text-classification-and-model-interpretation.ipynb

{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":1700219,"sourceType":"datasetVersion","datasetId":957852}],"dockerImageVersionId":30626,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\n\nimport os\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-12-29T15:55:11.754656Z","iopub.execute_input":"2023-12-29T15:55:11.755006Z","iopub.status.idle":"2023-12-29T15:55:12.421056Z","shell.execute_reply.started":"2023-12-29T15:55:11.754978Z","shell.execute_reply":"2023-12-29T15:55:12.420040Z"},"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"/kaggle/input/iitjee-neet-aims-students-questions-data/subjects-questions.csv\n","output_type":"stream"}]},{"cell_type":"code","source":"df = pd.read_csv(\"/kaggle/input/iitjee-neet-aims-students-questions-data/subjects-questions.csv\")\ndf.head()","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:12.422855Z","iopub.execute_input":"2023-12-29T15:55:12.424180Z","iopub.status.idle":"2023-12-29T15:55:13.102463Z","shell.execute_reply.started":"2023-12-29T15:55:12.424143Z","shell.execute_reply":"2023-12-29T15:55:13.101432Z"},"trusted":true},"execution_count":2,"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":"                                                 eng    Subject\n0  An anti-forest measure is\\nA. Afforestation\\nB...    Biology\n1  Among the following organic acids, the acid pr...  Chemistry\n2  If the area of two similar triangles are equal...      Maths\n3  In recent year, there has been a growing\\nconc...    Biology\n4  Which of the following statement\\nregarding tr...    Physics","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>eng</th>\n      <th>Subject</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>An anti-forest measure is\\nA. Afforestation\\nB...</td>\n      <td>Biology</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Among the following organic acids, the acid pr...</td>\n      <td>Chemistry</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>If the area of two similar triangles are equal...</td>\n      <td>Maths</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>In recent year, there has been a growing\\nconc...</td>\n      <td>Biology</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Which of the following statement\\nregarding tr...</td>\n      <td>Physics</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"df.info()","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:13.103490Z","iopub.execute_input":"2023-12-29T15:55:13.103772Z","iopub.status.idle":"2023-12-29T15:55:13.148899Z","shell.execute_reply.started":"2023-12-29T15:55:13.103748Z","shell.execute_reply":"2023-12-29T15:55:13.147720Z"},"trusted":true},"execution_count":3,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 122519 entries, 0 to 122518\nData columns (total 2 columns):\n #   Column   Non-Null Count   Dtype \n---  ------   --------------   ----- \n 0   eng      122519 non-null  object\n 1   Subject  122519 non-null  object\ndtypes: object(2)\nmemory usage: 1.9+ MB\n","output_type":"stream"}]},{"cell_type":"code","source":"df.Subject.value_counts(normalize=True)","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:13.152987Z","iopub.execute_input":"2023-12-29T15:55:13.154003Z","iopub.status.idle":"2023-12-29T15:55:13.169149Z","shell.execute_reply.started":"2023-12-29T15:55:13.153974Z","shell.execute_reply":"2023-12-29T15:55:13.167792Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"Subject\nPhysics      0.313731\nChemistry    0.308254\nMaths        0.270897\nBiology      0.107118\nName: proportion, dtype: float64"},"metadata":{}}]},{"cell_type":"code","source":"df.Subject.value_counts().sort_index().plot(kind='bar')","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:13.170731Z","iopub.execute_input":"2023-12-29T15:55:13.171002Z","iopub.status.idle":"2023-12-29T15:55:13.411627Z","shell.execute_reply.started":"2023-12-29T15:55:13.170978Z","shell.execute_reply":"2023-12-29T15:55:13.410590Z"},"trusted":true},"execution_count":5,"outputs":[{"execution_count":5,"output_type":"execute_result","data":{"text/plain":"<Axes: xlabel='Subject'>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 1 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"# Building a Text Classification System","metadata":{}},{"cell_type":"markdown","source":"## Data Preparation","metadata":{}},{"cell_type":"code","source":"! pip install textacy","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:13.413310Z","iopub.execute_input":"2023-12-29T15:55:13.413750Z","iopub.status.idle":"2023-12-29T15:55:24.360785Z","shell.execute_reply.started":"2023-12-29T15:55:13.413715Z","shell.execute_reply":"2023-12-29T15:55:24.359626Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stdout","text":"Requirement already satisfied: textacy in /opt/conda/lib/python3.10/site-packages (0.13.0)\nRequirement already satisfied: cachetools>=4.0.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (4.2.4)\nRequirement already satisfied: catalogue~=2.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (2.0.10)\nRequirement already satisfied: cytoolz>=0.10.1 in /opt/conda/lib/python3.10/site-packages (from textacy) (0.12.2)\nRequirement already satisfied: floret~=0.10.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (0.10.5)\nRequirement already satisfied: jellyfish>=0.8.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (1.0.3)\nRequirement already satisfied: joblib>=0.13.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (1.3.2)\nRequirement already satisfied: networkx>=2.7 in /opt/conda/lib/python3.10/site-packages (from textacy) (3.1)\nRequirement already satisfied: numpy>=1.17.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (1.24.3)\nRequirement already satisfied: pyphen>=0.10.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (0.14.0)\nRequirement already satisfied: requests>=2.10.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (2.31.0)\nRequirement already satisfied: scipy>=1.8.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (1.11.4)\nRequirement already satisfied: scikit-learn>=1.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (1.2.2)\nRequirement already satisfied: spacy~=3.0 in /opt/conda/lib/python3.10/site-packages (from textacy) (3.7.2)\nRequirement already satisfied: tqdm>=4.19.6 in /opt/conda/lib/python3.10/site-packages (from textacy) (4.66.1)\nRequirement already satisfied: toolz>=0.8.0 in /opt/conda/lib/python3.10/site-packages (from cytoolz>=0.10.1->textacy) (0.12.0)\nRequirement already satisfied: charset-normalizer<4,>=2 in /opt/conda/lib/python3.10/site-packages (from requests>=2.10.0->textacy) (3.2.0)\nRequirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests>=2.10.0->textacy) (3.4)\nRequirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests>=2.10.0->textacy) (1.26.15)\nRequirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests>=2.10.0->textacy) (2023.11.17)\nRequirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.10/site-packages (from scikit-learn>=1.0->textacy) (3.2.0)\nRequirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (3.0.12)\nRequirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (1.0.5)\nRequirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (1.0.10)\nRequirement already satisfied: cymem<2.1.0,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (2.0.8)\nRequirement already satisfied: preshed<3.1.0,>=3.0.2 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (3.0.9)\nRequirement already satisfied: thinc<8.3.0,>=8.1.8 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (8.2.1)\nRequirement already satisfied: wasabi<1.2.0,>=0.9.1 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (1.1.2)\nRequirement already satisfied: srsly<3.0.0,>=2.4.3 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (2.4.8)\nRequirement already satisfied: weasel<0.4.0,>=0.1.0 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (0.3.4)\nRequirement already satisfied: typer<0.10.0,>=0.3.0 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (0.9.0)\nRequirement already satisfied: smart-open<7.0.0,>=5.2.1 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (6.3.0)\nRequirement already satisfied: pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (1.10.12)\nRequirement already satisfied: jinja2 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (3.1.2)\nRequirement already satisfied: setuptools in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (68.1.2)\nRequirement already satisfied: packaging>=20.0 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (21.3)\nRequirement already satisfied: langcodes<4.0.0,>=3.2.0 in /opt/conda/lib/python3.10/site-packages (from spacy~=3.0->textacy) (3.3.0)\nRequirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging>=20.0->spacy~=3.0->textacy) (3.0.9)\nRequirement already satisfied: typing-extensions>=4.2.0 in /opt/conda/lib/python3.10/site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy~=3.0->textacy) (4.5.0)\nRequirement already satisfied: blis<0.8.0,>=0.7.8 in /opt/conda/lib/python3.10/site-packages (from thinc<8.3.0,>=8.1.8->spacy~=3.0->textacy) (0.7.11)\nRequirement already satisfied: confection<1.0.0,>=0.0.1 in /opt/conda/lib/python3.10/site-packages (from thinc<8.3.0,>=8.1.8->spacy~=3.0->textacy) (0.1.4)\nRequirement already satisfied: click<9.0.0,>=7.1.1 in /opt/conda/lib/python3.10/site-packages (from typer<0.10.0,>=0.3.0->spacy~=3.0->textacy) (8.1.7)\nRequirement already satisfied: cloudpathlib<0.17.0,>=0.7.0 in /opt/conda/lib/python3.10/site-packages (from weasel<0.4.0,>=0.1.0->spacy~=3.0->textacy) (0.16.0)\nRequirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->spacy~=3.0->textacy) (2.1.3)\n","output_type":"stream"}]},{"cell_type":"code","source":"import textacy\nimport textacy.preprocessing as tprep","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:24.362250Z","iopub.execute_input":"2023-12-29T15:55:24.364321Z","iopub.status.idle":"2023-12-29T15:55:30.272961Z","shell.execute_reply.started":"2023-12-29T15:55:24.364287Z","shell.execute_reply":"2023-12-29T15:55:30.271878Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"import re\n\n\nclean = tprep.make_pipeline(\n    lambda text: re.sub(r\"\\n\", \" \", text),\n    tprep.remove.punctuation,\n    tprep.normalize.hyphenated_words,\n    tprep.normalize.bullet_points,\n    tprep.normalize.quotation_marks,\n    tprep.normalize.whitespace,\n)","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:30.274193Z","iopub.execute_input":"2023-12-29T15:55:30.274846Z","iopub.status.idle":"2023-12-29T15:55:30.280185Z","shell.execute_reply.started":"2023-12-29T15:55:30.274812Z","shell.execute_reply":"2023-12-29T15:55:30.279136Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"code","source":"from tqdm.notebook import tqdm\n\ntqdm.pandas()\n\ndf['processed_text'] = df['eng'].progress_apply(clean)","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:30.281348Z","iopub.execute_input":"2023-12-29T15:55:30.281704Z","iopub.status.idle":"2023-12-29T15:55:40.710059Z","shell.execute_reply.started":"2023-12-29T15:55:30.281678Z","shell.execute_reply":"2023-12-29T15:55:40.709113Z"},"trusted":true},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"text/plain":"  0%|          | 0/122519 [00:00<?, ?it/s]","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"73fbd6484d0440069b8ccf124d638394"}},"metadata":{}}]},{"cell_type":"code","source":"df.processed_text.iloc[0]","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:40.713121Z","iopub.execute_input":"2023-12-29T15:55:40.713498Z","iopub.status.idle":"2023-12-29T15:55:40.720301Z","shell.execute_reply.started":"2023-12-29T15:55:40.713473Z","shell.execute_reply":"2023-12-29T15:55:40.719322Z"},"trusted":true},"execution_count":10,"outputs":[{"execution_count":10,"output_type":"execute_result","data":{"text/plain":"'An anti forest measure is A Afforestation B Selective grazing C Clearing forest D Selective felling'"},"metadata":{}}]},{"cell_type":"markdown","source":"## Train Test Split","metadata":{}},{"cell_type":"code","source":"from sklearn.model_selection import train_test_split\n\n\n\nX_train, X_test, y_train, y_test = train_test_split(\n    df['processed_text'], df['Subject'], test_size=0.2, random_state=42, stratify=df['Subject']\n)\n\nprint('Size of Training Data ', X_train.shape[0])\nprint('Size of Test Data ', X_test.shape[0])","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:40.721391Z","iopub.execute_input":"2023-12-29T15:55:40.721660Z","iopub.status.idle":"2023-12-29T15:55:40.856015Z","shell.execute_reply.started":"2023-12-29T15:55:40.721637Z","shell.execute_reply":"2023-12-29T15:55:40.854957Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"Size of Training Data  98015\nSize of Test Data  24504\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Train a Simple Baseline","metadata":{}},{"cell_type":"code","source":"from sklearn.feature_extraction.text import TfidfVectorizer\nfrom sklearn.pipeline import Pipeline\nfrom sklearn.dummy import DummyClassifier\n\n\nbase_pipeline = Pipeline(\n    steps=[\n        ('tfidf', TfidfVectorizer(stop_words=\"english\")),\n        ('model', DummyClassifier(strategy='stratified', random_state=21))\n    ]\n)\n\nbase_pipeline.fit(X_train, y_train)","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:40.857184Z","iopub.execute_input":"2023-12-29T15:55:40.857458Z","iopub.status.idle":"2023-12-29T15:55:43.086653Z","shell.execute_reply.started":"2023-12-29T15:55:40.857434Z","shell.execute_reply":"2023-12-29T15:55:43.085338Z"},"trusted":true},"execution_count":12,"outputs":[{"execution_count":12,"output_type":"execute_result","data":{"text/plain":"Pipeline(steps=[('tfidf', TfidfVectorizer(stop_words='english')),\n                ('model',\n                 DummyClassifier(random_state=21, strategy='stratified'))])","text/html":"<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[(&#x27;tfidf&#x27;, TfidfVectorizer(stop_words=&#x27;english&#x27;)),\n                (&#x27;model&#x27;,\n                 DummyClassifier(random_state=21, strategy=&#x27;stratified&#x27;))])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Pipeline</label><div class=\"sk-toggleable__content\"><pre>Pipeline(steps=[(&#x27;tfidf&#x27;, TfidfVectorizer(stop_words=&#x27;english&#x27;)),\n                (&#x27;model&#x27;,\n                 DummyClassifier(random_state=21, strategy=&#x27;stratified&#x27;))])</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">TfidfVectorizer</label><div class=\"sk-toggleable__content\"><pre>TfidfVectorizer(stop_words=&#x27;english&#x27;)</pre></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DummyClassifier</label><div class=\"sk-toggleable__content\"><pre>DummyClassifier(random_state=21, strategy=&#x27;stratified&#x27;)</pre></div></div></div></div></div></div></div>"},"metadata":{}}]},{"cell_type":"markdown","source":"## Model Eval Metrics","metadata":{}},{"cell_type":"code","source":"from sklearn.metrics import ConfusionMatrixDisplay, accuracy_score, confusion_matrix, classification_report\n\n\ny_pred = base_pipeline.predict(X_test)\n\n\nprint(classification_report(y_test, y_pred, labels=base_pipeline.named_steps['model'].classes_))","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:43.088007Z","iopub.execute_input":"2023-12-29T15:55:43.088427Z","iopub.status.idle":"2023-12-29T15:55:44.124086Z","shell.execute_reply.started":"2023-12-29T15:55:43.088393Z","shell.execute_reply":"2023-12-29T15:55:44.122982Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"              precision    recall  f1-score   support\n\n     Biology       0.11      0.11      0.11      2625\n   Chemistry       0.31      0.31      0.31      7553\n       Maths       0.27      0.27      0.27      6638\n     Physics       0.32      0.32      0.32      7688\n\n    accuracy                           0.28     24504\n   macro avg       0.25      0.25      0.25     24504\nweighted avg       0.28      0.28      0.28     24504\n\n","output_type":"stream"}]},{"cell_type":"code","source":"cm = confusion_matrix(y_test, y_pred)\ndisp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=base_pipeline.named_steps['model'].classes_)\ndisp.plot()","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:44.124994Z","iopub.execute_input":"2023-12-29T15:55:44.125241Z","iopub.status.idle":"2023-12-29T15:55:44.451339Z","shell.execute_reply.started":"2023-12-29T15:55:44.125221Z","shell.execute_reply":"2023-12-29T15:55:44.449945Z"},"trusted":true},"execution_count":14,"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x78e337c4ffa0>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 2 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"## Apply a Simple ML Model\n\nWe will use SVM model because it works well with sparse matrixes which we have after TF-IDF vectorizer","metadata":{}},{"cell_type":"code","source":"from sklearn.svm import LinearSVC\nfrom sklearn.model_selection import RandomizedSearchCV\n\n\nsvm_pipeline = Pipeline(\n    steps=[\n        ('tfidf', TfidfVectorizer(stop_words=\"english\", ngram_range=(1, 2))),\n        ('model', LinearSVC(tol=1e-5, random_state=21))\n    ]\n)\n\nhyperparams = [\n    {\n        'tfidf__min_df': [5, 10],\n        'model__penalty': ['l2'],\n        'model__loss': ['hinge'],\n        'model__max_iter': [10000]\n    }, \n    {\n        'tfidf__min_df': [5, 10],\n        'model__C': [1, 10],\n        'model__tol': [1e-2, 1e-3]\n    }\n]\n\nrs = RandomizedSearchCV(svm_pipeline, hyperparams, random_state=21, refit=True, cv=4, n_jobs=3)\nrs.fit(X_train, y_train)","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:55:44.452719Z","iopub.execute_input":"2023-12-29T15:55:44.453064Z","iopub.status.idle":"2023-12-29T15:58:09.605844Z","shell.execute_reply.started":"2023-12-29T15:55:44.453034Z","shell.execute_reply":"2023-12-29T15:58:09.604908Z"},"trusted":true},"execution_count":15,"outputs":[{"execution_count":15,"output_type":"execute_result","data":{"text/plain":"RandomizedSearchCV(cv=4,\n                   estimator=Pipeline(steps=[('tfidf',\n                                              TfidfVectorizer(ngram_range=(1,\n                                                                           2),\n                                                              stop_words='english')),\n                                             ('model',\n                                              LinearSVC(random_state=21,\n                                                        tol=1e-05))]),\n                   n_jobs=3,\n                   param_distributions=[{'model__loss': ['hinge'],\n                                         'model__max_iter': [10000],\n                                         'model__penalty': ['l2'],\n                                         'tfidf__min_df': [5, 10]},\n                                        {'model__C': [1, 10],\n                                         'model__tol': [0.01, 0.001],\n                                         'tfidf__min_df': [5, 10]}],\n                   random_state=21)","text/html":"<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomizedSearchCV(cv=4,\n                   estimator=Pipeline(steps=[(&#x27;tfidf&#x27;,\n                                              TfidfVectorizer(ngram_range=(1,\n                                                                           2),\n                                                              stop_words=&#x27;english&#x27;)),\n                                             (&#x27;model&#x27;,\n                                              LinearSVC(random_state=21,\n                                                        tol=1e-05))]),\n                   n_jobs=3,\n                   param_distributions=[{&#x27;model__loss&#x27;: [&#x27;hinge&#x27;],\n                                         &#x27;model__max_iter&#x27;: [10000],\n                                         &#x27;model__penalty&#x27;: [&#x27;l2&#x27;],\n                                         &#x27;tfidf__min_df&#x27;: [5, 10]},\n                                        {&#x27;model__C&#x27;: [1, 10],\n                                         &#x27;model__tol&#x27;: [0.01, 0.001],\n                                         &#x27;tfidf__min_df&#x27;: [5, 10]}],\n                   random_state=21)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomizedSearchCV</label><div class=\"sk-toggleable__content\"><pre>RandomizedSearchCV(cv=4,\n                   estimator=Pipeline(steps=[(&#x27;tfidf&#x27;,\n                                              TfidfVectorizer(ngram_range=(1,\n                                                                           2),\n                                                              stop_words=&#x27;english&#x27;)),\n                                             (&#x27;model&#x27;,\n                                              LinearSVC(random_state=21,\n                                                        tol=1e-05))]),\n                   n_jobs=3,\n                   param_distributions=[{&#x27;model__loss&#x27;: [&#x27;hinge&#x27;],\n                                         &#x27;model__max_iter&#x27;: [10000],\n                                         &#x27;model__penalty&#x27;: [&#x27;l2&#x27;],\n                                         &#x27;tfidf__min_df&#x27;: [5, 10]},\n                                        {&#x27;model__C&#x27;: [1, 10],\n                                         &#x27;model__tol&#x27;: [0.01, 0.001],\n                                         &#x27;tfidf__min_df&#x27;: [5, 10]}],\n                   random_state=21)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: Pipeline</label><div class=\"sk-toggleable__content\"><pre>Pipeline(steps=[(&#x27;tfidf&#x27;,\n                 TfidfVectorizer(ngram_range=(1, 