4/z584iOjsasWbPwt7/9zXvvghBCvCBEpwYahNoLKTRwHeUPI0GMxsb/S+Ez84d93onaNYfy/PnzMX/+/BZ/tn37dvcXCAjA4sWLsXjx4va8FCGEdC1fKnR1Xs7w5QbSOcpFq+UPsQnHjbGkAhv25uGPo5KgVCpEDko+6N43hBAieGd7NsoKhNmpfSEpEd7D7wfOYsl3x0QOxvuq6iyY++YWAACTQj0J4EoEjWWVePqrI2iw2UUOSF4oKSGEEME/tpyCQUrDSztKSErqSiuw71ylyMF4X63ZBmNpBQBAIZUkUogj3FqPK/vHwOagAR2eoKSEEELARwP+cVQioh3CPWKk0sh1hPAehocp8cTV/UQOxvuiQ7RYemUPviCVJFLY53qzCR/cPQqhOt8c9dRZKCkhhBAACoUCf7tpCEItEhrJ0VHCe4iFBVP7xYgcjPfp1Cr00Tn4glQ+L2dyxBhQWytuLDJESQkhhDjZbIDJ95ISvyh0lUpPiVYLqIXeEV/e752EkhJCCHFqOrw0JES8OLxFSEqs1TXYl1vpcxNWFlSZcCKrgC9IJYlUKFyx3L1yMzKyK0QOSF4oKSGEEACHC6ox9cVv+YJOB2g04gbkDc6kpKoaf1idAbPNIXJA3rU3txJbd5/mC1LpKQFc+722pAI19RaRg5GXds1TQgghvqbObIfW5EMTpwGuhlpvNSM1XAuzzQGd2ndm0g4P1CBQK7GaEsC13/9+VQqie0WKHIy8UFJCCCEARvYIx3//OAD4ENJq4DqiySWorQ+OAnzs/jfT+scASYF8QYI9JX0CGaD3gR63LkSXbwghBIA2QIVo5kPDgQF+CUqn4//31aJL5/uSYFLis/u8E1FSQgghTs6RHL6SlACN78X53nyNFD8zIUE6fiIfR8/76H7vJJSUEEIIgMz8avy2P5svSKmB6yjhvSxduxtHCnyrgVyx+RROnynkCxLsKfl51ymsP3he5GDkhZISQggBkH6mHL/uO8sXpNTAdZTQQGadPo+imnqRg/Gu/EoT1LXCMG4pJZJCLL11DiRFBIocjLxQoSshhABIjQ4GugkjU6TUwHWU8F4eHB6NpAQfel8AHpmaigSlMORWSomkEMt1PYKAiT1FDkZeKCkhhBAAMwbHAUl6vuCDScn4aDUQoRc5GO/qExsCSLinhApdPUeXbwghxMnZiEipgesoZw+CLzaQZjNgkWBPCSUl7UZJCSGEOPliUiK8l/LCMp+rKck4kN24EBwsXiAXEvb5iVPn8cin+0UORl4oKSGEEAAPfrIPuzJz+IIPJiXf/XoSH6XnihuLl638mjf49uBgQCWhmWqFXpsAowGnS+hOwZ6gpIQQQgBU1Vl9b5p5wPVeohwN0AT41il/cDC/wSALkdjnJezz5AAblv9xmMjByAsVuhJCCIB/3j4CESuEBR9MSq7vGQxc3U/kYLzrhclJAICAiHBxA7mQsM+1ploMSwoXNxaZoaSEEEIAxIXpAJPQ1e6DSYlPFl1KcTZXoLHo1mgE7HZpXVqSON/qyyOEkI6QaiPXEb6clEjxvjeA2/Hz8+4zsDuYiMHICyUlhBAC4L+/ZwO1Qk+J1Bq5jhAayOKCUizdcELkYLynvNaM1d8d4AtSSyK1WjANvzvw4v9moNZsEzkg+aCkhBDi9xhjeP2rJkM3pdbIdUSTnpIdp8rEjcWLjA02GEsr+YIEk0iFc9K6KDX1lHiAkhJCiN+zORiuTw0BAP4NV6sVOSIvEhrsSLsZ86/oLXIw3hMTosXsPkLCJcUkUtjvK2b0RLcgjcjByAcVuhJC/J5apcQr05IBNH7D9RnC+1HX1+G6QbEiB+M9QdoABAVY+YIEe0p8upanE1FPCSGEAL45myvg/n6MRvHi6AxS/swoKWkXSkoIIQSQdgPXEU2KLs9mF8LhI/UNxTUNqCwUamSk2FMixPTW+n3IyK4QORj5oKSEEOL3DuVX4+k1v/MFX0tKANd7eujtbTBZ7SIH4x2/ni5DdnYRX5DiZybEVFNSgfJas8jByAclJYQQv2dssIHV+GhPCeB6TwlKK8w+kpQEawMQ5RBuMCjFnhJhn985IALjenYTORj5oEJXQojfG9kjHH0uiwM2wieTEmfx7ke39AeCfWNk0cwh8YBaSLCk+JkJMfVU24BQncjByAclJYQQv6fXBEDPhC52KTZwHeWrRZfOGXil2FPijMnX9nkno8s3hBAC+G6hK+CbDSRj0p1mHnAdR2WFZThV4mOjnjoRJSWEEL939HwNzjqLJqXYwHWU0ECu33ECR8/XiByMd6z+IZMnJoA0E0khphNZ5/G/3XkiByMflJQQQvzelhMlOJ5VwBek2MB1lPCezuUUIa/SJHIw3pF/rgQA4FAFAIGBIkfTAiG5jXE0IDrEN+p4ugLVlBBC/F6PSD16qIWbpvlwUnJlgg5BcSEiB+Mddw0IBwCw0BBAoRA3mJYI+7y/nqH/NN+Z3r+zUVJCCPF7N41IBEKEhs2Hk5IhIQogOljkYLyjfxD/VxUeLmocF+WrxcWdjC7fEEII4NuFrr7YQDpH3kj183LGVeMbNTxdhZISQggB/CIpaaisRoWPzC6anV0IALBL9fNyFkzX1WHhZ/vFjUVGKCkhhPi9v3x2ELVllXxBqo1cRwjv6fjJfLy9PVvkYLxj3ZajAIA6rV7kSC4ipLF25/SZIhEDkRdKSgghfu98ZR30DcKoFF9MSoRv7SGWejiYb9yQL0FpBQAopVpTotWCafmomxenJIocjHxQUkII8XvLZ/aGEhKe86KjhPfUR+fA4lmDRA7GO+4ZFAEACI6W7n1lFEIyOCZCJXIk8kFJCSHE7/XSCPdQUamkOedFR/lioauUZ3N18sX93skoKSGEkKZFrlKc86KjnI2j0Qg4HOLG4i1SH30DgAmxHTuRD5vdR/Z7J6OkhBDi97btOQMAcEj5W3dHOBtuxvCvbw+KG4sXlBoasPtQLl+Q8mcm7PfV3x1ATb1V5GDkgZISQohfszsYPthwCADgCPaN2U6b0engCOBzZf5+8KzIwXRcTb0VlooqviDhnhJnTUlvnQN2h28UGHc2mtGVEOLXrHYHLovip0JlmHQbuA5RKICQUKCqEncNjBA7mg6LCdUhypk/yqCn5LGxcUCoTuRg5IF6Sgghfk2nVmH+6FgAgFLKDVwHOROua1PkP818WKAaEdZ6viDhnhIqdPUcJSWEEOLLs7k6+VoD6Sx0lXIi6YyNpppvM0pKCCHED5ISJjSQVcXlcMi8vqHMaIa9RgafmRDb9r3Z2HW2QuRg5IGSEkKIX8vMr8a6rcf4gpQbuA5iwrTnr67dDWODTeRoOmbL4QKo6oUZeKXcUyIcT/UVVSiqqRc5GHmgQldCiF+rMllgr5b+nBcd5ayXCbeYYLLaEAa1yBG1n95salyQ8mcmxDY6XImGHtKdeVZKKCkhhPi1kUkRsCUFAocg7Qauo4T39tykRCBM3rPW3tBTKNYNDATUEk6uhEQwmpmBbhK9caDEUFJCCPFrYXo1YG/gC36QlPhEoatcaoB8aZ93EaopIYQQuTRyHeFLDaQcRt4Arn1uraxGbnmdyMHIAyUlhBC/llVshKG0ki9IvZHrCKGBPHIiH0fPy3uI6k/pWQCAGq3EL4kIx5O1uhrv/Sb/mXS7QruSklWrViElJQU6nQ7jxo3Dnj17Wt2+uroa8+bNQ3x8PLRaLfr27YsNGza0K2BCCPGm7w8VwlAiDNf0g56SisJynJX5t/aivBIAgEkbJHIklyDsc73VjFC1D97osRN4XFOybt06LFy4EKtXr8a4ceOwcuVKTJ8+HVlZWYiJiWm2vcViwVVXXYWYmBh8+eWX6N69O86dO4fw8HBvxE8IIR0SF6ZDuE0Gs4N2lPCtvU+gA4YYec/qOiVOCwAIjo0UOZJLaHI8PT2xu4iByIfHScmKFStw//33Y+7cuQCA1atX48cff8SHH36IZ555ptn2H374ISorK7Fz506ohSrplJSUjkVNCCFe8qdxyYBziKkvJyXCe+uutKJ7vLzfZ6rWDgAIiZb4MFu1mo8Qqq/ndTAR8r/vUGfz6PKNxWLB/v37kZaW1vgLlEqkpaUhIyOjxed89913GD9+PObNm4fY2FgMHjwYr776Kux2+0Vfx2w2w2AwuD0IIaRT1NcDzvORHyQlPlHo6nwPcqgB8qX93gU8SkrKy8tht9sRGxvrtj42NhbFxcUtPufs2bP48ssvYbfbsWHDBrzwwgt444038Ne//vWir7N06VKEhYW5HklJSZ6ESQghbedsLBQKIEjiNQodITSOrKYGtWZ5z+haVVQGALAFS/8ylCWIx/jOdwdEjkQeOn30jcPhQExMDN59912MGjUKs2fPxnPPPYfVq1df9DmLFi1CTU2N65Gfn9/ZYRJC/NTStbxQ3xYcwhMTX+VKSgx47acTIgfTMRkHcwAAFSrpTwJnDeLT++dkF4ociTx4VFMSFRUFlUqFkpISt/UlJSWIi4tr8Tnx8fFQq9VQqVSudQMGDEBxcTEsFgs0Gk2z52i1Wmi1Wk9CI4SQdikrLAXAkxKfnk1SSEqUYLAZa0UOpmPCrbwwWR0RLm4gbaDpFg4AuHNAuKhxyIVHPSUajQajRo3C1q1bXescDge2bt2K8ePHt/iciRMn4syZM3A4HK51p06dQnx8fIsJCSGEdKV5I6IBAAHhMqhP6Ai9HkzJT/l/uyJZ5GA6ZkI0HzTRLSFa5EguzZk4DQtTtb4hAdCOyzcLFy7Ee++9h48//hgnTpzAww8/jLq6OtdonLvvvhuLFi1ybf/www+jsrISjz32GE6dOoUff/wRr776KubNm+e9d0EIIe2UquNfmHw+KVEooBB6SxRGo8jBdFCNjG6gSIWuHvG4t3L27NkoKyvDiy++iOLiYgwfPhwbN250Fb/m5eVBqWzMdZKSkrBp0yY8/vjjGDp0KLp3747HHnsMTz/9tPfeBSGEtJecRnJ0VFgYUF0t/wZSRp8ZCw2FAkBJfgm62R1Qq2gi9da06xLq/PnzMX/+/BZ/tn379mbrxo8fj127drXnpQghpFOdyCrAAAD2kBD4ege7JSgYGgDf/XYS148dK3Y47VJiaEBQaQWCAVn1lGzYeQrX1lkQE6oTOSBpo5SNEOK3LDYHfvid30fFLoyS8GVmPR+euu9wrriBdECF0QyNSZgmXwY9JQohxlhmhtnmuMTWxKeLzQkhpDVWuwO9hZoSla/XlABQC+/xinj5jm6M1TBoHMI8KzLqKZmZrAe6SfwGghJAPSWEEL8VpA3ATam8h8QfkhJdJJ/mfGq8fC8hRDrM/D8KBSCDydNcvTlyr+PpIpSUEEL8m7OxkMO37o7yhZEgzpE3ISGAUgZNmC/s8y4kg0+UEEI6kR8mJZaqajgcTORg2sdQXA4AsIfKpGdL2OfFBaXYk1MpcjDSR0kJIcRvZeZX4+hJ4TYWfpCUOEL4paovfzmOKpNF5GjaZ/chPsV8CVOLHEkbCZdvVEYDzlXUiRyM9FFSQgjxW+VGM5R+1FOiDA8HAARbTDBZLn6ndilT1/KJ3yzBMhktJRxXEbYGjEiOEDkY6aPRN4QQvzUsKRxBGqFx9oOkxPker00JgjJC+jeza4mzSDelZ7zIkbSRsM8DzA3oHSHfUU9dhXpKCCF+KzpEC3290KXuR0mJymiEQq53RHYWuspgjhIAvCDXiYpdL4mSEkKI/2JMVlOWd5gz8XI27HIkt8ttajWYns9PUlpQKnIw0kdJCSHEb+UUVABWK1+QSyPXEcJ7rCmpwPFCeX5rP3I8DwBw3iGfu8ybdEEAgP9tPipyJNJHSQkhxG99L0wxD0AeE3F1lJCUMIMBJ4vlmZRUFvEhwRUB8pkAzhbEj60gC42+uRRKSgghfiuGNQAALPpgeUzE1VFCUhJqqUevqCCRg2mffsJtAWK6x4gcSduFxUUBAO4fGiVyJNLnB3+FhBDSstv68yGamgg/qCcBXEmJ0mHH8Ch5jgSJU/D5VeKSY0WOxAM0q2ubUVJCCPFfciua7KigIH7PGEC+DaSzSFdOnxklJW1GSQkhxH/5W1KiVLreq7WqWtxY2skZt10uk6cBMGr46JvNGadEjkT6KCkhhPitdVuPAQAMGnlOJNYeRi1vIN/9IVPcQNqporAMAHDeIZNp5gGYhULX83klIkcifZSUEEL8Vvl5Pm+EWe8HI28EVqGBlOtcJcFmEwBAE9VN5EjaTh/Fa5cmRssnkRILJSWEEL91bQofgRIcLZ8GrqPCYiIBAPcPk+FIEIcDwZZ6AEBs92iRg2k7vZBA9RFGDpGLo6SEEOK3UtT8vjeBkf5zozRVOB9ppDHVihxJO9TW8ll4ASiEmwvKgnO2YCp0vSRKSggh/sufpph3kvNIEOclJ7Ua0MpoSLOwz+srqmCzU29JaygpIYT4JcYYSs/zokk5jeToKJOOF7ruP3JO5Eg8Vy58XqbA4MahzXIgJCWnzxSixGgWORhpo6SEEOKX6q12HDrG76Ni84cp5gW1wvDUk6cKRI7EczXFfIr5ShlNMQ/AlZSEWUwwW+0iByNtAWIHQAghYrDYHIhm/FurWk71CR2kE4p6B8pwlvkIO78tgC5SZoXJwuXBHgE2INp/EuD2oJ4SQohfCtdrMDyMnwKV4f5TUxIqjL4ZEa4SORLPdbPxkTdRCTIbOSTnOp4uRkkJIcR/+duMroC8G0i5FiY793lDA2CxiBuLxFFSQgjxX36clLCaGjBheK1cmCuqAMiwMLnJ8XXwqPwKjLsSJSWEEL+UmV8NS2U1X/DDpOREVgFKDPIaCXLiZD4AIL3MKnIkHlKp0KDltzLIP0dTzbeGkhJCiF8qKauGxiZ0pfthUhJsNsFksYkcjGdUtUYAMuwpAVz7fVCQvHqnuholJYQQvzQ0rEmhZ4gMG7n2EhrHRJUNyd30IgfjmSHCwJXJY3qLG0g76IRZg1O1NHlaa2hIMCHEL8UrhEsAQUFAgB+dCoWkRGk0QKmU0QRkgKsGSCXH0VJyLjDuQtRTQgjxT/5Y5Ao0jlyxWgGzvGpKXNPMy230DQCH0BtXW1YpciTSRkkJIcQvlRaUAgBscqxP6Igms9eeOVMoYiCeqyjiM7qeaZBf05Vr5b1xm9KzRI5E2uT3yRJCiBf8sucMAKBUIaMbu3mDUol64f43p06fFzkYz1gr+ZDgfLv8Lrc5QniPnCzvztyFKCkhhPilUCufHdThbz0laGwgE5XyGlobbuPTzCemxIscied6pfKYZ/WkaeZbQ0kJIcQvzezBb/6S2CNW5Ei6XlAUHwkyNFReha66Oj4kuE+f7iJH4jmlsw6GCl1bRUkJIcQ/+WuhKyDPkSAWC5+mHZBloasrZmexLmkRJSWEEP9ESYm8kpImsbJg+V0CqQrQAQBOy6y4uKtRUkII8Ut7MnMA+GGhK4BcK5847rvfToociQeEpKROrUNujfxualen4cXFNSUVIkcibZSUEEL8krNxMGnlNaupN1j0Qk+DjC4lsOpqAECtVo8gjar1jSUoNDYSAJASIK+p/bua/MZVEUKIFziLPLvFR4kcSddL7slHglyVJJ+ETGHkRa7R3WOAYPn1boXG8eMsytEgciTSRkkJIcQvxYJfAnA2Fv7EeR+WwPo6kSPxgNCrowwLBeQ2PT4gzzoeEdDlG0KIf6JCV3k1kM5Y5TjyBnDtc2YwwGanm/JdDCUlhBC/43AwmCur+f/9cPI0oyYQAHD+XLHIkbRdTXEZACDbLNNmS0imFGYzzpdUixuLhMn00yWEkPartdhcha42GQ4v7agqFU9KSoT7/8hBbRmfYv6ESYaXbgC3ew5ZhISYNEdJCSHE75itDoRY+DTz6ohwcYMRQVA0rymJg3yG1oY08PqXxB5xIkfSTiqVa36VPoFM5GCki5ISQojfiQ5UIdDKR0Eo5Fqj0AGRCdEAgAQZ3fvGea+i4YN7iBxJ+ymctTwyGord1SgpIYT4H2F4KQAgxP9qSmRZ6OpsyOVcmEz3v7kkSkoIIf7H2cDpdIBGI24sYpBh42gXPjMm46SkQsWnmj9DU81fFCUlhBC/c/JUAQCgThckciQicTbsMhoJUprPi3L/c6xK5EjarwQ8AS7Ok8+op65GSQkhxO9UFJYDAAzqQJEjEUmTS1YNFdXixeGBgFreq+OQcU9JaCyfqC9ZbRc5EumipIQQ4ndStXzyKn1UhMiRiESlgkPPe4kSVfIYgRPlMAMAbr1ikMiRtF9ij1gAQDLd/+aiKCkhhPidOAVviMP8cIp5J2UY73HQmuQx1bxCqCkJiokUOZIOkGOBcRejpIQQ4n/8eYp5Jzk1kIz5xGfGhMtm1kr51sV0NkpKCCF+x1jGZ3O1BPnfbK5ORi2/Q3BhXonIkbSByQTYeR3GCZPIsXTA7kr+Hg4dyxM5EumipIQQ4ncOHOaNwjGj/86smW/jN4nPPVskciRtIPSS2BVKnDTK92Z2zsnTAupqRY5EutqVlKxatQopKSnQ6XQYN24c9uzZ06bnrV27FgqFAjfeeGN7XpYQQrxCW88bBRYi30sBHaWN5EW+kUIBqaQJ9SQWfRB6x8j3MxshzEY7LFSm9+/pAh4nJevWrcPChQuxePFiHDhwAMOGDcP06dNRWtr6jZ1yc3PxxBNPYNKkSe0OlhBCvOGyKDUAYOQQ+U5Z3lGpqQkAgH56GfQWCT0lgVHdMCRRvrcF0AiJoEIOdTwi8TgpWbFiBe6//37MnTsXAwcOxOrVq6HX6/Hhhx9e9Dl2ux133nknXnrpJfTq1atDARNCSIf5QNFkh8mp0NUXppgH5LXPReJRUmKxWLB//36kpaU1/gKlEmlpacjIyLjo815++WXExMTg3nvvbdPrmM1mGAwGtwchhHiNrzRyHSGnBtIZo8xvnlih0gIA6ito9M3FeJSUlJeXw263IzY21m19bGwsiotbnjb3999/xwcffID33nuvza+zdOlShIWFuR5JSUmehEkIIa0qzOOXmwsdapEjEc+hGl4wmnn0nMiRtIGQRG4vakBBlXyH39QE8BmEA2qNfJgzaaZTR98YjUbcddddeO+99xAV1fZJihYtWoSamhrXIz8/vxOjJIT4G2t1NQCgOkAnbiAiqg8U7vsjg54Sh5CU1GiCoNcEiBxN+4ULk/Wp7TbALIMCYxF49OlGRUVBpVKhpMR9XHtJSQni4uKabZ+dnY3c3FzMmjXLtc7h4Nl5QEAAsrKykJqa2ux5Wq0WWq3Wk9AIIaTNohlvEGISYy+xpe8a0K87AKB/kPS/sTtnc027rDcCA+Xbu9UtrslstAYDv0s1ceNRT4lGo8GoUaOwdetW1zqHw4GtW7di/Pjxzbbv378/jhw5gszMTNfj+uuvx7Rp05CZmUmXZQghotDX86nVo7pHixyJeMKEm8PpZDDNvMJoBAAERUdCqZTxcFqlsvFmiM66JuLG436whQsXYs6cORg9ejTGjh2LlStXoq6uDnPnzgUA3H333ejevTuWLl0KnU6HwYMHuz0/PDwcAJqtJ4SQLmG3A7XC5FVU6CqLyzc+VZgcFgYYjXBU19DspS3wOCmZPXs2ysrK8OKLL6K4uBjDhw/Hxo0bXcWveXl5UCppVxNCpMluMEIl/J+FhEDG37s7xKDRIxRAQ2U1pH4Rob6iCoEA9lbZMUbsYDoo26xCKoCiglJ0l/ub6QTtqhiaP38+5s+f3+LPtm/f3upzP/roo/a8JCGEeIWxtALhAMyqAARotK4Exd+UKjQIBWTRU2IRkpItBfWyT0pMOn7PIWtltbiBSBR1aRBC/IpFaAzqtHqo5Fyf0EEhMbzoUmc1A1aryNG0Tmvil9v695d/HWLfPrzAOFkl7X0uFkpKCCF+JQYWAEBEXNunKfBFsU2LfCXeW6ITkpKbpgwQOZKOc95zSFlrFDkSaaKkhBDiX4SiSYUvFE12hFoNBPLJvKSelPjKjK4A5FVgLAJKSggh/oXue9NIJg0k86HRN7kWXsVUkl9yiS39EyUlhBC/UnCO3xIjzybfmUG9pZDxichKClq/y7uo7HYohCHcf99ZKHIwHXesjtcxVRWXixyJNFFSQgjxK1XFFQCAfEpKUC3ci8VcUS1uIK0xNtZeWIJCRAzEO+KTYwAAkXaaZr4llJQQQvxKvIIXusYn++8U806JKfz2ILEKCTeQwqUlptXi4ekDRQ6m40YO7gGg8VYHxB0lJYQQvxLl4I1Br9QEkSMRX6gwLFgr5anmmxQmRwX7wD3RnMW6NM18iygpIYT4Fyp0bSSHQldn4+0LI28A1z5nUt7nIqKkhBDiVyxV1QAAmw/UJ3RUmZL3PFQXlYkcSSuExrtcqcWZ0lqRg+m4TfkmAEBFIRW6toSSEkKIX8nNKQIAbDlfL3Ik4ttXaQMAFOVLePSN0FNyqkGFE0Xy711gwl2CdSaaPK0lVH5OCPErmjr+bVsRRpdvQqK78X8tEk7QhJ6S4JhuCI7UixxMx10+KhUAEGQ2AYwBCv+91UFLqKeEEOJXUtR2AMCVY3uLHIn4nA1kopTvwyL0lAwdmIyhieHixuIFwUJxscJmAxoaRI5GeigpIYT4F6GRC4gIFzcOKZBDoasvTTEPAEFBjb0jNAKnGUpKCCH+hUbfNHI29FJOSnxoinkAqKy3wRwUzBekvN9FQkkJIcR/OBxgwgyhNKMrsLOMTyRXLuWRIELDvXJvCUoN8r/cUW2yoFyh4wuUlDRDSQkhxH/U1UHBGIDG4bD+zKDm08wH1El3JIijuhoAUKrQQqtWiRuMF0ToNVCGyeCymUgoKSGE+A+hEbCrApAQ103kYMQ3cgif8jxUwqNvFELP1vwbRyFEK//erYggDeKT+P1vqKakOUpKCCH+Q0hKVGGhiAsPFDkY8cV0542j0lQH2GwiR9MyhdBwJyTHQqn0keGzcqjlEQklJYQQ/0FFru5Cmsxqa5ToJRxfG30DyGPUk0goKSGE+A1HNf/W7QgJBRNqS/xZLVSwa4TaGok2kM7PbHuR/ItcnX48x2+AWFYg4Zl0RUJJCSHEbxhLKwAA+6ukeamiqxXX1KMqQOIjQYS43j1UIXIg3mPQ8JlpHVRT0gwlJYQQv2Gp4o1AvS4ICpreG6E6NSx6Cc+ZYTZDaTEDAEYMShY5GO+ZMaEvACDKYRY5EumhpIQQ4jeiHfwSwPgRPUWORBpiQnVISI7lC1JMSprE9OQfx4gYiHdFxEUBAFS1Eq3jERElJYQQ/yE0cmqaYr6RlIsunZc3goMBlfznKHFx7nO6fNMMJSWEEP9Bo2+ak3JS4osjbwCcMPFLh3XlVSJHIj2UlBBC/EZlEZ9O/aiRRt447SzjdwiuKiwTOZIWCD0JZy0qvL7ppMjBeM+2Qn4ZsaGCkpILUVJCCPEbdWWVAIBMAyUlTkUONQDAUlUtbiAtEXpKqtWBMFsdIgfjPT17xQEA9PW1IkciPfKfs5cQQtoozManU09NTRA5EukYMywF2A2E2yQ4D4jQU9K3T3fEXe47xcnXXD4AABBYXydyJNJDSQkhxG847/FCo28aJafwb+1akwS/tQs9JcExkQj2pdsCNK3jYQyg4ekudPmGEOI/qNC1OSkXujpHp/ja5+V8P3Y7UC/dmyGKgZISQojfYJSUNFMMDQCJFl0KSUlWvRL5lSaRg/Geb05Vw64Qml8aFuyGkhJCiN+oFxreT09IsAEWybc5vK7BUFopciQtEJLIDefqcKzQdxpvpgBqNcLlKCn2UImIkhJCiH9gDFoTb4CVPjbvRUeEx3QDAOikWHQp9CLEJcciPsx3akqm9YuBPorvd0pK3FFSQgjxDyYTVA47AOCGyf1FDkY6ZqcNBgCEmiWYlAgN9u1pgzEsKVzcWLwoXK+BOkJIjOnyjRtKSggh/sH5jVShgD6Cekpc5FDo6os9W873JMX9LiJKSggh/qFpkSsNwWzkTEpqa/loECnx0cJkQ4MVRUwjLFBS0hQlJYQQ/yCc/I0aPQqraRim0y/nm+yLWmnNVcKEnpKHvjuNqjqLyNF4T43Jin2VNr5ASYkbSkoIIf5BOPmfZxqU15pFDkY6KmwKWJTCPJpSayCFeE41qKBV+05zFapTIzQ2EgDAqqvFDUZifOdTJoSQ1ggNXGBkBGJCdCIHIx2XpUaBhUmwroQxVzz/uH8SdAEqkQPynjC9GlPG9AYAKIxGkaORFkpKCCH+QWjgevSMQ1wYJSVOSd300EaE8wUpJSV1dVA4+E34hg1OgVLpY3VAUi4wFhElJYQQ/+CjRZNeIcUG0jnyRqUCAn1njhIX5z6nIcFuKCkhhPgF5qv3UemgBqsdRo2eL0gpKRFiMQeHYPupMpGD8b5/7S8FANSWSXAmXRFRUkII8Qu1ZXxq+Y+PUiPQVFFNA3ZXWPmClL61C7GUQou/b8wSORjvK1VoATS5HxMBQEkJIcRPOIRRDiZdkLiBSEywNgAshPceMSklJUJjzUJDMbpHhMjBeN+frxkGAAiql9YwbLFRUkII8QshFj4fx51XDRY5EmmJDtHiqsv6AJDYSBAhQUpOicMrN/reZ5aSmgAAUEppn0sAJSWEEL+gNPJv3s75IUgTUix0dcbii1PMA9Lc5xJASQkhxD/Q6JuLk+J9WHy8MPmwgQ93ZgYDn5OFAKCkhBDiJxoqqgEAeyts4gYiQV+f5slInZRGgggJ0rc5tVi17YzIwXjf2pM86VI4HECdBO/QLBJKSgghfsEmFLpuPk/3vbnQCROfmMwmpUJXIZZChwaGBqvIwXhf75QY2JXCLLVS6qESGSUlhBC/oK3n30YH9k8SORLpuWYCL3TV15tEjqQJoaGeNbk/bh+TLHIw3vfnSb2gkuL0/iKjpIQQ4vsYg7qWj3K4ccoAkYORnpFDUgAA6loJNY5CT0lijzikRPnoMG6a1bUZSkoIIb7PbAaswiUAHy2c7BApjgTx9dE3gDQLjEVGSQkhxPc1PekHB4sXh0QVMzUAwCGlxlHoPdhfZUOpoUHkYLxv49FiHDYKo26ktN9FRkkJIcT3CSf9Wk0g1mScEzkY6Xn7AL+3jMJoBIQ784pOSEpeyyjGoQLfu7xhsTtQLkw1T0lJI0pKCCG+T2jgjBo9VEqFyMFIT0hMNwCAgjHpDE8VGurklDhEh2hFDsb7JqRGYthAoYCXakpc2pWUrFq1CikpKdDpdBg3bhz27Nlz0W3fe+89TJo0CREREYiIiEBaWlqr2xNCiNcJDVxUQjRuGNZd5GCk58kbRwABAXxBKt/ahYb69fsmY3hSuLixdIKoYC0iu0fzBanscwnwOClZt24dFi5ciMWLF+PAgQMYNmwYpk+fjtLS0ha33759O26//XZs27YNGRkZSEpKwtVXX43z5893OHhCCGkT4aSvjghDmF4tcjASpFBIq9jVZgNMwvBkXy5MltI+lwiPk5IVK1bg/vvvx9y5czFw4ECsXr0aer0eH374YYvbf/rpp3jkkUcwfPhw9O/fH++//z4cDge2bt3a4eAJIaRNaIr5S5NSA9k0Bh/9zEwWG07VC5cS6fKNi0dJicViwf79+5GWltb4C5RKpKWlISMjo02/w2QywWq1olu3bhfdxmw2w2AwuD0IIaTdhHNIrlWFMqNZ5GCkJ/1MOfLtQg+SFM63QgzmAA1m/XsPjD44o2u1yYpPhanmJbHPJcKjpKS8vBx2ux2xsbFu62NjY1FcXNym3/H0008jISHBLbG50NKlSxEWFuZ6JCXRDIyEkA4QTvq7K+woNfre8NKOKjOaUSQMC5bEt3YhBoNWjyPna6ANUIkckPcF6wIQlRAFAGA1lJQ4denom2XLlmHt2rVYv349dDrdRbdbtGgRampqXI/8/PwujJIQ4nOEpCS6ezSign1vJEdHDU8KR/dk4cumFL61CzEEx0Tiw3tGQxPgewNFQ3Vq/OXGUQAAhVEC+1wiAjzZOCoqCiqVCiUlJW7rS0pKEBcX1+pzly9fjmXLlmHLli0YOnRoq9tqtVpotXTiIIR4idDIXTG2NxB68S9E/iolKghIjgV2QhpJidBTEhgZgSv6x15iYxmjaeab8Sj91Gg0GDVqlFuRqrNodfz48Rd93muvvYZXXnkFGzduxOjRo9sfLSGEtAcVul6aFAtdfXmKeYCmmW+Bx31iCxcuxHvvvYePP/4YJ06cwMMPP4y6ujrMnTsXAHD33Xdj0aJFru3//ve/44UXXsCHH36IlJQUFBcXo7i4GLW1td57F4QQ0hpKSlplsTlQGRDIF6TQQAo9ByXQYP+5KpGD6TzPbc0FANippsTF46Rk9uzZWL58OV588UUMHz4cmZmZ2Lhxo6v4NS8vD0VFRa7t33nnHVgsFvzhD39AfHy867F8+XLvvQtCCGlFQzlv2JZsp/q0lpQYGvDhkQq+IIWkRIjh1xIrXvr+mMjBdJ7T9bwJVhoN0pneX2Qe1ZQ4zZ8/H/Pnz2/xZ9u3b3dbzs3Nbc9LEEKI9xj4N+9KFdWqtSRYGwBHcAgAPhJE9In4nTUlUeHoHxcicjCd5+nbxgEvNZneP8R332tb+V5JMyGEXEBbz+/n8uQfx4ociTRFBGnw1K1830hiJIjQU3LdpAF47Q/DRA6m84zqlyC96f1FRkkJIcTnKYQTflJK66ME/ZqURoI4Y/D1GqCm0/tLYb9LACUlhBDfR4Wul0ajb7rcyWIDTIFBfEEK+10CKCkhhPg2s5k/AKSX+d505d7yXmY5AMBWLYFv7M47BGcU4T8ZueLG0ok+3pmLXCtdvmmKkhJCiG8zGl3//e+xShEDkbbfSy38P1JoHIUYjtYCpQbfvVdRz6ggsBAJ9VBJACUlhBDf5ry5mzYQI3tGiRyMdM2+chAAQFVrBBgTNxihp+QvN47EDcMTxI2lEz0wORWD+ifyBaopAdDOIcGEECIbQlKi7RaO+yf3EjkY6Zp5eX8AgMLhAEwmIChIvGCEz2z0sJ5ArI8Pk6VZXd1QTwkhxLdRkWvb6PWAUmgSxGwgGfOf0TeAtAqMJYCSEkKIb6OkpE0qTVbYpVDfYDYDVl6QvKvchqo6i3ixdLIdp8rw1RlhX9PlGwCUlBBCfJ1wst9TYcO6vXkiByNdSzecQBFT8wUxG0jhtR0KBW5fexSZBdXixdLJTGYbzppVfIF6SgBQUkII8XXCyb4yQAc73V7kosIC1ajXSWDODCEpMev06BsXhm56jXixdLJRPSJw/WRey0NJCUeFroQQ3yac7McNS4FjUKzIwUjX89cNBHonAKW