2), stop_words=&#x27;english&#x27;)),\n                (&#x27;model&#x27;, LinearSVC(random_state=21, tol=1e-05))])</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">TfidfVectorizer</label><div class=\"sk-toggleable__content\"><pre>TfidfVectorizer(ngram_range=(1, 2), stop_words=&#x27;english&#x27;)</pre></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" ><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearSVC</label><div class=\"sk-toggleable__content\"><pre>LinearSVC(random_state=21, tol=1e-05)</pre></div></div></div></div></div></div></div></div></div></div></div></div>"},"metadata":{}}]},{"cell_type":"code","source":"svm_pipeline = rs.best_estimator_\n\ny_pred = svm_pipeline.predict(X_test)\n\nprint(classification_report(y_test, y_pred, labels=svm_pipeline.named_steps['model'].classes_))","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:58:09.607026Z","iopub.execute_input":"2023-12-29T15:58:09.607281Z","iopub.status.idle":"2023-12-29T15:58:11.096330Z","shell.execute_reply.started":"2023-12-29T15:58:09.607254Z","shell.execute_reply":"2023-12-29T15:58:11.095285Z"},"trusted":true},"execution_count":16,"outputs":[{"name":"stdout","text":"              precision    recall  f1-score   support\n\n     Biology       0.93      0.91      0.92      2625\n   Chemistry       0.92      0.92      0.92      7553\n       Maths       0.96      0.97      0.96      6638\n     Physics       0.93      0.93      0.93      7688\n\n    accuracy                           0.94     24504\n   macro avg       0.94      0.93      0.93     24504\nweighted avg       0.94      0.94      0.94     24504\n\n","output_type":"stream"}]},{"cell_type":"code","source":"cm = confusion_matrix(y_test, y_pred)\ndisp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=base_pipeline.named_steps['model'].classes_)\ndisp.plot()","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:58:11.097454Z","iopub.execute_input":"2023-12-29T15:58:11.098297Z","iopub.status.idle":"2023-12-29T15:58:11.422727Z","shell.execute_reply.started":"2023-12-29T15:58:11.098270Z","shell.execute_reply":"2023-12-29T15:58:11.422025Z"},"trusted":true},"execution_count":17,"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x78e3376b6f20>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 2 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"# Explain the ML Model\n\nWe built a machine learning model but how does certain predictions done? More specially if somebody asks you about a certain case why the model predict a wrong label for it, we should be able to explain it. We will be using shap package for this.","metadata":{}},{"cell_type":"code","source":"import shap\n\ntfidf, model = svm_pipeline.named_steps['tfidf'], svm_pipeline.named_steps['model']","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:58:11.423599Z","iopub.execute_input":"2023-12-29T15:58:11.424083Z","iopub.status.idle":"2023-12-29T15:58:12.931567Z","shell.execute_reply.started":"2023-12-29T15:58:11.424048Z","shell.execute_reply":"2023-12-29T15:58:12.930026Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"shap.initjs()\n\nexplainer = shap.Explainer(\n    model, tfidf.transform(X_train), feature_names=tfidf.get_feature_names_out()\n)","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:58:12.933825Z","iopub.execute_input":"2023-12-29T15:58:12.934367Z","iopub.status.idle":"2023-12-29T15:58:18.049877Z","shell.execute_reply.started":"2023-12-29T15:58:12.934323Z","shell.execute_reply":"2023-12-29T15:58:18.048723Z"},"trusted":true},"execution_count":19,"outputs":[{"output_type":"display_data","data":{"text/plain":"<IPython.core.display.HTML object>","text/html":"<div align='center'><img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABkAAAAWCAYAAAA1vze2AAAAGXRFWHRTb2Z0d2FyZQBBZG9iZSBJbWFnZVJlYWR5ccllPAAAAdxJREFUeNq0Vt1Rg0AQJjcpgBJiBWIFkgoMFYhPPAIVECogPuYpdJBYgXQQrMCUkA50V7+d2ZwXuXPGm9khHLu3f9+3l1nkWNvtNqfHLgpfQ1EUS3tz5nAQ0+NIsiAZSc6eDlI8M3J00B/mDuUKDk6kfOebAgW3pkdD0pFcODGW4gKKvOrAUm04MA4QDt1OEIXU9hDigfS5rC1eS5T90gltck1Xrizo257kgySZcNRzgCSxCvgiE9nckPJo2b/B2AcEkk2OwL8bD8gmOKR1GPbaCUqxEgTq0tLvgb6zfo7+DgYGkkWL2tqLDV4RSITfbHPPfJKIrWz4nJQTMPAWA7IbD6imcNaDeDfgk+4No+wZr40BL3g9eQJJCFqRQ54KiSt72lsLpE3o3MCBSxDuq4yOckU2hKXRuwBH3OyMR4g1UpyTYw6mlmBqNdUXRM1NfyF5EPI6JkcpIDBIX8jX6DR/6ckAZJ0wEAdLR8DEk6OfC1Pp8BKo6TQIwPJbvJ6toK5lmuvJoRtfK6Ym1iRYIarRo2UyYHvRN5qpakR3yoizWrouoyuXXQqI185LCw07op5ZyCRGL99h24InP0e9xdQukEKVmhzrqZuRIfwISB//cP3Wk3f8f/yR+BRgAHu00HjLcEQBAAAAAElFTkSuQmCC' /></div><script charset='utf-8'>/*! For license information please see bundle.js.LICENSE.txt */\n(()=>{var e={486:function(e,t,n){var r;e=n.nmd(e),function(){var a,i=\"Expected a function\",o=\"__lodash_hash_undefined__\",u=\"__lodash_placeholder__\",l=32,s=128,c=1/0,f=9007199254740991,p=NaN,d=4294967295,h=[[\"ary\",s],[\"bind\",1],[\"bindKey\",2],[\"curry\",8],[\"curryRight\",16],[\"flip\",512],[\"partial\",l],[\"partialRight\",64],[\"rearg\",256]],v=\"[object Arguments]\",g=\"[object Array]\",y=\"[object Boolean]\",m=\"[object Date]\",b=\"[object Error]\",_=\"[object Function]\",w=\"[object GeneratorFunction]\",x=\"[object Map]\",k=\"[object Number]\",S=\"[object Object]\",E=\"[object Promise]\",C=\"[object RegExp]\",T=\"[object Set]\",M=\"[object String]\",N=\"[object Symbol]\",P=\"[object WeakMap]\",z=\"[object ArrayBuffer]\",L=\"[object DataView]\",O=\"[object Float32Array]\",A=\"[object Float64Array]\",F=\"[object Int8Array]\",D=\"[object Int16Array]\",R=\"[object Int32Array]\",j=\"[object Uint8Array]\",U=\"[object Uint8ClampedArray]\",I=\"[object Uint16Array]\",$=\"[object Uint32Array]\",B=/\\b__p \\+= '';/g,W=/\\b(__p \\+=) '' \\+/g,V=/(__e\\(.*?\\)|\\b__t\\)) \\+\\n'';/g,H=/&(?:amp|lt|gt|quot|#39);/g,q=/[&<>\"']/g,Q=RegExp(H.source),Y=RegExp(q.source),G=/<%-([\\s\\S]+?)%>/g,K=/<%([\\s\\S]+?)%>/g,Z=/<%=([\\s\\S]+?)%>/g,X=/\\.|\\[(?:[^[\\]]*|([\"'])(?:(?!\\1)[^\\\\]|\\\\.)*?\\1)\\]/,J=/^\\w*$/,ee=/[^.[\\]]+|\\[(?:(-?\\d+(?:\\.\\d+)?)|([\"'])((?:(?!\\2)[^\\\\]|\\\\.)*?)\\2)\\]|(?=(?:\\.|\\[\\])(?:\\.|\\[\\]|$))/g,te=/[\\\\^$.*+?()[\\]{}|]/g,ne=RegExp(te.source),re=/^\\s+/,ae=/\\s/,ie=/\\{(?:\\n\\/\\* \\[wrapped with .+\\] \\*\\/)?\\n?/,oe=/\\{\\n\\/\\* \\[wrapped with (.+)\\] \\*/,ue=/,? & /,le=/[^\\x00-\\x2f\\x3a-\\x40\\x5b-\\x60\\x7b-\\x7f]+/g,se=/[()=,{}\\[\\]\\/\\s]/,ce=/\\\\(\\\\)?/g,fe=/\\$\\{([^\\\\}]*(?:\\\\.[^\\\\}]*)*)\\}/g,pe=/\\w*$/,de=/^[-+]0x[0-9a-f]+$/i,he=/^0b[01]+$/i,ve=/^\\[object .+?Constructor\\]$/,ge=/^0o[0-7]+$/i,ye=/^(?:0|[1-9]\\d*)$/,me=/[\\xc0-\\xd6\\xd8-\\xf6\\xf8-\\xff\\u0100-\\u017f]/g,be=/($^)/,_e=/['\\n\\r\\u2028\\u2029\\\\]/g,we=\"\\\\ud800-\\\\udfff\",xe=\"\\\\u0300-\\\\u036f\\\\ufe20-\\\\ufe2f\\\\u20d0-\\\\u20ff\",ke=\"\\\\u2700-\\\\u27bf\",Se=\"a-z\\\\xdf-\\\\xf6\\\\xf8-\\\\xff\",Ee=\"A-Z\\\\xc0-\\\\xd6\\\\xd8-\\\\xde\",Ce=\"\\\\ufe0e\\\\ufe0f\",Te=\"\\\\xac\\\\xb1\\\\xd7\\\\xf7\\\\x00-\\\\x2f\\\\x3a-\\\\x40\\\\x5b-\\\\x60\\\\x7b-\\\\xbf\\\\u2000-\\\\u206f \\\\t\\\\x0b\\\\f\\\\xa0\\\\ufeff\\\\n\\\\r\\\\u2028\\\\u2029\\\\u1680\\\\u180e\\\\u2000\\\\u2001\\\\u2002\\\\u2003\\\\u2004\\\\u2005\\\\u2006\\\\u2007\\\\u2008\\\\u2009\\\\u200a\\\\u202f\\\\u205f\\\\u3000\",Me=\"[\"+we+\"]\",Ne=\"[\"+Te+\"]\",Pe=\"[\"+xe+\"]\",ze=\"\\\\d+\",Le=\"[\"+ke+\"]\",Oe=\"[\"+Se+\"]\",Ae=\"[^\"+we+Te+ze+ke+Se+Ee+\"]\",Fe=\"\\\\ud83c[\\\\udffb-\\\\udfff]\",De=\"[^\"+we+\"]\",Re=\"(?:\\\\ud83c[\\\\udde6-\\\\uddff]){2}\",je=\"[\\\\ud800-\\\\udbff][\\\\udc00-\\\\udfff]\",Ue=\"[\"+Ee+\"]\",Ie=\"\\\\u200d\",$e=\"(?:\"+Oe+\"|\"+Ae+\")\",Be=\"(?:\"+Ue+\"|\"+Ae+\")\",We=\"(?:['’](?:d|ll|m|re|s|t|ve))?\",Ve=\"(?:['’](?:D|LL|M|RE|S|T|VE))?\",He=\"(?:\"+Pe+\"|\"+Fe+\")?\",qe=\"[\"+Ce+\"]?\",Qe=qe+He+\"(?:\"+Ie+\"(?:\"+[De,Re,je].join(\"|\")+\")\"+qe+He+\")*\",Ye=\"(?:\"+[Le,Re,je].join(\"|\")+\")\"+Qe,Ge=\"(?:\"+[De+Pe+\"?\",Pe,Re,je,Me].join(\"|\")+\")\",Ke=RegExp(\"['’]\",\"g\"),Ze=RegExp(Pe,\"g\"),Xe=RegExp(Fe+\"(?=\"+Fe+\")|\"+Ge+Qe,\"g\"),Je=RegExp([Ue+\"?\"+Oe+\"+\"+We+\"(?=\"+[Ne,Ue,\"$\"].join(\"|\")+\")\",Be+\"+\"+Ve+\"(?=\"+[Ne,Ue+$e,\"$\"].join(\"|\")+\")\",Ue+\"?\"+$e+\"+\"+We,Ue+\"+\"+Ve,\"\\\\d*(?:1ST|2ND|3RD|(?![123])\\\\dTH)(?=\\\\b|[a-z_])\",\"\\\\d*(?:1st|2nd|3rd|(?![123])\\\\dth)(?=\\\\b|[A-Z_])\",ze,Ye].join(\"|\"),\"g\"),et=RegExp(\"[\"+Ie+we+xe+Ce+\"]\"),tt=/[a-z][A-Z]|[A-Z]{2}[a-z]|[0-9][a-zA-Z]|[a-zA-Z][0-9]|[^a-zA-Z0-9 ]/,nt=[\"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\"],rt=-1,at={};at[O]=at[A]=at[F]=at[D]=at[R]=at[j]=at[U]=at[I]=at[$]=!0,at[v]=at[g]=at[z]=at[y]=at[L]=at[m]=at[b]=at[_]=at[x]=at[k]=at[S]=at[C]=at[T]=at[M]=at[P]=!1;var it={};it[v]=it[g]=it[z]=it[L]=it[y]=it[m]=it[O]=it[A]=it[F]=it[D]=it[R]=it[x]=it[k]=it[S]=it[C]=it[T]=it[M]=it[N]=it[j]=it[U]=it[I]=it[$]=!0,it[b]=it[_]=it[P]=!1;var ot={\"\\\\\":\"\\\\\",\"'\":\"'\",\"\\n\":\"n\",\"\\r\":\"r\",\"\\u2028\":\"u2028\",\"\\u2029\":\"u2029\"},ut=parseFloat,lt=parseInt,st=\"object\"==typeof n.g&&n.g&&n.g.Object===Object&&n.g,ct=\"object\"==typeof self&&self&&self.Object===Object&&self,ft=st||ct||Function(\"return this\")(),pt=t&&!t.nodeType&&t,dt=pt&&e&&!e.nodeType&&e,ht=dt&&dt.exports===pt,vt=ht&&st.process,gt=function(){try{return dt&&dt.require&&dt.require(\"util\").types||vt&&vt.binding&&vt.binding(\"util\")}catch(e){}}(),yt=gt&&gt.isArrayBuffer,mt=gt&&gt.isDate,bt=gt&&gt.isMap,_t=gt&&gt.isRegExp,wt=gt&&gt.isSet,xt=gt&&gt.isTypedArray;function kt(e,t,n){switch(n.length){case 0:return e.call(t);case 1:return e.call(t,n[0]);case 2:return e.call(t,n[0],n[1]);case 3:return e.call(t,n[0],n[1],n[2])}return e.apply(t,n)}function St(e,t,n,r){for(var a=-1,i=null==e?0:e.length;++a<i;){var o=e[a];t(r,o,n(o),e)}return r}function Et(e,t){for(var n=-1,r=null==e?0:e.length;++n<r&&!1!==t(e[n],n,e););return e}function Ct(e,t){for(var n=null==e?0:e.length;n--&&!1!==t(e[n],n,e););return e}function Tt(e,t){for(var n=-1,r=null==e?0:e.length;++n<r;)if(!t(e[n],n,e))return!1;return!0}function Mt(e,t){for(var n=-1,r=null==e?0:e.length,a=0,i=[];++n<r;){var o=e[n];t(o,n,e)&&(i[a++]=o)}return i}function Nt(e,t){return!(null==e||!e.length)&&Ut(e,t,0)>-1}function Pt(e,t,n){for(var r=-1,a=null==e?0:e.length;++r<a;)if(n(t,e[r]))return!0;return!1}function zt(e,t){for(var n=-1,r=null==e?0:e.length,a=Array(r);++n<r;)a[n]=t(e[n],n,e);return a}function Lt(e,t){for(var n=-1,r=t.length,a=e.length;++n<r;)e[a+n]=t[n];return e}function Ot(e,t,n,r){var a=-1,i=null==e?0:e.length;for(r&&i&&(n=e[++a]);++a<i;)n=t(n,e[a],a,e);return n}function At(e,t,n,r){var a=null==e?0:e.length;for(r&&a&&(n=e[--a]);a--;)n=t(n,e[a],a,e);return n}function Ft(e,t){for(var n=-1,r=null==e?0:e.length;++n<r;)if(t(e[n],n,e))return!0;return!1}var Dt=Wt(\"length\");function Rt(e,t,n){var r;return n(e,(function(e,n,a){if(t(e,n,a))return r=n,!1})),r}function jt(e,t,n,r){for(var a=e.length,i=n+(r?1:-1);r?i--:++i<a;)if(t(e[i],i,e))return i;return-1}function Ut(e,t,n){return t==t?function(e,t,n){for(var r=n-1,a=e.length;++r<a;)if(e[r]===t)return r;return-1}(e,t,n):jt(e,$t,n)}function It(e,t,n,r){for(var a=n-1,i=e.length;++a<i;)if(r(e[a],t))return a;return-1}function $t(e){return e!=e}function Bt(e,t){var n=null==e?0:e.length;return n?qt(e,t)/n:p}function Wt(e){return function(t){return null==t?a:t[e]}}function Vt(e){return function(t){return null==e?a:e[t]}}function Ht(e,t,n,r,a){return a(e,(function(e,a,i){n=r?(r=!1,e):t(n,e,a,i)})),n}function qt(e,t){for(var n,r=-1,i=e.length;++r<i;){var o=t(e[r]);o!==a&&(n=n===a?o:n+o)}return n}function Qt(e,t){for(var n=-1,r=Array(e);++n<e;)r[n]=t(n);return r}function Yt(e){return e?e.slice(0,pn(e)+1).replace(re,\"\"):e}function Gt(e){return function(t){return e(t)}}function Kt(e,t){return zt(t,(function(t){return e[t]}))}function Zt(e,t){return e.has(t)}function Xt(e,t){for(var n=-1,r=e.length;++n<r&&Ut(t,e[n],0)>-1;);return n}function Jt(e,t){for(var n=e.length;n--&&Ut(t,e[n],0)>-1;);return n}var en=Vt({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\",ĳ:\"ij\",Œ:\"Oe\",œ:\"oe\",ŉ:\"'n\",ſ:\"s\"}),tn=Vt({\"&\":\"&amp;\",\"<\":\"&lt;\",\">\":\"&gt;\",'\"':\"&quot;\",\"'\":\"&#39;\"});function nn(e){return\"\\\\\"+ot[e]}function rn(e){return et.test(e)}function an(e){var t=-1,n=Array(e.size);return e.forEach((function(e,r){n[++t]=[r,e]})),n}function on(e,t){return function(n){return e(t(n))}}function un(e,t){for(var n=-1,r=e.length,a=0,i=[];++n<r;){var o=e[n];o!==t&&o!==u||(e[n]=u,i[a++]=n)}return i}function ln(e){var t=-1,n=Array(e.size);return e.forEach((function(e){n[++t]=e})),n}function sn(e){var t=-1,n=Array(e.size);return e.forEach((function(e){n[++t]=[e,e]})),n}function cn(e){return rn(e)?function(e){for(var t=Xe.lastIndex=0;Xe.test(e);)++t;return t}(e):Dt(e)}function fn(e){return rn(e)?function(e){return e.match(Xe)||[]}(e):function(e){return e.split(\"\")}(e)}function pn(e){for(var t=e.length;t--&&ae.test(e.charAt(t)););return t}var dn=Vt({\"&amp;\":\"&\",\"&lt;\":\"<\",\"&gt;\":\">\",\"&quot;\":'\"',\"&#39;\":\"'\"}),hn=function e(t){var n,r=(t=null==t?ft:hn.defaults(ft.Object(),t,hn.pick(ft,nt))).Array,ae=t.Date,we=t.Error,xe=t.Function,ke=t.Math,Se=t.Object,Ee=t.RegExp,Ce=t.String,Te=t.TypeError,Me=r.prototype,Ne=xe.prototype,Pe=Se.prototype,ze=t[\"__core-js_shared__\"],Le=Ne.toString,Oe=Pe.hasOwnProperty,Ae=0,Fe=(n=/[^.]+$/.exec(ze&&ze.keys&&ze.keys.IE_PROTO||\"\"))?\"Symbol(src)_1.\"+n:\"\",De=Pe.toString,Re=Le.call(Se),je=ft._,Ue=Ee(\"^\"+Le.call(Oe).replace(te,\"\\\\$&\").replace(/hasOwnProperty|(function).*?(?=\\\\\\()| for .+?(?=\\\\\\])/g,\"$1.*?\")+\"$\"),Ie=ht?t.Buffer:a,$e=t.Symbol,Be=t.Uint8Array,We=Ie?Ie.allocUnsafe:a,Ve=on(Se.getPrototypeOf,Se),He=Se.create,qe=Pe.propertyIsEnumerable,Qe=Me.splice,Ye=$e?$e.isConcatSpreadable:a,Ge=$e?$e.iterator:a,Xe=$e?$e.toStringTag:a,et=function(){try{var e=li(Se,\"defineProperty\");return e({},\"\",{}),e}catch(e){}}(),ot=t.clearTimeout!==ft.clearTimeout&&t.clearTimeout,st=ae&&ae.now!==ft.Date.now&&ae.now,ct=t.setTimeout!==ft.setTimeout&&t.setTimeout,pt=ke.ceil,dt=ke.floor,vt=Se.getOwnPropertySymbols,gt=Ie?Ie.isBuffer:a,Dt=t.isFinite,Vt=Me.join,vn=on(Se.keys,Se),gn=ke.max,yn=ke.min,mn=ae.now,bn=t.parseInt,_n=ke.random,wn=Me.reverse,xn=li(t,\"DataView\"),kn=li(t,\"Map\"),Sn=li(t,\"Promise\"),En=li(t,\"Set\"),Cn=li(t,\"WeakMap\"),Tn=li(Se,\"create\"),Mn=Cn&&new Cn,Nn={},Pn=Di(xn),zn=Di(kn),Ln=Di(Sn),On=Di(En),An=Di(Cn),Fn=$e?$e.prototype:a,Dn=Fn?Fn.valueOf:a,Rn=Fn?Fn.toString:a;function jn(e){if(eu(e)&&!Wo(e)&&!(e instanceof Bn)){if(e instanceof $n)return e;if(Oe.call(e,\"__wrapped__\"))return Ri(e)}return new $n(e)}var Un=function(){function e(){}return function(t){if(!Jo(t))return{};if(He)return He(t);e.prototype=t;var n=new e;return e.prototype=a,n}}();function In(){}function $n(e,t){this.__wrapped__=e,this.__actions__=[],this.__chain__=!!t,this.__index__=0,this.__values__=a}function Bn(e){this.__wrapped__=e,this.__actions__=[],this.__dir__=1,this.__filtered__=!1,this.__iteratees__=[],this.__takeCount__=d,this.__views__=[]}function Wn(e){var t=-1,n=null==e?0:e.length;for(this.clear();++t<n;){var r=e[t];this.set(r[0],r[1])}}function Vn(e){var t=-1,n=null==e?0:e.length;for(this.clear();++t<n;){var r=e[t];this.set(r[0],r[1])}}function Hn(e){var t=-1,n=null==e?0:e.length;for(this.clear();++t<n;){var r=e[t];this.set(r[0],r[1])}}function qn(e){var t=-1,n=null==e?0:e.length;for(this.__data__=new Hn;++t<n;)this.add(e[t])}function Qn(e){var t=this.__data__=new Vn(e);this.size=t.size}function Yn(e,t){var n=Wo(e),r=!n&&Bo(e),a=!n&&!r&&Qo(e),i=!n&&!r&&!a&&lu(e),o=n||r||a||i,u=o?Qt(e.length,Ce):[],l=u.length;for(var s in e)!t&&!Oe.call(e,s)||o&&(\"length\"==s||a&&(\"offset\"==s||\"parent\"==s)||i&&(\"buffer\"==s||\"byteLength\"==s||\"byteOffset\"==s)||vi(s,l))||u.push(s);return u}function Gn(e){var t=e.length;return t?e[Hr(0,t-1)]:a}function Kn(e,t){return zi(Ca(e),ir(t,0,e.length))}function Zn(e){return zi(Ca(e))}function Xn(e,t,n){(n!==a&&!Uo(e[t],n)||n===a&&!(t in e))&&rr(e,t,n)}function Jn(e,t,n){var r=e[t];Oe.call(e,t)&&Uo(r,n)&&(n!==a||t in e)||rr(e,t,n)}function er(e,t){for(var n=e.length;n--;)if(Uo(e[n][0],t))return n;return-1}function tr(e,t,n,r){return cr(e,(function(e,a,i){t(r,e,n(e),i)})),r}function nr(e,t){return e&&Ta(t,Pu(t),e)}function rr(e,t,n){\"__proto__\"==t&&et?et(e,t,{configurable:!0,enumerable:!0,value:n,writable:!0}):e[t]=n}function ar(e,t){for(var n=-1,i=t.length,o=r(i),u=null==e;++n<i;)o[n]=u?a:Eu(e,t[n]);return o}function ir(e,t,n){return e==e&&(n!==a&&(e=e<=n?e:n),t!==a&&(e=e>=t?e:t)),e}function or(e,t,n,r,i,o){var u,l=1&t,s=2&t,c=4&t;if(n&&(u=i?n(e,r,i,o):n(e)),u!==a)return u;if(!Jo(e))return e;var f=Wo(e);if(f){if(u=function(e){var t=e.length,n=new e.constructor(t);return t&&\"string\"==typeof e[0]&&Oe.call(e,\"index\")&&(n.index=e.index,n.input=e.input),n}(e),!l)return Ca(e,u)}else{var p=fi(e),d=p==_||p==w;if(Qo(e))return _a(e,l);if(p==S||p==v||d&&!i){if(u=s||d?{}:di(e),!l)return s?function(e,t){return Ta(e,ci(e),t)}(e,function(e,t){return e&&Ta(t,zu(t),e)}(u,e)):function(e,t){return Ta(e,si(e),t)}(e,nr(u,e))}else{if(!it[p])return i?e:{};u=function(e,t,n){var r,a=e.constructor;switch(t){case z:return wa(e);case y:case m:return new a(+e);case L:return function(e,t){var n=t?wa(e.buffer):e.buffer;return new e.constructor(n,e.byteOffset,e.byteLength)}(e,n);case O:case A:case F:case D:case R:case j:case U:case I:case $:return xa(e,n);case x:return new a;case k:case M:return new a(e);case C:return function(e){var t=new e.constructor(e.source,pe.exec(e));return t.lastIndex=e.lastIndex,t}(e);case T:return new a;case N:return r=e,Dn?Se(Dn.call(r)):{}}}(e,p,l)}}o||(o=new Qn);var h=o.get(e);if(h)return h;o.set(e,u),iu(e)?e.forEach((function(r){u.add(or(r,t,n,r,e,o))})):tu(e)&&e.forEach((function(r,a){u.set(a,or(r,t,n,a,e,o))}));var g=f?a:(c?s?ti:ei:s?zu:Pu)(e);return Et(g||e,(function(r,a){g&&(r=e[a=r]),Jn(u,a,or(r,t,n,a,e,o))})),u}function ur(e,t,n){var r=n.length;if(null==e)return!r;for(e=Se(e);r--;){var i=n[r],o=t[i],u=e[i];if(u===a&&!(i in e)||!o(u))return!1}return!0}function lr(e,t,n){if(\"function\"!=typeof e)throw new Te(i);return Ti((function(){e.apply(a,n)}),t)}function sr(e,t,n,r){var a=-1,i=Nt,o=!0,u=e.length,l=[],s=t.length;if(!u)return l;n&&(t=zt(t,Gt(n))),r?(i=Pt,o=!1):t.length>=200&&(i=Zt,o=!1,t=new qn(t));e:for(;++a<u;){var c=e[a],f=null==n?c:n(c);if(c=r||0!==c?c:0,o&&f==f){for(var p=s;p--;)if(t[p]===f)continue e;l.push(c)}else i(t,f,r)||l.push(c)}return l}jn.templateSettings={escape:G,evaluate:K,interpolate:Z,variable:\"\",imports:{_:jn}},jn.prototype=In.prototype,jn.prototype.constructor=jn,$n.prototype=Un(In.prototype),$n.prototype.constructor=$n,Bn.prototype=Un(In.prototype),Bn.prototype.constructor=Bn,Wn.prototype.clear=function(){this.__data__=Tn?Tn(null):{},this.size=0},Wn.prototype.delete=function(e){var t=this.has(e)&&delete this.__data__[e];return this.size-=t?1:0,t},Wn.prototype.get=function(e){var t=this.__data__;if(Tn){var n=t[e];return n===o?a:n}return Oe.call(t,e)?t[e]:a},Wn.prototype.has=function(e){var t=this.__data__;return Tn?t[e]!==a:Oe.call(t,e)},Wn.prototype.set=function(e,t){var n=this.__data__;return this.size+=this.has(e)?0:1,n[e]=Tn&&t===a?o:t,this},Vn.prototype.clear=function(){this.__data__=[],this.size=0},Vn.prototype.delete=function(e){var t=this.__data__,n=er(t,e);return!(n<0||(n==t.length-1?t.pop():Qe.call(t,n,1),--this.size,0))},Vn.prototype.get=function(e){var t=this.__data__,n=er(t,e);return n<0?a:t[n][1]},Vn.prototype.has=function(e){return er(this.__data__,e)>-1},Vn.prototype.set=function(e,t){var n=this.__data__,r=er(n,e);return r<0?(++this.size,n.push([e,t])):n[r][1]=t,this},Hn.prototype.clear=function(){this.size=0,this.__data__={hash:new Wn,map:new(kn||Vn),string:new Wn}},Hn.prototype.delete=function(e){var t=oi(this,e).delete(e);return this.size-=t?1:0,t},Hn.prototype.get=function(e){return oi(this,e).get(e)},Hn.prototype.has=function(e){return oi(this,e).has(e)},Hn.prototype.set=function(e,t){var n=oi(this,e),r=n.size;return n.set(e,t),this.size+=n.size==r?0:1,this},qn.prototype.add=qn.prototype.push=function(e){return this.__data__.set(e,o),this},qn.prototype.has=function(e){return this.__data__.has(e)},Qn.prototype.clear=function(){this.__data__=new Vn,this.size=0},Qn.prototype.delete=function(e){var t=this.__data__,n=t.delete(e);return this.size=t.size,n},Qn.prototype.get=function(e){return this.__data__.get(e)},Qn.prototype.has=function(e){return this.__data__.has(e)},Qn.prototype.set=function(e,t){var n=this.__data__;if(n instanceof Vn){var r=n.__data__;if(!kn||r.length<199)return r.push([e,t]),this.size=++n.size,this;n=this.__data__=new Hn(r)}return n.set(e,t),this.size=n.size,this};var cr=Pa(mr),fr=Pa(br,!0);function pr(e,t){var n=!0;return cr(e,(function(e,r,a){return n=!!t(e,r,a)})),n}function dr(e,t,n){for(var r=-1,i=e.length;++r<i;){var o=e[r],u=t(o);if(null!=u&&(l===a?u==u&&!uu(u):n(u,l)))var l=u,s=o}return s}function hr(e,t){var n=[];return cr(e,(function(e,r,a){t(e,r,a)&&n.push(e)})),n}function vr(e,t,n,r,a){var i=-1,o=e.length;for(n||(n=hi),a||(a=[]);++i<o;){var u=e[i];t>0&&n(u)?t>1?vr(u,t-1,n,r,a):Lt(a,u):r||(a[a.length]=u)}return a}var gr=za(),yr=za(!0);function mr(e,t){return e&&gr(e,t,Pu)}function br(e,t){return e&&yr(e,t,Pu)}function _r(e,t){return Mt(t,(function(t){return Ko(e[t])}))}function wr(e,t){for(var n=0,r=(t=ga(t,e)).length;null!=e&&n<r;)e=e[Fi(t[n++])];return n&&n==r?e:a}function xr(e,t,n){var r=t(e);return Wo(e)?r:Lt(r,n(e))}function kr(e){return null==e?e===a?\"[object Undefined]\":\"[object Null]\":Xe&&Xe in Se(e)?function(e){var t=Oe.call(e,Xe),n=e[Xe];try{e[Xe]=a;var r=!0}catch(e){}var i=De.call(e);return r&&(t?e[Xe]=n:delete e[Xe]),i}(e):function(e){return De.call(e)}(e)}function Sr(e,t){return e>t}function Er(e,t){return null!=e&&Oe.call(e,t)}function Cr(e,t){return null!=e&&t in Se(e)}function Tr(e,t,n){for(var i=n?Pt:Nt,o=e[0].length,u=e.length,l=u,s=r(u),c=1/0,f=[];l--;){var p=e[l];l&&t&&(p=zt(p,Gt(t))),c=yn(p.length,c),s[l]=!n&&(t||o>=120&&p.length>=120)?new qn(l&&p):a}p=e[0];var d=-1,h=s[0];e:for(;++d<o&&f.length<c;){var v=p[d],g=t?t(v):v;if(v=n||0!