54jaQwmsHRkZg0+OTxYujC8SE6hDTVxh9Q0kJAEpKCCG+TjjZR8RFAcF0Q75WSaHo0nnpyMdnc3Whaebd0OUbQohvo0LXtpNCUuJHn1eD1Y6jtcIC9ZQAoKSEEOLrhJP9YSNQbfLdkRwdtf9cFTIqbHxBAj0l+2scuPP9XWiw2sWLpZMZGqx4Zss5AACjpAQAJSWEEF8nnOzXZlWj1Oi7U5Z3VFFNPY4YhJlcJdBTUuTQIP1MBdQq322mgrUBiE6I5gt0+QYAJSWEEF8nNHJJPWIRHqgWORjpGhgfihGDk/mCBHpKhg/ugX/ePgIqpUK8WDqZXhOANQvSAAAKoxFw0PAwKnQlhPg2oYF9+PqRQKhO5GCkq1d0MHoNTeELEugpSUyJQ+Iw373vjUvT2pnaWr+opWkN9ZQQQnybHxVOdpgURoL40xTzAKDVAmqhB4/qSigpIYT4OH9r5NrJ7mCoChB6kiTQU3LWqkJWsVG8OLrIws8PwaDR8wWqK6GkhBDi2xxCI3f/+iyRI5G2UmMDHv0xG4DII0GEhvnt/WV45uvD4sXRRY4XGVClDuQL1FNCSQkhxIdZrVDW1wMAztmohK41ek0ATFKYZl547eCYSCR304sXRxd5duYAPrEfQEkJKCkhhPgyY2P3/+tzLxcxEOkL1QXgy6dnAAAUEugpWfKn8XjzthHixdFFJveNRmhMN75Al28oKSGE+DBn46rTYVhqjLixSJxCoYDCObW7wQAwJk4gzs/MX6aZBxrfK/WUUFJCCPFhNPLGM879ZLMBDQ3ixOBnhcl5FSaUKYR7MlFSQklJh9jt4n2bIMQfNDQAW7a0v4EUTvJGXRD2n6v0YmC+acXO83AohMnKxGggHQ7XJbd5P5zBl/sLuj6GLvbub9nYmG/iC5SUUFLSLlYr8I9/AFFRwKRJQF6e2BER4nuKivjf11VXARMnAvn5nv8O4SSfY1Hhw/Rc78bng346VoJa50gQMeobamtdX/S2nG9AQZWp62PoYvFhgVCHC5dvqKaEkhKP7dgBjBgBLFwIVFcD6el8eeNGsSMjxHccOgSMHQvs28eXDxwAxowBdu707PcISUlAeBgGxvvH5YCOuGdiCpRhIt4puLQUAOBQq7HszjG4emBc18fQxeZN643brhrCF6inhJKSNissBO64A5g6FTh2DIiMBFauBEaPBiorgZkzgRdf5Jd0CCHt9+OPwOWXAwUFQP/+wNatwNChQEkJ//v78MO2/y7hJD+wXyLmTevdOfH6kDvH9UBwtDASpKsbyC1bgGnTAADK1FTcNDIJAxP8JJEMFTERlBhKSi7FagXeeAPo1w/47DNAoQAefhg4dQp47DHg99+BRx7hXY6vvAJMn+7K9gkhHnrrLeD663k3/hVX8J6RK67gPZK33ML/Hu+9F1iwgBdjXgoVunquqxtIkwl49FF+ma6gAOjdG/jkk655bamQwvT+EkFJSWu2bQOGDweeeIKfJC+7jHcnv/020E34NqHVAqtWAZ9+Cuj1/FvdiBH8JEqIL7Ba+fHfmWw2YP583jg5HDzx2LgRiIjgPw8OBj7/HFiyhC+/+SZwzTW8l7I1fjaSo6PqLXaYg0L4QlckJXv28PPlW2/x5UceATIzcTS+D44U1KDW3IbEU+Z2n63Aij3FfIF6SigpadH588Btt/FvaMeP84LWDz/kicbIkS0/5447gL17gQED+KWeKVN4DwuNziFSZrfz43X3buDLL3kB98KFwB//yJPw7t154h0SAtx6K/978DaDAZg1iyf3CgXw2mvAe+813qTMSakEFi8GvvoKCAri3f1jx7Yek3CS/9/Janx/qND7sfuYl384js0FfAbcTm0gLRZ+uXvCBN7rnJDAk9BVq4CgIDzxxSHM+tfvOJhX1XkxSIShwYY9FULy5ek+dziAzEz+N3PTTcBDD/F9+OuvQJU89x3Nu9yUxcLrRF5+Gair4yfBhx/ml2Wc39haM3Agz/wfeIBf6nniCZ7IrFnjXxMBXUxhIbB6NbB5M68ZePRRIClJ7Kh8n8PBT1JHj/IRLE0f58+37TIIAHzxBU9c7ryTJwe9vVCjce4ccN11PLbAQN7jeNNNrT/n5pv5a99wA5CdzZOnTz/lic2FhJN8vi0APS1U73UpQRoV6rTC1O6dlZQcOwbcdRdw8CBfvvNO3lPS5BwbFaxFfJgVoTr1RX6J7xjSPQwPXDcc+Axtu3xTXMzPoT//zP8tKbn4tomJwJAh7o/+/fkXDaliMlBTU8MAsJqams57kS1bGOvfnzHet8HYhAmMHTzYvt/lcDD29tuMaTT8d6Wmtv93XejMGcb+8Q/GrrmGsZtvZuyDDxgrLvbO7+4MDgdjO3cydtttjAUENO5fgC//6U+MZWaKHaVvMpkYe/ddxgYMcN/vFz5UKsaSkvgxP3s2Y088wdibbzL29deM7d3Lj6/Dh/nx1vQ5f/4zYzk57Y9v927GYmP574uL46/libIyxqZM4c9XKBh79VV+vDUlxJy95DVWXFPf/lj9hNVmZ44FC/g+ffpp7/5ym42x5csZ02r57+/WjbHPP/fua8jV6dN8nwQHN/9ZfT1vn558krFhw5r//er1jF17LWOvv87YokWMXXcdYz16XPzvPSCAsYED+d/6X//K2LffMnb2LGN2e6e8NU/bb0pK8vMZ++MfGz+w6GjGPvrIOx/Q3r2NB4dWy9j77zc/aV6K1crYr7/yA7Jp0tT0oVAwNm4cP8AOHfL8NTpDQwNj//kPY6NHu8c6aRJjb73F2NSp7uuvuoqxTZukEXtnKCxk7NNP+Wdps3XuaxUXM/bii4xFRTXu35AQxm66ibHHHuMNw7p1PFnMz+fHWFvt389PgM7fq1Yz9vDDjBUUeBbjF18wptPx3zF0KGN5eZ4938li4a/vjOe22xirq2v8eVoaX//JJ+37/f5o8WK+zx56yHu/8+xZxiZPbvycrr2W/00QrrS0cd/YbIwdO8a/fM6YwVhgYPNz/siRjD3zDGPbtvFzbUtqahhLT2fsnXcYe+QRfu4ND794shIczJMfL6OkpK0sFsaWLWMsKIh/IEolY3/5C2NVVd57DcYYq6hwP4nfc4/7SbMlVVWMffYZY3feyb9NXJjlTpvG2BtvMLZkCWOjRjU/uJKTGZs3j7Gffrr4AdtZCgt5gxgT0xiPVsvY3LmMHTjgvu3evbwRUakatx0yhLGPP2bMbO7auL3N4WDsyBHG/vY3xsaOdf98YmMZe/BBnoRZLN57zSNHeO+Fs4cO4EnxihX8BOVNO3c2NvjOz3jBgkv32jkcvEejaeNkMHQ8nnfeaeyJGzWKJ1uMNe77777r+Gv4izfe4Pvsjjs6/rscDv5lLDi4seF77z3f/fLRDhabnR0+U9z4NxEf3/ycHh/P2Jw5/ItNaWn7X8zh4H8bGzYw9ve/857qYcMazxknTnjrbblQUtJWVmtjV9jll3fuJQS7nbGlS3ni42x4s7Lct8nK4ieDqVPdG2lnN+ef/sTY2rUtJ03nzzP273/zbjvnt0/nIyiIf0P+8EPGSko67z3u2sVPYk0v0XTvzhvlS/0R5eTwBs2ZIAKMJSTwPxpvJ4mdyWpl7Jdf+Hvp1av5iWXEiObfVMLDGbv7bt6FajJ5/poOB2MbNzJ29dXuv3fcON417kkvSHts386/gTXtSn76acbKy5tvazbz5NS57aOPerfXaPv2xt6h2Fj+LVHoXdyz5itmbOjkfeEDjhRUs2/nLeH78LrrOvbLior472jaS5qdfcmn1Zmt7K4PdrOHPtnHLLbOuaQgJZW1Ztbj6R9YjUbfuK90Ov43vXw5v3Ta2UmcxcJ7ZzqhF5eSEk9kZPBLDF2VtW/b1ngNPSSEsX/+k7GFCxnr27d5AzZgAGNPPcXYb7951rDU1fFvhfff3zzjVigYu+wynigcOMCvyXfkm3pDA+8Wv7AnYOJEfnnA099dWcl7r5rGHRLC99G5c+2PszPV1PDG/847GYuIcN8PWi0/Kb/7bmNXtcXCe0gefNC9N8mZQN56K08+L9V7UF/P64kGDWp8vlLJ2B/+wHsxupLDwd9T0+MgJISxF15oTCorKhov2SmV/BJeZ8jJ4ZeDAP7tT6hfmHnPmyy71Ng5r+lDfjpSyB65/mm+/0aP5g1VVhavZcvJ4ZfZzp/nPWJlZfzzNRj4eaehgZ+rHA5+eS4ysvFzeP31Njd4JYZ61uPpH1jKMz8whx/0qDRYbeyyV7ew5+b+lZmffJr/LbXnC4pEedp+KxhjTKwi27YyGAwICwtDTU0NQuU+30BRER9u/Ouv7uvVaj6M+Lrr+CM1teOv5XDwCvfvv+ePAwda3k6v56ODwsMv/m/T/4eE8PlYVq9urPzWaPiw6L/85eLDptvKbOajl5Yv55X6AKBSAbNn8xFNI0a4v8e6On4TL4OBP5z/b2ldbS1/v873FB7Oq/6bLjsfGk3L8RUUAN99xx/btvFRW05RUfzzu+EGPhlUUNDF36fdzicH++or4Ouv3e/totXyifhuvplPJuYcmVBWBrzzDh/255ykLziYz+vx2GNAz55t38/exhifjfWFF/gwRYDvx0cfBdau5UM/Q0KAdev4HCOdpbYWuOcevl8FDy9Zh5cX3oDoEAmPOpCAM6W1yHxvLf7w/P3e+YXDh/OJ0AYPbvNTTBYbfjpSDLPNgTvGJXsnDiIaT9tvSkrEYLPxIZWffcZvODZrFnD11Z0/wdP588APP/AE5bffvDPkLyGBT3h0//1ATEzHf19TjAGbNvHkZOvWxvWpqfyusc4ko7MO4cDA5glLcXHz5K5PH56E3HADMH48T6A8xRifmO+rr/jjzJnGnwUE8Om3ExJ442428/VJSbzBv+8+HptUOBzA+vV8Hoqmc4gkJ/Pjb8iQronhlVf4ZGtqNVBeThOotZXBwM9HZ8/yxNn5sNka/+9wtP47AgKAZ57hCerFknviFygpIW1ns/ETUHU1Hx/vyb+JiXwOl5tvbj7JVWc4eJBPRrd2bcv3F1KpeKMTEsL/bfr/puuCgoD6ev4eqqr4vxc+LjVXgELBk48bbuC9GP37e/e9Msbn7fj6a56gHDni/vPRo4H/+z8+7XpX7Pv2stt5r8iyZbwH6X//A+K6+AZrO3fyJE64pwrxEsZ4YtI0aWn6CAzkPXjE71FSQnxbYSG/DHBh0hEYyJMFb7DbG5O1Cx8aDb8s4+1eodacPs2Tk4ICfulv4kTvvVdCmmCMod5qh8liR1SwOJe6akxW5FeZEK5XIzFCL0oMXW3Jd8dwtrwOT8/oh0EJYWKH41Wett80oyuRl4QE/uhMKhW/bNOWWXy7Qp8+vCuceOxsWS0e+u9+xIUF4j9/Hit2OJJXXmvBmL9tgUIBZP9tJpTKrk9+07PL8cinBzA2pRs+f2h8l7++GPafq8KR8zWYOyEFgzr59CZ1lJQQQnxWTb0Vp0pqYaIp5tskSMvroRgDGmx26DVd30QoFUBsqBZRIf5TizL/it6oM9vQPz5E7FBER5dvCCE+y9BgxdHzvEZoQmqUyNFIn/PyjS5AJUovCfE9dPmGEEIEoTo1JSMeUCgUovSOEOJERx8hhBAiolJjA0oNZnQL0iAhPFDscESlFDsAQgjpLLnlddhyvAQni70wJ4+feP+3s3jp+2PILa8T5fX/tzsPj3y6HxuOFIny+mJ4e1s2rnvrd3y6+5zYoYiOkhJCiM/acqIE9/1nH1ZvzxY7FNn4+sB5rEnPRV6lSZTXP1xQjQ1HinG2rFaU1xdDZJAGsaFa6ALaMfGij6HLN4QQnxWh12BYUjhSolqZ7p+4uWVUIqbWmkW7jHDjiO4YmBCK4Unhory+GP5yZR/85co+YochCTT6hhBCCCGdwtP2my7fEEIIIUQS6PINIYQQF8YYzDZ+wz2duutrHM6W1UKpUCAuTCfK64shM78a7/6ajaQIPRbNHCB2OKKinhJCiM965YfjuOntdGw5XiJ2KLKx+Ltj6P/CRrwtUnHwA5/sx9Tl23Ewr1qU1xdDVZ0FG44UY2d2hdihiI56SgghPutUiREH86phaLCKHYpsBGp470Sd2SbO66tVCNYGuKa89wd940Lw0vWDEBuqEzsU0VGhKyHEZx3Kr0axoQGDu4ehu59PStVWJosNjPHkgKaaJx3VJYWuq1atQkpKCnQ6HcaNG4c9e/a0uv0XX3yB/v37Q6fTYciQIdiwYUN7XpYQQjwyLCkc0wfFUULiAb0mAEHaAEpIiCg8TkrWrVuHhQsXYvHixThw4ACGDRuG6dOno7S0tMXtd+7cidtvvx333nsvDh48iBtvvBE33ngjjh492uHgCSGEELmzOxjOVdTheKEBMrh40ak8vnwzbtw4jBkzBv/6178AAA6HA0lJSfjLX/6CZ555ptn2s2fPRl1dHX744QfXussuuwzDhw/H6tWr2/SadPmGENIev54qg1qlxPCkcFetBGndmVIjvs0sREyIFneNT+nS16412/D0V4cRpFFh2c1D/aa3xtBgxdAlPwMATr4yw6dGHXXqXYItFgv279+PRYsWudYplUqkpaUhIyOjxedkZGRg4cKFbuumT5+Ob7755qKvYzabYTabXcsGQ+fdt+KTjFycLa/DzSMSMSQxDABQUGXCB7/nIDxQg8fSGmfZW7snD1klRlw3NAGjekQAAEoNDXhnRzaCNAF4Yno/17Zf7S/A0cIaTB8Uh8t6RQLgFdb//OU0NCql27Cv7w4V4mBeFa7oH4NJfaIB8D/ON37OAgAsnjXIte3Go0XYnVOJSX2icEX/WACA2WbHsp9OAgAWXTMAmgDeAbb1RAl+P1OOcT0jMWNwHAA+3O/lH44DAJ64uh+CtPwQ+PVUGbZllWJkcgRmDUtwvd6rG07AanfgsSv7IFyvAQBkZFfg5+PFGNI9DDePTHRt+/qmkzBZ7Hh4aipiQnjB1v5zlfjhcBH6x4Vg9phk17Yrt5xCTb0V903q5epaP1xQjfUHz6NXdDDuuqyHa9tV286gvNaMOeNTXDNznigy4PN9+UiK0OPPl/d0bfver2dRWFOPO8Ymo09sCADgTGktPt19DnGhOjw4JdW17UfpOThXacIfRiViUAL/7PMqTFizMweRQRrMv6Lxs/909zmcKa3FDcO7u2aaLKqpx7u/nkWITo2FV/V1bfv5vnycKDJg5pB4jEnpBgAorzVj1bYz0KlVeHpGf9e23xw8j0MF1bhqQCwm9OZ3s62pt2LlllNQKRR4/rqBrm1/PFyEfecqMaVvNKb2iwEA1FvseG0T/+yfv3YgVMJJ/Odjxcg4W4EJqVG4aiA/Tmx2B/624QQA4OkZ/V0nvm1Zpfj1VBnGpHTDzCHxrtd75YfjcDCGx6/qi1CdGgCQfqYcW06UYHhSOG4Y3t217bKfTsJss2P+tN6IDNYCAPbkVOKno0UYGB+KP45Ocm274ucsGM02PDg5FXFh/Dg5mFeF7w4Vok9MCO4Y13icvLX1NCpNFvx5Yk8kddMDAI6er8FXBwqQEhmEORNSXNuu3pGNEkMD/nRZD6RGBwMA7v14L6x2hl+fnIbkSD3IpeWU8/PfmJRurqRk3d48nCxu+dyn16jw5PTGY/rrAwU4ct793FdtsuDNrRc/903rF4PJfaNhqLfix8NF0AQo8dofhnXdmxaZXijuDdSoYLY6oFQosPQn/rf6zDX9oRWmn//lZAl+O12OcT27Ycbgxr/Vl74/BgD4v6v7IVg4p/92ugy/nCzFiOQIXN/knL50wwlY7A48ekUfRATxc/qusxXoGRUkiUJbjy7flJeXw263IzY21m19bGwsiouLW3xOcXGxR9sDwNKlSxEWFuZ6JCUlXXTbjtp0rARr0nNxtrzxPgvltRasSc/FF/vz3bbdcqIUa9JzcarE6FpXXW/FmvRcfLYnz23bHafKsCY9F8cLGxOqWrMNa9Jz8Z8M95su7TxTjjXpuThcUONa12C1Y016Ltak57ptu+tsJdak52L/uSrXOruDuba1Oxo7vvafq8Ka9Fzsyal0+x3ObRusdte6wwXVWJOei53Z5W7b/ieDb1vbpBL/WGEN1qTnYsepMrdtP9uTjzXpuagxNY50yCquxZr0XGw94X5574t9BViTnotyY2PyebasDmvSc/HzMfdjY/1Bfi+OYkODa925ChPWpOfixwtu2vX94UKsSc9FQVW9a11hdT3WpOfi28xCt203HC3GmvRc5JY33uOj1NiANem5+OrAebdtNx/nx8mZ0sbjpEI4Ttbtdf/st2fx4+RkUeNnbxCOk093uX/2v57mx8mR842ffb2Ff/YfZ+S6bZtxlh8nmfnVrnUWm8P1eTqadHruEz77fbmNn72DNX72FrvDtf5gHv/sMy4YjvjxTr5tvaXxODlynn/2v512P04+3XUOa9JzYWhoPE5OFhuwJj0X27Pcj5O1e/lxUllnca07XcqPk83H3T/7rw7w46TU2PjZ51bw4+Sno+6f/TfCcVJY3fjZ//XGwVApFQjTq0HaJjpEiwi9Bq//cahrXevnPvfzpPPcd6zJuc/YcKlzXzUAIFgXgCWzBuKpJl/w/EGASomjL03H3ufSEKZXX/KcvutsW87p/G9155kLz+nnmp3TjxcaUGWyQAokOSR40aJFbr0rBoOh0xKT64clYFhSGPrEhLjWxYRoMW9aKsIC3U9k1w6NQ7+4YAyMb+yCitBrMG9aKvQa91151cBYJHULxLCkMNe6EF0A5k1LRYDSPRec2i8GkcEajEyOcK0LVKswb1oqLjSpTxSCtCqM6xnpWhegVLq2VTXp7rysVyQUCri+2Tg5t23anT2qRzfMm5aKId3D3bZ9cHIqbA4HQrSN+2J4UjjmTUvFgHj3rrg/T0xBvdXuyr4BYFBCKOZNS3XbvwBw9/geMDRYEROqda3rExuMedNS0SPS/T4lt49NRmWd2a1YsVd0EOZNS212f44/jkrEpD5Rbt+Kk7rpMW9aY++N000jumNMSgRSYxpfLy5Mh3nTUhGh17hte93QBAxKCEX/uMb3ES0cJ8Fa9+Nk+qA49IwKwqDujZ99uHCcaC+44VbagFjEh+kwoslnr9fyz16lcO+6ntI3BmGBaowVel8AQKtu/OyVTbYfnxoJtUrh6qnhP2/87DWqxmNwbAr/7IcnuR8nD09NhYMx6JscJyOEz35wQpjbtvdN6gWL3e72NzO4exjmTUtF31j3z/6eiSmoM9sQFdy4jwfE8eOkZ1Sw27Z/uqwHqkwWt29wvWP4cZIU4d7zcduYJJTVmt3Wj07phnfuHNnsb5lc3LDEMDx37QC3v5eZQ+LQN7blc1/gBZcarhoYi8SIQAxLbDxGQnXqVs99o3p0c213z8Se8HcqpcL1t9p0nznP+03bCqDJOb3JZzEyOaLFc/oDk3vxc7qusc0alhSGbkHu5zyxeFRTYrFYoNfr8eWXX+LGG290rZ8zZw6qq6vx7bffNntOcnIyFi5ciAULFrjWLV68GN988w0OHTrUptelmhJCCCFEfjp1SLBGo8GoUaOwdetW1zqHw4GtW7di/PjxLT5n/PjxbtsDwObNmy+6PSGEEEL8k8eXbxYuXIg5c+Zg9OjRGDt2LFauXIm6ujrMnTsXAHD33Xeje/fuWLp0KQDgsccew5QpU/DGG2/g2muvxdq1a7Fv3z68++673n0nhBBCCJE1j5OS2bNno6ysDC+++CKKi4sxfPhwbNy40VXMmpeXB2WTa2ATJkzA//73Pzz//PN49tln0adPH3zzzTcYPHiw994FIYQQQmSPppknhBBCSKfokmnmCSGEEEK8jZISQgghhEgCJSWEEEIIkQRKSgghhBAiCZSUEEIIIUQSKCkhhBBCiCRQUkIIIYQQSaCkhBBCCCGSQEkJIYQQQiTB42nmxeCcdNZgMIgcCSGEEELaytlut3XyeFkkJUajEQCQlJQkciSEEEII8ZTRaERYWNglt5PFvW8cDgcKCwsREhIChULhtd9rMBiQlJSE/Px8uqeOB2i/tQ/tN8/RPmsf2m/tQ/utfVrbb4wxGI1GJCQkuN2s92Jk0VOiVCqRmJjYab8/NDSUDsB2oP3WPrTfPEf7rH1ov7UP7bf2udh+a0sPiRMVuhJCCCFEEigpIYQQQogk+HVSotVqsXjxYmi1WrFDkRXab+1D+81ztM/ah/Zb+9B+ax9v7jdZFLoSQgghxPf5dU8JIYQQQqSDkhJCCCGESAIlJYQQQgiRBEpKCCGEECIJfp2UrFq1CikpKdDpdBg3bhz27NkjdkiStmTJEigUCrdH//79xQ5Lcn799VfMmjULCQkJUCgU+Oabb9x+zhjDiy++iPj4eAQGBiItLQ2nT58WJ1iJuNQ+u+eee5odezNmzBAnWIlYunQpxowZg5CQEMTExODGG29EVlaW2zYNDQ2YN28eIiMjERwcjFtuuQUlJSUiRSwNbdlvU6dObXa8PfTQQyJFLA3vvPMOhg4d6pogbfz48fjpp59cP/fWsea3Scm6deuwcOFCLF68GAcOHMCwYcMwffp0lJaWih2apA0aNAhFRUWux++//y52SJJTV1eHYcOGYdWqVS3+/LXXXsM///lPrF69Grt370ZQUBCmT5+OhoaGLo5UOi61zwBgxowZbsfeZ5991oURSs+OHTswb9487Nq1C5s3b4bVasXVV1+Nuro61zaPP/44vv/+e3zxxRfYsWMHCgsLcfPNN4sYtfjast8A4P7773c73l577TWRIpaGxMRELFu2DPv378e+fftwxRVX4IYbbsCxY8cAePFYY35q7NixbN68ea5lu93OEhIS2NKlS0WMStoWL17Mhg0bJnYYsgKArV+/3rXscDhYXFwce/31113rqqurmVarZZ999pkIEUrPhfuMMcbmzJnDbrjhBlHikYvS0lIGgO3YsYMxxo8rtVrNvvjiC9c2J06cYABYRkaGWGFKzoX7jTHGpkyZwh577DHxgpKJiIgI9v7773v1WPPLnhKLxYL9+/cjLS3NtU6pVCItLQ0ZGRkiRiZ9p0+fRkJCAnr16oU777wTeXl5YockKzk5OSguLnY79sLCwjBu3Dg69i5h+/btiImJQb9+/fDwww+joqJC7JAkpaamBgDQrVs3AMD+/fthtVrdjrX+/fsjOTmZjrUmLtxvTp9++imioqIwePBgLFq0CCaTSYzwJMlut2Pt2rWoq6vD+PHjvXqsyeKGfN5WXl4Ou92O2NhYt/WxsbE4efKkSFFJ37hx4/DRRx+hX79+KCoqwksvvYRJkybh6NGjCAkJETs8WSguLgaAFo89589IczNmzMDNN9+Mnj17Ijs7G88++yyuueYaZGRkQKVSiR2e6BwOBxYsWICJEydi8ODBAPixptFoEB4e7rYtHWuNWtpvAHDHHXegR48eSEhIwOHDh/H0008jKysLX3/9tYjRiu/IkSMYP348GhoaEBwcjPXr12PgwIHIzMz02rHml0kJaZ9rrrnG9f+hQ4di3Lhx6NGjBz7//HPce++9IkZGfN1tt93m+v+QIUMwdOhQpKamYvv27bjyyitFjEwa5s2bh6NHj1KNl4cutt8eeOAB1/+HDBmC+Ph4XHnllcjOzkZqampXhykZ/fr1Q2ZmJmpqavDll19izpw52LFjh1dfwy8v30RFRUGlUjWrDC4pKUFcXJxIUclPeHg4+vbtizNnzogdimw4jy869jqmV69eiIqKomMPwPz58/HDDz9g27ZtSExMdK2Pi4uDxWJBdXW12/Z0rHEX228tGTduHAD4/fGm0WjQu3dvjBo1CkuXLsWwYcPw5ptvevVY88ukRKPRYNSoUdi6datrncPhwNatWzF+/HgRI5OX2tpaZGdnIz4+XuxQZKNnz56Ii4tzO/YMBgN2795Nx54HCgoKUFFR4dfHHmMM8+fPx/r16/HLL7+gZ8+ebj8fNWoU1Gq127GWlZWFvLw8vz7WLrXfWpKZmQkAfn28tcThcMBsNnv3WPNuLa58rF27lmm1WvbRRx+x48ePswceeICFh4ez4uJisUOTrP/7v/9j27dvZzk5OSw9PZ2lpaWxqKgoVlpaKnZokmI0GtnBgwfZwYMHGQC2YsUKdvDgQXbu3DnGGGPLli1j4eHh7Ntvv2WHDx9mN9xwA+vZsyerr68XOXLxtLbPjEYje+KJJ1hGRgbLyclhW7ZsYSNHjmR9+vRhDQ0NYocumocffpiFhYWx7du3s6KiItfDZDK5tnnooYdYcnIy++WXX9i+ffvY+PHj2fjx40WMWnyX2m9nzpxhL7/8Mtu3bx/Lyclh3377LevVqxebPHmyyJGL65lnnmE7duxgOTk57PDhw+yZZ55hCoWC/fzzz4wx7x1rfpuUMMbYW2+9xZKTk5lGo2Fjx45lu3btEjskSZs9ezaLj49nGo2Gde/enc2ePZudOXNG7LAkZ9u2bQxAs8ecOXMYY3xY8AsvvMBiY2OZVqtlV155JcvKyhI3aJG1ts9MJhO7+uqrWXR0NFOr1axHjx7s/vvv9/svEC3tLwBszZo1rm3q6+vZI488wiIiIpher2c33XQTKyoqEi9oCbjUfsvLy2OTJ09m3bp1Y1qtlvXu3Zs9+eSTrKamRtzARfbnP/+Z9ejRg2k0GhYdHc2uvPJKV0LCmPeONQVjjLWz54YQQgghxGv8sqaEEEIIIdJDSQkhhBBCJIGSEkIIIYRIAiUlhBBCCJEESkoIIYQQIgmUlBBCCCFEEigpIYQQQogkUFJCCCGEEEmgpIQQQgghkkBJCSGEEEIkgZISQgghhEgCJSWEEEIIkYT/B3I4RP2kubp1AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "\n",
    "plt.plot(indicator, label=\"Indicator\", linestyle=\":\")\n",
    "plt.plot(np.arange(0, len(y_pred_train), 1), y_pred_train, \n",
    "         label=\"Train Predict\", color=\"red\")\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "51346a61-d7c6-4022-aa99-2c4054708d2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "plt.ylim([0, 1.05])\n",
    "plt.plot(np.arange(0, len(y_pred_test), 1),y_pred_test, \n",
    "         label=\"Test Predict\", color=\"red\")\n",
    "plt.plot(y_true_1, label=\"Ground Truth\", linestyle=\":\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da08ac10-f624-49a6-9460-d8ee9c78ca08",
   "metadata": {},
   "source": [
    "### Feature Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3bd67462-65a0-40a0-be89-900d018ca547",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.DataFrame(model.known[\"H_learned\"].T)\n",
    "df[\"y\"] = indicator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8e458862-b14a-4ce8-bea3-11ce7a0f2e6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "y    1.000000\n",
       "0    0.986588\n",
       "1    0.961703\n",
       "Name: y, dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_matrix = df.corr()\n",
    "corr_matrix[\"y\"].sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bbaec06-f9c5-41c2-a9fc-171a07df75a4",
   "metadata": {},
   "source": [
    "### Investigate Features with Shap\n",
    "- Install shap with: ```pip install shap```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "41d990e7-29a3-44f9-88e2-f7f692541a1a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksimekineren/Desktop/Maksim/LANL/Code/nmfk-master/.eggs/tqdm-4.63.0-py3.8.egg/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import shap\n",
    "\n",
    "explainer = shap.KernelExplainer(\n",
    "    model.transfer_model.predict,\n",
    "    model.known[\"H_learned\"].T\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0806ddb9-60d8-4870-ac15-397dade6f009",
   "metadata": {},
   "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": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.initjs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a698f587-7159-405a-a1f3-376eaa55a8ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████| 30/30 [00:01<00:00, 26.73it/s]\n"
     ]
    }
   ],
   "source": [