==v?v:0,!(h?Zt(h,g):i(f,g,n))){for(l=u;--l;){var y=s[l];if(!(y?Zt(y,g):i(e[l],g,n)))continue e}h&&h.push(g),f.push(v)}}return f}function Mr(e,t,n){var r=null==(e=Si(e,t=ga(t,e)))?e:e[Fi(Yi(t))];return null==r?a:kt(r,e,n)}function Nr(e){return eu(e)&&kr(e)==v}function Pr(e,t,n,r,i){return e===t||(null==e||null==t||!eu(e)&&!eu(t)?e!=e&&t!=t:function(e,t,n,r,i,o){var u=Wo(e),l=Wo(t),s=u?g:fi(e),c=l?g:fi(t),f=(s=s==v?S:s)==S,p=(c=c==v?S:c)==S,d=s==c;if(d&&Qo(e)){if(!Qo(t))return!1;u=!0,f=!1}if(d&&!f)return o||(o=new Qn),u||lu(e)?Xa(e,t,n,r,i,o):function(e,t,n,r,a,i,o){switch(n){case L:if(e.byteLength!=t.byteLength||e.byteOffset!=t.byteOffset)return!1;e=e.buffer,t=t.buffer;case z:return!(e.byteLength!=t.byteLength||!i(new Be(e),new Be(t)));case y:case m:case k:return Uo(+e,+t);case b:return e.name==t.name&&e.message==t.message;case C:case M:return e==t+\"\";case x:var u=an;case T:var l=1&r;if(u||(u=ln),e.size!=t.size&&!l)return!1;var s=o.get(e);if(s)return s==t;r|=2,o.set(e,t);var c=Xa(u(e),u(t),r,a,i,o);return o.delete(e),c;case N:if(Dn)return Dn.call(e)==Dn.call(t)}return!1}(e,t,s,n,r,i,o);if(!(1&n)){var h=f&&Oe.call(e,\"__wrapped__\"),_=p&&Oe.call(t,\"__wrapped__\");if(h||_){var w=h?e.value():e,E=_?t.value():t;return o||(o=new Qn),i(w,E,n,r,o)}}return!!d&&(o||(o=new Qn),function(e,t,n,r,i,o){var u=1&n,l=ei(e),s=l.length;if(s!=ei(t).length&&!u)return!1;for(var c=s;c--;){var f=l[c];if(!(u?f in t:Oe.call(t,f)))return!1}var p=o.get(e),d=o.get(t);if(p&&d)return p==t&&d==e;var h=!0;o.set(e,t),o.set(t,e);for(var v=u;++c<s;){var g=e[f=l[c]],y=t[f];if(r)var m=u?r(y,g,f,t,e,o):r(g,y,f,e,t,o);if(!(m===a?g===y||i(g,y,n,r,o):m)){h=!1;break}v||(v=\"constructor\"==f)}if(h&&!v){var b=e.constructor,_=t.constructor;b==_||!(\"constructor\"in e)||!(\"constructor\"in t)||\"function\"==typeof b&&b instanceof b&&\"function\"==typeof _&&_ instanceof _||(h=!1)}return o.delete(e),o.delete(t),h}(e,t,n,r,i,o))}(e,t,n,r,Pr,i))}function zr(e,t,n,r){var i=n.length,o=i,u=!r;if(null==e)return!o;for(e=Se(e);i--;){var l=n[i];if(u&&l[2]?l[1]!==e[l[0]]:!(l[0]in e))return!1}for(;++i<o;){var s=(l=n[i])[0],c=e[s],f=l[1];if(u&&l[2]){if(c===a&&!(s in e))return!1}else{var p=new Qn;if(r)var d=r(c,f,s,e,t,p);if(!(d===a?Pr(f,c,3,r,p):d))return!1}}return!0}function Lr(e){return!(!Jo(e)||(t=e,Fe&&Fe in t))&&(Ko(e)?Ue:ve).test(Di(e));var t}function Or(e){return\"function\"==typeof e?e:null==e?nl:\"object\"==typeof e?Wo(e)?jr(e[0],e[1]):Rr(e):fl(e)}function Ar(e){if(!_i(e))return vn(e);var t=[];for(var n in Se(e))Oe.call(e,n)&&\"constructor\"!=n&&t.push(n);return t}function Fr(e,t){return e<t}function Dr(e,t){var n=-1,a=Ho(e)?r(e.length):[];return cr(e,(function(e,r,i){a[++n]=t(e,r,i)})),a}function Rr(e){var t=ui(e);return 1==t.length&&t[0][2]?xi(t[0][0],t[0][1]):function(n){return n===e||zr(n,e,t)}}function jr(e,t){return yi(e)&&wi(t)?xi(Fi(e),t):function(n){var r=Eu(n,e);return r===a&&r===t?Cu(n,e):Pr(t,r,3)}}function Ur(e,t,n,r,i){e!==t&&gr(t,(function(o,u){if(i||(i=new Qn),Jo(o))!function(e,t,n,r,i,o,u){var l=Ei(e,n),s=Ei(t,n),c=u.get(s);if(c)Xn(e,n,c);else{var f=o?o(l,s,n+\"\",e,t,u):a,p=f===a;if(p){var d=Wo(s),h=!d&&Qo(s),v=!d&&!h&&lu(s);f=s,d||h||v?Wo(l)?f=l:qo(l)?f=Ca(l):h?(p=!1,f=_a(s,!0)):v?(p=!1,f=xa(s,!0)):f=[]:ru(s)||Bo(s)?(f=l,Bo(l)?f=gu(l):Jo(l)&&!Ko(l)||(f=di(s))):p=!1}p&&(u.set(s,f),i(f,s,r,o,u),u.delete(s)),Xn(e,n,f)}}(e,t,u,n,Ur,r,i);else{var l=r?r(Ei(e,u),o,u+\"\",e,t,i):a;l===a&&(l=o),Xn(e,u,l)}}),zu)}function Ir(e,t){var n=e.length;if(n)return vi(t+=t<0?n:0,n)?e[t]:a}function $r(e,t,n){t=t.length?zt(t,(function(e){return Wo(e)?function(t){return wr(t,1===e.length?e[0]:e)}:e})):[nl];var r=-1;t=zt(t,Gt(ii()));var a=Dr(e,(function(e,n,a){var i=zt(t,(function(t){return t(e)}));return{criteria:i,index:++r,value:e}}));return function(e,t){var r=e.length;for(e.sort((function(e,t){return function(e,t,n){for(var r=-1,a=e.criteria,i=t.criteria,o=a.length,u=n.length;++r<o;){var l=ka(a[r],i[r]);if(l)return r>=u?l:l*(\"desc\"==n[r]?-1:1)}return e.index-t.index}(e,t,n)}));r--;)e[r]=e[r].value;return e}(a)}function Br(e,t,n){for(var r=-1,a=t.length,i={};++r<a;){var o=t[r],u=wr(e,o);n(u,o)&&Kr(i,ga(o,e),u)}return i}function Wr(e,t,n,r){var a=r?It:Ut,i=-1,o=t.length,u=e;for(e===t&&(t=Ca(t)),n&&(u=zt(e,Gt(n)));++i<o;)for(var l=0,s=t[i],c=n?n(s):s;(l=a(u,c,l,r))>-1;)u!==e&&Qe.call(u,l,1),Qe.call(e,l,1);return e}function Vr(e,t){for(var n=e?t.length:0,r=n-1;n--;){var a=t[n];if(n==r||a!==i){var i=a;vi(a)?Qe.call(e,a,1):la(e,a)}}return e}function Hr(e,t){return e+dt(_n()*(t-e+1))}function qr(e,t){var n=\"\";if(!e||t<1||t>f)return n;do{t%2&&(n+=e),(t=dt(t/2))&&(e+=e)}while(t);return n}function Qr(e,t){return Mi(ki(e,t,nl),e+\"\")}function Yr(e){return Gn(Uu(e))}function Gr(e,t){var n=Uu(e);return zi(n,ir(t,0,n.length))}function Kr(e,t,n,r){if(!Jo(e))return e;for(var i=-1,o=(t=ga(t,e)).length,u=o-1,l=e;null!=l&&++i<o;){var s=Fi(t[i]),c=n;if(\"__proto__\"===s||\"constructor\"===s||\"prototype\"===s)return e;if(i!=u){var f=l[s];(c=r?r(f,s,l):a)===a&&(c=Jo(f)?f:vi(t[i+1])?[]:{})}Jn(l,s,c),l=l[s]}return e}var Zr=Mn?function(e,t){return Mn.set(e,t),e}:nl,Xr=et?function(e,t){return et(e,\"toString\",{configurable:!0,enumerable:!1,value:Ju(t),writable:!0})}:nl;function Jr(e){return zi(Uu(e))}function ea(e,t,n){var a=-1,i=e.length;t<0&&(t=-t>i?0:i+t),(n=n>i?i:n)<0&&(n+=i),i=t>n?0:n-t>>>0,t>>>=0;for(var o=r(i);++a<i;)o[a]=e[a+t];return o}function ta(e,t){var n;return cr(e,(function(e,r,a){return!(n=t(e,r,a))})),!!n}function na(e,t,n){var r=0,a=null==e?r:e.length;if(\"number\"==typeof t&&t==t&&a<=2147483647){for(;r<a;){var i=r+a>>>1,o=e[i];null!==o&&!uu(o)&&(n?o<=t:o<t)?r=i+1:a=i}return a}return ra(e,t,nl,n)}function ra(e,t,n,r){var i=0,o=null==e?0:e.length;if(0===o)return 0;for(var u=(t=n(t))!=t,l=null===t,s=uu(t),c=t===a;i<o;){var f=dt((i+o)/2),p=n(e[f]),d=p!==a,h=null===p,v=p==p,g=uu(p);if(u)var y=r||v;else y=c?v&&(r||d):l?v&&d&&(r||!h):s?v&&d&&!h&&(r||!g):!h&&!g&&(r?p<=t:p<t);y?i=f+1:o=f}return yn(o,4294967294)}function aa(e,t){for(var n=-1,r=e.length,a=0,i=[];++n<r;){var o=e[n],u=t?t(o):o;if(!n||!Uo(u,l)){var l=u;i[a++]=0===o?0:o}}return i}function ia(e){return\"number\"==typeof e?e:uu(e)?p:+e}function oa(e){if(\"string\"==typeof e)return e;if(Wo(e))return zt(e,oa)+\"\";if(uu(e))return Rn?Rn.call(e):\"\";var t=e+\"\";return\"0\"==t&&1/e==-1/0?\"-0\":t}function ua(e,t,n){var r=-1,a=Nt,i=e.length,o=!0,u=[],l=u;if(n)o=!1,a=Pt;else if(i>=200){var s=t?null:qa(e);if(s)return ln(s);o=!1,a=Zt,l=new qn}else l=t?[]:u;e:for(;++r<i;){var c=e[r],f=t?t(c):c;if(c=n||0!==c?c:0,o&&f==f){for(var p=l.length;p--;)if(l[p]===f)continue e;t&&l.push(f),u.push(c)}else a(l,f,n)||(l!==u&&l.push(f),u.push(c))}return u}function la(e,t){return null==(e=Si(e,t=ga(t,e)))||delete e[Fi(Yi(t))]}function sa(e,t,n,r){return Kr(e,t,n(wr(e,t)),r)}function ca(e,t,n,r){for(var a=e.length,i=r?a:-1;(r?i--:++i<a)&&t(e[i],i,e););return n?ea(e,r?0:i,r?i+1:a):ea(e,r?i+1:0,r?a:i)}function fa(e,t){var n=e;return n instanceof Bn&&(n=n.value()),Ot(t,(function(e,t){return t.func.apply(t.thisArg,Lt([e],t.args))}),n)}function pa(e,t,n){var a=e.length;if(a<2)return a?ua(e[0]):[];for(var i=-1,o=r(a);++i<a;)for(var u=e[i],l=-1;++l<a;)l!=i&&(o[i]=sr(o[i]||u,e[l],t,n));return ua(vr(o,1),t,n)}function da(e,t,n){for(var r=-1,i=e.length,o=t.length,u={};++r<i;){var l=r<o?t[r]:a;n(u,e[r],l)}return u}function ha(e){return qo(e)?e:[]}function va(e){return\"function\"==typeof e?e:nl}function ga(e,t){return Wo(e)?e:yi(e,t)?[e]:Ai(yu(e))}var ya=Qr;function ma(e,t,n){var r=e.length;return n=n===a?r:n,!t&&n>=r?e:ea(e,t,n)}var ba=ot||function(e){return ft.clearTimeout(e)};function _a(e,t){if(t)return e.slice();var n=e.length,r=We?We(n):new e.constructor(n);return e.copy(r),r}function wa(e){var t=new e.constructor(e.byteLength);return new Be(t).set(new Be(e)),t}function xa(e,t){var n=t?wa(e.buffer):e.buffer;return new e.constructor(n,e.byteOffset,e.length)}function ka(e,t){if(e!==t){var n=e!==a,r=null===e,i=e==e,o=uu(e),u=t!==a,l=null===t,s=t==t,c=uu(t);if(!l&&!c&&!o&&e>t||o&&u&&s&&!l&&!c||r&&u&&s||!n&&s||!i)return 1;if(!r&&!o&&!c&&e<t||c&&n&&i&&!r&&!o||l&&n&&i||!u&&i||!s)return-1}return 0}function Sa(e,t,n,a){for(var i=-1,o=e.length,u=n.length,l=-1,s=t.length,c=gn(o-u,0),f=r(s+c),p=!a;++l<s;)f[l]=t[l];for(;++i<u;)(p||i<o)&&(f[n[i]]=e[i]);for(;c--;)f[l++]=e[i++];return f}function Ea(e,t,n,a){for(var i=-1,o=e.length,u=-1,l=n.length,s=-1,c=t.length,f=gn(o-l,0),p=r(f+c),d=!a;++i<f;)p[i]=e[i];for(var h=i;++s<c;)p[h+s]=t[s];for(;++u<l;)(d||i<o)&&(p[h+n[u]]=e[i++]);return p}function Ca(e,t){var n=-1,a=e.length;for(t||(t=r(a));++n<a;)t[n]=e[n];return t}function Ta(e,t,n,r){var i=!n;n||(n={});for(var o=-1,u=t.length;++o<u;){var l=t[o],s=r?r(n[l],e[l],l,n,e):a;s===a&&(s=e[l]),i?rr(n,l,s):Jn(n,l,s)}return n}function Ma(e,t){return function(n,r){var a=Wo(n)?St:tr,i=t?t():{};return a(n,e,ii(r,2),i)}}function Na(e){return Qr((function(t,n){var r=-1,i=n.length,o=i>1?n[i-1]:a,u=i>2?n[2]:a;for(o=e.length>3&&\"function\"==typeof o?(i--,o):a,u&&gi(n[0],n[1],u)&&(o=i<3?a:o,i=1),t=Se(t);++r<i;){var l=n[r];l&&e(t,l,r,o)}return t}))}function Pa(e,t){return function(n,r){if(null==n)return n;if(!Ho(n))return e(n,r);for(var a=n.length,i=t?a:-1,o=Se(n);(t?i--:++i<a)&&!1!==r(o[i],i,o););return n}}function za(e){return function(t,n,r){for(var a=-1,i=Se(t),o=r(t),u=o.length;u--;){var l=o[e?u:++a];if(!1===n(i[l],l,i))break}return t}}function La(e){return function(t){var n=rn(t=yu(t))?fn(t):a,r=n?n[0]:t.charAt(0),i=n?ma(n,1).join(\"\"):t.slice(1);return r[e]()+i}}function Oa(e){return function(t){return Ot(Ku(Bu(t).replace(Ke,\"\")),e,\"\")}}function Aa(e){return function(){var t=arguments;switch(t.length){case 0:return new e;case 1:return new e(t[0]);case 2:return new e(t[0],t[1]);case 3:return new e(t[0],t[1],t[2]);case 4:return new e(t[0],t[1],t[2],t[3]);case 5:return new e(t[0],t[1],t[2],t[3],t[4]);case 6:return new e(t[0],t[1],t[2],t[3],t[4],t[5]);case 7:return new e(t[0],t[1],t[2],t[3],t[4],t[5],t[6])}var n=Un(e.prototype),r=e.apply(n,t);return Jo(r)?r:n}}function Fa(e){return function(t,n,r){var i=Se(t);if(!Ho(t)){var o=ii(n,3);t=Pu(t),n=function(e){return o(i[e],e,i)}}var u=e(t,n,r);return u>-1?i[o?t[u]:u]:a}}function Da(e){return Ja((function(t){var n=t.length,r=n,o=$n.prototype.thru;for(e&&t.reverse();r--;){var u=t[r];if(\"function\"!=typeof u)throw new Te(i);if(o&&!l&&\"wrapper\"==ri(u))var l=new $n([],!0)}for(r=l?r:n;++r<n;){var s=ri(u=t[r]),c=\"wrapper\"==s?ni(u):a;l=c&&mi(c[0])&&424==c[1]&&!c[4].length&&1==c[9]?l[ri(c[0])].apply(l,c[3]):1==u.length&&mi(u)?l[s]():l.thru(u)}return function(){var e=arguments,r=e[0];if(l&&1==e.length&&Wo(r))return l.plant(r).value();for(var a=0,i=n?t[a].apply(this,e):r;++a<n;)i=t[a].call(this,i);return i}}))}function Ra(e,t,n,i,o,u,l,c,f,p){var d=t&s,h=1&t,v=2&t,g=24&t,y=512&t,m=v?a:Aa(e);return function s(){for(var b=arguments.length,_=r(b),w=b;w--;)_[w]=arguments[w];if(g)var x=ai(s),k=function(e,t){for(var n=e.length,r=0;n--;)e[n]===t&&++r;return r}(_,x);if(i&&(_=Sa(_,i,o,g)),u&&(_=Ea(_,u,l,g)),b-=k,g&&b<p){var S=un(_,x);return Va(e,t,Ra,s.placeholder,n,_,S,c,f,p-b)}var E=h?n:this,C=v?E[e]:e;return b=_.length,c?_=function(e,t){for(var n=e.length,r=yn(t.length,n),i=Ca(e);r--;){var o=t[r];e[r]=vi(o,n)?i[o]:a}return e}(_,c):y&&b>1&&_.reverse(),d&&f<b&&(_.length=f),this&&this!==ft&&this instanceof s&&(C=m||Aa(C)),C.apply(E,_)}}function ja(e,t){return function(n,r){return function(e,t,n,r){return mr(e,(function(e,a,i){t(r,n(e),a,i)})),r}(n,e,t(r),{})}}function Ua(e,t){return function(n,r){var i;if(n===a&&r===a)return t;if(n!==a&&(i=n),r!==a){if(i===a)return r;\"string\"==typeof n||\"string\"==typeof r?(n=oa(n),r=oa(r)):(n=ia(n),r=ia(r)),i=e(n,r)}return i}}function Ia(e){return Ja((function(t){return t=zt(t,Gt(ii())),Qr((function(n){var r=this;return e(t,(function(e){return kt(e,r,n)}))}))}))}function $a(e,t){var n=(t=t===a?\" \":oa(t)).length;if(n<2)return n?qr(t,e):t;var r=qr(t,pt(e/cn(t)));return rn(t)?ma(fn(r),0,e).join(\"\"):r.slice(0,e)}function Ba(e){return function(t,n,i){return i&&\"number\"!=typeof i&&gi(t,n,i)&&(n=i=a),t=pu(t),n===a?(n=t,t=0):n=pu(n),function(e,t,n,a){for(var i=-1,o=gn(pt((t-e)/(n||1)),0),u=r(o);o--;)u[a?o:++i]=e,e+=n;return u}(t,n,i=i===a?t<n?1:-1:pu(i),e)}}function Wa(e){return function(t,n){return\"string\"==typeof t&&\"string\"==typeof n||(t=vu(t),n=vu(n)),e(t,n)}}function Va(e,t,n,r,i,o,u,s,c,f){var p=8&t;t|=p?l:64,4&(t&=~(p?64:l))||(t&=-4);var d=[e,t,i,p?o:a,p?u:a,p?a:o,p?a:u,s,c,f],h=n.apply(a,d);return mi(e)&&Ci(h,d),h.placeholder=r,Ni(h,e,t)}function Ha(e){var t=ke[e];return function(e,n){if(e=vu(e),(n=null==n?0:yn(du(n),292))&&Dt(e)){var r=(yu(e)+\"e\").split(\"e\");return+((r=(yu(t(r[0]+\"e\"+(+r[1]+n)))+\"e\").split(\"e\"))[0]+\"e\"+(+r[1]-n))}return t(e)}}var qa=En&&1/ln(new En([,-0]))[1]==c?function(e){return new En(e)}:ul;function Qa(e){return function(t){var n=fi(t);return n==x?an(t):n==T?sn(t):function(e,t){return zt(t,(function(t){return[t,e[t]]}))}(t,e(t))}}function Ya(e,t,n,o,c,f,p,d){var h=2&t;if(!h&&\"function\"!=typeof e)throw new Te(i);var v=o?o.length:0;if(v||(t&=-97,o=c=a),p=p===a?p:gn(du(p),0),d=d===a?d:du(d),v-=c?c.length:0,64&t){var g=o,y=c;o=c=a}var m=h?a:ni(e),b=[e,t,n,o,c,g,y,f,p,d];if(m&&function(e,t){var n=e[1],r=t[1],a=n|r,i=a<131,o=r==s&&8==n||r==s&&256==n&&e[7].length<=t[8]||384==r&&t[7].length<=t[8]&&8==n;if(!i&&!o)return e;1&r&&(e[2]=t[2],a|=1&n?0:4);var l=t[3];if(l){var c=e[3];e[3]=c?Sa(c,l,t[4]):l,e[4]=c?un(e[3],u):t[4]}(l=t[5])&&(c=e[5],e[5]=c?Ea(c,l,t[6]):l,e[6]=c?un(e[5],u):t[6]),(l=t[7])&&(e[7]=l),r&s&&(e[8]=null==e[8]?t[8]:yn(e[8],t[8])),null==e[9]&&(e[9]=t[9]),e[0]=t[0],e[1]=a}(b,m),e=b[0],t=b[1],n=b[2],o=b[3],c=b[4],!(d=b[9]=b[9]===a?h?0:e.length:gn(b[9]-v,0))&&24&t&&(t&=-25),t&&1!=t)_=8==t||16==t?function(e,t,n){var i=Aa(e);return function o(){for(var u=arguments.length,l=r(u),s=u,c=ai(o);s--;)l[s]=arguments[s];var f=u<3&&l[0]!==c&&l[u-1]!==c?[]:un(l,c);return(u-=f.length)<n?Va(e,t,Ra,o.placeholder,a,l,f,a,a,n-u):kt(this&&this!==ft&&this instanceof o?i:e,this,l)}}(e,t,d):t!=l&&33!=t||c.length?Ra.apply(a,b):function(e,t,n,a){var i=1&t,o=Aa(e);return function t(){for(var u=-1,l=arguments.length,s=-1,c=a.length,f=r(c+l),p=this&&this!==ft&&this instanceof t?o:e;++s<c;)f[s]=a[s];for(;l--;)f[s++]=arguments[++u];return kt(p,i?n:this,f)}}(e,t,n,o);else var _=function(e,t,n){var r=1&t,a=Aa(e);return function t(){return(this&&this!==ft&&this instanceof t?a:e).apply(r?n:this,arguments)}}(e,t,n);return Ni((m?Zr:Ci)(_,b),e,t)}function Ga(e,t,n,r){return e===a||Uo(e,Pe[n])&&!Oe.call(r,n)?t:e}function Ka(e,t,n,r,i,o){return Jo(e)&&Jo(t)&&(o.set(t,e),Ur(e,t,a,Ka,o),o.delete(t)),e}function Za(e){return ru(e)?a:e}function Xa(e,t,n,r,i,o){var u=1&n,l=e.length,s=t.length;if(l!=s&&!(u&&s>l))return!1;var c=o.get(e),f=o.get(t);if(c&&f)return c==t&&f==e;var p=-1,d=!0,h=2&n?new qn:a;for(o.set(e,t),o.set(t,e);++p<l;){var v=e[p],g=t[p];if(r)var y=u?r(g,v,p,t,e,o):r(v,g,p,e,t,o);if(y!==a){if(y)continue;d=!1;break}if(h){if(!Ft(t,(function(e,t){if(!Zt(h,t)&&(v===e||i(v,e,n,r,o)))return h.push(t)}))){d=!1;break}}else if(v!==g&&!i(v,g,n,r,o)){d=!1;break}}return o.delete(e),o.delete(t),d}function Ja(e){return Mi(ki(e,a,Wi),e+\"\")}function ei(e){return xr(e,Pu,si)}function ti(e){return xr(e,zu,ci)}var ni=Mn?function(e){return Mn.get(e)}:ul;function ri(e){for(var t=e.name+\"\",n=Nn[t],r=Oe.call(Nn,t)?n.length:0;r--;){var a=n[r],i=a.func;if(null==i||i==e)return a.name}return t}function ai(e){return(Oe.call(jn,\"placeholder\")?jn:e).placeholder}function ii(){var e=jn.iteratee||rl;return e=e===rl?Or:e,arguments.length?e(arguments[0],arguments[1]):e}function oi(e,t){var n,r,a=e.__data__;return(\"string\"==(r=typeof(n=t))||\"number\"==r||\"symbol\"==r||\"boolean\"==r?\"__proto__\"!==n:null===n)?a[\"string\"==typeof t?\"string\":\"hash\"]:a.map}function ui(e){for(var t=Pu(e),n=t.length;n--;){var r=t[n],a=e[r];t[n]=[r,a,wi(a)]}return t}function li(e,t){var n=function(e,t){return null==e?a:e[t]}(e,t);return Lr(n)?n:a}var si=vt?function(e){return null==e?[]:(e=Se(e),Mt(vt(e),(function(t){return qe.call(e,t)})))}:hl,ci=vt?function(e){for(var t=[];e;)Lt(t,si(e)),e=Ve(e);return t}:hl,fi=kr;function pi(e,t,n){for(var r=-1,a=(t=ga(t,e)).length,i=!1;++r<a;){var o=Fi(t[r]);if(!(i=null!=e&&n(e,o)))break;e=e[o]}return i||++r!=a?i:!!(a=null==e?0:e.length)&&Xo(a)&&vi(o,a)&&(Wo(e)||Bo(e))}function di(e){return\"function\"!=typeof e.constructor||_i(e)?{}:Un(Ve(e))}function hi(e){return Wo(e)||Bo(e)||!!(Ye&&e&&e[Ye])}function vi(e,t){var n=typeof e;return!!(t=null==t?f:t)&&(\"number\"==n||\"symbol\"!=n&&ye.test(e))&&e>-1&&e%1==0&&e<t}function gi(e,t,n){if(!Jo(n))return!1;var r=typeof t;return!!(\"number\"==r?Ho(n)&&vi(t,n.length):\"string\"==r&&t in n)&&Uo(n[t],e)}function yi(e,t){if(Wo(e))return!1;var n=typeof e;return!(\"number\"!=n&&\"symbol\"!=n&&\"boolean\"!=n&&null!=e&&!uu(e))||J.test(e)||!X.test(e)||null!=t&&e in Se(t)}function mi(e){var t=ri(e),n=jn[t];if(\"function\"!=typeof n||!(t in Bn.prototype))return!1;if(e===n)return!0;var r=ni(n);return!!r&&e===r[0]}(xn&&fi(new xn(new ArrayBuffer(1)))!=L||kn&&fi(new kn)!=x||Sn&&fi(Sn.resolve())!=E||En&&fi(new En)!=T||Cn&&fi(new Cn)!=P)&&(fi=function(e){var t=kr(e),n=t==S?e.constructor:a,r=n?Di(n):\"\";if(r)switch(r){case Pn:return L;case zn:return x;case Ln:return E;case On:return T;case An:return P}return t});var bi=ze?Ko:vl;function _i(e){var t=e&&e.constructor;return e===(\"function\"==typeof t&&t.prototype||Pe)}function wi(e){return e==e&&!Jo(e)}function xi(e,t){return function(n){return null!=n&&n[e]===t&&(t!==a||e in Se(n))}}function ki(e,t,n){return t=gn(t===a?e.length-1:t,0),function(){for(var a=arguments,i=-1,o=gn(a.length-t,0),u=r(o);++i<o;)u[i]=a[t+i];i=-1;for(var l=r(t+1);++i<t;)l[i]=a[i];return l[t]=n(u),kt(e,this,l)}}function Si(e,t){return t.length<2?e:wr(e,ea(t,0,-1))}function Ei(e,t){if((\"constructor\"!==t||\"function\"!=typeof e[t])&&\"__proto__\"!=t)return e[t]}var Ci=Pi(Zr),Ti=ct||function(e,t){return ft.setTimeout(e,t)},Mi=Pi(Xr);function Ni(e,t,n){var r=t+\"\";return Mi(e,function(e,t){var n=t.length;if(!n)return e;var r=n-1;return t[r]=(n>1?\"& \":\"\")+t[r],t=t.join(n>2?\", \":\" \"),e.replace(ie,\"{\\n/* [wrapped with \"+t+\"] */\\n\")}(r,function(e,t){return Et(h,(function(n){var r=\"_.\"+n[0];t&n[1]&&!Nt(e,r)&&e.push(r)})),e.sort()}(function(e){var t=e.match(oe);return t?t[1].split(ue):[]}(r),n)))}function Pi(e){var t=0,n=0;return function(){var r=mn(),i=16-(r-n);if(n=r,i>0){if(++t>=800)return arguments[0]}else t=0;return e.apply(a,arguments)}}function zi(e,t){var n=-1,r=e.length,i=r-1;for(t=t===a?r:t;++n<t;){var o=Hr(n,i),u=e[o];e[o]=e[n],e[n]=u}return e.length=t,e}var Li,Oi,Ai=(Li=Oo((function(e){var t=[];return 46===e.charCodeAt(0)&&t.push(\"\"),e.replace(ee,(function(e,n,r,a){t.push(r?a.replace(ce,\"$1\"):n||e)})),t}),(function(e){return 500===Oi.size&&Oi.clear(),e})),Oi=Li.cache,Li);function Fi(e){if(\"string\"==typeof e||uu(e))return e;var t=e+\"\";return\"0\"==t&&1/e==-1/0?\"-0\":t}function Di(e){if(null!=e){try{return Le.call(e)}catch(e){}try{return e+\"\"}catch(e){}}return\"\"}function Ri(e){if(e instanceof Bn)return e.clone();var t=new $n(e.__wrapped__,e.__chain__);return t.__actions__=Ca(e.__actions__),t.__index__=e.__index__,t.__values__=e.__values__,t}var ji=Qr((function(e,t){return qo(e)?sr(e,vr(t,1,qo,!0)):[]})),Ui=Qr((function(e,t){var n=Yi(t);return qo(n)&&(n=a),qo(e)?sr(e,vr(t,1,qo,!0),ii(n,2)):[]})),Ii=Qr((function(e,t){var n=Yi(t);return qo(n)&&(n=a),qo(e)?sr(e,vr(t,1,qo,!0),a,n):[]}));function $i(e,t,n){var r=null==e?0:e.length;if(!r)return-1;var a=null==n?0:du(n);return a<0&&(a=gn(r+a,0)),jt(e,ii(t,3),a)}function Bi(e,t,n){var r=null==e?0:e.length;if(!r)return-1;var i=r-1;return n!==a&&(i=du(n),i=n<0?gn(r+i,0):yn(i,r-1)),jt(e,ii(t,3),i,!0)}function Wi(e){return null!=e&&e.length?vr(e,1):[]}function Vi(e){return e&&e.length?e[0]:a}var Hi=Qr((function(e){var t=zt(e,ha);return t.length&&t[0]===e[0]?Tr(t):[]})),qi=Qr((function(e){var t=Yi(e),n=zt(e,ha);return t===Yi(n)?t=a:n.pop(),n.length&&n[0]===e[0]?Tr(n,ii(t,2)):[]})),Qi=Qr((function(e){var t=Yi(e),n=zt(e,ha);return(t=\"function\"==typeof t?t:a)&&n.pop(),n.length&&n[0]===e[0]?Tr(n,a,t):[]}));function Yi(e){var t=null==e?0:e.length;return t?e[t-1]:a}var Gi=Qr(Ki);function Ki(e,t){return e&&e.length&&t&&t.length?Wr(e,t):e}var Zi=Ja((function(e,t){var n=null==e?0:e.length,r=ar(e,t);return Vr(e,zt(t,(function(e){return vi(e,n)?+e:e})).sort(ka)),r}));function Xi(e){return null==e?e:wn.call(e)}var Ji=Qr((function(e){return ua(vr(e,1,qo,!0))})),eo=Qr((function(e){var t=Yi(e);return qo(t)&&(t=a),ua(vr(e,1,qo,!0),ii(t,2))})),to=Qr((function(e){var t=Yi(e);return t=\"function\"==typeof t?t:a,ua(vr(e,1,qo,!0),a,t)}));function no(e){if(!e||!e.length)return[];var t=0;return e=Mt(e,(function(e){if(qo(e))return t=gn(e.length,t),!0})),Qt(t,(function(t){return zt(e,Wt(t))}))}function ro(e,t){if(!e||!e.length)return[];var n=no(e);return null==t?n:zt(n,(function(e){return kt(t,a,e)}))}var ao=Qr((function(e,t){return qo(e)?sr(e,t):[]})),io=Qr((function(e){return pa(Mt(e,qo))})),oo=Qr((function(e){var t=Yi(e);return qo(t)&&(t=a),pa(Mt(e,qo),ii(t,2))})),uo=Qr((function(e){var t=Yi(e);return t=\"function\"==typeof t?t:a,pa(Mt(e,qo),a,t)})),lo=Qr(no),so=Qr((function(e){var t=e.length,n=t>1?e[t-1]:a;return n=\"function\"==typeof n?(e.pop(),n):a,ro(e,n)}));function co(e){var t=jn(e);return t.__chain__=!0,t}function fo(e,t){return t(e)}var po=Ja((function(e){var t=e.length,n=t?e[0]:0,r=this.__wrapped__,i=function(t){return ar(t,e)};return!(t>1||this.__actions__.length)&&r instanceof Bn&&vi(n)?((r=r.slice(n,+n+(t?1:0))).__actions__.push({func:fo,args:[i],thisArg:a}),new $n(r,this.__chain__).thru((function(e){return t&&!e.length&&e.push(a),e}))):this.thru(i)})),ho=Ma((function(e,t,n){Oe.call(e,n)?++e[n]:rr(e,n,1)})),vo=Fa($i),go=Fa(Bi);function yo(e,t){return(Wo(e)?Et:cr)(e,ii(t,3))}function mo(e,t){return(Wo(e)?Ct:fr)(e,ii(t,3))}var bo=Ma((function(e,t,n){Oe.call(e,n)?e[n].push(t):rr(e,n,[t])})),_o=Qr((function(e,t,n){var a=-1,i=\"function\"==typeof t,o=Ho(e)?r(e.length):[];return cr(e,(function(e){o[++a]=i?kt(t,e,n):Mr(e,t,n)})),o})),wo=Ma((function(e,t,n){rr(e,n,t)}));function xo(e,t){return(Wo(e)?zt:Dr)(e,ii(t,3))}var ko=Ma((function(e,t,n){e[n?0:1].push(t)}),(function(){return[[],[]]})),So=Qr((function(e,t){if(null==e)return[];var n=t.length;return n>1&&gi(e,t[0],t[1])?t=[]:n>2&&gi(t[0],t[1],t[2])&&(t=[t[0]]),$r(e,vr(t,1),[])})),Eo=st||function(){return ft.Date.now()};function Co(e,t,n){return t=n?a:t,t=e&&null==t?e.length:t,Ya(e,s,a,a,a,a,t)}function To(e,t){var n;if(\"function\"!=typeof t)throw new Te(i);return e=du(e),function(){return--e>0&&(n=t.apply(this,arguments)),e<=1&&(t=a),n}}var Mo=Qr((function(e,t,n){var r=1;if(n.length){var a=un(n,ai(Mo));r|=l}return Ya(e,r,t,n,a)})),No=Qr((function(e,t,n){var r=3;if(n.length){var a=un(n,ai(No));r|=l}return Ya(t,r,e,n,a)}));function Po(e,t,n){var r,o,u,l,s,c,f=0,p=!1,d=!1,h=!0;if(\"function\"!=typeof e)throw new Te(i);function v(t){var n=r,i=o;return r=o=a,f=t,l=e.apply(i,n)}function g(e){var n=e-c;return c===a||n>=t||n<0||d&&e-f>=u}function y(){var e=Eo();if(g(e))return m(e);s=Ti(y,function(e){var n=t-(e-c);return d?yn(n,u-(e-f)):n}(e))}function m(e){return s=a,h&&r?v(e):(r=o=a,l)}function b(){var e=Eo(),n=g(e);if(r=arguments,o=this,c=e,n){if(s===a)return function(e){return f=e,s=Ti(y,t),p?v(e):l}(c);if(d)return ba(s),s=Ti(y,t),v(c)}return s===a&&(s=Ti(y,t)),l}return t=vu(t)||0,Jo(n)&&(p=!!n.leading,u=(d=\"maxWait\"in n)?gn(vu(n.maxWait)||0,t):u,h=\"trailing\"in n?!!n.trailing:h),b.cancel=function(){s!==a&&ba(s),f=0,r=c=o=s=a},b.flush=function(){return s===a?l:m(Eo())},b}var zo=Qr((function(e,t){return lr(e,1,t)})),Lo=Qr((function(e,t,n){return lr(e,vu(t)||0,n)}));function Oo(e,t){if(\"function\"!=typeof e||null!=t&&\"function\"!=typeof t)throw new Te(i);var n=function(){var r=arguments,a=t?t.apply(this,r):r[0],i=n.cache;if(i.has(a))return i.get(a);var o=e.apply(this,r);return n.cache=i.set(a,o)||i,o};return n.cache=new(Oo.Cache||Hn),n}function Ao(e){if(\"function\"!=typeof e)throw new Te(i);return function(){var t=arguments;switch(t.length){case 0:return!e.call(this);case 1:return!e.call(this,t[0]);case 2:return!e.call(this,t[0],t[1]);case 3:return!e.call(this,t[0],t[1],t[2])}return!e.apply(this,t)}}Oo.Cache=Hn;var Fo=ya((function(e,t){var n=(t=1==t.length&&Wo(t[0])?zt(t[0],Gt(ii())):zt(vr(t,1),Gt(ii()))).length;return Qr((function(r){for(var a=-1,i=yn(r.length,n);++a<i;)r[a]=t[a].call(this,r[a]);return kt(e,this,r)}))})),Do=Qr((function(e,t){var n=un(t,ai(Do));return Ya(e,l,a,t,n)})),Ro=Qr((function(e,t){var n=un(t,ai(Ro));return Ya(e,64,a,t,n)})),jo=Ja((function(e,t){return Ya(e,256,a,a,a,t)}));function Uo(e,t){return e===t||e!=e&&t!=t}var Io=Wa(Sr),$o=Wa((function(e,t){return e>=t})),Bo=Nr(function(){return arguments}())?Nr:function(e){return eu(e)&&Oe.call(e,\"callee\")&&!qe.call(e,\"callee\")},Wo=r.isArray,Vo=yt?Gt(yt):function(e){return eu(e)&&kr(e)==z};function Ho(e){return null!=e&&Xo(e.length)&&!Ko(e)}function qo(e){return eu(e)&&Ho(e)}var Qo=gt||vl,Yo=mt?Gt(mt):function(e){return eu(e)&&kr(e)==m};function Go(e){if(!eu(e))return!1;var t=kr(e);return t==b||\"[object DOMException]\"==t||\"string\"==typeof e.message&&\"string\"==typeof e.name&&!ru(e)}function Ko(e){if(!Jo(e))return!1;var t=kr(e);return t==_||t==w||\"[object AsyncFunction]\"==t||\"[object Proxy]\"==t}function Zo(e){return\"number\"==typeof e&&e==du(e)}function Xo(e){return\"number\"==typeof e&&e>-1&&e%1==0&&e<=f}function Jo(e){var t=typeof e;return null!=e&&(\"object\"==t||\"function\"==t)}function eu(e){return null!=e&&\"object\"==typeof e}var tu=bt?Gt(bt):function(e){return eu(e)&&fi(e)==x};function nu(e){return\"number\"==typeof e||eu(e)&&kr(e)==k}function ru(e){if(!eu(e)||kr(e)!=S)return!1;var t=Ve(e);if(null===t)return!0;var n=Oe.call(t,\"constructor\")&&t.constructor;return\"function\"==typeof n&&n instanceof n&&Le.call(n)==Re}var au=_t?Gt(_t):function(e){return eu(e)&&kr(e)==C},iu=wt?Gt(wt):function(e){return eu(e)&&fi(e)==T};function ou(e){return\"string\"==typeof e||!Wo(e)&&eu(e)&&kr(e)==M}function uu(e){return\"symbol\"==typeof e||eu(e)&&kr(e)==N}var lu=xt?Gt(xt):function(e){return eu(e)&&Xo(e.length)&&!!at[kr(e)]},su=Wa(Fr),cu=Wa((function(e,t){return e<=t}));function fu(e){if(!e)return[];if(Ho(e))return ou(e)?fn(e):Ca(e);if(Ge&&e[Ge])return function(e){for(var t,n=[];!(t=e.next()).done;)n.push(t.value);return n}(e[Ge]());var t=fi(e);return(t==x?an:t==T?ln:Uu)(e)}function pu(e){return e?(e=vu(e))===c||e===-1/0?17976931348623157e292*(e<0?-1:1):e==e?e:0:0===e?e:0}function du(e){var t=pu(e),n=t%1;return t==t?n?t-n:t:0}function hu(e){return e?ir(du(e),0,d):0}function vu(e){if(\"number\"==typeof e)return e;if(uu(e))return p;if(Jo(e)){var t=\"function\"==typeof e.valueOf?e.valueOf():e;e=Jo(t)?t+\"\":t}if(\"string\"!=typeof e)return 0===e?e:+e;e=Yt(e);var n=he.test(e);return n||ge.test(e)?lt(e.slice(2),n?2:8):de.test(e)?p:+e}function gu(e){return Ta(e,zu(e))}function yu(e){return null==e?\"\":oa(e)}var mu=Na((function(e,t){if(_i(t)||Ho(t))Ta(t,Pu(t),e);else for(var n in t)Oe.call(t,n)&&Jn(e,n,t[n])})),bu=Na((function(e,t){Ta(t,zu(t),e)})),_u=Na((function(e,t,n,r){Ta(t,zu(t),e,r)})),wu=Na((function(e,t,n,r){Ta(t,Pu(t),e,r)})),xu=Ja(ar),ku=Qr((function(e,t){e=Se(e);var n=-1,r=t.length,i=r>2?t[2]:a;for(i&&gi(t[0],t[1],i)&&(r=1);++n<r;)for(var o=t[n],u=zu(o),l=-1,s=u.length;++l<s;){var c=u[l],f=e[c];(f===a||Uo(f,Pe[c])&&!Oe.call(e,c))&&(e[c]=o[c])}return e})),Su=Qr((function(e){return e.push(a,Ka),kt(Ou,a,e)}));function Eu(e,t,n){var r=null==e?a:wr(e,t);return r===a?n:r}function Cu(e,t){return null!=e&&pi(e,t,Cr)}var Tu=ja((function(e,t,n){null!=t&&\"function\"!=typeof t.toString&&(t=De.call(t)),e[t]=n}),Ju(nl)),Mu=ja((function(e,t,n){null!=t&&\"function\"!=typeof t.toString&&(t=De.call(t)),Oe.call(e,t)?e[t].push(n):e[t]=[n]}),ii),Nu=Qr(Mr);function Pu(e){return Ho(e)?Yn(e):Ar(e)}function zu(e){return Ho(e)?Yn(e,!0):function(e){if(!Jo(e))return function(e){var t=[];if(null!=e)for(var n in Se(e))t.push(n);return t}(e);var t=_i(e),n=[];for(var r in e)(\"constructor\"!=r||!t&&Oe.call(e,r))&&n.push(r);return n}(e)}var Lu=Na((function(e,t,n){Ur(e,t,n)})),Ou=Na((function(e,t,n,r){Ur(e,t,n,r)})),Au=Ja((function(e,t){var n={};if(null==e)return n;var r=!1;t=zt(t,(function(t){return t=ga(t,e),r||(r=t.length>1),t})),Ta(e,ti(e),n),r&&(n=or(n,7,Za));for(var a=t.length;a--;)la(n,t[a]);return n})),Fu=Ja((function(e,t){return null==e?{}:function(e,t){return Br(e,t,(function(t,n){return Cu(e,n)}))}(e,t)}));function Du(e,t){if(null==e)return{};var n=zt(ti(e),(function(e){return[e]}));return t=ii(t),Br(e,n,(function(e,n){return t(e,n[0])}))}var Ru=Qa(Pu),ju=Qa(zu);function Uu(e){return null==e?[]:Kt(e,Pu(e))}var Iu=Oa((function(e,t,n){return t=t.toLowerCase(),e+(n?$u(t):t)}));function $u(e){return Gu(yu(e).toLowerCase())}function Bu(e){return(e=yu(e))&&e.replace(me,en).replace(Ze,\"\")}var Wu=Oa((function(e,t,n){return e+(n?\"-\":\"\")+t.toLowerCase()})),Vu=Oa((function(e,t,n){return e+(n?\" \":\"\")+t.toLowerCase()})),Hu=La(\"toLowerCase\"),qu=Oa((function(e,t,n){return e+(n?\"_\":\"\")+t.toLowerCase()})),Qu=Oa((function(e,t,n){return e+(n?\" \":\"\")+Gu(t)})),Yu=Oa((function(e,t,n){return e+(n?\" \":\"\")+t.toUpperCase()})),Gu=La(\"toUpperCase\");function Ku(e,t,n){return e=yu(e),(t=n?a:t)===a?function(e){return tt.test(e)}(e)?function(e){return e.match(Je)||[]}(e):function(e){return e.match(le)||[]}(e):e.match(t)||[]}var Zu=Qr((function(e,t){try{return kt(e,a,t)}catch(e){return Go(e)?e:new we(e)}})),Xu=Ja((function(e,t){return Et(t,(function(t){t=Fi(t),rr(e,t,Mo(e[t],e))})),e}));function Ju(e){return function(){return e}}var el=Da(),tl=Da(!0);function nl(e){return e}function rl(e){return Or(\"function\"==typeof e?e:or(e,1))}var al=Qr((function(e,t){return function(n){return Mr(n,e,t)}})),il=Qr((function(e,t){return function(n){return Mr(e,n,t)}}));function ol(e,t,n){var r=Pu(t),a=_r(t,r);null!=n||Jo(t)&&(a.length||!r.length)||(n=t,t=e,e=this,a=_r(t,Pu(t)));var i=!(Jo(n)&&\"chain\"in n&&!n.chain),o=Ko(e);return Et(a,(function(n){var r=t[n];e[n]=r,o&&(e.prototype[n]=function(){var t=this.__chain__;if(i||t){var n=e(this.__wrapped__);return(n.__actions__=Ca(this.__actions__)).push({func:r,args:arguments,thisArg:e}),n.__chain__=t,n}return r.apply(e,Lt([this.value()],arguments))})})),e}function ul(){}var ll=Ia(zt),sl=Ia(Tt),cl=Ia(Ft);function fl(e){return yi(e)?Wt(Fi(e)):function(e){return function(t){return wr(t,e)}}(e)}var pl=Ba(),dl=Ba(!0);function hl(){return[]}function vl(){return!1}var gl,yl=Ua((function(e,t){return e+t}),0),ml=Ha(\"ceil\"),bl=Ua((function(e,t){return e/t}),1),_l=Ha(\"floor\"),wl=Ua((function(e,t){return e*t}),1),xl=Ha(\"round\"),kl=Ua((function(e,t){return e-t}),0);return jn.after=function(e,t){if(\"function\"!=typeof t)throw new Te(i);return e=du(e),function(){if(--e<1)return t.apply(this,arguments)}},jn.ary=Co,jn.assign=mu,jn.assignIn=bu,jn.assignInWith=_u,jn.assignWith=wu,jn.at=xu,jn.before=To,jn.bind=Mo,jn.bindAll=Xu,jn.bindKey=No,jn.castArray=function(){if(!arguments.length)return[];var e=arguments[0];return Wo(e)?e:[e]},jn.chain=co,jn.chunk=function(e,t,n){t=(n?gi(e,t,n):t===a)?1:gn(du(t),0);var i=null==e?0:e.length;if(!i||t<1)return[];for(var o=0,u=0,l=r(pt(i/t));o<i;)l[u++]=ea(e,o,o+=t);return l},jn.compact=function(e){for(var t=-1,n=null==e?0:e.length,r=0,a=[];++t<n;){var i=e[t];i&&(a[r++]=i)}return a},jn.concat=function(){var e=arguments.length;if(!e)return[];for(var t=r(e-1),n=arguments[0],a=e;a--;)t[a-1]=arguments[a];return Lt(Wo(n)?Ca(n):[n],vr(t,1))},jn.cond=function(e){var t=null==e?0:e.length,n=ii();return e=t?zt(e,(function(e){if(\"function\"!=typeof e[1])throw new Te(i);return[n(e[0]),e[1]]})):[],Qr((function(n){for(var r=-1;++r<t;){var a=e[r];if(kt(a[0],this,n))return kt(a[1],this,n)}}))},jn.conforms=function(e){return function(e){var t=Pu(e);return function(n){return ur(n,e,t)}}(or(e,1))},jn.constant=Ju,jn.countBy=ho,jn.create=function(e,t){var n=Un(e);return null==t?n:nr(n,t)},jn.curry=function e(t,n,r){var i=Ya(t,8,a,a,a,a,a,n=r?a:n);return i.placeholder=e.placeholder,i},jn.curryRight=function e(t,n,r){var i=Ya(t,16,a,a,a,a,a,n=r?a:n);return i.placeholder=e.placeholder,i},jn.debounce=Po,jn.defaults=ku,jn.defaultsDeep=Su,jn.defer=zo,jn.delay=Lo,jn.difference=ji,jn.differenceBy=Ui,jn.differenceWith=Ii,jn.drop=function(e,t,n){var r=null==e?0:e.length;return r?ea(e,(t=n||t===a?1:du(t))<0?0:t,r):[]},jn.dropRight=function(e,t,n){var r=null==e?0:e.length;return r?ea(e,0,(t=r-(t=n||t===a?1:du(t)))<0?0:t):[]},jn.dropRightWhile=function(e,t){return e&&e.length?ca(e,ii(t,3),!0,!0):[]},jn.dropWhile=function(e,t){return e&&e.length?ca(e,ii(t,3),!0):[]},jn.fill=function(e,t,n,r){var i=null==e?0:e.length;return i?(n&&\"number\"!=typeof n&&gi(e,t,n)&&(n=0,r=i),function(e,t,n,r){var i=e.length;for((n=du(n))<0&&(n=-n>i?0:i+n),(r=r===a||r>i?i:du(r))<0&&(r+=i),r=n>r?0:hu(r);n<r;)e[n++]=t;return e}(e,t,n,r)):[]},jn.filter=function(e,t){return(Wo(e)?Mt:hr)(e,ii(t,3))},jn.flatMap=function(e,t){return vr(xo(e,t),1)},jn.flatMapDeep=function(e,t){return vr(xo(e,t),c)},jn.flatMapDepth=function(e,t,n){return n=n===a?1:du(n),vr(xo(e,t),n)},jn.flatten=Wi,jn.flattenDeep=function(e){return null!=e&&e.length?vr(e,c):[]},jn.flattenDepth=function(e,t){return null!=e&&e.length?vr(e,t=t===a?1:du(t)):[]},jn.flip=function(e){return Ya(e,512)},jn.flow=el,jn.flowRight=tl,jn.fromPairs=function(e){for(var t=-1,n=null==e?0:e.length,r={};++t<n;){var a=e[t];r[a[0]]=a[1]}return r},jn.functions=function(e){return null==e?[]:_r(e,Pu(e))},jn.functionsIn=function(e){return null==e?[]:_r(e,zu(e))},jn.groupBy=bo,jn.initial=function(e){return null!=e&&e.length?ea(e,0,-1):[]},jn.intersection=Hi,jn.intersectionBy=qi,jn.intersectionWith=Qi,jn.invert=Tu,jn.invertBy=Mu,jn.invokeMap=_o,jn.iteratee=rl,jn.keyBy=wo,jn.keys=Pu,jn.keysIn=zu,jn.map=xo,jn.mapKeys=function(e,t){var n={};return t=ii(t,3),mr(e,(function(e,r,a){rr(n,t(e,r,a),e)})),n},jn.mapValues=function(e,t){var n={};return t=ii(t,3),mr(e,(function(e,r,a){rr(n,r,t(e,r,a))})),n},jn.matches=function(e){return Rr(or(e,1))},jn.matchesProperty=function(e,t){return jr(e,or(t,1))},jn.memoize=Oo,jn.merge=Lu,jn.mergeWith=Ou,jn.method=al,jn.methodOf=il,jn.mixin=ol,jn.negate=Ao,jn.nthArg=function(e){return e=du(e),Qr((function(t){return Ir(t,e)}))},jn.omit=Au,jn.omitBy=function(e,t){return Du(e,Ao(ii(t)))},jn.once=function(e){return To(2,e)},jn.orderBy=function(e,t,n,r){return null==e?[]:(Wo(t)||(t=null==t?[]:[t]),Wo(n=r?a:n)||(n=null==n?[]:[n]),$r(e,t,n))},jn.over=ll,jn.overArgs=Fo,jn.overEvery=sl,jn.overSome=cl,jn.partial=Do,jn.partialRight=Ro,jn.partition=ko,jn.pick=Fu,jn.pickBy=Du,jn.property=fl,jn.propertyOf=function(e){return function(t){return null==e?a:wr(e,t)}},jn.pull=Gi,jn.pullAll=Ki,jn.pullAllBy=function(e,t,n){return e&&e.length&&t&&t.length?Wr(e,t,ii(n,2)):e},jn.pullAllWith=function(e,t,n){return e&&e.length&&t&&t.length?Wr(e,t,a,n):e},jn.pullAt=Zi,jn.range=pl,jn.rangeRight=dl,jn.rearg=jo,jn.reject=function(e,t){return(Wo(e)?Mt:hr)(e,Ao(ii(t,3)))},jn.remove=function(e,t){var n=[];if(!e||!e.length)return n;var r=-1,a=[],i=e.length;for(t=ii(t,3);++r<i;){var o=e[r];t(o,r,e)&&(n.push(o),a.push(r))}return Vr(e,a),n},jn.rest=function(e,t){if(\"function\"!=typeof e)throw new Te(i);return Qr(e,t=t===a?t:du(t))},jn.reverse=Xi,jn.sampleSize=function(e,t,n){return t=(n?gi(e,t,n):t===a)?1:du(t),(Wo(e)?Kn:Gr)(e,t)},jn.set=function(e,t,n){return null==e?e:Kr(e,t,n)},jn.setWith=function(e,t,n,r){return r=\"function\"==typeof r?r:a,null==e?e:Kr(e,t,n,r)},jn.shuffle=function(e){return(Wo(e)?Zn:Jr)(e)},jn.slice=function(e,t,n){var r=null==e?0:e.length;return r?(n&&\"number\"!=typeof n&&gi(e,t,n)?(t=0,n=r):(t=null==t?0:du(t),n=n===a?r:du(n)),ea(e,t,n)):[]},jn.sortBy=So,jn.sortedUniq=function(e){return e&&e.length?aa(e):[]},jn.sortedUniqBy=function(e,t){return e&&e.length?aa(e,ii(t,2)):[]},jn.split=function(e,t,n){return n&&\"number\"!=typeof n&&gi(e,t,n)&&(t=n=a),(n=n===a?d:n>>>0)?(e=yu(e))&&(\"string\"==typeof t||null!=t&&!au(t))&&!(t=oa(t))&&rn(e)?ma(fn(e),0,n):e.split(t,n):[]},jn.spread=function(e,t){if(\"function\"!=typeof e)throw new Te(i);return t=null==t?0:gn(du(t),0),Qr((function(n){var r=n[t],a=ma(n,0,t);return r&&Lt(a,r),kt(e,this,a)}))},jn.tail=function(e){var t=null==e?0:e.length;return t?ea(e,1,t):[]},jn.take=function(e,t,n){return e&&e.length?ea(e,0,(t=n||t===a?1:du(t))<0?0:t):[]},jn.takeRight=function(e,t,n){var r=null==e?0:e.length;return r?ea(e,(t=r-(t=n||t===a?1:du(t)))<0?0:t,r):[]},jn.takeRightWhile=function(e,t){return e&&e.length?ca(e,ii(t,3),!1,!0):[]},jn.takeWhile=function(e,t){return e&&e.length?ca(e,ii(t,3)):[]},jn.tap=function(e,t){return t(e),e},jn.throttle=function(e,t,n){var r=!0,a=!0;if(\"function\"!=typeof e)throw new Te(i);return Jo(n)&&(r=\"leading\"in n?!!n.leading:r,a=\"trailing\"in n?!!n.trailing:a),Po(e,t,{leading:r,maxWait:t,trailing:a})},jn.thru=fo,jn.toArray=fu,jn.toPairs=Ru,jn.toPairsIn=ju,jn.toPath=function(e){return Wo(e)?zt(e,Fi):uu(e)?[e]:Ca(Ai(yu(e)))},jn.toPlainObject=gu,jn.transform=function(e,t,n){var r=Wo(e),a=r||Qo(e)||lu(e);if(t=ii(t,4),null==n){var i=e&&e.constructor;n=a?r?new i:[]:Jo(e)&&Ko(i)?Un(Ve(e)):{}}return(a?Et:mr)(e,(function(e,r,a){return t(n,e,r,a)})),n},jn.unary=function(e){return Co(e,1)},jn.union=Ji,jn.unionBy=eo,jn.unionWith=to,jn.uniq=function(e){return e&&e.length?ua(e):[]},jn.uniqBy=function(e,t){return e&&e.length?ua(e,ii(t,2)):[]},jn.uniqWith=function(e,t){return t=\"function\"==typeof t?t:a,e&&e.length?ua(e,a,t):[]},jn.unset=function(e,t){return null==e||la(e,t)},jn.unzip=no,jn.unzipWith=ro,jn.update=function(e,t,n){return null==e?e:sa(e,t,va(n))},jn.updateWith=function(e,t,n,r){return r=\"function\"==typeof r?r:a,null==e?e:sa(e,t,va(n),r)},jn.values=Uu,jn.valuesIn=function(e){return null==e?[]:Kt(e,zu(e))},jn.without=ao,jn.words=Ku,jn.wrap=function(e,t){return Do(va(t),e)},jn.xor=io,jn.xorBy=oo,jn.xorWith=uo,jn.zip=lo,jn.zipObject=function(e,t){return da(e||[],t||[],Jn)},jn.zipObjectDeep=function(e,t){return da(e||[],t||[],Kr)},jn.zipWith=so,jn.entries=Ru,jn.entriesIn=ju,jn.extend=bu,jn.extendWith=_u,ol(jn,jn),jn.add=yl,jn.attempt=Zu,jn.camelCase=Iu,jn.capitalize=$u,jn.ceil=ml,jn.clamp=function(e,t,n){return n===a&&(n=t,t=a),n!==a&&(n=(n=vu(n))==n?n:0),t!==a&&(t=(t=vu(t))==t?t:0),ir(vu(e),t,n)},jn.clone=function(e){return or(e,4)},jn.cloneDeep=function(e){return or(e,5)},jn.cloneDeepWith=function(e,t){return or(e,5,t=\"function\"==typeof t?t:a)},jn.cloneWith=function(e,t){return or(e,4,t=\"function\"==typeof t?t:a)},jn.conformsTo=function(e,t){return null==t||ur(e,t,Pu(t))},jn.deburr=Bu,jn.defaultTo=function(e,t){return null==e||e!=e?t:e},jn.divide=bl,jn.endsWith=function(e,t,n){e=yu(e),t=oa(t);var r=e.length,i=n=n===a?r:ir(du(n),0,r);return(n-=t.length)>=0&&e.slice(n,i)==t},jn.eq=Uo,jn.escape=function(e){return(e=yu(e))&&Y.test(e)?e.replace(q,tn):e},jn.escapeRegExp=function(e){return(e=yu(e))&&ne.test(e)?e.replace(te,\"\\\\$&\"):e},jn.every=function(e,t,n){var r=Wo(e)?Tt:pr;return n&&gi(e,t,n)&&(t=a),r(e,ii(t,3))},jn.find=vo,jn.findIndex=$i,jn.findKey=function(e,t){return Rt(e,ii(t,3),mr)},jn.findLast=go,jn.findLastIndex=Bi,jn.findLastKey=function(e,t){return Rt(e,ii(t,3),br)},jn.floor=_l,jn.forEach=yo,jn.forEachRight=mo,jn.forIn=function(e,t){return null==e?e:gr(e,ii(t,3),zu)},jn.forInRight=function(e,t){return null==e?e:yr(e,ii(t,3),zu)},jn.forOwn=function(e,t){return e&&mr(e,ii(t,3))},jn.forOwnRight=function(e,t){return e&&br(e,ii(t,3))},jn.get=Eu,jn.gt=Io,jn.gte=$o,jn.has=function(e,t){return null!=e&&pi(e,t,Er)},jn.hasIn=Cu,jn.head=Vi,jn.identity=nl,jn.includes=function(e,t,n,r){e=Ho(e)?e:Uu(e),n=n&&!r?du(n):0;var a=e.length;return n<0&&(n=gn(a+n,0)),ou(e)?n<=a&&e.indexOf(t,n)>-1:!!a&&Ut(e,t,n)>-1},jn.indexOf=function(e,t,n){var r=null==e?0:e.length;if(!r)return-1;var a=null==n?0:du(n);return a<0&&(a=gn(r+a,0)),Ut(e,t,a)},jn.inRange=function(e,t,n){return t=pu(t),n===a?(n=t,t=0):n=pu(n),function(e,t,n){return e>=yn(t,n)&&e<gn(t,n)}(e=vu(e),t,n)},jn.invoke=Nu,jn.isArguments=Bo,jn.isArray=Wo,jn.isArrayBuffer=Vo,jn.isArrayLike=Ho,jn.isArrayLikeObject=qo,jn.isBoolean=function(e){return!0===e||!1===e||eu(e)&&kr(e)==y},jn.isBuffer=Qo,jn.isDate=Yo,jn.isElement=function(e){return eu(e)&&1===e.nodeType&&!ru(e)},jn.isEmpty=function(e){if(null==e)return!0;if(Ho(e)&&(Wo(e)||\"string\"==typeof e||\"function\"==typeof e.splice||Qo(e)||lu(e)||Bo(e)))return!e.length;var t=fi(e);if(t==x||t==T)return!e.size;if(_i(e))return!Ar(e).length;for(var n in e)if(Oe.call(e,n))return!1;return!0},jn.isEqual=function(e,t){return Pr(e,t)},jn.isEqualWith=function(e,t,n){var r=(n=\"function\"==typeof n?n:a)?n(e,t):a;return r===a?Pr(e,t,a,n):!!r},jn.isError=Go,jn.isFinite=function(e){return\"number\"==typeof e&&Dt(e)},jn.isFunction=Ko,jn.isInteger=Zo,jn.isLength=Xo,jn.isMap=tu,jn.isMatch=function(e,t){return e===t||zr(e,t,ui(t))},jn.isMatchWith=function(e,t,n){return n=\"function\"==typeof n?n:a,zr(e,t,ui(t),n)},jn.isNaN=function(e){return nu(e)&&e!=+e},jn.isNative=function(e){if(bi(e))throw new we(\"Unsupported core-js use. Try https://npms.io/search?q=ponyfill.\");return Lr(e)},jn.isNil=function(e){return null==e},jn.isNull=function(e){return null===e},jn.isNumber=nu,jn.isObject=Jo,jn.isObjectLike=eu,jn.isPlainObject=ru,jn.isRegExp=au,jn.isSafeInteger=function(e){return Zo(e)&&e>=-9007199254740991&&e<=f},jn.isSet=iu,jn.isString=ou,jn.isSymbol=uu,jn.isTypedArray=lu,jn.isUndefined=function(e){return e===a},jn.isWeakMap=function(e){return eu(e)&&fi(e)==P},jn.isWeakSet=function(e){return eu(e)&&\"[object WeakSet]\"==kr(e)},jn.join=function(e,t){return null==e?\"\":Vt.call(e,t)},jn.kebabCase=Wu,jn.last=Yi,jn.lastIndexOf=function(e,t,n){var r=null==e?0:e.length;if(!r)return-1;var i=r;return n!==a&&(i=(i=du(n))<0?gn(r+i,0):yn(i,r-1)),t==t?function(e,t,n){for(var r=n+1;r--;)if(e[r]===t)return r;return r}(e,t,i):jt(e,$t,i,!0)},jn.lowerCase=Vu,jn.lowerFirst=Hu,jn.lt=su,jn.lte=cu,jn.max=function(e){return e&&e.length?dr(e,nl,Sr):a},jn.maxBy=function(e,t){return e&&e.length?dr(e,ii(t,2),Sr):a},jn.mean=function(e){return Bt(e,nl)},jn.meanBy=function(e,t){return Bt(e,ii(t,2))},jn.min=function(e){return e&&e.length?dr(e,nl,Fr):a},jn.minBy=function(e,t){return e&&e.length?dr(e,ii(t,2),Fr):a},jn.stubArray=hl,jn.stubFalse=vl,jn.stubObject=function(){return{}},jn.stubString=function(){return\"\"},jn.stubTrue=function(){return!0},jn.multiply=wl,jn.nth=function(e,t){return e&&e.length?Ir(e,du(t)):a},jn.noConflict=function(){return ft._===this&&(ft._=je),this},jn.noop=ul,jn.now=Eo,jn.pad=function(e,t,n){e=yu(e);var r=(t=du(t))?cn(e):0;if(!t||r>=t)return e;var a=(t-r)/2;return $a(dt(a),n)+e+$a(pt(a),n)},jn.padEnd=function(e,t,n){e=yu(e);var r=(t=du(t))?cn(e):0;return t&&r<t?e+$a(t-r,n):e},jn.padStart=function(e,t,n){e=yu(e);var r=(t=du(t))?cn(e):0;return t&&r<t?$a(t-r,n)+e:e},jn.parseInt=function(e,t,n){return n||null==t?t=0:t&&(t=+t),bn(yu(e).replace(re,\"\"),t||0)},jn.random=function(e,t,n){if(n&&\"boolean\"!=typeof n&&gi(e,t,n)&&(t=n=a),n===a&&(\"boolean\"==typeof t?(n=t,t=a):\"boolean\"==typeof e&&(n=e,e=a)),e===a&&t===a?(e=0,t=1):(e=pu(e),t===a?