    "shap_values = explainer.shap_values(model.known[\"H_learned\"].T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a22bbfaf-6d1f-4b22-aefb-2e076adfdbc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<div id='iRNRYDICMRRZ2L0BZZSDZ'>\n",
       "<div style='color: #900; text-align: center;'>\n",
       "  <b>Visualization omitted, Javascript library not loaded!</b><br>\n",
       "  Have you run `initjs()` in this notebook? If this notebook was from another\n",
       "  user you must also trust this notebook (File -> Trust notebook). If you are viewing\n",
       "  this notebook on github the Javascript has been stripped for security. If you are using\n",
       "  JupyterLab this error is because a JupyterLab extension has not yet been written.\n",
       "</div></div>\n",
       " <script>\n",
       "   if (window.SHAP) SHAP.ReactDom.render(\n",
       "    SHAP.React.createElement(SHAP.AdditiveForceArrayVisualizer, {\"outNames\": [\"f(x)\"], \"baseValue\": 0.2730964657434051, \"link\": \"identity\", \"featureNames\": [\"Feature 0\", \"Feature 1\", \"Feature 2\", \"Feature 3\", \"Feature 4\", \"Feature 5\", \"Feature 6\", \"Feature 7\"], \"explanations\": [{\"outValue\": 0.07522644960069658, \"simIndex\": 22.0, \"features\": {\"0\": {\"effect\": -0.0005281178612937948, \"value\": \"\"}, \"1\": {\"effect\": -0.006095637034374893, \"value\": \"\"}, \"2\": {\"effect\": -0.18320984155799536, \"value\": \"\"}, \"3\": {\"effect\": 0.0045632461849210715, \"value\": \"\"}, \"4\": {\"effect\": -0.0003576592752870672, \"value\": \"\"}, \"5\": {\"effect\": -0.001575755278724708, \"value\": \"\"}, \"6\": {\"effect\": -0.006665576616185914, \"value\": \"\"}, \"7\": {\"effect\": -0.004000674703767887, \"value\": \"\"}}}, {\"outValue\": 0.09644873003777521, \"simIndex\": 14.0, \"features\": {\"0\": {\"effect\": -9.986774461082093e-06, \"value\": \"\"}, \"1\": {\"effect\": -0.0012607685041896438, \"value\": \"\"}, \"2\": {\"effect\": -0.17018602721906068, \"value\": \"\"}, \"3\": {\"effect\": 0.0005586768148070353, \"value\": \"\"}, \"4\": {\"effect\": -0.0015739583820588154, \"value\": \"\"}, \"5\": {\"effect\": 0.001120069788948852, \"value\": \"\"}, \"6\": {\"effect\": -0.005707938333375295, \"value\": \"\"}, \"7\": {\"effect\": 0.0004121969037597095, \"value\": \"\"}}}, {\"outValue\": 0.07395705663692542, \"simIndex\": 20.0, \"features\": {\"0\": {\"effect\": 0.0011955481313055683, \"value\": \"\"}, \"1\": {\"effect\": -0.005470991608682571, \"value\": \"\"}, \"2\": {\"effect\": -0.1845799975541898, \"value\": \"\"}, \"3\": {\"effect\": 0.0015776207486803001, \"value\": \"\"}, \"4\": {\"effect\": -0.001220215516837292, \"value\": \"\"}, \"5\": {\"effect\": -0.001973773162261508, \"value\": \"\"}, \"6\": {\"effect\": -0.006433840966002247, \"value\": \"\"}, \"7\": {\"effect\": -0.002233759178492112, \"value\": \"\"}}}, {\"outValue\": 0.07435744789236273, \"simIndex\": 21.0, \"features\": {\"0\": {\"effect\": -0.00017443245762885362, \"value\": \"\"}, \"1\": {\"effect\": -0.0028539647985397765, \"value\": \"\"}, \"2\": {\"effect\": -0.18385799775343697, \"value\": \"\"}, \"3\": {\"effect\": 0.0013012925654849877, \"value\": \"\"}, \"4\": {\"effect\": -0.0016115574447690822, \"value\": \"\"}, \"5\": {\"effect\": -0.001041820688561193, \"value\": \"\"}, \"6\": {\"effect\": -0.006921151657442587, \"value\": \"\"}, \"7\": {\"effect\": -0.003579385616148928, \"value\": \"\"}}}, {\"outValue\": 0.07280022325854013, \"simIndex\": 16.0, \"features\": {\"0\": {\"effect\": -0.0007269283885650291, \"value\": \"\"}, \"1\": {\"effect\": -0.005224694218237028, \"value\": \"\"}, \"2\": {\"effect\": -0.18570371341140585, \"value\": \"\"}, \"3\": {\"effect\": -0.000604478087059615, \"value\": \"\"}, \"4\": {\"effect\": 0.0031328714181390466, \"value\": \"\"}, \"5\": {\"effect\": -0.00222189494158892, \"value\": \"\"}, \"6\": {\"effect\": -0.0065868029555651575, \"value\": \"\"}, \"7\": {\"effect\": -0.0023606019005824874, \"value\": \"\"}}}, {\"outValue\": 0.0698557653361106, \"simIndex\": 19.0, \"features\": {\"0\": {\"effect\": -0.0008943933303459384, \"value\": \"\"}, \"1\": {\"effect\": -0.004428968931542265, \"value\": \"\"}, \"2\": {\"effect\": -0.1852383556238274, \"value\": \"\"}, \"3\": {\"effect\": -0.0008378846595234746, \"value\": \"\"}, \"4\": {\"effect\": -0.0016013217301374671, \"value\": \"\"}, \"5\": {\"effect\": -0.0022448978403792064, \"value\": \"\"}, \"6\": {\"effect\": -0.006338382977062712, \"value\": \"\"}, \"7\": {\"effect\": -0.0016564953144760641, \"value\": \"\"}}}, {\"outValue\": 0.07642442183296658, \"simIndex\": 26.0, \"features\": {\"0\": {\"effect\": -0.0012587888290050697, \"value\": \"\"}, \"1\": {\"effect\": -0.002460248742486848, \"value\": \"\"}, \"2\": {\"effect\": -0.17781439539572752, \"value\": \"\"}, \"3\": {\"effect\": -0.0006372044174593472, \"value\": \"\"}, \"4\": {\"effect\": -0.0016036039908349509, \"value\": \"\"}, \"5\": {\"effect\": -0.002943951872991832, \"value\": \"\"}, \"6\": {\"effect\": -0.0062471184110308026, \"value\": \"\"}, \"7\": {\"effect\": -0.0037067322509021783, \"value\": \"\"}}}, {\"outValue\": 0.0884178440323101, \"simIndex\": 30.0, \"features\": {\"0\": {\"effect\": -0.0010737496248921508, \"value\": \"\"}, \"1\": {\"effect\": -0.004800981304042273, \"value\": \"\"}, \"2\": {\"effect\": -0.18250968835928666, \"value\": \"\"}, \"3\": {\"effect\": -0.0008476217642223172, \"value\": \"\"}, \"4\": {\"effect\": 0.00421950836163297, \"value\": \"\"}, \"5\": {\"effect\": 0.009977234569413712, \"value\": \"\"}, \"6\": {\"effect\": -0.005943720386095627, \"value\": \"\"}, \"7\": {\"effect\": -0.003699603203602686, \"value\": \"\"}}}, {\"outValue\": 0.07120230320090964, \"simIndex\": 24.0, \"features\": {\"0\": {\"effect\": -0.0007934723412272443, \"value\": \"\"}, \"1\": {\"effect\": -0.0046232416652842445, \"value\": \"\"}, \"2\": {\"effect\": -0.18077325393487514, \"value\": \"\"}, \"3\": {\"effect\": -0.0008732640928162116, \"value\": \"\"}, \"4\": {\"effect\": -0.0016239935777183773, \"value\": \"\"}, \"5\": {\"effect\": -0.0028947036112907387, \"value\": \"\"}, \"6\": {\"effect\": -0.007044161472489041, \"value\": \"\"}, \"7\": {\"effect\": -0.003268071846794507, \"value\": \"\"}}}, {\"outValue\": 0.07378118339853734, \"simIndex\": 15.0, \"features\": {\"0\": {\"effect\": 0.0011900846610690269, \"value\": \"\"}, \"1\": {\"effect\": -0.0040717635446878425, \"value\": \"\"}, \"2\": {\"effect\": -0.18923870504116005, \"value\": \"\"}, \"3\": {\"effect\": -0.0005101561941187882, \"value\": \"\"}, \"4\": {\"effect\": -0.0015982883488989408, \"value\": \"\"}, \"5\": {\"effect\": -3.706346972326413e-05, \"value\": \"\"}, \"6\": {\"effect\": -0.0019943820548391777, \"value\": \"\"}, \"7\": {\"effect\": -0.0030550083525087424, \"value\": \"\"}}}, {\"outValue\": 0.07680358809737725, \"simIndex\": 25.0, \"features\": {\"0\": {\"effect\": -0.0010100495564004108, \"value\": \"\"}, \"1\": {\"effect\": -0.003051930505329495, \"value\": \"\"}, \"2\": {\"effect\": -0.17959750412568704, \"value\": \"\"}, \"3\": {\"effect\": -0.0006279248993348585, \"value\": \"\"}, \"4\": {\"effect\": 0.00087834853778683, \"value\": \"\"}, \"5\": {\"effect\": -0.0020603427556920018, \"value\": \"\"}, \"6\": {\"effect\": -0.00673699421197127, \"value\": \"\"}, \"7\": {\"effect\": -0.004086480129399661, \"value\": \"\"}}}, {\"outValue\": 0.08952970238776842, \"simIndex\": 29.0, \"features\": {\"0\": {\"effect\": 0.0011452790806044666, \"value\": \"\"}, \"1\": {\"effect\": -0.0052097517341967575, \"value\": \"\"}, \"2\": {\"effect\": -0.18211865461008087, \"value\": \"\"}, \"3\": {\"effect\": -0.00010222019226964474, \"value\": \"\"}, \"4\": {\"effect\": 