(t=e,e=0):t=pu(t)),e>t){var r=e;e=t,t=r}if(n||e%1||t%1){var i=_n();return yn(e+i*(t-e+ut(\"1e-\"+((i+\"\").length-1))),t)}return Hr(e,t)},jn.reduce=function(e,t,n){var r=Wo(e)?Ot:Ht,a=arguments.length<3;return r(e,ii(t,4),n,a,cr)},jn.reduceRight=function(e,t,n){var r=Wo(e)?At:Ht,a=arguments.length<3;return r(e,ii(t,4),n,a,fr)},jn.repeat=function(e,t,n){return t=(n?gi(e,t,n):t===a)?1:du(t),qr(yu(e),t)},jn.replace=function(){var e=arguments,t=yu(e[0]);return e.length<3?t:t.replace(e[1],e[2])},jn.result=function(e,t,n){var r=-1,i=(t=ga(t,e)).length;for(i||(i=1,e=a);++r<i;){var o=null==e?a:e[Fi(t[r])];o===a&&(r=i,o=n),e=Ko(o)?o.call(e):o}return e},jn.round=xl,jn.runInContext=e,jn.sample=function(e){return(Wo(e)?Gn:Yr)(e)},jn.size=function(e){if(null==e)return 0;if(Ho(e))return ou(e)?cn(e):e.length;var t=fi(e);return t==x||t==T?e.size:Ar(e).length},jn.snakeCase=qu,jn.some=function(e,t,n){var r=Wo(e)?Ft:ta;return n&&gi(e,t,n)&&(t=a),r(e,ii(t,3))},jn.sortedIndex=function(e,t){return na(e,t)},jn.sortedIndexBy=function(e,t,n){return ra(e,t,ii(n,2))},jn.sortedIndexOf=function(e,t){var n=null==e?0:e.length;if(n){var r=na(e,t);if(r<n&&Uo(e[r],t))return r}return-1},jn.sortedLastIndex=function(e,t){return na(e,t,!0)},jn.sortedLastIndexBy=function(e,t,n){return ra(e,t,ii(n,2),!0)},jn.sortedLastIndexOf=function(e,t){if(null!=e&&e.length){var n=na(e,t,!0)-1;if(Uo(e[n],t))return n}return-1},jn.startCase=Qu,jn.startsWith=function(e,t,n){return e=yu(e),n=null==n?0:ir(du(n),0,e.length),t=oa(t),e.slice(n,n+t.length)==t},jn.subtract=kl,jn.sum=function(e){return e&&e.length?qt(e,nl):0},jn.sumBy=function(e,t){return e&&e.length?qt(e,ii(t,2)):0},jn.template=function(e,t,n){var r=jn.templateSettings;n&&gi(e,t,n)&&(t=a),e=yu(e),t=_u({},t,r,Ga);var i,o,u=_u({},t.imports,r.imports,Ga),l=Pu(u),s=Kt(u,l),c=0,f=t.interpolate||be,p=\"__p += '\",d=Ee((t.escape||be).source+\"|\"+f.source+\"|\"+(f===Z?fe:be).source+\"|\"+(t.evaluate||be).source+\"|$\",\"g\"),h=\"//# sourceURL=\"+(Oe.call(t,\"sourceURL\")?(t.sourceURL+\"\").replace(/\\s/g,\" \"):\"lodash.templateSources[\"+ ++rt+\"]\")+\"\\n\";e.replace(d,(function(t,n,r,a,u,l){return r||(r=a),p+=e.slice(c,l).replace(_e,nn),n&&(i=!0,p+=\"' +\\n__e(\"+n+\") +\\n'\"),u&&(o=!0,p+=\"';\\n\"+u+\";\\n__p += '\"),r&&(p+=\"' +\\n((__t = (\"+r+\")) == null ? '' : __t) +\\n'\"),c=l+t.length,t})),p+=\"';\\n\";var v=Oe.call(t,\"variable\")&&t.variable;if(v){if(se.test(v))throw new we(\"Invalid `variable` option passed into `_.template`\")}else p=\"with (obj) {\\n\"+p+\"\\n}\\n\";p=(o?p.replace(B,\"\"):p).replace(W,\"$1\").replace(V,\"$1;\"),p=\"function(\"+(v||\"obj\")+\") {\\n\"+(v?\"\":\"obj || (obj = {});\\n\")+\"var __t, __p = ''\"+(i?\", __e = _.escape\":\"\")+(o?\", __j = Array.prototype.join;\\nfunction print() { __p += __j.call(arguments, '') }\\n\":\";\\n\")+p+\"return __p\\n}\";var g=Zu((function(){return xe(l,h+\"return \"+p).apply(a,s)}));if(g.source=p,Go(g))throw g;return g},jn.times=function(e,t){if((e=du(e))<1||e>f)return[];var n=d,r=yn(e,d);t=ii(t),e-=d;for(var a=Qt(r,t);++n<e;)t(n);return a},jn.toFinite=pu,jn.toInteger=du,jn.toLength=hu,jn.toLower=function(e){return yu(e).toLowerCase()},jn.toNumber=vu,jn.toSafeInteger=function(e){return e?ir(du(e),-9007199254740991,f):0===e?e:0},jn.toString=yu,jn.toUpper=function(e){return yu(e).toUpperCase()},jn.trim=function(e,t,n){if((e=yu(e))&&(n||t===a))return Yt(e);if(!e||!(t=oa(t)))return e;var r=fn(e),i=fn(t);return ma(r,Xt(r,i),Jt(r,i)+1).join(\"\")},jn.trimEnd=function(e,t,n){if((e=yu(e))&&(n||t===a))return e.slice(0,pn(e)+1);if(!e||!(t=oa(t)))return e;var r=fn(e);return ma(r,0,Jt(r,fn(t))+1).join(\"\")},jn.trimStart=function(e,t,n){if((e=yu(e))&&(n||t===a))return e.replace(re,\"\");if(!e||!(t=oa(t)))return e;var r=fn(e);return ma(r,Xt(r,fn(t))).join(\"\")},jn.truncate=function(e,t){var n=30,r=\"...\";if(Jo(t)){var i=\"separator\"in t?t.separator:i;n=\"length\"in t?du(t.length):n,r=\"omission\"in t?oa(t.omission):r}var o=(e=yu(e)).length;if(rn(e)){var u=fn(e);o=u.length}if(n>=o)return e;var l=n-cn(r);if(l<1)return r;var s=u?ma(u,0,l).join(\"\"):e.slice(0,l);if(i===a)return s+r;if(u&&(l+=s.length-l),au(i)){if(e.slice(l).search(i)){var c,f=s;for(i.global||(i=Ee(i.source,yu(pe.exec(i))+\"g\")),i.lastIndex=0;c=i.exec(f);)var p=c.index;s=s.slice(0,p===a?l:p)}}else if(e.indexOf(oa(i),l)!=l){var d=s.lastIndexOf(i);d>-1&&(s=s.slice(0,d))}return s+r},jn.unescape=function(e){return(e=yu(e))&&Q.test(e)?e.replace(H,dn):e},jn.uniqueId=function(e){var t=++Ae;return yu(e)+t},jn.upperCase=Yu,jn.upperFirst=Gu,jn.each=yo,jn.eachRight=mo,jn.first=Vi,ol(jn,(gl={},mr(jn,(function(e,t){Oe.call(jn.prototype,t)||(gl[t]=e)})),gl),{chain:!1}),jn.VERSION=\"4.17.21\",Et([\"bind\",\"bindKey\",\"curry\",\"curryRight\",\"partial\",\"partialRight\"],(function(e){jn[e].placeholder=jn})),Et([\"drop\",\"take\"],(function(e,t){Bn.prototype[e]=function(n){n=n===a?1:gn(du(n),0);var r=this.__filtered__&&!t?new Bn(this):this.clone();return r.__filtered__?r.__takeCount__=yn(n,r.__takeCount__):r.__views__.push({size:yn(n,d),type:e+(r.__dir__<0?\"Right\":\"\")}),r},Bn.prototype[e+\"Right\"]=function(t){return this.reverse()[e](t).reverse()}})),Et([\"filter\",\"map\",\"takeWhile\"],(function(e,t){var n=t+1,r=1==n||3==n;Bn.prototype[e]=function(e){var t=this.clone();return t.__iteratees__.push({iteratee:ii(e,3),type:n}),t.__filtered__=t.__filtered__||r,t}})),Et([\"head\",\"last\"],(function(e,t){var n=\"take\"+(t?\"Right\":\"\");Bn.prototype[e]=function(){return this[n](1).value()[0]}})),Et([\"initial\",\"tail\"],(function(e,t){var n=\"drop\"+(t?\"\":\"Right\");Bn.prototype[e]=function(){return this.__filtered__?new Bn(this):this[n](1)}})),Bn.prototype.compact=function(){return this.filter(nl)},Bn.prototype.find=function(e){return this.filter(e).head()},Bn.prototype.findLast=function(e){return this.reverse().find(e)},Bn.prototype.invokeMap=Qr((function(e,t){return\"function\"==typeof e?new Bn(this):this.map((function(n){return Mr(n,e,t)}))})),Bn.prototype.reject=function(e){return this.filter(Ao(ii(e)))},Bn.prototype.slice=function(e,t){e=du(e);var n=this;return n.__filtered__&&(e>0||t<0)?new Bn(n):(e<0?n=n.takeRight(-e):e&&(n=n.drop(e)),t!==a&&(n=(t=du(t))<0?n.dropRight(-t):n.take(t-e)),n)},Bn.prototype.takeRightWhile=function(e){return this.reverse().takeWhile(e).reverse()},Bn.prototype.toArray=function(){return this.take(d)},mr(Bn.prototype,(function(e,t){var n=/^(?:filter|find|map|reject)|While$/.test(t),r=/^(?:head|last)$/.test(t),i=jn[r?\"take\"+(\"last\"==t?\"Right\":\"\"):t],o=r||/^find/.test(t);i&&(jn.prototype[t]=function(){var t=this.__wrapped__,u=r?[1]:arguments,l=t instanceof Bn,s=u[0],c=l||Wo(t),f=function(e){var t=i.apply(jn,Lt([e],u));return r&&p?t[0]:t};c&&n&&\"function\"==typeof s&&1!=s.length&&(l=c=!1);var p=this.__chain__,d=!!this.__actions__.length,h=o&&!p,v=l&&!d;if(!o&&c){t=v?t:new Bn(this);var g=e.apply(t,u);return g.__actions__.push({func:fo,args:[f],thisArg:a}),new $n(g,p)}return h&&v?e.apply(this,u):(g=this.thru(f),h?r?g.value()[0]:g.value():g)})})),Et([\"pop\",\"push\",\"shift\",\"sort\",\"splice\",\"unshift\"],(function(e){var t=Me[e],n=/^(?:push|sort|unshift)$/.test(e)?\"tap\":\"thru\",r=/^(?:pop|shift)$/.test(e);jn.prototype[e]=function(){var e=arguments;if(r&&!this.__chain__){var a=this.value();return t.apply(Wo(a)?a:[],e)}return this[n]((function(n){return t.apply(Wo(n)?n:[],e)}))}})),mr(Bn.prototype,(function(e,t){var n=jn[t];if(n){var r=n.name+\"\";Oe.call(Nn,r)||(Nn[r]=[]),Nn[r].push({name:t,func:n})}})),Nn[Ra(a,2).name]=[{name:\"wrapper\",func:a}],Bn.prototype.clone=function(){var e=new Bn(this.__wrapped__);return e.__actions__=Ca(this.__actions__),e.__dir__=this.__dir__,e.__filtered__=this.__filtered__,e.__iteratees__=Ca(this.__iteratees__),e.__takeCount__=this.__takeCount__,e.__views__=Ca(this.__views__),e},Bn.prototype.reverse=function(){if(this.__filtered__){var e=new Bn(this);e.__dir__=-1,e.__filtered__=!0}else(e=this.clone()).__dir__*=-1;return e},Bn.prototype.value=function(){var e=this.__wrapped__.value(),t=this.__dir__,n=Wo(e),r=t<0,a=n?e.length:0,i=function(e,t,n){for(var r=-1,a=n.length;++r<a;){var i=n[r],o=i.size;switch(i.type){case\"drop\":e+=o;break;case\"dropRight\":t-=o;break;case\"take\":t=yn(t,e+o);break;case\"takeRight\":e=gn(e,t-o)}}return{start:e,end:t}}(0,a,this.__views__),o=i.start,u=i.end,l=u-o,s=r?u:o-1,c=this.__iteratees__,f=c.length,p=0,d=yn(l,this.__takeCount__);if(!n||!r&&a==l&&d==l)return fa(e,this.__actions__);var h=[];e:for(;l--&&p<d;){for(var v=-1,g=e[s+=t];++v<f;){var y=c[v],m=y.iteratee,b=y.type,_=m(g);if(2==b)g=_;else if(!_){if(1==b)continue e;break e}}h[p++]=g}return h},jn.prototype.at=po,jn.prototype.chain=function(){return co(this)},jn.prototype.commit=function(){return new $n(this.value(),this.__chain__)},jn.prototype.next=function(){this.__values__===a&&(this.__values__=fu(this.value()));var e=this.__index__>=this.__values__.length;return{done:e,value:e?a:this.__values__[this.__index__++]}},jn.prototype.plant=function(e){for(var t,n=this;n instanceof In;){var r=Ri(n);r.__index__=0,r.__values__=a,t?i.__wrapped__=r:t=r;var i=r;n=n.__wrapped__}return i.__wrapped__=e,t},jn.prototype.reverse=function(){var e=this.__wrapped__;if(e instanceof Bn){var t=e;return this.__actions__.length&&(t=new Bn(this)),(t=t.reverse()).__actions__.push({func:fo,args:[Xi],thisArg:a}),new $n(t,this.__chain__)}return this.thru(Xi)},jn.prototype.toJSON=jn.prototype.valueOf=jn.prototype.value=function(){return fa(this.__wrapped__,this.__actions__)},jn.prototype.first=jn.prototype.head,Ge&&(jn.prototype[Ge]=function(){return this}),jn}();ft._=hn,(r=function(){return hn}.call(t,n,t,e))===a||(e.exports=r)}.call(this)},448:(e,t,n)=>{\"use strict\";var r=n(294),a=n(840);function i(e){for(var t=\"https://reactjs.org/docs/error-decoder.html?invariant=\"+e,n=1;n<arguments.length;n++)t+=\"&args[]=\"+encodeURIComponent(arguments[n]);return\"Minified React error #\"+e+\"; visit \"+t+\" for the full message or use the non-minified dev environment for full errors and additional helpful warnings.\"}var o=new Set,u={};function l(e,t){s(e,t),s(e+\"Capture\",t)}function s(e,t){for(u[e]=t,e=0;e<t.length;e++)o.add(t[e])}var c=!(\"undefined\"==typeof window||void 0===window.document||void 0===window.document.createElement),f=Object.prototype.hasOwnProperty,p=/^[:A-Z_a-z\\u00C0-\\u00D6\\u00D8-\\u00F6\\u00F8-\\u02FF\\u0370-\\u037D\\u037F-\\u1FFF\\u200C-\\u200D\\u2070-\\u218F\\u2C00-\\u2FEF\\u3001-\\uD7FF\\uF900-\\uFDCF\\uFDF0-\\uFFFD][:A-Z_a-z\\u00C0-\\u00D6\\u00D8-\\u00F6\\u00F8-\\u02FF\\u0370-\\u037D\\u037F-\\u1FFF\\u200C-\\u200D\\u2070-\\u218F\\u2C00-\\u2FEF\\u3001-\\uD7FF\\uF900-\\uFDCF\\uFDF0-\\uFFFD\\-.0-9\\u00B7\\u0300-\\u036F\\u203F-\\u2040]*$/,d={},h={};function v(e,t,n,r,a,i,o){this.acceptsBooleans=2===t||3===t||4===t,this.attributeName=r,this.attributeNamespace=a,this.mustUseProperty=n,this.propertyName=e,this.type=t,this.sanitizeURL=i,this.removeEmptyString=o}var g={};\"children dangerouslySetInnerHTML defaultValue defaultChecked innerHTML suppressContentEditableWarning suppressHydrationWarning style\".split(\" \").forEach((function(e){g[e]=new v(e,0,!1,e,null,!1,!1)})),[[\"acceptCharset\",\"accept-charset\"],[\"className\",\"class\"],[\"htmlFor\",\"for\"],[\"httpEquiv\",\"http-equiv\"]].forEach((function(e){var t=e[0];g[t]=new v(t,1,!1,e[1],null,!1,!1)})),[\"contentEditable\",\"draggable\",\"spellCheck\",\"value\"].forEach((function(e){g[e]=new v(e,2,!1,e.toLowerCase(),null,!1,!1)})),[\"autoReverse\",\"externalResourcesRequired\",\"focusable\",\"preserveAlpha\"].forEach((function(e){g[e]=new v(e,2,!1,e,null,!1,!1)})),\"allowFullScreen async autoFocus autoPlay controls default defer disabled disablePictureInPicture disableRemotePlayback formNoValidate hidden loop noModule noValidate open playsInline readOnly required reversed scoped seamless itemScope\".split(\" \").forEach((function(e){g[e]=new v(e,3,!1,e.toLowerCase(),null,!1,!1)})),[\"checked\",\"multiple\",\"muted\",\"selected\"].forEach((function(e){g[e]=new v(e,3,!0,e,null,!1,!1)})),[\"capture\",\"download\"].forEach((function(e){g[e]=new v(e,4,!1,e,null,!1,!1)})),[\"cols\",\"rows\",\"size\",\"span\"].forEach((function(e){g[e]=new v(e,6,!1,e,null,!1,!1)})),[\"rowSpan\",\"start\"].forEach((function(e){g[e]=new v(e,5,!1,e.toLowerCase(),null,!1,!1)}));var y=/[\\-:]([a-z])/g;function m(e){return e[1].toUpperCase()}function b(e,t,n,r){var a=g.hasOwnProperty(t)?g[t]:null;(null!==a?0!==a.type:r||!(2<t.length)||\"o\"!==t[0]&&\"O\"!==t[0]||\"n\"!==t[1]&&\"N\"!==t[1])&&(function(e,t,n,r){if(null==t||function(e,t,n,r){if(null!==n&&0===n.type)return!1;switch(typeof t){case\"function\":case\"symbol\":return!0;case\"boolean\":return!r&&(null!==n?!n.acceptsBooleans:\"data-\"!==(e=e.toLowerCase().slice(0,5))&&\"aria-\"!==e);default:return!1}}(e,t,n,r))return!0;if(r)return!1;if(null!==n)switch(n.type){case 3:return!t;case 4:return!1===t;case 5:return isNaN(t);case 6:return isNaN(t)||1>t}return!1}(t,n,a,r)&&(n=null),r||null===a?function(e){return!!f.call(h,e)||!f.call(d,e)&&(p.test(e)?h[e]=!0:(d[e]=!0,!1))}(t)&&(null===n?e.removeAttribute(t):e.setAttribute(t,\"\"+n)):a.mustUseProperty?e[a.propertyName]=null===n?3!==a.type&&\"\":n:(t=a.attributeName,r=a.attributeNamespace,null===n?e.removeAttribute(t):(n=3===(a=a.type)||4===a&&!0===n?\"\":\"\"+n,r?e.setAttributeNS(r,t,n):e.setAttribute(t,n))))}\"accent-height alignment-baseline arabic-form baseline-shift cap-height clip-path clip-rule color-interpolation color-interpolation-filters color-profile color-rendering dominant-baseline enable-background fill-opacity fill-rule flood-color flood-opacity font-family font-size font-size-adjust font-stretch font-style font-variant font-weight glyph-name glyph-orientation-horizontal glyph-orientation-vertical horiz-adv-x horiz-origin-x image-rendering letter-spacing lighting-color marker-end marker-mid marker-start overline-position overline-thickness paint-order panose-1 pointer-events rendering-intent shape-rendering stop-color stop-opacity strikethrough-position strikethrough-thickness stroke-dasharray stroke-dashoffset stroke-linecap stroke-linejoin stroke-miterlimit stroke-opacity stroke-width text-anchor text-decoration text-rendering underline-position underline-thickness unicode-bidi unicode-range units-per-em v-alphabetic v-hanging v-ideographic v-mathematical vector-effect vert-adv-y vert-origin-x vert-origin-y word-spacing writing-mode xmlns:xlink x-height\".split(\" \").forEach((function(e){var t=e.replace(y,m);g[t]=new v(t,1,!1,e,null,!1,!1)})),\"xlink:actuate xlink:arcrole xlink:role xlink:show xlink:title xlink:type\".split(\" \").forEach((function(e){var t=e.replace(y,m);g[t]=new v(t,1,!1,e,\"http://www.w3.org/1999/xlink\",!1,!1)})),[\"xml:base\",\"xml:lang\",\"xml:space\"].forEach((function(e){var t=e.replace(y,m);g[t]=new v(t,1,!1,e,\"http://www.w3.org/XML/1998/namespace\",!1,!1)})),[\"tabIndex\",\"crossOrigin\"].forEach((function(e){g[e]=new v(e,1,!1,e.toLowerCase(),null,!1,!1)})),g.xlinkHref=new v(\"xlinkHref\",1,!1,\"xlink:href\",\"http://www.w3.org/1999/xlink\",!0,!1),[\"src\",\"href\",\"action\",\"formAction\"].forEach((function(e){g[e]=new v(e,1,!1,e.toLowerCase(),null,!0,!0)}));var _=r.__SECRET_INTERNALS_DO_NOT_USE_OR_YOU_WILL_BE_FIRED,w=Symbol.for(\"react.element\"),x=Symbol.for(\"react.portal\"),k=Symbol.for(\"react.fragment\"),S=Symbol.for(\"react.strict_mode\"),E=Symbol.for(\"react.profiler\"),C=Symbol.for(\"react.provider\"),T=Symbol.for(\"react.context\"),M=Symbol.for(\"react.forward_ref\"),N=Symbol.for(\"react.suspense\"),P=Symbol.for(\"react.suspense_list\"),z=Symbol.for(\"react.memo\"),L=Symbol.for(\"react.lazy\");Symbol.for(\"react.scope\"),Symbol.for(\"react.debug_trace_mode\");var O=Symbol.for(\"react.offscreen\");Symbol.for(\"react.legacy_hidden\"),Symbol.for(\"react.cache\"),Symbol.for(\"react.tracing_marker\");var A=Symbol.iterator;function F(e){return null===e||\"object\"!=typeof e?null:\"function\"==typeof(e=A&&e[A]||e[\"@@iterator\"])?e:null}var D,R=Object.assign;function j(e){if(void 0===D)try{throw Error()}catch(e){var t=e.stack.trim().match(/\\n( *(at )?)/);D=t&&t[1]||\"\"}return\"\\n\"+D+e}var U=!1;function I(e,t){if(!e||U)return\"\";U=!0;var n=Error.prepareStackTrace;Error.prepareStackTrace=void 0;try{if(t)if(t=function(){throw Error()},Object.defineProperty(t.prototype,\"props\",{set:function(){throw Error()}}),\"object\"==typeof Reflect&&Reflect.construct){try{Reflect.construct(t,[])}catch(e){var r=e}Reflect.construct(e,[],t)}else{try{t.call()}catch(e){r=e}e.call(t.prototype)}else{try{throw Error()}catch(e){r=e}e()}}catch(t){if(t&&r&&\"string\"==typeof t.stack){for(var a=t.stack.split(\"\\n\"),i=r.stack.split(\"\\n\"),o=a.length-1,u=i.length-1;1<=o&&0<=u&&a[o]!==i[u];)u--;for(;1<=o&&0<=u;o--,u--)if(a[o]!==i[u]){if(1!==o||1!==u)do{if(o--,0>--u||a[o]!==i[u]){var l=\"\\n\"+a[o].replace(\" at new \",\" at \");return e.displayName&&l.includes(\"<anonymous>\")&&(l=l.replace(\"<anonymous>\",e.displayName)),l}}while(1<=o&&0<=u);break}}}finally{U=!1,Error.prepareStackTrace=n}return(e=e?e.displayName||e.name:\"\")?j(e):\"\"}function $(e){switch(e.tag){case 5:return j(e.type);case 16:return j(\"Lazy\");case 13:return j(\"Suspense\");case 19:return j(\"SuspenseList\");case 0:case 2:case 15:return I(e.type,!1);case 11:return I(e.type.render,!1);case 1:return I(e.type,!0);default:return\"\"}}function B(e){if(null==e)return null;if(\"function\"==typeof e)return e.displayName||e.name||null;if(\"string\"==typeof e)return e;switch(e){case k:return\"Fragment\";case x:return\"Portal\";case E:return\"Profiler\";case S:return\"StrictMode\";case N:return\"Suspense\";case P:return\"SuspenseList\"}if(\"object\"==typeof e)switch(e.$$typeof){case T:return(e.displayName||\"Context\")+\".Consumer\";case C:return(e._context.displayName||\"Context\")+\".Provider\";case M:var t=e.render;return(e=e.displayName)||(e=\"\"!==(e=t.displayName||t.name||\"\")?\"ForwardRef(\"+e+\")\":\"ForwardRef\"),e;case z:return null!==(t=e.displayName||null)?t:B(e.type)||\"Memo\";case L:t=e._payload,e=e._init;try{return B(e(t))}catch(e){}}return null}function W(e){var t=e.type;switch(e.tag){case 24:return\"Cache\";case 9:return(t.displayName||\"Context\")+\".Consumer\";case 10:return(t._context.displayName||\"Context\")+\".Provider\";case 18:return\"DehydratedFragment\";case 11:return e=(e=t.render).displayName||e.name||\"\",t.displayName||(\"\"!==e?\"ForwardRef(\"+e+\")\":\"ForwardRef\");case 7:return\"Fragment\";case 5:return t;case 4:return\"Portal\";case 3:return\"Root\";case 6:return\"Text\";case 16:return B(t);case 8:return t===S?\"StrictMode\":\"Mode\";case 22:return\"Offscreen\";case 12:return\"Profiler\";case 21:return\"Scope\";case 13:return\"Suspense\";case 19:return\"SuspenseList\";case 25:return\"TracingMarker\";case 1:case 0:case 17:case 2:case 14:case 15:if(\"function\"==typeof t)return t.displayName||t.name||null;if(\"string\"==typeof t)return t}return null}function V(e){switch(typeof e){case\"boolean\":case\"number\":case\"string\":case\"undefined\":case\"object\":return e;default:return\"\"}}function H(e){var t=e.type;return(e=e.nodeName)&&\"input\"===e.toLowerCase()&&(\"checkbox\"===t||\"radio\"===t)}function q(e){e._valueTracker||(e._valueTracker=function(e){var t=H(e)?\"checked\":\"value\",n=Object.getOwnPropertyDescriptor(e.constructor.prototype,t),r=\"\"+e[t];if(!e.hasOwnProperty(t)&&void 0!==n&&\"function\"==typeof n.get&&\"function\"==typeof n.set){var a=n.get,i=n.set;return Object.defineProperty(e,t,{configurable:!0,get:function(){return a.call(this)},set:function(e){r=\"\"+e,i.call(this,e)}}),Object.defineProperty(e,t,{enumerable:n.enumerable}),{getValue:function(){return r},setValue:function(e){r=\"\"+e},stopTracking:function(){e._valueTracker=null,delete e[t]}}}}(e))}function Q(e){if(!e)return!1;var t=e._valueTracker;if(!t)return!0;var n=t.getValue(),r=\"\";return e&&(r=H(e)?e.checked?\"true\":\"false\":e.value),(e=r)!==n&&(t.setValue(e),!0)}function Y(e){if(void 0===(e=e||(\"undefined\"!=typeof document?document:void 0)))return null;try{return e.activeElement||e.body}catch(t){return e.body}}function G(e,t){var n=t.checked;return R({},t,{defaultChecked:void 0,defaultValue:void 0,value:void 0,checked:null!=n?n:e._wrapperState.initialChecked})}function K(e,t){var n=null==t.defaultValue?\"\":t.defaultValue,r=null!=t.checked?t.checked:t.defaultChecked;n=V(null!=t.value?t.value:n),e._wrapperState={initialChecked:r,initialValue:n,controlled:\"checkbox\"===t.type||\"radio\"===t.type?null!=t.checked:null!=t.value}}function Z(e,t){null!=(t=t.checked)&&b(e,\"checked\",t,!1)}function X(e,t){Z(e,t);var n=V(t.value),r=t.type;if(null!=n)\"number\"===r?(0===n&&\"\"===e.value||e.value!=n)&&(e.value=\"\"+n):e.value!==\"\"+n&&(e.value=\"\"+n);else if(\"submit\"===r||\"reset\"===r)return void e.removeAttribute(\"value\");t.hasOwnProperty(\"value\")?ee(e,t.type,n):t.hasOwnProperty(\"defaultValue\")&&ee(e,t.type,V(t.defaultValue)),null==t.checked&&null!=t.defaultChecked&&(e.defaultChecked=!!t.defaultChecked)}function J(e,t,n){if(t.hasOwnProperty(\"value\")||t.hasOwnProperty(\"defaultValue\")){var r=t.type;if(!(\"submit\"!==r&&\"reset\"!==r||void 0!==t.value&&null!==t.value))return;t=\"\"+e._wrapperState.initialValue,n||t===e.value||(e.value=t),e.defaultValue=t}\"\"!==(n=e.name)&&(e.name=\"\"),e.defaultChecked=!!e._wrapperState.initialChecked,\"\"!==n&&(e.name=n)}function ee(e,t,n){\"number\"===t&&Y(e.ownerDocument)===e||(null==n?e.defaultValue=\"\"+e._wrapperState.initialValue:e.defaultValue!==\"\"+n&&(e.defaultValue=\"\"+n))}var te=Array.isArray;function ne(e,t,n,r){if(e=e.options,t){t={};for(var a=0;a<n.length;a++)t[\"$\"+n[a]]=!0;for(n=0;n<e.length;n++)a=t.hasOwnProperty(\"$\"+e[n].value),e[n].selected!==a&&(e[n].selected=a),a&&r&&(e[n].defaultSelected=!0)}else{for(n=\"\"+V(n),t=null,a=0;a<e.length;a++){if(e[a].value===n)return e[a].selected=!0,void(r&&(e[a].defaultSelected=!0));null!==t||e[a].disabled||(t=e[a])}null!==t&&(t.selected=!0)}}function re(e,t){if(null!=t.dangerouslySetInnerHTML)throw Error(i(91));return R({},t,{value:void 0,defaultValue:void 0,children:\"\"+e._wrapperState.initialValue})}function ae(e,t){var n=t.value;if(null==n){if(n=t.children,t=t.defaultValue,null!=n){if(null!=t)throw Error(i(92));if(te(n)){if(1<n.length)throw Error(i(93));n=n[0]}t=n}null==t&&(t=\"\"),n=t}e._wrapperState={initialValue:V(n)}}function ie(e,t){var n=V(t.value),r=V(t.defaultValue);null!=n&&((n=\"\"+n)!==e.value&&(e.value=n),null==t.defaultValue&&e.defaultValue!==n&&(e.defaultValue=n)),null!