0.007927614315099418, \"value\": \"\"}, \"5\": {\"effect\": 0.0035929133848608547, \"value\": \"\"}, \"6\": {\"effect\": -0.006565538164302137, \"value\": \"\"}, \"7\": {\"effect\": -0.002236405435352057, \"value\": \"\"}}}, {\"outValue\": 0.08335904249794948, \"simIndex\": 12.0, \"features\": {\"0\": {\"effect\": -0.0008812419230607715, \"value\": \"\"}, \"1\": {\"effect\": -0.004593569166797956, \"value\": \"\"}, \"2\": {\"effect\": -0.16973642321179788, \"value\": \"\"}, \"3\": {\"effect\": -0.0006327481941008906, \"value\": \"\"}, \"4\": {\"effect\": -0.00041691874659013917, \"value\": \"\"}, \"5\": {\"effect\": -0.003044414013295707, \"value\": \"\"}, \"6\": {\"effect\": -0.007133807857961846, \"value\": \"\"}, \"7\": {\"effect\": -0.0032983001318504512, \"value\": \"\"}}}, {\"outValue\": 0.09960744710430747, \"simIndex\": 9.0, \"features\": {\"0\": {\"effect\": 0.001215643648444134, \"value\": \"\"}, \"1\": {\"effect\": -0.0026426380391065263, \"value\": \"\"}, \"2\": {\"effect\": -0.15640641851420106, \"value\": \"\"}, \"3\": {\"effect\": -0.0007738760485083013, \"value\": \"\"}, \"4\": {\"effect\": -0.0015748786854107577, \"value\": \"\"}, \"5\": {\"effect\": -0.002824756471379808, \"value\": \"\"}, \"6\": {\"effect\": -0.006856781842286205, \"value\": \"\"}, \"7\": {\"effect\": -0.003625312686649118, \"value\": \"\"}}}, {\"outValue\": 0.0672331222609906, \"simIndex\": 18.0, \"features\": {\"0\": {\"effect\": 0.0005201689144074817, \"value\": \"\"}, \"1\": {\"effect\": -0.0040729410306682146, \"value\": \"\"}, \"2\": {\"effect\": -0.1876866215590636, \"value\": \"\"}, \"3\": {\"effect\": -0.0008349922403502186, \"value\": \"\"}, \"4\": {\"effect\": -0.001607374406265516, \"value\": \"\"}, \"5\": {\"effect\": -0.002615391486613966, \"value\": \"\"}, \"6\": {\"effect\": -0.006737784201322761, \"value\": \"\"}, \"7\": {\"effect\": -0.002828407472537736, \"value\": \"\"}}}, {\"outValue\": 0.08599721371597258, \"simIndex\": 11.0, \"features\": {\"0\": {\"effect\": -0.0011055065105393669, \"value\": \"\"}, \"1\": {\"effect\": -0.005689187744095908, \"value\": \"\"}, \"2\": {\"effect\": -0.16562140432407252, \"value\": \"\"}, \"3\": {\"effect\": -0.0005499807203110246, \"value\": \"\"}, \"4\": {\"effect\": -0.001553792690988029, \"value\": \"\"}, \"5\": {\"effect\": -0.002604467232421942, \"value\": \"\"}, \"6\": {\"effect\": -0.0063152659942400935, \"value\": \"\"}, \"7\": {\"effect\": -0.003659646810763667, \"value\": \"\"}}}, {\"outValue\": 0.07726242985619264, \"simIndex\": 27.0, \"features\": {\"0\": {\"effect\": 0.0011369193659933885, \"value\": \"\"}, \"1\": {\"effect\": -0.005985437283342443, \"value\": \"\"}, \"2\": {\"effect\": -0.18116962200481174, \"value\": \"\"}, \"3\": {\"effect\": -0.0008144411679122249, \"value\": \"\"}, \"4\": {\"effect\": 0.0018815914875122547, \"value\": \"\"}, \"5\": {\"effect\": -0.00013323227245942704, \"value\": \"\"}, \"6\": {\"effect\": -0.006897799458762566, \"value\": \"\"}, \"7\": {\"effect\": -0.0038520145534297057, \"value\": \"\"}}}, {\"outValue\": 0.9008270096123365, \"simIndex\": 1.0, \"features\": {\"0\": {\"effect\": -0.0004777849609883811, \"value\": \"\"}, \"1\": {\"effect\": 0.014712052395772668, \"value\": \"\"}, \"2\": {\"effect\": 0.5849374832283809, \"value\": \"\"}, \"3\": {\"effect\": 0.0003700547158045908, \"value\": \"\"}, \"4\": {\"effect\": 0.00020338400670488754, \"value\": \"\"}, \"5\": {\"effect\": -0.0019884929816540997, \"value\": \"\"}, \"6\": {\"effect\": 0.021872301977027886, \"value\": \"\"}, \"7\": {\"effect\": 0.008101545487883, \"value\": \"\"}}}, {\"outValue\": 0.9014199837897869, \"simIndex\": 4.0, \"features\": {\"0\": {\"effect\": 0.00027372641941575404, \"value\": \"\"}, \"1\": {\"effect\": 0.01270356255956831, \"value\": \"\"}, \"2\": {\"effect\": 0.5822143631738299, \"value\": \"\"}, \"3\": {\"effect\": -0.0007795832408546977, \"value\": \"\"}, \"4\": {\"effect\": 0.0002939223983587369, \"value\": \"\"}, \"5\": {\"effect\": 0.004515475353653653, \"value\": \"\"}, \"6\": {\"effect\": 0.02027727651729777, \"value\": \"\"}, \"7\": {\"effect\": 0.00882477486511224, \"value\": \"\"}}}, {\"outValue\": 0.9103023185233134, \"simIndex\": 2.0, \"features\": {\"0\": {\"effect\": 0.0001595576195432269, \"value\": \"\"}, \"1\": {\"effect\": 0.01564076538991277, \"value\": \"\"}, \"2\": {\"effect\": 0.5888241164918978, \"value\": \"\"}, \"3\": {\"effect\": 0.00038765958443717774, \"value\": \"\"}, \"4\": {\"effect\": -0.00042211044297441047, \"value\": \"\"}, \"5\": {\"effect\": 0.0033540122221227264, \"value\": \"\"}, \"6\": {\"effect\": 0.01865733276506376, \"value\": \"\"}, \"7\": {\"effect\": 0.010604519149905234, \"value\": \"\"}}}, {\"outValue\": 0.900254451662458, \"simIndex\": 7.0, \"features\": {\"0\": {\"effect\": -0.0005069519454986848, \"value\": \"\"}, \"1\": {\"effect\": 0.016567251048684783, \"value\": \"\"}, \"2\": {\"effect\": 0.5738839681232948, \"value\": \"\"}, \"3\": {\"effect\": 0.00037422027871270025, \"value\": \"\"}, \"4\": {\"effect\": 0.00022166826077946178, \"value\": \"\"}, \"5\": {\"effect\": 0.003975535088473203, \"value\": \"\"}, \"6\": {\"effect\": 0.023346937623481834, \"value\": \"\"}, \"7\": {\"effect\": 0.009295357441124752, \"value\": \"\"}}}, {\"outValue\": 0.08337288430506412, \"simIndex\": 28.0, \"features\": {\"0\": {\"effect\": 0.0011983261509607435, \"value\": \"\"}, \"1\": {\"effect\": -0.0033388113425104893, \"value\": \"\"}, \"2\": {\"effect\": -0.18390283018411707, \"value\": \"\"}, \"3\": {\"effect\": -0.0005907437529067139, \"value\": \"\"}, \"4\": {\"effect\": 0.00349089897436812, \"value\": \"\"}, \"5\": {\"effect\": 0.0031900234458038107, \"value\": \"\"}, \"6\": {\"effect\": -0.006056783092647053, \"value\": \"\"}, \"7\": {\"effect\": -0.0037136616372923648, \"value\": \"\"}}}, {\"outValue\": 0.06707256118370047, \"simIndex\": 17.0, \"features\": {\"0\": {\"effect\": -0.0008417831729139735, \"value\": \"\"}, \"1\": {\"effect\": -0.005279920759681991, \"value\": \"\"}, \"2\": {\"effect\": -0.1875673359866919, \"value\": \"\"}, \"3\": {\"effect\": -0.0006303216667872952, \"value\": \"\"}, \"4\": {\"effect\": -0.0016271648418194617, \"value\": \"\"}, \"5\": {\"effect\": -0.0013011803669917277, \"value\": \"\"}, \"6\": {\"effect\": -0.004961914288141189, \"value\": \"\"}, \"7\": {\"effect\": -0.003814283476677116, \"value\": \"\"}}}, {\"outValue\": 0.09972085763983174, \"simIndex\": 8.0, \"features\": {\"0\": {\"effect\": -0.001159263362773999, \"value\": \"\"}, \"1\": {\"effect\": -0.005201093458344144, \"value\": \"\"}, \"2\": {\"effect\": -0.15401011337170134, \"value\": \"\"}, \"3\": {\"effect\": -0.0006343637630764482, \"value\": \"\"}, \"4\": {\"effect\": -0.0015775609679359454, \"value\": \"\"}, \"5\": {\"effect\": -0.0028472979607742643, \"value\": \"\"}, \"6\": {\"effect\": -0.004777717087806749, \"value\": \"\"}, \"7\": {\"effect\": -0.00316819813116051, \"value\": \"\"}}}, {\"outValue\": 0.9095161176886573, \"simIndex\": 3.0, \"features\": {\"0\": {\"effect\": 0.000336265775849498, \"value\": \"\"}, \"1\": {\"effect\": 0.014056311555727063, \"value\": \"\"}, \"2\": {\"effect\": 0.5844107382500602, \"value\": \"\"}, \"3\": {\"effect\": 0.00010202609396603446, \"value\": \"\"}, \"4\": {\"effect\": 0.00020211016082194444, \"value\": \"\"}, \"5\": {\"effect\": 0.00455686063125843, \"value\": \"\"}, \"6\": {\"effect\": 0.021909129414549366, \"value\": \"\"}, \"7\": {\"effect\": 0.010846210063019668, \"value\": \"\"}}}, {\"outValue\": 0.9034504187850818, \"simIndex\": 6.0, \"features\": {\"0\": {\"effect\": 1.2387871591690303e-05, \"value\": \"\"}, \"1\": {\"effect\": 0.01541178976502458, \"value\": \"\"}, \"2\": {\"effect\": 0.5829504295224801, \"value\": \"\"}, \"3\": {\"effect\": 0.0003777030816163318, \"value\": \"\"}, \"4\": {\"effect\": -0.000689718761076541, \"value\": \"\"}, \"5\": {\"effect\": 0.0035399114776661356, \"value\": \"\"}, \"6\": {\"effect\": 0.017691860657757574, \"value\": \"\"}, \"7\": {\"effect\": 0.011059589426616778, \"value\": \"\"}}}, {\"outValue\": 0.9003038462344322, \"simIndex\": 5.0, \"features\": {\"0\": {\"effect\": 0.00030203915794294045, \"value\": \"\"}, \"1\": {\"effect\": 0.01258495246785013, \"value\": \"\"}, \"2\": {\"effect\": 0.5816548442903167, \"value\": \"\"}, \"3\": {\"effect\": 0.0003253274722141708, \"value\": \"\"}, \"4\": {\"effect\": 0.00021413275741721804, \"value\": \"\"}, \"5\": {\"effect\": 0.0024672535759784897, \"value\": \"\"}, \"6\": {\"effect\": 0.01780964635618487, \"value\": \"\"}, \"7\": {\"effect\": 0.011849184413122438, \"value\": \"\"}}}, {\"outValue\": 0.07414639783083704, \"simIndex\": 23.0, \"features\": {\"0\": {\"effect\": 0.000461074056468197, \"value\": \"\"}, \"1\": {\"effect\": -0.005946226717187336, \"value\": \"\"}, \"2\": {\"effect\": -0.17969840017316474, \"value\": \"\"}, \"3\": {\"effect\": -0.0008572079799986504, \"value\": \"\"}, \"4\": {\"effect\": -0.0015956361917007639, \"value\": \"\"}, \"5\": {\"effect\": -0.0025827439269133085, \"value\": \"\"}, \"6\": {\"effect\": -0.006225545804326563, \"value\": \"\"}, \"7\": {\"effect\": -0.002505381175744892, \"value\": \"\"}}}, {\"outValue\": 0.09972085323461943, \"simIndex\": 10.0, \"features\": {\"0\": {\"effect\": 0.0010759845137253005, \"value\": \"\"}, \"1\": {\"effect\": -0.0054560331305613385, \"value\": \"\"}, \"2\": {\"effect\": -0.15892148646193416, \"value\": \"\"}, \"3\": {\"effect\": 0.002823747862004289, \"value\": \"\"}, \"4\": {\"effect\": -0.0013635627522848859, \"value\": \"\"}, \"5\": {\"effect\": -0.001546363028681011, \"value\": \"\"}, \"6\": {\"effect\": -0.006206992017138285, \"value\": \"\"}, \"7\": {\"effect\": -0.003780907493915603, \"value\": \"\"}}}, {\"outValue\": 0.09052230066434308, \"simIndex\": 13.0, \"features\": {\"0\": {\"effect\": 0.0012194456722730146, \"value\": \"\"}, \"1\": {\"effect\": -0.0039178839186500836, \"value\": \"\"}, \"2\": {\"effect\": -0.16932715270197068, \"value\": \"\"}, \"3\": {\"effect\": -0.0006225623210382031, \"value\": \"\"}, \"4\": {\"effect\": 0.0009532660749675542, \"value\": \"\"}, \"5\": {\"effect\": -0.001806746175780985, \"value\": \"\"}, \"6\": {\"effect\": -0.006208485460367272, \"value\": \"\"}, \"7\": {\"effect\": -0.0028640462484954, \"value\": \"\"}}}], \"plot_cmap\": \"RdBu\", \"ordering_keys\": null, \"ordering_keys_time_format\": null}),\n",
       "    document.getElementById('iRNRYDICMRRZ2L0BZZSDZ')\n",
       "  );\n",
       "</script>"
      ],
      "text/plain": [
       "<shap.plots._force.AdditiveForceArrayVisualizer at 0x7fdf30b0a2b0>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shap.plots.force(explainer.expected_value, shap_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c5366877-5f59-48c1-8315-2a730d9fcb89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x338.4 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.summary_plot(shap_values, model.known[\"H_learned\"].T)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fc0c47f-8ab1-4903-9f62-56223aeb329e",
   "metadata": {},
   "source": [
    "### Look at Feature Importances"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85cb5414-dab0-4e7b-a557-50d9ec1ae7e8",
   "metadata": {},
   "source": [
    "**First fit the transfer model on the original H:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ae8dc8d3-8342-4564-be9d-0a61696bb234",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Applying transfer learning...\n"
     ]
    }
   ],
   "source": [
    "model.known[\"H_learned\"] = H_known\n",
    "model.fit_transfer(indicator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "0577eee8-38ae-4ba7-957b-7ba16540e32f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature 3\n",
      "Importance Mean= 0.3360\n",
      "Importance STD=  +/- 0.0712\n",
      "--------------------------------\n",
      "Feature 5\n",
      "Importance Mean= 0.3340\n",
      "Importance STD=  +/- 0.0704\n",
      "--------------------------------\n",
      "Feature 1\n",
      "Importance Mean= 0.3176\n",
      "Importance STD=  +/- 0.0677\n",
      "--------------------------------\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# parameters for the Permutation feature importance\n",
    "permi_params = {\n",
    "    \"n_repeats\":30,\n",
    "    \"random_state\":42\n",
    "}\n",
    "\n",
    "feature_importances = model.get_feature_importances(\n",
    "    indicator, \n",
    "    permi_params,\n",
    "    feature_names=[],\n",
    "    plot=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "eb355d95-3022-4aeb-bcf5-19e7875b7d26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Feature 3': {'importance_mean': np.float64(0.336),\n",
       "  'importance_std': np.float64(0.0712)},\n",
       " 'Feature 5': {'importance_mean': np.float64(0.334),\n",
       "  'importance_std': np.float64(0.0704)},\n",
       " 'Feature 1': {'importance_mean': np.float64(0.3176),\n",
       "  'importance_std': np.float64(0.0677)},\n",
       " 'indices': [np.int64(2), np.int64(4), np.int64(0)]}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_importances"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae57b11b-c114-482f-9ae7-98c63673ce9d",
   "metadata": {},
   "source": [
    "# Split Transfer Classifier Method (Target 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "4ac7d66b-6b7b-4213-b1bf-6e76e1c12418",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.015\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.5\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x16a040b80>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x1696a4900>, 'k_search_method': 'linear', 'sill_thresh': 0.5, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n",
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.01\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.8\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x169783f80>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x169781200>, 'k_search_method': 'linear', 'sill_thresh': 0.8, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n",
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.015\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.6\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x16a04a300>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x16a049d80>, 'k_search_method': 'linear', 'sill_thresh': 0.6, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksim/Desktop/Code/telf_internal/TELF/factorization/NMFk.py:855: UserWarning: calculate_error is True! Error calculation can make the runtime longer and take up more memory space!\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from TELF.factorization import SPLITTransfer\n",
    "\n",
    "model = SPLITTransfer(**SPLIT_transfer_params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "972c7dd0-bd46-4ceb-bdb6-3a0ef9336c02",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/maksim/Desktop/Code/telf_internal/TELF/factorization/NMFk.py:1078: UserWarning: X is data type float64. Whic is not float32. Higher precision will result in significantly longer runtime!\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.015\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.5\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x16a0107c0>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x169789d00>, 'k_search_method': 'linear', 'sill_thresh': 0.5, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n",