=r&&(e.defaultValue=\"\"+r)}function oe(e){var t=e.textContent;t===e._wrapperState.initialValue&&\"\"!==t&&null!==t&&(e.value=t)}function ue(e){switch(e){case\"svg\":return\"http://www.w3.org/2000/svg\";case\"math\":return\"http://www.w3.org/1998/Math/MathML\";default:return\"http://www.w3.org/1999/xhtml\"}}function le(e,t){return null==e||\"http://www.w3.org/1999/xhtml\"===e?ue(t):\"http://www.w3.org/2000/svg\"===e&&\"foreignObject\"===t?\"http://www.w3.org/1999/xhtml\":e}var se,ce,fe=(ce=function(e,t){if(\"http://www.w3.org/2000/svg\"!==e.namespaceURI||\"innerHTML\"in e)e.innerHTML=t;else{for((se=se||document.createElement(\"div\")).innerHTML=\"<svg>\"+t.valueOf().toString()+\"</svg>\",t=se.firstChild;e.firstChild;)e.removeChild(e.firstChild);for(;t.firstChild;)e.appendChild(t.firstChild)}},\"undefined\"!=typeof MSApp&&MSApp.execUnsafeLocalFunction?function(e,t,n,r){MSApp.execUnsafeLocalFunction((function(){return ce(e,t)}))}:ce);function pe(e,t){if(t){var n=e.firstChild;if(n&&n===e.lastChild&&3===n.nodeType)return void(n.nodeValue=t)}e.textContent=t}var de={animationIterationCount:!0,aspectRatio:!0,borderImageOutset:!0,borderImageSlice:!0,borderImageWidth:!0,boxFlex:!0,boxFlexGroup:!0,boxOrdinalGroup:!0,columnCount:!0,columns:!0,flex:!0,flexGrow:!0,flexPositive:!0,flexShrink:!0,flexNegative:!0,flexOrder:!0,gridArea:!0,gridRow:!0,gridRowEnd:!0,gridRowSpan:!0,gridRowStart:!0,gridColumn:!0,gridColumnEnd:!0,gridColumnSpan:!0,gridColumnStart:!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},he=[\"Webkit\",\"ms\",\"Moz\",\"O\"];function ve(e,t,n){return null==t||\"boolean\"==typeof t||\"\"===t?\"\":n||\"number\"!=typeof t||0===t||de.hasOwnProperty(e)&&de[e]?(\"\"+t).trim():t+\"px\"}function ge(e,t){for(var n in e=e.style,t)if(t.hasOwnProperty(n)){var r=0===n.indexOf(\"--\"),a=ve(n,t[n],r);\"float\"===n&&(n=\"cssFloat\"),r?e.setProperty(n,a):e[n]=a}}Object.keys(de).forEach((function(e){he.forEach((function(t){t=t+e.charAt(0).toUpperCase()+e.substring(1),de[t]=de[e]}))}));var ye=R({menuitem:!0},{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});function me(e,t){if(t){if(ye[e]&&(null!=t.children||null!=t.dangerouslySetInnerHTML))throw Error(i(137,e));if(null!=t.dangerouslySetInnerHTML){if(null!=t.children)throw Error(i(60));if(\"object\"!=typeof t.dangerouslySetInnerHTML||!(\"__html\"in t.dangerouslySetInnerHTML))throw Error(i(61))}if(null!=t.style&&\"object\"!=typeof t.style)throw Error(i(62))}}function be(e,t){if(-1===e.indexOf(\"-\"))return\"string\"==typeof t.is;switch(e){case\"annotation-xml\":case\"color-profile\":case\"font-face\":case\"font-face-src\":case\"font-face-uri\":case\"font-face-format\":case\"font-face-name\":case\"missing-glyph\":return!1;default:return!0}}var _e=null;function we(e){return(e=e.target||e.srcElement||window).correspondingUseElement&&(e=e.correspondingUseElement),3===e.nodeType?e.parentNode:e}var xe=null,ke=null,Se=null;function Ee(e){if(e=ba(e)){if(\"function\"!=typeof xe)throw Error(i(280));var t=e.stateNode;t&&(t=wa(t),xe(e.stateNode,e.type,t))}}function Ce(e){ke?Se?Se.push(e):Se=[e]:ke=e}function Te(){if(ke){var e=ke,t=Se;if(Se=ke=null,Ee(e),t)for(e=0;e<t.length;e++)Ee(t[e])}}function Me(e,t){return e(t)}function Ne(){}var Pe=!1;function ze(e,t,n){if(Pe)return e(t,n);Pe=!0;try{return Me(e,t,n)}finally{Pe=!1,(null!==ke||null!==Se)&&(Ne(),Te())}}function Le(e,t){var n=e.stateNode;if(null===n)return null;var r=wa(n);if(null===r)return null;n=r[t];e:switch(t){case\"onClick\":case\"onClickCapture\":case\"onDoubleClick\":case\"onDoubleClickCapture\":case\"onMouseDown\":case\"onMouseDownCapture\":case\"onMouseMove\":case\"onMouseMoveCapture\":case\"onMouseUp\":case\"onMouseUpCapture\":case\"onMouseEnter\":(r=!r.disabled)||(r=!(\"button\"===(e=e.type)||\"input\"===e||\"select\"===e||\"textarea\"===e)),e=!r;break e;default:e=!1}if(e)return null;if(n&&\"function\"!=typeof n)throw Error(i(231,t,typeof n));return n}var Oe=!1;if(c)try{var Ae={};Object.defineProperty(Ae,\"passive\",{get:function(){Oe=!0}}),window.addEventListener(\"test\",Ae,Ae),window.removeEventListener(\"test\",Ae,Ae)}catch(ce){Oe=!1}function Fe(e,t,n,r,a,i,o,u,l){var s=Array.prototype.slice.call(arguments,3);try{t.apply(n,s)}catch(e){this.onError(e)}}var De=!1,Re=null,je=!1,Ue=null,Ie={onError:function(e){De=!0,Re=e}};function $e(e,t,n,r,a,i,o,u,l){De=!1,Re=null,Fe.apply(Ie,arguments)}function Be(e){var t=e,n=e;if(e.alternate)for(;t.return;)t=t.return;else{e=t;do{0!=(4098&(t=e).flags)&&(n=t.return),e=t.return}while(e)}return 3===t.tag?n:null}function We(e){if(13===e.tag){var t=e.memoizedState;if(null===t&&null!==(e=e.alternate)&&(t=e.memoizedState),null!==t)return t.dehydrated}return null}function Ve(e){if(Be(e)!==e)throw Error(i(188))}function He(e){return null!==(e=function(e){var t=e.alternate;if(!t){if(null===(t=Be(e)))throw Error(i(188));return t!==e?null:e}for(var n=e,r=t;;){var a=n.return;if(null===a)break;var o=a.alternate;if(null===o){if(null!==(r=a.return)){n=r;continue}break}if(a.child===o.child){for(o=a.child;o;){if(o===n)return Ve(a),e;if(o===r)return Ve(a),t;o=o.sibling}throw Error(i(188))}if(n.return!==r.return)n=a,r=o;else{for(var u=!1,l=a.child;l;){if(l===n){u=!0,n=a,r=o;break}if(l===r){u=!0,r=a,n=o;break}l=l.sibling}if(!u){for(l=o.child;l;){if(l===n){u=!0,n=o,r=a;break}if(l===r){u=!0,r=o,n=a;break}l=l.sibling}if(!u)throw Error(i(189))}}if(n.alternate!==r)throw Error(i(190))}if(3!==n.tag)throw Error(i(188));return n.stateNode.current===n?e:t}(e))?qe(e):null}function qe(e){if(5===e.tag||6===e.tag)return e;for(e=e.child;null!==e;){var t=qe(e);if(null!==t)return t;e=e.sibling}return null}var Qe=a.unstable_scheduleCallback,Ye=a.unstable_cancelCallback,Ge=a.unstable_shouldYield,Ke=a.unstable_requestPaint,Ze=a.unstable_now,Xe=a.unstable_getCurrentPriorityLevel,Je=a.unstable_ImmediatePriority,et=a.unstable_UserBlockingPriority,tt=a.unstable_NormalPriority,nt=a.unstable_LowPriority,rt=a.unstable_IdlePriority,at=null,it=null,ot=Math.clz32?Math.clz32:function(e){return 0===(e>>>=0)?32:31-(ut(e)/lt|0)|0},ut=Math.log,lt=Math.LN2,st=64,ct=4194304;function ft(e){switch(e&-e){case 1:return 1;case 2:return 2;case 4:return 4;case 8:return 8;case 16:return 16;case 32:return 32;case 64:case 128:case 256:case 512:case 1024:case 2048:case 4096:case 8192:case 16384:case 32768:case 65536:case 131072:case 262144:case 524288:case 1048576:case 2097152:return 4194240&e;case 4194304:case 8388608:case 16777216:case 33554432:case 67108864:return 130023424&e;case 134217728:return 134217728;case 268435456:return 268435456;case 536870912:return 536870912;case 1073741824:return 1073741824;default:return e}}function pt(e,t){var n=e.pendingLanes;if(0===n)return 0;var r=0,a=e.suspendedLanes,i=e.pingedLanes,o=268435455&n;if(0!==o){var u=o&~a;0!==u?r=ft(u):0!=(i&=o)&&(r=ft(i))}else 0!=(o=n&~a)?r=ft(o):0!==i&&(r=ft(i));if(0===r)return 0;if(0!==t&&t!==r&&0==(t&a)&&((a=r&-r)>=(i=t&-t)||16===a&&0!=(4194240&i)))return t;if(0!=(4&r)&&(r|=16&n),0!==(t=e.entangledLanes))for(e=e.entanglements,t&=r;0<t;)a=1<<(n=31-ot(t)),r|=e[n],t&=~a;return r}function dt(e,t){switch(e){case 1:case 2:case 4:return t+250;case 8:case 16:case 32:case 64:case 128:case 256:case 512:case 1024:case 2048:case 4096:case 8192:case 16384:case 32768:case 65536:case 131072:case 262144:case 524288:case 1048576:case 2097152:return t+5e3;default:return-1}}function ht(e){return 0!=(e=-1073741825&e.pendingLanes)?e:1073741824&e?1073741824:0}function vt(){var e=st;return 0==(4194240&(st<<=1))&&(st=64),e}function gt(e){for(var t=[],n=0;31>n;n++)t.push(e);return t}function yt(e,t,n){e.pendingLanes|=t,536870912!==t&&(e.suspendedLanes=0,e.pingedLanes=0),(e=e.eventTimes)[t=31-ot(t)]=n}function mt(e,t){var n=e.entangledLanes|=t;for(e=e.entanglements;n;){var r=31-ot(n),a=1<<r;a&t|e[r]&t&&(e[r]|=t),n&=~a}}var bt=0;function _t(e){return 1<(e&=-e)?4<e?0!=(268435455&e)?16:536870912:4:1}var wt,xt,kt,St,Et,Ct=!1,Tt=[],Mt=null,Nt=null,Pt=null,zt=new Map,Lt=new Map,Ot=[],At=\"mousedown mouseup touchcancel touchend touchstart auxclick dblclick pointercancel pointerdown pointerup dragend dragstart drop compositionend compositionstart keydown keypress keyup input textInput copy cut paste click change contextmenu reset submit\".split(\" \");function Ft(e,t){switch(e){case\"focusin\":case\"focusout\":Mt=null;break;case\"dragenter\":case\"dragleave\":Nt=null;break;case\"mouseover\":case\"mouseout\":Pt=null;break;case\"pointerover\":case\"pointerout\":zt.delete(t.pointerId);break;case\"gotpointercapture\":case\"lostpointercapture\":Lt.delete(t.pointerId)}}function Dt(e,t,n,r,a,i){return null===e||e.nativeEvent!==i?(e={blockedOn:t,domEventName:n,eventSystemFlags:r,nativeEvent:i,targetContainers:[a]},null!==t&&null!==(t=ba(t))&&xt(t),e):(e.eventSystemFlags|=r,t=e.targetContainers,null!==a&&-1===t.indexOf(a)&&t.push(a),e)}function Rt(e){var t=ma(e.target);if(null!==t){var n=Be(t);if(null!==n)if(13===(t=n.tag)){if(null!==(t=We(n)))return e.blockedOn=t,void Et(e.priority,(function(){kt(n)}))}else if(3===t&&n.stateNode.current.memoizedState.isDehydrated)return void(e.blockedOn=3===n.tag?n.stateNode.containerInfo:null)}e.blockedOn=null}function jt(e){if(null!==e.blockedOn)return!1;for(var t=e.targetContainers;0<t.length;){var n=Gt(e.domEventName,e.eventSystemFlags,t[0],e.nativeEvent);if(null!==n)return null!==(t=ba(n))&&xt(t),e.blockedOn=n,!1;var r=new(n=e.nativeEvent).constructor(n.type,n);_e=r,n.target.dispatchEvent(r),_e=null,t.shift()}return!0}function Ut(e,t,n){jt(e)&&n.delete(t)}function It(){Ct=!1,null!==Mt&&jt(Mt)&&(Mt=null),null!==Nt&&jt(Nt)&&(Nt=null),null!==Pt&&jt(Pt)&&(Pt=null),zt.forEach(Ut),Lt.forEach(Ut)}function $t(e,t){e.blockedOn===t&&(e.blockedOn=null,Ct||(Ct=!0,a.unstable_scheduleCallback(a.unstable_NormalPriority,It)))}function Bt(e){function t(t){return $t(t,e)}if(0<Tt.length){$t(Tt[0],e);for(var n=1;n<Tt.length;n++){var r=Tt[n];r.blockedOn===e&&(r.blockedOn=null)}}for(null!==Mt&&$t(Mt,e),null!==Nt&&$t(Nt,e),null!==Pt&&$t(Pt,e),zt.forEach(t),Lt.forEach(t),n=0;n<Ot.length;n++)(r=Ot[n]).blockedOn===e&&(r.blockedOn=null);for(;0<Ot.length&&null===(n=Ot[0]).blockedOn;)Rt(n),null===n.blockedOn&&Ot.shift()}var Wt=_.ReactCurrentBatchConfig,Vt=!0;function Ht(e,t,n,r){var a=bt,i=Wt.transition;Wt.transition=null;try{bt=1,Qt(e,t,n,r)}finally{bt=a,Wt.transition=i}}function qt(e,t,n,r){var a=bt,i=Wt.transition;Wt.transition=null;try{bt=4,Qt(e,t,n,r)}finally{bt=a,Wt.transition=i}}function Qt(e,t,n,r){if(Vt){var a=Gt(e,t,n,r);if(null===a)Vr(e,t,r,Yt,n),Ft(e,r);else if(function(e,t,n,r,a){switch(t){case\"focusin\":return Mt=Dt(Mt,e,t,n,r,a),!0;case\"dragenter\":return Nt=Dt(Nt,e,t,n,r,a),!0;case\"mouseover\":return Pt=Dt(Pt,e,t,n,r,a),!0;case\"pointerover\":var i=a.pointerId;return zt.set(i,Dt(zt.get(i)||null,e,t,n,r,a)),!0;case\"gotpointercapture\":return i=a.pointerId,Lt.set(i,Dt(Lt.get(i)||null,e,t,n,r,a)),!0}return!1}(a,e,t,n,r))r.stopPropagation();else if(Ft(e,r),4&t&&-1<At.indexOf(e)){for(;null!==a;){var i=ba(a);if(null!==i&&wt(i),null===(i=Gt(e,t,n,r))&&Vr(e,t,r,Yt,n),i===a)break;a=i}null!==a&&r.stopPropagation()}else Vr(e,t,r,null,n)}}var Yt=null;function Gt(e,t,n,r){if(Yt=null,null!==(e=ma(e=we(r))))if(null===(t=Be(e)))e=null;else if(13===(n=t.tag)){if(null!==(e=We(t)))return e;e=null}else if(3===n){if(t.stateNode.current.memoizedState.isDehydrated)return 3===t.tag?t.stateNode.containerInfo:null;e=null}else t!==e&&(e=null);return Yt=e,null}function Kt(e){switch(e){case\"cancel\":case\"click\":case\"close\":case\"contextmenu\":case\"copy\":case\"cut\":case\"auxclick\":case\"dblclick\":case\"dragend\":case\"dragstart\":case\"drop\":case\"focusin\":case\"focusout\":case\"input\":case\"invalid\":case\"keydown\":case\"keypress\":case\"keyup\":case\"mousedown\":case\"mouseup\":case\"paste\":case\"pause\":case\"play\":case\"pointercancel\":case\"pointerdown\":case\"pointerup\":case\"ratechange\":case\"reset\":case\"resize\":case\"seeked\":case\"submit\":case\"touchcancel\":case\"touchend\":case\"touchstart\":case\"volumechange\":case\"change\":case\"selectionchange\":case\"textInput\":case\"compositionstart\":case\"compositionend\":case\"compositionupdate\":case\"beforeblur\":case\"afterblur\":case\"beforeinput\":case\"blur\":case\"fullscreenchange\":case\"focus\":case\"hashchange\":case\"popstate\":case\"select\":case\"selectstart\":return 1;case\"drag\":case\"dragenter\":case\"dragexit\":case\"dragleave\":case\"dragover\":case\"mousemove\":case\"mouseout\":case\"mouseover\":case\"pointermove\":case\"pointerout\":case\"pointerover\":case\"scroll\":case\"toggle\":case\"touchmove\":case\"wheel\":case\"mouseenter\":case\"mouseleave\":case\"pointerenter\":case\"pointerleave\":return 4;case\"message\":switch(Xe()){case Je:return 1;case et:return 4;case tt:case nt:return 16;case rt:return 536870912;default:return 16}default:return 16}}var Zt=null,Xt=null,Jt=null;function en(){if(Jt)return Jt;var e,t,n=Xt,r=n.length,a=\"value\"in Zt?Zt.value:Zt.textContent,i=a.length;for(e=0;e<r&&n[e]===a[e];e++);var o=r-e;for(t=1;t<=o&&n[r-t]===a[i-t];t++);return Jt=a.slice(e,1<t?1-t:void 0)}function tn(e){var t=e.keyCode;return\"charCode\"in e?0===(e=e.charCode)&&13===t&&(e=13):e=t,10===e&&(e=13),32<=e||13===e?e:0}function nn(){return!0}function rn(){return!1}function an(e){function t(t,n,r,a,i){for(var o in this._reactName=t,this._targetInst=r,this.type=n,this.nativeEvent=a,this.target=i,this.currentTarget=null,e)e.hasOwnProperty(o)&&(t=e[o],this[o]=t?t(a):a[o]);return this.isDefaultPrevented=(null!=a.defaultPrevented?a.defaultPrevented:!1===a.returnValue)?nn:rn,this.isPropagationStopped=rn,this}return R(t.prototype,{preventDefault:function(){this.defaultPrevented=!0;var e=this.nativeEvent;e&&(e.preventDefault?e.preventDefault():\"unknown\"!=typeof e.returnValue&&(e.returnValue=!1),this.isDefaultPrevented=nn)},stopPropagation:function(){var e=this.nativeEvent;e&&(e.stopPropagation?e.stopPropagation():\"unknown\"!=typeof e.cancelBubble&&(e.cancelBubble=!0),this.isPropagationStopped=nn)},persist:function(){},isPersistent:nn}),t}var on,un,ln,sn={eventPhase:0,bubbles:0,cancelable:0,timeStamp:function(e){return e.timeStamp||Date.now()},defaultPrevented:0,isTrusted:0},cn=an(sn),fn=R({},sn,{view:0,detail:0}),pn=an(fn),dn=R({},fn,{screenX:0,screenY:0,clientX:0,clientY:0,pageX:0,pageY:0,ctrlKey:0,shiftKey:0,altKey:0,metaKey:0,getModifierState:En,button:0,buttons:0,relatedTarget:function(e){return void 0===e.relatedTarget?e.fromElement===e.srcElement?e.toElement:e.fromElement:e.relatedTarget},movementX:function(e){return\"movementX\"in e?e.movementX:(e!==ln&&(ln&&\"mousemove\"===e.type?(on=e.screenX-ln.screenX,un=e.screenY-ln.screenY):un=on=0,ln=e),on)},movementY:function(e){return\"movementY\"in e?e.movementY:un}}),hn=an(dn),vn=an(R({},dn,{dataTransfer:0})),gn=an(R({},fn,{relatedTarget:0})),yn=an(R({},sn,{animationName:0,elapsedTime:0,pseudoElement:0})),mn=R({},sn,{clipboardData:function(e){return\"clipboardData\"in e?e.clipboardData:window.clipboardData}}),bn=an(mn),_n=an(R({},sn,{data:0})),wn={Esc:\"Escape\",Spacebar:\" \",Left:\"ArrowLeft\",Up:\"ArrowUp\",Right:\"ArrowRight\",Down:\"ArrowDown\",Del:\"Delete\",Win:\"OS\",Menu:\"ContextMenu\",Apps:\"ContextMenu\",Scroll:\"ScrollLock\",MozPrintableKey:\"Unidentified\"},xn={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\"},kn={Alt:\"altKey\",Control:\"ctrlKey\",Meta:\"metaKey\",Shift:\"shiftKey\"};function Sn(e){var t=this.nativeEvent;return t.getModifierState?t.getModifierState(e):!!(e=kn[e])&&!!t[e]}function En(){return Sn}var Cn=R({},fn,{key:function(e){if(e.key){var t=wn[e.key]||e.key;if(\"Unidentified\"!==t)return t}return\"keypress\"===e.type?13===(e=tn(e))?\"Enter\":String.fromCharCode(e):\"keydown\"===e.type||\"keyup\"===e.type?xn[e.keyCode]||\"Unidentified\":\"\"},code:0,location:0,ctrlKey:0,shiftKey:0,altKey:0,metaKey:0,repeat:0,locale:0,getModifierState:En,charCode:function(e){return\"keypress\"===e.type?tn(e):0},keyCode:function(e){return\"keydown\"===e.type||\"keyup\"===e.type?e.keyCode:0},which:function(e){return\"keypress\"===e.type?tn(e):\"keydown\"===e.type||\"keyup\"===e.type?e.keyCode:0}}),Tn=an(Cn),Mn=an(R({},dn,{pointerId:0,width:0,height:0,pressure:0,tangentialPressure:0,tiltX:0,tiltY:0,twist:0,pointerType:0,isPrimary:0})),Nn=an(R({},fn,{touches:0,targetTouches:0,changedTouches:0,altKey:0,metaKey:0,ctrlKey:0,shiftKey:0,getModifierState:En})),Pn=an(R({},sn,{propertyName:0,elapsedTime:0,pseudoElement:0})),zn=R({},dn,{deltaX:function(e){return\"deltaX\"in e?e.deltaX:\"wheelDeltaX\"in e?-e.wheelDeltaX:0},deltaY:function(e){return\"deltaY\"in e?e.deltaY:\"wheelDeltaY\"in e?-e.wheelDeltaY:\"wheelDelta\"in e?-e.wheelDelta:0},deltaZ:0,deltaMode:0}),Ln=an(zn),On=[9,13,27,32],An=c&&\"CompositionEvent\"in window,Fn=null;c&&\"documentMode\"in document&&(Fn=document.documentMode);var Dn=c&&\"TextEvent\"in window&&!Fn,Rn=c&&(!An||Fn&&8<Fn&&11>=Fn),jn=String.fromCharCode(32),Un=!1;function In(e,t){switch(e){case\"keyup\":return-1!==On.indexOf(t.keyCode);case\"keydown\":return 229!==t.keyCode;case\"keypress\":case\"mousedown\":case\"focusout\":return!0;default:return!1}}function $n(e){return\"object\"==typeof(e=e.detail)&&\"data\"in e?e.data:null}var Bn=!1,Wn={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};function Vn(e){var t=e&&e.nodeName&&e.nodeName.toLowerCase();return\"input\"===t?!!Wn[e.type]:\"textarea\"===t}function Hn(e,t,n,r){Ce(r),0<(t=qr(t,\"onChange\")).length&&(n=new cn(\"onChange\",\"change\",null,n,r),e.push({event:n,listeners:t}))}var qn=null,Qn=null;function Yn(e){jr(e,0)}function Gn(e){if(Q(_a(e)))return e}function Kn(e,t){if(\"change\"===e)return t}var Zn=!1;if(c){var Xn;if(c){var Jn=\"oninput\"in document;if(!Jn){var er=document.createElement(\"div\");er.setAttribute(\"oninput\",\"return;\"),Jn=\"function\"==typeof er.oninput}Xn=Jn}else Xn=!1;Zn=Xn&&(!document.documentMode||9<document.documentMode)}function tr(){qn&&(qn.detachEvent(\"onpropertychange\",nr),Qn=qn=null)}function nr(e){if(\"value\"===e.propertyName&&Gn(Qn)){var t=[];Hn(t,Qn,e,we(e)),ze(Yn,t)}}function rr(e,t,n){\"focusin\"===e?(tr(),Qn=n,(qn=t).attachEvent(\"onpropertychange\",nr)):\"focusout\"===e&&tr()}function ar(e){if(\"selectionchange\"===e||\"keyup\"===e||\"keydown\"===e)return Gn(Qn)}function ir(e,t){if(\"click\"===e)return Gn(t)}function or(e,t){if(\"input\"===e||\"change\"===e)return Gn(t)}var ur=\"function\"==typeof Object.is?Object.is:function(e,t){return e===t&&(0!==e||1/e==1/t)||e!=e&&t!=t};function lr(e,t){if(ur(e,t))return!0;if(\"object\"!=typeof e||null===e||\"object\"!=typeof t||null===t)return!1;var n=Object.keys(e),r=Object.keys(t);if(n.length!==r.length)return!1;for(r=0;r<n.length;r++){var a=n[r];if(!f.call(t,a)||!ur(e[a],t[a]))return!1}return!0}function sr(e){for(;e&&e.firstChild;)e=e.firstChild;return e}function cr(e,t){var n,r=sr(e);for(e=0;r;){if(3===r.nodeType){if(n=e+r.textContent.length,e<=t&&n>=t)return{node:r,offset:t-e};e=n}e:{for(;r;){if(r.nextSibling){r=r.nextSibling;break e}r=r.parentNode}r=void 0}r=sr(r)}}function fr(e,t){return!(!e||!t)&&(e===t||(!e||3!==e.nodeType)&&(t&&3===t.nodeType?fr(e,t.parentNode):\"contains\"in e?e.contains(t):!!e.compareDocumentPosition&&!!(16&e.compareDocumentPosition(t))))}function pr(){for(var e=window,t=Y();t instanceof e.HTMLIFrameElement;){try{var n=\"string\"==typeof t.contentWindow.location.href}catch(e){n=!1}if(!n)break;t=Y((e=t.contentWindow).document)}return t}function dr(e){var t=e&&e.nodeName&&e.nodeName.toLowerCase();return t&&(\"input\"===t&&(\"text\"===e.type||\"search\"===e.type||\"tel\"===e.type||\"url\"===e.type||\"password\"===e.type)||\"textarea\"===t||\"true\"===e.contentEditable)}function hr(e){var t=pr(),n=e.focusedElem,r=e.selectionRange;if(t!==n&&n&&n.ownerDocument&&fr(n.ownerDocument.documentElement,n)){if(null!==r&&dr(n))if(t=r.start,void 0===(e=r.end)&&(e=t),\"selectionStart\"in n)n.selectionStart=t,n.selectionEnd=Math.min(e,n.value.length);else if((e=(t=n.ownerDocument||document)&&t.defaultView||window).getSelection){e=e.getSelection();var a=n.textContent.length,i=Math.min(r.start,a);r=void 0===r.end?i:Math.min(r.end,a),!e.extend&&i>r&&(a=r,r=i,i=a),a=cr(n,i);var o=cr(n,r);a&&o&&(1!==e.rangeCount||e.anchorNode!==a.node||e.anchorOffset!==a.offset||e.focusNode!==o.node||e.focusOffset!==o.offset)&&((t=t.createRange()).setStart(a.node,a.offset),e.removeAllRanges(),i>r?(e.addRange(t),e.extend(o.node,o.offset)):(t.setEnd(o.node,o.offset),e.addRange(t)))}for(t=[],e=n;e=e.parentNode;)1===e.nodeType&&t.push({element:e,left:e.scrollLeft,top:e.scrollTop});for(\"function\"==typeof n.focus&&n.focus(),n=0;n<t.length;n++)(e=t[n]).element.scrollLeft=e.left,e.element.scrollTop=e.top}}var vr=c&&\"documentMode\"in document&&11>=document.documentMode,gr=null,yr=null,mr=null,br=!1;function _r(e,t,n){var r=n.window===n?n.document:9===n.nodeType?n:n.ownerDocument;br||null==gr||gr!==Y(r)||(r=\"selectionStart\"in(r=gr)&&dr(r)?{start:r.selectionStart,end:r.selectionEnd}:{anchorNode:(r=(r.ownerDocument&&r.ownerDocument.defaultView||window).getSelection()).anchorNode,anchorOffset:r.anchorOffset,focusNode:r.focusNode,focusOffset:r.focusOffset},mr&&lr(mr,r)||(mr=r,0<(r=qr(yr,\"onSelect\")).length&&(t=new cn(\"onSelect\",\"select\",null,t,n),e.push({event:t,listeners:r}),t.target=gr)))}function wr(e,t){var n={};return n[e.toLowerCase()]=t.toLowerCase(),n[\"Webkit\"+e]=\"webkit\"+t,n[\"Moz\"+e]=\"moz\"+t,n}var xr={animationend:wr(\"Animation\",\"AnimationEnd\"),animationiteration:wr(\"Animation\",\"AnimationIteration\"),animationstart:wr(\"Animation\",\"AnimationStart\"),transitionend:wr(\"Transition\",\"TransitionEnd\")},kr={},Sr={};function Er(e){if(kr[e])return kr[e];if(!xr[e])return e;var t,n=xr[e];for(t in n)if(n.hasOwnProperty(t)&&t in Sr)return kr[e]=n[t];return e}c&&(Sr=document.createElement(\"div\").style,\"AnimationEvent\"in window||(delete xr.animationend.animation,delete xr.animationiteration.animation,delete xr.animationstart.animation),\"TransitionEvent\"in window||delete xr.transitionend.transition);var Cr=Er(\"animationend\"),Tr=Er(\"animationiteration\"),Mr=Er(\"animationstart\"),Nr=Er(\"transitionend\"),Pr=new Map,zr=\"abort auxClick cancel canPlay canPlayThrough click close contextMenu copy cut drag dragEnd dragEnter dragExit dragLeave dragOver dragStart drop durationChange emptied encrypted ended error gotPointerCapture input invalid keyDown keyPress keyUp load loadedData loadedMetadata loadStart lostPointerCapture mouseDown mouseMove mouseOut mouseOver mouseUp paste pause play playing pointerCancel pointerDown pointerMove pointerOut pointerOver pointerUp progress rateChange reset resize seeked seeking stalled submit suspend timeUpdate touchCancel touchEnd touchStart volumeChange scroll toggle touchMove waiting wheel\".split(\" \");function Lr(e,t){Pr.set(e,t),l(t,[e])}for(var Or=0;Or<zr.length;Or++){var Ar=zr[Or];Lr(Ar.toLowerCase(),\"on\"+(Ar[0].toUpperCase()+Ar.slice(1)))}Lr(Cr,\"onAnimationEnd\"),Lr(Tr,\"onAnimationIteration\"),Lr(Mr,\"onAnimationStart\"),Lr(\"dblclick\",\"onDoubleClick\"),Lr(\"focusin\",\"onFocus\"),Lr(\"focusout\",\"onBlur\"),Lr(Nr,\"onTransitionEnd\"),s(\"onMouseEnter\",[\"mouseout\",\"mouseover\"]),s(\"onMouseLeave\",[\"mouseout\",\"mouseover\"]),s(\"onPointerEnter\",[\"pointerout\",\"pointerover\"]),s(\"onPointerLeave\",[\"pointerout\",\"pointerover\"]),l(\"onChange\",\"change click focusin focusout input keydown keyup selectionchange\".split(\" \")),l(\"onSelect\",\"focusout contextmenu dragend focusin keydown keyup mousedown mouseup selectionchange\".split(\" \")),l(\"onBeforeInput\",[\"compositionend\",\"keypress\",\"textInput\",\"paste\"]),l(\"onCompositionEnd\",\"compositionend focusout keydown keypress keyup mousedown\".split(\" \")),l(\"onCompositionStart\",\"compositionstart focusout keydown keypress keyup mousedown\".split(\" \")),l(\"onCompositionUpdate\",\"compositionupdate focusout keydown keypress keyup mousedown\".split(\" \"));var Fr=\"abort canplay canplaythrough durationchange emptied encrypted ended error loadeddata loadedmetadata loadstart pause play playing progress ratechange resize seeked seeking stalled suspend timeupdate volumechange waiting\".split(\" \"),Dr=new Set(\"cancel close invalid load scroll toggle\".split(\" \").concat(Fr));function Rr(e,t,n){var r=e.type||\"unknown-event\";e.currentTarget=n,function(e,t,n,r,a,o,u,l,s){if($e.apply(this,arguments),De){if(!De)throw Error(i(198));var c=Re;De=!1,Re=null,je||(je=!0,Ue=c)}}(r,t,void 0,e),e.currentTarget=null}function jr(e,t){t=0!=(4&t);for(var n=0;n<e.length;n++){var r=e[n],a=r.event;r=r.listeners;e:{var i=void 0;if(t)for(var o=r.length-1;0<=o;o--){var u=r[o],l=u.instance,s=u.currentTarget;if(u=u.listener,l!==i&&a.isPropagationStopped())break e;Rr(a,u,s),i=l}else for(o=0;o<r.length;o++){if(l=(u=r[o]).instance,s=u.currentTarget,u=u.listener,l!==i&&a.isPropagationStopped())break e;Rr(a,u,s),i=l}}}if(je)throw e=Ue,je=!1,Ue=null,e}function Ur(e,t){var n=t[va];void 0===n&&(n=t[va]=new Set);var r=e+\"__bubble\";n.has(r)||(Wr(t,e,2,!1),n.add(r))}function Ir(e,t,n){var r=0;t&&(r|=4),Wr(n,e,r,t)}var $r=\"_reactListening\"+Math.random().toString(36).slice(2);function Br(e){if(!e[$r]){e[$r]=!0,o.forEach((function(t){\"selectionchange\"!==t&&(Dr.has(t)||Ir(t,!1,e),Ir(t,!0,e))}));var t=9===e.nodeType?e:e.ownerDocument;null===t||t[$r]||(t[$r]=!0,Ir(\"selectionchange\",!1,t))}}function Wr(e,t,n,r){switch(Kt(t)){case 1:var a=Ht;break;case 4:a=qt;break;default:a=Qt}n=a.bind(null,t,n,e),a=void 0,!Oe||\"touchstart\"!==t&&\"touchmove\"!==t&&\"wheel\"!==t||(a=!0),r?void 0!==a?e.addEventListener(t,n,{capture:!0,passive:a}):e.addEventListener(t,n,!0):void 0!==a?e.addEventListener(t,n,{passive:a}):e.addEventListener(t,n,!1)}function Vr(e,t,n,r,a){var i=r;if(0==(1&t)&&0==(2&t)&&null!==r)e:for(;;){if(null===r)return;var o=r.tag;if(3===o||4===o){var u=r.stateNode.containerInfo;if(u===a||8===u.nodeType&&u.parentNode===a)break;if(4===o)for(o=r.return;null!==o;){var l=o.tag;if((3===l||4===l)&&((l=o.stateNode.containerInfo)===a||8===l.nodeType&&l.parentNode===a))return;o=o.return}for(;null!==u;){if(null===(o=ma(u)))return;if(5===(l=o.tag)||6===l){r=i=o;continue e}u=u.parentNode}}r=r.return}ze((function(){var r=i,a=we(n),o=[];e:{var u=Pr.get(e);if(void 0!==u){var l=cn,s=e;switch(e){case\"keypress\":if(0===tn(n))break e;case\"keydown\":case\"keyup\":l=Tn;break;case\"focusin\":s=\"focus\",l=gn;break;case\"focusout\":s=\"blur\",l=gn;break;case\"beforeblur\":case\"afterblur\":l=gn;break;case\"click\":if(2===n.button)break e;case\"auxclick\":case\"dblclick\":case\"mousedown\":case\"mousemove\":case\"mouseup\":case\"mouseout\":case\"mouseover\":case\"contextmenu\":l=hn;break;case\"drag\":case\"dragend\":case\"dragenter\":case\"dragexit\":case\"dragleave\":case\"dragover\":case\"dragstart\":case\"drop\":l=vn;break;case\"touchcancel\":case\"touchend\":case\"touchmove\":case\"touchstart\":l=Nn;break;case Cr:case Tr:case Mr:l=yn;break;case Nr:l=Pn;break;case\"scroll\":l=pn;break;case\"wheel\":l=Ln;break;case\"copy\":case\"cut\":case\"paste\":l=bn;break;case\"gotpointercapture\":case\"lostpointercapture\":case\"pointercancel\":case\"pointerdown\":case\"pointermove\":case\"pointerout\":case\"pointerover\":case\"pointerup\":l=Mn}var c=0!=(4&t),f=!c&&\"scroll\"===e,p=c?null!==u?u+\"Capture\":null:u;c=[];for(var d,h=r;null!==h;){var v=(d=h).stateNode;if(5===d.tag&&null!==v&&(d=v,null!==p&&null!=(v=Le(h,p))&&c.push(Hr(h,v,d))),f)break;h=h.return}0<c.length&&(u=new l(u,s,null,n,a),o.push({event:u,listeners:c}))}}if(0==(7&t)){if(l=\"mouseout\"===e||\"pointerout\"===e,(!(u=\"mouseover\"===e||\"pointerover\"===e)||n===_e||!(s=n.relatedTarget||n.fromElement)||!ma(s)&&!s[ha])&&(l||u)&&(u=a.window===a?a:(u=a.ownerDocument)?u.defaultView||u.parentWindow:window,l?(l=r,null!==(s=(s=n.relatedTarget||n.toElement)?ma(s):null)&&(s!==(f=Be(s))||5!==s.tag&&6!==s.tag)&&(s=null)):(l=null,s=r),l!==s)){if(c=hn,v=\"onMouseLeave\",p=\"onMouseEnter\",h=\"mouse\",\"pointerout\"!==e&&\"pointerover\"!==e||(c=Mn,v=\"onPointerLeave\",p=\"onPointerEnter\",h=\"pointer\"),f=null==l?u:_a(l),d=null==s?u:_a(s),(u=new c(v,h+\"leave\",l,n,a)).target=f,u.relatedTarget=d,v=null,ma(a)===r&&((c=new c(p,h+\"enter\",s,n,a)).target=d,c.relatedTarget=f,v=c),f=v,l&&s)e:{for(p=s,h=0,d=c=l;d;d=Qr(d))h++;for(d=0,v=p;v;v=Qr(v))d++;for(;0<h-d;)c=Qr(c),h--;for(;0<d-h;)p=Qr(p),d--;for(;h--;){if(c===p||null!==p&&c===p.alternate)break e;c=Qr(c),p=Qr(p)}c=null}else c=null;null!==l&&Yr(o,u,l,c,!1),null!==s&&null!==f&&Yr(o,f,s,c,!0)}if(\"select\"===(l=(u=r?_a(r):window).nodeName&&u.nodeName.toLowerCase())||\"input\"===l&&\"file\"===u.type)var g=Kn;else if(Vn(u))if(Zn)g=or;else{g=ar;var y=rr}else(l=u.nodeName)&&\"input\"===l.toLowerCase()&&(\"checkbox\"===u.type||\"radio\"===u.type)&&(g=ir);switch(g&&(g=g(e,r))?Hn(o,g,n,a):(y&&y(e,u,r),\"focusout\"===e&&(y=u._wrapperState)&&y.controlled&&\"number\"===u.type&&ee(u,\"number\",u.value)),y=r?_a(r):window,e){case\"focusin\":(Vn(y)||\"true\"===y.contentEditable)&&(gr=y,yr=r,mr=null);break;case\"focusout\":mr=yr=gr=null;break;case\"mousedown\":br=!0;break;case\"contextmenu\":case\"mouseup\":case\"dragend\":br=!1,_r(o,n,a);break;case\"selectionchange\":if(vr)break;case\"keydown\":case\"keyup\":_r(o,n,a)}var m;if(An)e:{switch(e){case\"compositionstart\":var b=\"onCompositionStart\";break e;case\"compositionend\":b=\"onCompositionEnd\";break e;case\"compositionupdate\":b=\"onCompositionUpdate\";break e}b=void 0}else Bn?In(e,n)&&(b=\"onCompositionEnd\"):\"keydown\"===e&&229===n.keyCode&&(b=\"onCompositionStart\");b&&(Rn&&\"ko\"!==n.locale&&(Bn||\"onCompositionStart\"!==b?\"onCompositionEnd\"===b&&Bn&&(m=en()):(Xt=\"value\"in(Zt=a)?Zt.value:Zt.textContent,Bn=!0)),0<(y=qr(r,b)).length&&(b=new _n(b,e,null,n,a),o.push({event:b,listeners:y}),(m||null!==(m=$n(n)))&&(b.data=m))),(m=Dn?function(e,t){switch(e){case\"compositionend\":return $n(t);case\"keypress\":return 32!==t.which?null:(Un=!0,jn);case\"textInput\":return(e=t.data)===jn&&Un?null:e;default:return null}}(e,n):function(e,t){if(Bn)return\"compositionend\"===e||!An&&In(e,t)?(e=en(),Jt=Xt=Zt=null,Bn=!1,e):null;switch(e){case\"paste\":default:return null;case\"keypress\":if(!(t.ctrlKey||t.altKey||t.metaKey)||t.ctrlKey&&t.altKey){if(t.char&&1<t.char.length)return t.char;if(t.which)return String.fromCharCode(t.which)}return null;case\"compositionend\":return Rn&&\"ko\"!==t.locale?null:t.data}}(e,n))&&0<(r=qr(r,\"onBeforeInput\")).length&&(a=new _n(\"onBeforeInput\",\"beforeinput\",null,n,a),o.push({event:a,listeners:r}),a.data=m)}jr(o,t)}))}function Hr(e,t,n){return{instance:e,listener:t,currentTarget:n}}function qr(e,t){for(var n=t+\"Capture\",r=[];null!==e;){var a=e,i=a.stateNode;5===a.tag&&null!==i&&(a=i,null!=(i=Le(e,n))&&r.unshift(Hr(e,i,a)),null!=(i=Le(e,t))&&r.push(Hr(e,i,a))),e=e.return}return r}function Qr(e){if(null===e)return null;do{e=e.return}while(e&&5!==e.tag);return e||null}function Yr(e,t,n,r,a){for(var i=t._reactName,o=[];null!==n&&n!==r;){var u=n,l=u.alternate,s=u.stateNode;if(null!==l&&l===r)break;5===u.tag&&null!==s&&(u=s,a?null!=(l=Le(n,i))&&o.unshift(Hr(n,l,u)):a||null!=(l=Le(n,i))&&o.push(Hr(n,l,u))),n=n.return}0!==o.length&&e.push({event:t,listeners:o})}var Gr=/\\r\\n?/g,Kr=/\\u0000|\\uFFFD/g;function Zr(e){return(\"string\"==typeof e?e:\"\"+e).replace(Gr,\"\\n\").replace(Kr,\"\")}function Xr(e,t,n){if(t=Zr(t),Zr(e)!==t&&n)throw Error(i(425))}function Jr(){}var ea=null,ta=null;function na(e,t){return\"textarea\"===e||\"noscript\"===e||\"string\"==typeof t.children||\"number\"==typeof t.children||\"object\"==typeof t.dangerouslySetInnerHTML&&null!==t.dangerouslySetInnerHTML&&null!=t.dangerouslySetInnerHTML.__html}var ra=\"function\"==typeof setTimeout?setTimeout:void 0,aa=\"function\"==typeof clearTimeout?clearTimeout:void 0,ia=\"function\"==typeof Promise?Promise:void 0,oa=\"function\"==typeof queueMicrotask?queueMicrotask:void 0!==ia?function(e){return ia.resolve(null).then(e).catch(ua)}:ra;function ua(e){setTimeout((function(){throw e}))}function la(e,t){var n=t,r=0;do{var a=n.nextSibling;if(e.removeChild(n),a&&8===a.nodeType)if(\"/$\"===(n=a.data)){if(0===r)return e.removeChild(a),void Bt(t);r--}else\"$\"!==n&&\"$?\"!==n&&\"$!\"!==n||r++;n=a}while(n);Bt(t)}function sa(e){for(;null!=e;e=e.nextSibling){var t=e.nodeType;if(1===t||3===t)break;if(8===t){if(\"$\"===(t=e.data)||\"$!\"===t||\"$?\"===t)break;if(\"/$\"===t)return null}}return e}function ca(e){e=e.previousSibling;for(var t=0;e;){if(8===e.nodeType){var n=e.data;if(\"$\"===n||\"$!\"===n||\"$?\"===n){if(0===t)return e;t--}else\"/$\"===n&&t++}e=e.previousSibling}return null}var fa=Math.random().toString(36).slice(2),pa=\"__reactFiber$\"+fa,da=\"__reactProps$\"+fa,ha=\"__reactContainer$\"+fa,va=\"__reactEvents$\"+fa,ga=\"__reactListeners$\"+fa,ya=\"__reactHandles$\"+fa;function ma(e){var t=e[pa];if(t)return t;for(var n=e.parentNode;n;){if(t=n[ha]||n[pa]){if(n=t.alternate,null!==t.child||null!==n&&null!==n.child)for(e=ca(e);null!==e;){if(n=e[pa])return n;e=ca(e)}return t}n=(e=n).parentNode}return null}function ba(e){return!(e=e[pa]||e[ha])||5!==e.tag&&6!==e.tag&&13!==e.tag&&3!==e.tag?null:e}function _a(e){if(5===e.tag||6===e.tag)return e.stateNode;throw Error(i(33))}function wa(e){return e[da]||null}var xa=[],ka=-1;function Sa(e){return{current:e}}function Ea(e){0>ka||(e.current=xa[ka],xa[ka]=null,ka--)}function Ca(e,t){ka++,xa[ka]=e.current,e.current=t}var Ta={},Ma=Sa(Ta),Na=Sa(!1),Pa=Ta;function za(e,t){var n=e.type.contextTypes;if(!n)return Ta;var r=e.stateNode;if(r&&r.__reactInternalMemoizedUnmaskedChildContext===t)return r.__reactInternalMemoizedMaskedChildContext;var a,i={};for(a in n)i[a]=t[a];return r&&((e=e.stateNode).__reactInternalMemoizedUnmaskedChildContext=t,e.__reactInternalMemoizedMaskedChildContext=i),i}function La(e){return null!=e.childContextTypes}function Oa(){Ea(Na),Ea(Ma)}function Aa(e,t,n){if(Ma.current!==Ta)throw Error(i(168));Ca(Ma,t),Ca(Na,n)}function Fa(e,t,n){var r=e.stateNode;if(t=t.childContextTypes,\"function\"!=typeof r.getChildContext)return n;for(var a in r=r.getChildContext())if(!(a in t))throw Error(i(108,W(e)||\"Unknown\",a));return R({},n,r)}function Da(e){return e=(e=e.stateNode)&&e.__reactInternalMemoizedMergedChildContext||Ta,Pa=Ma.current,Ca(Ma,e),Ca(Na,Na.current),!0}function Ra(e,t,n){var r=e.stateNode;if(!r)throw Error(i(169));n?(e=Fa(e,t,Pa),r.__reactInternalMemoizedMergedChildContext=e,Ea(Na),Ea(Ma),Ca(Ma,e)):Ea(Na),Ca(Na,n)}var ja=null,Ua=!1,Ia=!1;function $a(e){null===ja?ja=[e]:ja.push(e)}function Ba(){if(!Ia&&null!==ja){Ia=!0;var e=0,t=bt;try{var n=ja;for(bt=1;e<n.length;e++){var r=n[e];do{r=r(!0)}while(null!==r)}ja=null,Ua=!1}catch(t){throw null!==ja&&(ja=ja.slice(e+1)),Qe(Je,Ba),t}finally{bt=t,Ia=!1}}return null}var Wa=[],Va=0,Ha=null,qa=0,Qa=[],Ya=0,Ga=null,Ka=1,Za=\"\";function Xa(e,t){Wa[Va++]=qa,Wa[Va++]=Ha,Ha=e,qa=t}function Ja(e,t,n){Qa[Ya++]=Ka,Qa[Ya++]=Za,Qa[Ya++]=Ga,Ga=e;var r=Ka;e=Za;var a=32-ot(r)-1;r&=~(1<<a),n+=1;var i=32-ot(t)+a;if(30<i){var o=a-a%5;i=(r&(1<<o)-1).toString(32),r>>=o,a-=o,Ka=1<<32-ot(t)+a|n<<a|r,Za=i+e}else Ka=1<<i|n<<a|r,Za=e}function ei(e){null!==e.return&&(Xa(e,1),Ja(e,1,0))}function ti(e){for(;e===Ha;)Ha=Wa[--Va],Wa[Va]=null,qa=Wa[--Va],Wa[Va]=null;for(;e===Ga;)Ga=Qa[--Ya],Qa[Ya]=null,Za=Qa[--Ya],Qa[Ya]=null,Ka=Qa[--Ya],Qa[Ya]=null}var ni=null,ri=null,ai=!1,ii=null;function oi(e,t){var n=Ls(5,null,null,0);n.elementType=\"DELETED\",n.stateNode=t,n.return=e,null===(t=e.deletions)?(e.deletions=[n],e.flags|=16):t.push(n)}function ui(e,t){switch(e.tag){case 5:var n=e.type;return null!==(t=1!==t.nodeType||n.toLowerCase()!==t.nodeName.toLowerCase()?null:t)&&(e.stateNode=t,ni=e,ri=sa(t.firstChild),!0);case 6:return null!==(t=\"\"===e.pendingProps||3!==t.nodeType?null:t)&&(e.stateNode=t,ni=e,ri=null,!0);case 13:return null!==(t=8!==t.nodeType?null:t)&&(n=null!==Ga?{id:Ka,overflow:Za}:null,e.memoizedState={dehydrated:t,treeContext:n,retryLane:1073741824},(n=Ls(18,null,null,0)).stateNode=t,n.return=e,e.child=n,ni=e,ri=null,!0);default:return!1}}function li(e){return 0!=(1&e.mode)&&0==(128&e.flags)}function si(e){if(ai){var t=ri;if(t){var n=t;if(!ui(e,t)){if(li(e))throw Error(i(418));t=sa(n.nextSibling);var r=ni;t&&ui(e,t)?oi(r,n):(e.flags=-4097&e.flags|2,ai=!1,ni=e)}}else{if(li(e))throw Error(i(418));e.flags=-4097&e.flags|2,ai=!1,ni=e}}}function ci(e){for(e=e.return;null!==e&&5!==e.tag&&3!==e.tag&&13!==e.tag;)e=e.return;ni=e}function fi(e){if(e!==ni)return!1;if(!ai)return ci(e),ai=!0,!1;var t;if((t=3!==e.tag)&&!(t=5!==e.tag)&&(t=\"head\"!==(t=e.type)&&\"body\"!==t&&!na(e.type,e.memoizedProps)),t&&(t=ri)){if(li(e))throw pi(),Error(i(418));for(;t;)oi(e,t),t=sa(t.nextSibling)}if(ci(e),13===e.tag){if(!(e=null!==(e=e.memoizedState)?e.dehydrated:null))throw Error(i(317));e:{for(e=e.nextSibling,t=0;e;){if(8===e.nodeType){var n=e.data;if(\"/$\"===n){if(0===t){ri=sa(e.nextSibling);break e}t--}else\"$\"!==n&&\"$!\"!==n&&\"$?\"!==n||t++}e=e.nextSibling}ri=null}}else ri=ni?sa(e.stateNode.nextSibling):null;return!0}function pi(){for(var e=ri;e;)e=sa(e.nextSibling)}function di(){ri=ni=null,ai=!1}function hi(e){null===ii?ii=[e]:ii.push(e)}var vi=_.ReactCurrentBatchConfig;function gi(e,t){if(e&&e.defaultProps){for(var n in t=R({},t),e=e.defaultProps)void 0===t[n]&&(t[n]=e[n]);return t}return t}var yi=Sa(null),mi=null,bi=null,_i=null;function wi(){_i=bi=mi=null}function xi(e){var t=yi.current;Ea(yi),e._currentValue=t}function ki(e,t,n){for(;null!==e;){var r=e.alternate;if((e.childLanes&t)!==t?(e.childLanes|=t,null!==r&&(r.childLanes|=t)):null!==r&&(r.childLanes&t)!==t&&(r.childLanes|=t),e===n)break;e=e.return}}function Si(e,t){mi=e,_i=bi=null,null!==(e=e.dependencies)&&null!==e.firstContext&&(0!=(e.lanes&t)&&(_u=!0),e.firstContext=null)}function Ei(e){var t=e._currentValue;if(_i!==e)if(e={context:e,memoizedValue:t,next:null},null===bi){if(null===mi)throw Error(i(308));bi=e,mi.dependencies={lanes:0,firstContext:e}}else bi=bi.next=e;return t}var Ci=null;function Ti(e){null===Ci?Ci=[e]:Ci.push(e)}function Mi(e,t,n,r){var a=t.interleaved;return null===a?(n.next=n,Ti(t)):(n.next=a.next,a.next=n),t.interleaved=n,Ni(e,r)}function Ni(e,t){e.lanes|=t;var n=e.alternate;for(null!==n&&(n.lanes|=t),n=e,e=e.return;null!==e;)e.childLanes|=t,null!==(n=e.alternate)&&(n.childLanes|=t),n=e,e=e.return;return 3===n.tag?n.stateNode:null}var Pi=!1;function zi(e){e.updateQueue={baseState:e.memoizedState,firstBaseUpdate:null,lastBaseUpdate:null,shared:{pending:null,interleaved:null,lanes:0},effects:null}}function Li(e,t){e=e.updateQueue,t.updateQueue===e&&(t.updateQueue={baseState:e.baseState,firstBaseUpdate:e.firstBaseUpdate,lastBaseUpdate:e.lastBaseUpdate,shared:e.shared,effects:e.effects})}function Oi(e,t){return{eventTime:e,lane:t,tag:0,payload:null,callback:null,next:null}}function Ai(e,t,n){var r=e.updateQueue;if(null===r)return null;if(r=r.shared,0!=(2&Nl)){var a=r.pending;return null===a?t.next=t:(t.next=a.next,a.next=t),r.pending=t,Ni(e,n)}return null===(a=r.interleaved)?(t.next=t,Ti(r)):(t.next=a.next,a.next=t),r.interleaved=t,Ni(e,n)}function Fi(e,t,n){if(null!==(t=t.updateQueue)&&(t=t.shared,0!=(4194240&n))){var r=t.lanes;n|=r&=e.pendingLanes,t.lanes=n,mt(e,n)}}function Di(e,t){var n=e.updateQueue,r=e.alternate;if(null!==r&&n===(r=r.updateQueue)){var a=null,i=null;if(null!==(n=n.firstBaseUpdate)){do{var o={eventTime:n.eventTime,lane:n.lane,tag:n.tag,payload:n.payload,callback:n.callback,next:null};null===i?a=i=o:i=i.next=o,n=n.next}while(null!==n);null===i?a=i=t:i=i.next=t}else a=i=t;return n={baseState:r.baseState,firstBaseUpdate:a,lastBaseUpdate:i,shared:r.shared,effects:r.effects},void(e.updateQueue=n)}null===(e=n.lastBaseUpdate)?n.firstBaseUpdate=t:e.next=t,n.lastBaseUpdate=t}function Ri(e,t,n,r){var a=e.updateQueue;Pi=!1;var i=a.firstBaseUpdate,o=a.lastBaseUpdate,u=a.shared.pending;if(null!==u){a.shared.pending=null;var l=u,s=l.next;l.next=null,null===o?i=s:o.next=s,o=l;var c=e.alternate;null!==c&&(u=(c=c.updateQueue).lastBaseUpdate)!==o&&(null===u?c.firstBaseUpdate=s:u.next=s,c.lastBaseUpdate=l)}if(null!==i){var f=a.baseState;for(o=0,c=s=l=null,u=i;;){var p=u.lane,d=u.eventTime;if((r&p)===p){null!==c&&(c=c.next={eventTime:d,lane:0,tag:u.tag,payload:u.payload,callback:u.callback,next:null});e:{var h=e,v=u;switch(p=t,d=n,v.tag){case 1:if(\"function\"==typeof(h=v.payload)){f=h.call(d,f,p);break e}f=h;break e;case 3:h.flags=-65537&h.flags|128;case 0:if(null==(p=\"function\"==typeof(h=v.payload)?h.call(d,f,p):h))break e;f=R({},f,p);break e;case 2:Pi=!0}}null!==u.callback&&0!==u.lane&&(e.flags|=64,null===(p=a.effects)?a.effects=[u]:p.push(u))}else d={eventTime:d,lane:p,tag:u.tag,payload:u.payload,callback:u.callback,next:null},null===c?(s=c=d,l=f):c=c.next=d,o|=p;if(null===(u=u.next)){if(null===(u=a.shared.pending))break;u=(p=u).next,p.next=null,a.lastBaseUpdate=p,a.shared.pending=null}}if(null===c&&(l=f),a.baseState=l,a.firstBaseUpdate=s,a.lastBaseUpdate=c,null!==(t=a.shared.interleaved)){a=t;do{o|=a.lane,a=a.next}while(a!==t)}else null===i&&(a.shared.lanes=0);Rl|=o,e.lanes=o,e.memoizedState=f}}function ji(e,t,n){if(e=t.effects,t.effects=null,null!==e)for(t=0;t<e.length;t++){var r=e[t],a=r.callback;if(null!==a){if(r.callback=null,r=n,\"function\"!=typeof a)throw Error(i(191,a));a.call(r)}}}var Ui=(new r.Component).refs;function Ii(e,t,n,r){n=null==(n=n(r,t=e.memoizedState))?t:R({},t,n),e.memoizedState=n,0===e.lanes&&(e.updateQueue.baseState=n)}var $i={isMounted:function(e){return!!(e=e._reactInternals)&&Be(e)===e},enqueueSetState:function(e,t,n){e=e._reactInternals;var r=ts(),a=ns(e),i=Oi(r,a);i.payload=t,null!=n&&(i.callback=n),null!==(t=Ai(e,i,a))&&(rs(t,e,a,r),Fi(t,e,a))},enqueueReplaceState:function(e,t,n){e=e._reactInternals;var r=ts(),a=ns(e),i=Oi(r,a);i.tag=1,i.payload=t,null!=n&&(i.callback=n),null!==(t=Ai(e,i,a))&&(rs(t,e,a,r),Fi(t,e,a))},enqueueForceUpdate:function(e,t){e=e._reactInternals;var n=ts(),r=ns(e),a=Oi(n,r);a.tag=2,null!=t&&(a.callback=t),null!==(t=Ai(e,a,r))&&(rs(t,e,r,n),Fi(t,e,r))}};function Bi(e,t,n,r,a,i,o){return\"function\"==typeof(e=e.stateNode).shouldComponentUpdate?e.shouldComponentUpdate(r,i,o):!(t.prototype&&t.prototype.isPureReactComponent&&lr(n,r)&&lr(a,i))}function Wi(e,t,n){var r=!1,a=Ta,i=t.contextType;return\"object\"==typeof i&&null!==i?i=Ei(i):(a=La(t)?Pa:Ma.current,i=(r=null!=(r=t.contextTypes))?za(e,a):Ta),t=new t(n,i),e.memoizedState=null!==t.state&&void 0!==t.state?t.state:null,t.updater=$i,e.stateNode=t,t._reactInternals=e,r&&((e=e.stateNode).__reactInternalMemoizedUnmaskedChildContext=a,e.__reactInternalMemoizedMaskedChildContext=i),t}function Vi(e,t,n,r){e=t.state,\"function\"==typeof t.componentWillReceiveProps&&t.componentWillReceiveProps(n,r),\"function\"==typeof t.UNSAFE_componentWillReceiveProps&&t.UNSAFE_componentWillReceiveProps(n,r),t.state!==e&&$i.enqueueReplaceState(t,t.state,null)}function Hi(e,t,n,r){var a=e.stateNode;a.props=n,a.state=e.memoizedState,a.refs=Ui,zi(e);var i=t.contextType;\"object\"==typeof i&&null!==i?a.context=Ei(i):(i=La(t)?Pa:Ma.current,a.context=za(e,i)),a.state=e.memoizedState,\"function\"==typeof(i=t.getDerivedStateFromProps)&&(Ii(e,t,i,n),a.state=e.memoizedState),\"function\"==typeof t.getDerivedStateFromProps||\"function\"==typeof a.getSnapshotBeforeUpdate||\"function\"!=typeof a.UNSAFE_componentWillMount&&\"function\"!=typeof a.componentWillMount||(t=a.state,\"function\"==typeof a.componentWillMount&&a.componentWillMount(),\"function\"==typeof a.UNSAFE_componentWillMount&&a.UNSAFE_componentWillMount(),t!==a.state&&$i.enqueueReplaceState(a,a.state,null),Ri(e,n,a,r),a.state=e.memoizedState),\"function\"==typeof a.componentDidMount&&(e.flags|=4194308)}function qi(e,t,n){if(null!==(e=n.ref)&&\"function\"!=typeof e&&\"object\"!=typeof e){if(n._owner){if(n=n._owner){if(1!==n.tag)throw Error(i(309));var r=n.stateNode}if(!r)throw Error(i(147,e));var a=r,o=\"\"+e;return null!==t&&null!