      "Fitting known set...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/9 [00:00<?, ?it/s]/Users/maksim/miniconda3/envs/TELF/lib/python3.11/site-packages/numpy/_core/fromnumeric.py:3596: RuntimeWarning: Mean of empty slice.\n",
      "  return _methods._mean(a, axis=axis, dtype=dtype,\n",
      "/Users/maksim/miniconda3/envs/TELF/lib/python3.11/site-packages/numpy/_core/_methods.py:138: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  ret = ret.dtype.type(ret / rcount)\n",
      "100%|██████████| 9/9 [00:09<00:00,  1.05s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.01\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.8\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x16975b1c0>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x16a0dc900>, 'k_search_method': 'linear', 'sill_thresh': 0.8, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n",
      "Fitting target set...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 9/9 [00:09<00:00,  1.08s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_perturbs: 30\n",
      "perturb_type: uniform\n",
      "n_iters: 1000\n",
      "epsilon: 0.015\n",
      "init: nnsvd\n",
      "save_path: ../../results\n",
      "save_output: True\n",
      "use_gpu: False\n",
      "verbose: True\n",
      "nmf_verbose: False\n",
      "perturb_verbose: False\n",
      "transpose: False\n",
      "collect_output: True\n",
      "sill_thresh: 0.6\n",
      "predict_k: True\n",
      "predict_k_method: WH_sill\n",
      "n_jobs: 12\n",
      "n_nodes: 1\n",
      "nmf: <function nmf at 0x1689709a0>\n",
      "nmf_method: nmf_fro_mu\n",
      "nmf_obj_params: {}\n",
      "clustering_obj_params: {}\n",
      "pruned: True\n",
      "calculate_error: True\n",
      "consensus_mat: False\n",
      "use_consensus_stopping: 0\n",
      "mask: None\n",
      "calculate_pac: False\n",
      "simple_plot: True\n",
      "get_plot_data: False\n",
      "perturb_multiprocessing: False\n",
      "k_search_method: linear\n",
      "H_sill_thresh: None\n",
      "factor_thresholding: None\n",
      "factor_thresholding_H_regression: None\n",
      "factor_thresholding_obj_params: {}\n",
      "factor_thresholding_H_regression_obj_params: {}\n",
      "clustering_method: kmeans\n",
      "device: [-1]\n",
      "lock: <unlocked _thread.lock object at 0x169474600>\n",
      "K_search_settings: {'lock': <unlocked _thread.lock object at 0x16975bd00>, 'k_search_method': 'linear', 'sill_thresh': 0.6, 'H_sill_thresh': None, 'k_min': -1, 'k_max': inf}\n",
      "total_exec_seconds: 0\n",
      "experiment_name: \n",
      "thresholding_function: None\n",
      "nmf_params: {'niter': 1000, 'use_gpu': False, 'nmf_verbose': False, 'mask': None, 'use_consensus_stopping': 0}\n",
      "Fitting split set...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 8/8 [00:06<00:00,  1.25it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Applying regression to get known H learned...\n",
      "Applying regression to get target H learned...\n",
      "Applying transfer learning...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<TELF.factorization.SPLITTransfer.SPLITTransfer at 0x1697ba510>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit_transform(X_known, X_target_2, indicator)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cd6c86b-afa2-4431-94b3-38ace565c6b1",
   "metadata": {},
   "source": [
    "## Results (Target 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0d2da21-64be-4863-8b42-c722af83c0ce",
   "metadata": {},
   "source": [
    "#### Do prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "96506ba1-539b-4347-9db8-e92585ba39d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_train = model.predict(test=False)\n",
    "y_pred_test = model.predict(test=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30995a78-bd81-4119-b3af-6456ef1d1feb",
   "metadata": {},
   "source": [
    "#### ROC Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "45f2cc60-33fa-480d-b1e9-f5ebeb026c94",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/lr/5nshhpy542x47gz560f07r340011f_/T/ipykernel_39827/1448630045.py:12: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  tpr = [np.sum(np.logical_and(ground_truth,predictions >= thresh))/positives for thresh in threshs]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "\n",
    "fpr, tpr = roc_curve(indicator, y_pred_train)\n",
    "roc_auc = metrics.auc(fpr, tpr)\n",
    "plt.plot(fpr, tpr, label = 'Train - AUC = %0.2f' % roc_auc)\n",
    "\n",
    "fpr, tpr = roc_curve(y_true_2, y_pred_test)\n",
    "roc_auc = metrics.auc(fpr, tpr)\n",
    "plt.plot(fpr, tpr, label = 'Test - AUC = %0.2f' % roc_auc, linestyle=\"--\")\n",
    "\n",
    "plt.title('ROC')\n",
    "plt.legend(loc = 'lower right')\n",
    "plt.plot([0, 1], [0, 1], 'black', linestyle=':', lw=1)\n",
    "plt.xlim([-0.05, 1.05])\n",
    "plt.ylim([-0.05, 1.05])\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8423de3b-ed5c-4fa4-a3a5-f22c0e0f5567",
   "metadata": {},
   "source": [
    "#### PR Curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c9e42bf0-0d3e-45ef-a3e0-dc4f5f835b17",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/lr/5nshhpy542x47gz560f07r340011f_/T/ipykernel_39827/1448630045.py:25: RuntimeWarning: invalid value encountered in scalar divide\n",
      "  recall = [np.sum(np.logical_and(ground_truth,predictions >= thresh))/positives for thresh in threshs]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "\n",
    "prec, recall, noskill = prec_recall_curve(indicator, y_pred_train)\n",
    "roc_auc = metrics.auc(recall, prec)\n",
    "plt.plot(recall, prec, label = 'Train - AUC = %0.2f' % roc_auc)\n",
    "plt.plot([0,1],[noskill,noskill],color='C0',linestyle=':')\n",
    "\n",
    "prec, recall, noskill = prec_recall_curve(y_true_2, y_pred_test)\n",
    "roc_auc = metrics.auc(recall, prec)\n",
    "plt.plot(recall, prec, label = 'Test - AUC = %0.2f' % roc_auc, linestyle=\"--\")\n",
    "plt.plot([0,1],[noskill,noskill],color='C1',linestyle=':')\n",
    "\n",
    "plt.title('PR')\n",
    "plt.legend(loc = 'lower right')\n",
    "plt.plot([0,1],[noskill,noskill],color='C0',linestyle=':')\n",
    "plt.xlim([-0.05, 1.05])\n",
    "plt.ylim([-0.05, 1.05])\n",
    "plt.ylabel('Precision')\n",
    "plt.xlabel('Recall')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3496678c-1be0-40cf-b156-9b468916a88c",
   "metadata": {},
   "source": [
    "#### Look at the Predictions and Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "9b834870-0f18-4795-8406-e320b7da5263",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "\n",
    "plt.plot(np.arange(0, len(y_pred_train), 1), y_pred_train, \n",
    "         label=\"Train Predict\", color=\"red\")\n",
    "plt.plot(indicator, label=\"Indicator\", linestyle=\":\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "edd0cf5d-574b-4a3f-b812-d84b7f99e14c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=100)\n",
    "plt.ylim([0, 1.1])\n",
    "plt.plot(np.arange(0, len(y_pred_test), 1), y_pred_test, \n",
    "         label=\"Test Predict\", color=\"red\")\n",
    "plt.plot(y_true_2, label=\"Ground Truth\", linestyle=\":\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fea34ce7-505b-418d-af89-cb2a360db241",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TELF",
   "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": "3.11.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}