==t.ref&&\"function\"==typeof t.ref&&t.ref._stringRef===o?t.ref:(t=function(e){var t=a.refs;t===Ui&&(t=a.refs={}),null===e?delete t[o]:t[o]=e},t._stringRef=o,t)}if(\"string\"!=typeof e)throw Error(i(284));if(!n._owner)throw Error(i(290,e))}return e}function Qi(e,t){throw e=Object.prototype.toString.call(t),Error(i(31,\"[object Object]\"===e?\"object with keys {\"+Object.keys(t).join(\", \")+\"}\":e))}function Yi(e){return(0,e._init)(e._payload)}function Gi(e){function t(t,n){if(e){var r=t.deletions;null===r?(t.deletions=[n],t.flags|=16):r.push(n)}}function n(n,r){if(!e)return null;for(;null!==r;)t(n,r),r=r.sibling;return null}function r(e,t){for(e=new Map;null!==t;)null!==t.key?e.set(t.key,t):e.set(t.index,t),t=t.sibling;return e}function a(e,t){return(e=As(e,t)).index=0,e.sibling=null,e}function o(t,n,r){return t.index=r,e?null!==(r=t.alternate)?(r=r.index)<n?(t.flags|=2,n):r:(t.flags|=2,n):(t.flags|=1048576,n)}function u(t){return e&&null===t.alternate&&(t.flags|=2),t}function l(e,t,n,r){return null===t||6!==t.tag?((t=js(n,e.mode,r)).return=e,t):((t=a(t,n)).return=e,t)}function s(e,t,n,r){var i=n.type;return i===k?f(e,t,n.props.children,r,n.key):null!==t&&(t.elementType===i||\"object\"==typeof i&&null!==i&&i.$$typeof===L&&Yi(i)===t.type)?((r=a(t,n.props)).ref=qi(e,t,n),r.return=e,r):((r=Fs(n.type,n.key,n.props,null,e.mode,r)).ref=qi(e,t,n),r.return=e,r)}function c(e,t,n,r){return null===t||4!==t.tag||t.stateNode.containerInfo!==n.containerInfo||t.stateNode.implementation!==n.implementation?((t=Us(n,e.mode,r)).return=e,t):((t=a(t,n.children||[])).return=e,t)}function f(e,t,n,r,i){return null===t||7!==t.tag?((t=Ds(n,e.mode,r,i)).return=e,t):((t=a(t,n)).return=e,t)}function p(e,t,n){if(\"string\"==typeof t&&\"\"!==t||\"number\"==typeof t)return(t=js(\"\"+t,e.mode,n)).return=e,t;if(\"object\"==typeof t&&null!==t){switch(t.$$typeof){case w:return(n=Fs(t.type,t.key,t.props,null,e.mode,n)).ref=qi(e,null,t),n.return=e,n;case x:return(t=Us(t,e.mode,n)).return=e,t;case L:return p(e,(0,t._init)(t._payload),n)}if(te(t)||F(t))return(t=Ds(t,e.mode,n,null)).return=e,t;Qi(e,t)}return null}function d(e,t,n,r){var a=null!==t?t.key:null;if(\"string\"==typeof n&&\"\"!==n||\"number\"==typeof n)return null!==a?null:l(e,t,\"\"+n,r);if(\"object\"==typeof n&&null!==n){switch(n.$$typeof){case w:return n.key===a?s(e,t,n,r):null;case x:return n.key===a?c(e,t,n,r):null;case L:return d(e,t,(a=n._init)(n._payload),r)}if(te(n)||F(n))return null!==a?null:f(e,t,n,r,null);Qi(e,n)}return null}function h(e,t,n,r,a){if(\"string\"==typeof r&&\"\"!==r||\"number\"==typeof r)return l(t,e=e.get(n)||null,\"\"+r,a);if(\"object\"==typeof r&&null!==r){switch(r.$$typeof){case w:return s(t,e=e.get(null===r.key?n:r.key)||null,r,a);case x:return c(t,e=e.get(null===r.key?n:r.key)||null,r,a);case L:return h(e,t,n,(0,r._init)(r._payload),a)}if(te(r)||F(r))return f(t,e=e.get(n)||null,r,a,null);Qi(t,r)}return null}function v(a,i,u,l){for(var s=null,c=null,f=i,v=i=0,g=null;null!==f&&v<u.length;v++){f.index>v?(g=f,f=null):g=f.sibling;var y=d(a,f,u[v],l);if(null===y){null===f&&(f=g);break}e&&f&&null===y.alternate&&t(a,f),i=o(y,i,v),null===c?s=y:c.sibling=y,c=y,f=g}if(v===u.length)return n(a,f),ai&&Xa(a,v),s;if(null===f){for(;v<u.length;v++)null!==(f=p(a,u[v],l))&&(i=o(f,i,v),null===c?s=f:c.sibling=f,c=f);return ai&&Xa(a,v),s}for(f=r(a,f);v<u.length;v++)null!==(g=h(f,a,v,u[v],l))&&(e&&null!==g.alternate&&f.delete(null===g.key?v:g.key),i=o(g,i,v),null===c?s=g:c.sibling=g,c=g);return e&&f.forEach((function(e){return t(a,e)})),ai&&Xa(a,v),s}function g(a,u,l,s){var c=F(l);if(\"function\"!=typeof c)throw Error(i(150));if(null==(l=c.call(l)))throw Error(i(151));for(var f=c=null,v=u,g=u=0,y=null,m=l.next();null!==v&&!m.done;g++,m=l.next()){v.index>g?(y=v,v=null):y=v.sibling;var b=d(a,v,m.value,s);if(null===b){null===v&&(v=y);break}e&&v&&null===b.alternate&&t(a,v),u=o(b,u,g),null===f?c=b:f.sibling=b,f=b,v=y}if(m.done)return n(a,v),ai&&Xa(a,g),c;if(null===v){for(;!m.done;g++,m=l.next())null!==(m=p(a,m.value,s))&&(u=o(m,u,g),null===f?c=m:f.sibling=m,f=m);return ai&&Xa(a,g),c}for(v=r(a,v);!m.done;g++,m=l.next())null!==(m=h(v,a,g,m.value,s))&&(e&&null!==m.alternate&&v.delete(null===m.key?g:m.key),u=o(m,u,g),null===f?c=m:f.sibling=m,f=m);return e&&v.forEach((function(e){return t(a,e)})),ai&&Xa(a,g),c}return function e(r,i,o,l){if(\"object\"==typeof o&&null!==o&&o.type===k&&null===o.key&&(o=o.props.children),\"object\"==typeof o&&null!==o){switch(o.$$typeof){case w:e:{for(var s=o.key,c=i;null!==c;){if(c.key===s){if((s=o.type)===k){if(7===c.tag){n(r,c.sibling),(i=a(c,o.props.children)).return=r,r=i;break e}}else if(c.elementType===s||\"object\"==typeof s&&null!==s&&s.$$typeof===L&&Yi(s)===c.type){n(r,c.sibling),(i=a(c,o.props)).ref=qi(r,c,o),i.return=r,r=i;break e}n(r,c);break}t(r,c),c=c.sibling}o.type===k?((i=Ds(o.props.children,r.mode,l,o.key)).return=r,r=i):((l=Fs(o.type,o.key,o.props,null,r.mode,l)).ref=qi(r,i,o),l.return=r,r=l)}return u(r);case x:e:{for(c=o.key;null!==i;){if(i.key===c){if(4===i.tag&&i.stateNode.containerInfo===o.containerInfo&&i.stateNode.implementation===o.implementation){n(r,i.sibling),(i=a(i,o.children||[])).return=r,r=i;break e}n(r,i);break}t(r,i),i=i.sibling}(i=Us(o,r.mode,l)).return=r,r=i}return u(r);case L:return e(r,i,(c=o._init)(o._payload),l)}if(te(o))return v(r,i,o,l);if(F(o))return g(r,i,o,l);Qi(r,o)}return\"string\"==typeof o&&\"\"!==o||\"number\"==typeof o?(o=\"\"+o,null!==i&&6===i.tag?(n(r,i.sibling),(i=a(i,o)).return=r,r=i):(n(r,i),(i=js(o,r.mode,l)).return=r,r=i),u(r)):n(r,i)}}var Ki=Gi(!0),Zi=Gi(!1),Xi={},Ji=Sa(Xi),eo=Sa(Xi),to=Sa(Xi);function no(e){if(e===Xi)throw Error(i(174));return e}function ro(e,t){switch(Ca(to,t),Ca(eo,e),Ca(Ji,Xi),e=t.nodeType){case 9:case 11:t=(t=t.documentElement)?t.namespaceURI:le(null,\"\");break;default:t=le(t=(e=8===e?t.parentNode:t).namespaceURI||null,e=e.tagName)}Ea(Ji),Ca(Ji,t)}function ao(){Ea(Ji),Ea(eo),Ea(to)}function io(e){no(to.current);var t=no(Ji.current),n=le(t,e.type);t!==n&&(Ca(eo,e),Ca(Ji,n))}function oo(e){eo.current===e&&(Ea(Ji),Ea(eo))}var uo=Sa(0);function lo(e){for(var t=e;null!==t;){if(13===t.tag){var n=t.memoizedState;if(null!==n&&(null===(n=n.dehydrated)||\"$?\"===n.data||\"$!\"===n.data))return t}else if(19===t.tag&&void 0!==t.memoizedProps.revealOrder){if(0!=(128&t.flags))return t}else if(null!==t.child){t.child.return=t,t=t.child;continue}if(t===e)break;for(;null===t.sibling;){if(null===t.return||t.return===e)return null;t=t.return}t.sibling.return=t.return,t=t.sibling}return null}var so=[];function co(){for(var e=0;e<so.length;e++)so[e]._workInProgressVersionPrimary=null;so.length=0}var fo=_.ReactCurrentDispatcher,po=_.ReactCurrentBatchConfig,ho=0,vo=null,go=null,yo=null,mo=!1,bo=!1,_o=0,wo=0;function xo(){throw Error(i(321))}function ko(e,t){if(null===t)return!1;for(var n=0;n<t.length&&n<e.length;n++)if(!ur(e[n],t[n]))return!1;return!0}function So(e,t,n,r,a,o){if(ho=o,vo=t,t.memoizedState=null,t.updateQueue=null,t.lanes=0,fo.current=null===e||null===e.memoizedState?uu:lu,e=n(r,a),bo){o=0;do{if(bo=!1,_o=0,25<=o)throw Error(i(301));o+=1,yo=go=null,t.updateQueue=null,fo.current=su,e=n(r,a)}while(bo)}if(fo.current=ou,t=null!==go&&null!==go.next,ho=0,yo=go=vo=null,mo=!1,t)throw Error(i(300));return e}function Eo(){var e=0!==_o;return _o=0,e}function Co(){var e={memoizedState:null,baseState:null,baseQueue:null,queue:null,next:null};return null===yo?vo.memoizedState=yo=e:yo=yo.next=e,yo}function To(){if(null===go){var e=vo.alternate;e=null!==e?e.memoizedState:null}else e=go.next;var t=null===yo?vo.memoizedState:yo.next;if(null!==t)yo=t,go=e;else{if(null===e)throw Error(i(310));e={memoizedState:(go=e).memoizedState,baseState:go.baseState,baseQueue:go.baseQueue,queue:go.queue,next:null},null===yo?vo.memoizedState=yo=e:yo=yo.next=e}return yo}function Mo(e,t){return\"function\"==typeof t?t(e):t}function No(e){var t=To(),n=t.queue;if(null===n)throw Error(i(311));n.lastRenderedReducer=e;var r=go,a=r.baseQueue,o=n.pending;if(null!==o){if(null!==a){var u=a.next;a.next=o.next,o.next=u}r.baseQueue=a=o,n.pending=null}if(null!==a){o=a.next,r=r.baseState;var l=u=null,s=null,c=o;do{var f=c.lane;if((ho&f)===f)null!==s&&(s=s.next={lane:0,action:c.action,hasEagerState:c.hasEagerState,eagerState:c.eagerState,next:null}),r=c.hasEagerState?c.eagerState:e(r,c.action);else{var p={lane:f,action:c.action,hasEagerState:c.hasEagerState,eagerState:c.eagerState,next:null};null===s?(l=s=p,u=r):s=s.next=p,vo.lanes|=f,Rl|=f}c=c.next}while(null!==c&&c!==o);null===s?u=r:s.next=l,ur(r,t.memoizedState)||(_u=!0),t.memoizedState=r,t.baseState=u,t.baseQueue=s,n.lastRenderedState=r}if(null!==(e=n.interleaved)){a=e;do{o=a.lane,vo.lanes|=o,Rl|=o,a=a.next}while(a!==e)}else null===a&&(n.lanes=0);return[t.memoizedState,n.dispatch]}function Po(e){var t=To(),n=t.queue;if(null===n)throw Error(i(311));n.lastRenderedReducer=e;var r=n.dispatch,a=n.pending,o=t.memoizedState;if(null!==a){n.pending=null;var u=a=a.next;do{o=e(o,u.action),u=u.next}while(u!==a);ur(o,t.memoizedState)||(_u=!0),t.memoizedState=o,null===t.baseQueue&&(t.baseState=o),n.lastRenderedState=o}return[o,r]}function zo(){}function Lo(e,t){var n=vo,r=To(),a=t(),o=!ur(r.memoizedState,a);if(o&&(r.memoizedState=a,_u=!0),r=r.queue,Vo(Fo.bind(null,n,r,e),[e]),r.getSnapshot!==t||o||null!==yo&&1&yo.memoizedState.tag){if(n.flags|=2048,Uo(9,Ao.bind(null,n,r,a,t),void 0,null),null===Pl)throw Error(i(349));0!=(30&ho)||Oo(n,t,a)}return a}function Oo(e,t,n){e.flags|=16384,e={getSnapshot:t,value:n},null===(t=vo.updateQueue)?(t={lastEffect:null,stores:null},vo.updateQueue=t,t.stores=[e]):null===(n=t.stores)?t.stores=[e]:n.push(e)}function Ao(e,t,n,r){t.value=n,t.getSnapshot=r,Do(t)&&Ro(e)}function Fo(e,t,n){return n((function(){Do(t)&&Ro(e)}))}function Do(e){var t=e.getSnapshot;e=e.value;try{var n=t();return!ur(e,n)}catch(e){return!0}}function Ro(e){var t=Ni(e,1);null!==t&&rs(t,e,1,-1)}function jo(e){var t=Co();return\"function\"==typeof e&&(e=e()),t.memoizedState=t.baseState=e,e={pending:null,interleaved:null,lanes:0,dispatch:null,lastRenderedReducer:Mo,lastRenderedState:e},t.queue=e,e=e.dispatch=nu.bind(null,vo,e),[t.memoizedState,e]}function Uo(e,t,n,r){return e={tag:e,create:t,destroy:n,deps:r,next:null},null===(t=vo.updateQueue)?(t={lastEffect:null,stores:null},vo.updateQueue=t,t.lastEffect=e.next=e):null===(n=t.lastEffect)?t.lastEffect=e.next=e:(r=n.next,n.next=e,e.next=r,t.lastEffect=e),e}function Io(){return To().memoizedState}function $o(e,t,n,r){var a=Co();vo.flags|=e,a.memoizedState=Uo(1|t,n,void 0,void 0===r?null:r)}function Bo(e,t,n,r){var a=To();r=void 0===r?null:r;var i=void 0;if(null!==go){var o=go.memoizedState;if(i=o.destroy,null!==r&&ko(r,o.deps))return void(a.memoizedState=Uo(t,n,i,r))}vo.flags|=e,a.memoizedState=Uo(1|t,n,i,r)}function Wo(e,t){return $o(8390656,8,e,t)}function Vo(e,t){return Bo(2048,8,e,t)}function Ho(e,t){return Bo(4,2,e,t)}function qo(e,t){return Bo(4,4,e,t)}function Qo(e,t){return\"function\"==typeof t?(e=e(),t(e),function(){t(null)}):null!=t?(e=e(),t.current=e,function(){t.current=null}):void 0}function Yo(e,t,n){return n=null!=n?n.concat([e]):null,Bo(4,4,Qo.bind(null,t,e),n)}function Go(){}function Ko(e,t){var n=To();t=void 0===t?null:t;var r=n.memoizedState;return null!==r&&null!==t&&ko(t,r[1])?r[0]:(n.memoizedState=[e,t],e)}function Zo(e,t){var n=To();t=void 0===t?null:t;var r=n.memoizedState;return null!==r&&null!==t&&ko(t,r[1])?r[0]:(e=e(),n.memoizedState=[e,t],e)}function Xo(e,t,n){return 0==(21&ho)?(e.baseState&&(e.baseState=!1,_u=!0),e.memoizedState=n):(ur(n,t)||(n=vt(),vo.lanes|=n,Rl|=n,e.baseState=!0),t)}function Jo(e,t){var n=bt;bt=0!==n&&4>n?n:4,e(!0);var r=po.transition;po.transition={};try{e(!1),t()}finally{bt=n,po.transition=r}}function eu(){return To().memoizedState}function tu(e,t,n){var r=ns(e);n={lane:r,action:n,hasEagerState:!1,eagerState:null,next:null},ru(e)?au(t,n):null!==(n=Mi(e,t,n,r))&&(rs(n,e,r,ts()),iu(n,t,r))}function nu(e,t,n){var r=ns(e),a={lane:r,action:n,hasEagerState:!1,eagerState:null,next:null};if(ru(e))au(t,a);else{var i=e.alternate;if(0===e.lanes&&(null===i||0===i.lanes)&&null!==(i=t.lastRenderedReducer))try{var o=t.lastRenderedState,u=i(o,n);if(a.hasEagerState=!0,a.eagerState=u,ur(u,o)){var l=t.interleaved;return null===l?(a.next=a,Ti(t)):(a.next=l.next,l.next=a),void(t.interleaved=a)}}catch(e){}null!==(n=Mi(e,t,a,r))&&(rs(n,e,r,a=ts()),iu(n,t,r))}}function ru(e){var t=e.alternate;return e===vo||null!==t&&t===vo}function au(e,t){bo=mo=!0;var n=e.pending;null===n?t.next=t:(t.next=n.next,n.next=t),e.pending=t}function iu(e,t,n){if(0!=(4194240&n)){var r=t.lanes;n|=r&=e.pendingLanes,t.lanes=n,mt(e,n)}}var ou={readContext:Ei,useCallback:xo,useContext:xo,useEffect:xo,useImperativeHandle:xo,useInsertionEffect:xo,useLayoutEffect:xo,useMemo:xo,useReducer:xo,useRef:xo,useState:xo,useDebugValue:xo,useDeferredValue:xo,useTransition:xo,useMutableSource:xo,useSyncExternalStore:xo,useId:xo,unstable_isNewReconciler:!1},uu={readContext:Ei,useCallback:function(e,t){return Co().memoizedState=[e,void 0===t?null:t],e},useContext:Ei,useEffect:Wo,useImperativeHandle:function(e,t,n){return n=null!=n?n.concat([e]):null,$o(4194308,4,Qo.bind(null,t,e),n)},useLayoutEffect:function(e,t){return $o(4194308,4,e,t)},useInsertionEffect:function(e,t){return $o(4,2,e,t)},useMemo:function(e,t){var n=Co();return t=void 0===t?null:t,e=e(),n.memoizedState=[e,t],e},useReducer:function(e,t,n){var r=Co();return t=void 0!==n?n(t):t,r.memoizedState=r.baseState=t,e={pending:null,interleaved:null,lanes:0,dispatch:null,lastRenderedReducer:e,lastRenderedState:t},r.queue=e,e=e.dispatch=tu.bind(null,vo,e),[r.memoizedState,e]},useRef:function(e){return e={current:e},Co().memoizedState=e},useState:jo,useDebugValue:Go,useDeferredValue:function(e){return Co().memoizedState=e},useTransition:function(){var e=jo(!1),t=e[0];return e=Jo.bind(null,e[1]),Co().memoizedState=e,[t,e]},useMutableSource:function(){},useSyncExternalStore:function(e,t,n){var r=vo,a=Co();if(ai){if(void 0===n)throw Error(i(407));n=n()}else{if(n=t(),null===Pl)throw Error(i(349));0!=(30&ho)||Oo(r,t,n)}a.memoizedState=n;var o={value:n,getSnapshot:t};return a.queue=o,Wo(Fo.bind(null,r,o,e),[e]),r.flags|=2048,Uo(9,Ao.bind(null,r,o,n,t),void 0,null),n},useId:function(){var e=Co(),t=Pl.identifierPrefix;if(ai){var n=Za;t=\":\"+t+\"R\"+(n=(Ka&~(1<<32-ot(Ka)-1)).toString(32)+n),0<(n=_o++)&&(t+=\"H\"+n.toString(32)),t+=\":\"}else t=\":\"+t+\"r\"+(n=wo++).toString(32)+\":\";return e.memoizedState=t},unstable_isNewReconciler:!1},lu={readContext:Ei,useCallback:Ko,useContext:Ei,useEffect:Vo,useImperativeHandle:Yo,useInsertionEffect:Ho,useLayoutEffect:qo,useMemo:Zo,useReducer:No,useRef:Io,useState:function(){return No(Mo)},useDebugValue:Go,useDeferredValue:function(e){return Xo(To(),go.memoizedState,e)},useTransition:function(){return[No(Mo)[0],To().memoizedState]},useMutableSource:zo,useSyncExternalStore:Lo,useId:eu,unstable_isNewReconciler:!1},su={readContext:Ei,useCallback:Ko,useContext:Ei,useEffect:Vo,useImperativeHandle:Yo,useInsertionEffect:Ho,useLayoutEffect:qo,useMemo:Zo,useReducer:Po,useRef:Io,useState:function(){return Po(Mo)},useDebugValue:Go,useDeferredValue:function(e){var t=To();return null===go?t.memoizedState=e:Xo(t,go.memoizedState,e)},useTransition:function(){return[Po(Mo)[0],To().memoizedState]},useMutableSource:zo,useSyncExternalStore:Lo,useId:eu,unstable_isNewReconciler:!1};function cu(e,t){try{var n=\"\",r=t;do{n+=$(r),r=r.return}while(r);var a=n}catch(e){a=\"\\nError generating stack: \"+e.message+\"\\n\"+e.stack}return{value:e,source:t,stack:a,digest:null}}function fu(e,t,n){return{value:e,source:null,stack:null!=n?n:null,digest:null!=t?t:null}}function pu(e,t){try{console.error(t.value)}catch(e){setTimeout((function(){throw e}))}}var du=\"function\"==typeof WeakMap?WeakMap:Map;function hu(e,t,n){(n=Oi(-1,n)).tag=3,n.payload={element:null};var r=t.value;return n.callback=function(){Hl||(Hl=!0,ql=r),pu(0,t)},n}function vu(e,t,n){(n=Oi(-1,n)).tag=3;var r=e.type.getDerivedStateFromError;if(\"function\"==typeof r){var a=t.value;n.payload=function(){return r(a)},n.callback=function(){pu(0,t)}}var i=e.stateNode;return null!==i&&\"function\"==typeof i.componentDidCatch&&(n.callback=function(){pu(0,t),\"function\"!=typeof r&&(null===Ql?Ql=new Set([this]):Ql.add(this));var e=t.stack;this.componentDidCatch(t.value,{componentStack:null!==e?e:\"\"})}),n}function gu(e,t,n){var r=e.pingCache;if(null===r){r=e.pingCache=new du;var a=new Set;r.set(t,a)}else void 0===(a=r.get(t))&&(a=new Set,r.set(t,a));a.has(n)||(a.add(n),e=Cs.bind(null,e,t,n),t.then(e,e))}function yu(e){do{var t;if((t=13===e.tag)&&(t=null===(t=e.memoizedState)||null!==t.dehydrated),t)return e;e=e.return}while(null!==e);return null}function mu(e,t,n,r,a){return 0==(1&e.mode)?(e===t?e.flags|=65536:(e.flags|=128,n.flags|=131072,n.flags&=-52805,1===n.tag&&(null===n.alternate?n.tag=17:((t=Oi(-1,1)).tag=2,Ai(n,t,1))),n.lanes|=1),e):(e.flags|=65536,e.lanes=a,e)}var bu=_.ReactCurrentOwner,_u=!1;function wu(e,t,n,r){t.child=null===e?Zi(t,null,n,r):Ki(t,e.child,n,r)}function xu(e,t,n,r,a){n=n.render;var i=t.ref;return Si(t,a),r=So(e,t,n,r,i,a),n=Eo(),null===e||_u?(ai&&n&&ei(t),t.flags|=1,wu(e,t,r,a),t.child):(t.updateQueue=e.updateQueue,t.flags&=-2053,e.lanes&=~a,Hu(e,t,a))}function ku(e,t,n,r,a){if(null===e){var i=n.type;return\"function\"!=typeof i||Os(i)||void 0!==i.defaultProps||null!==n.compare||void 0!==n.defaultProps?((e=Fs(n.type,null,r,t,t.mode,a)).ref=t.ref,e.return=t,t.child=e):(t.tag=15,t.type=i,Su(e,t,i,r,a))}if(i=e.child,0==(e.lanes&a)){var o=i.memoizedProps;if((n=null!==(n=n.compare)?n:lr)(o,r)&&e.ref===t.ref)return Hu(e,t,a)}return t.flags|=1,(e=As(i,r)).ref=t.ref,e.return=t,t.child=e}function Su(e,t,n,r,a){if(null!==e){var i=e.memoizedProps;if(lr(i,r)&&e.ref===t.ref){if(_u=!1,t.pendingProps=r=i,0==(e.lanes&a))return t.lanes=e.lanes,Hu(e,t,a);0!=(131072&e.flags)&&(_u=!0)}}return Tu(e,t,n,r,a)}function Eu(e,t,n){var r=t.pendingProps,a=r.children,i=null!==e?e.memoizedState:null;if(\"hidden\"===r.mode)if(0==(1&t.mode))t.memoizedState={baseLanes:0,cachePool:null,transitions:null},Ca(Al,Ol),Ol|=n;else{if(0==(1073741824&n))return e=null!==i?i.baseLanes|n:n,t.lanes=t.childLanes=1073741824,t.memoizedState={baseLanes:e,cachePool:null,transitions:null},t.updateQueue=null,Ca(Al,Ol),Ol|=e,null;t.memoizedState={baseLanes:0,cachePool:null,transitions:null},r=null!==i?i.baseLanes:n,Ca(Al,Ol),Ol|=r}else null!==i?(r=i.baseLanes|n,t.memoizedState=null):r=n,Ca(Al,Ol),Ol|=r;return wu(e,t,a,n),t.child}function Cu(e,t){var n=t.ref;(null===e&&null!==n||null!==e&&e.ref!==n)&&(t.flags|=512,t.flags|=2097152)}function Tu(e,t,n,r,a){var i=La(n)?Pa:Ma.current;return i=za(t,i),Si(t,a),n=So(e,t,n,r,i,a),r=Eo(),null===e||_u?(ai&&r&&ei(t),t.flags|=1,wu(e,t,n,a),t.child):(t.updateQueue=e.updateQueue,t.flags&=-2053,e.lanes&=~a,Hu(e,t,a))}function Mu(e,t,n,r,a){if(La(n)){var i=!0;Da(t)}else i=!1;if(Si(t,a),null===t.stateNode)Vu(e,t),Wi(t,n,r),Hi(t,n,r,a),r=!0;else if(null===e){var o=t.stateNode,u=t.memoizedProps;o.props=u;var l=o.context,s=n.contextType;s=\"object\"==typeof s&&null!==s?Ei(s):za(t,s=La(n)?Pa:Ma.current);var c=n.getDerivedStateFromProps,f=\"function\"==typeof c||\"function\"==typeof o.getSnapshotBeforeUpdate;f||\"function\"!=typeof o.UNSAFE_componentWillReceiveProps&&\"function\"!=typeof o.componentWillReceiveProps||(u!==r||l!==s)&&Vi(t,o,r,s),Pi=!1;var p=t.memoizedState;o.state=p,Ri(t,r,o,a),l=t.memoizedState,u!==r||p!==l||Na.current||Pi?(\"function\"==typeof c&&(Ii(t,n,c,r),l=t.memoizedState),(u=Pi||Bi(t,n,u,r,p,l,s))?(f||\"function\"!=typeof o.UNSAFE_componentWillMount&&\"function\"!=typeof o.componentWillMount||(\"function\"==typeof o.componentWillMount&&o.componentWillMount(),\"function\"==typeof o.UNSAFE_componentWillMount&&o.UNSAFE_componentWillMount()),\"function\"==typeof o.componentDidMount&&(t.flags|=4194308)):(\"function\"==typeof o.componentDidMount&&(t.flags|=4194308),t.memoizedProps=r,t.memoizedState=l),o.props=r,o.state=l,o.context=s,r=u):(\"function\"==typeof o.componentDidMount&&(t.flags|=4194308),r=!1)}else{o=t.stateNode,Li(e,t),u=t.memoizedProps,s=t.type===t.elementType?u:gi(t.type,u),o.props=s,f=t.pendingProps,p=o.context,l=\"object\"==typeof(l=n.contextType)&&null!==l?Ei(l):za(t,l=La(n)?Pa:Ma.current);var d=n.getDerivedStateFromProps;(c=\"function\"==typeof d||\"function\"==typeof o.getSnapshotBeforeUpdate)||\"function\"!=typeof o.UNSAFE_componentWillReceiveProps&&\"function\"!=typeof o.componentWillReceiveProps||(u!==f||p!==l)&&Vi(t,o,r,l),Pi=!1,p=t.memoizedState,o.state=p,Ri(t,r,o,a);var h=t.memoizedState;u!==f||p!==h||Na.current||Pi?(\"function\"==typeof d&&(Ii(t,n,d,r),h=t.memoizedState),(s=Pi||Bi(t,n,s,r,p,h,l)||!1)?(c||\"function\"!=typeof o.UNSAFE_componentWillUpdate&&\"function\"!=typeof o.componentWillUpdate||(\"function\"==typeof o.componentWillUpdate&&o.componentWillUpdate(r,h,l),\"function\"==typeof o.UNSAFE_componentWillUpdate&&o.UNSAFE_componentWillUpdate(r,h,l)),\"function\"==typeof o.componentDidUpdate&&(t.flags|=4),\"function\"==typeof o.getSnapshotBeforeUpdate&&(t.flags|=1024)):(\"function\"!=typeof o.componentDidUpdate||u===e.memoizedProps&&p===e.memoizedState||(t.flags|=4),\"function\"!=typeof o.getSnapshotBeforeUpdate||u===e.memoizedProps&&p===e.memoizedState||(t.flags|=1024),t.memoizedProps=r,t.memoizedState=h),o.props=r,o.state=h,o.context=l,r=s):(\"function\"!=typeof o.componentDidUpdate||u===e.memoizedProps&&p===e.memoizedState||(t.flags|=4),\"function\"!=typeof o.getSnapshotBeforeUpdate||u===e.memoizedProps&&p===e.memoizedState||(t.flags|=1024),r=!1)}return Nu(e,t,n,r,i,a)}function Nu(e,t,n,r,a,i){Cu(e,t);var o=0!=(128&t.flags);if(!r&&!o)return a&&Ra(t,n,!1),Hu(e,t,i);r=t.stateNode,bu.current=t;var u=o&&\"function\"!=typeof n.getDerivedStateFromError?null:r.render();return t.flags|=1,null!==e&&o?(t.child=Ki(t,e.child,null,i),t.child=Ki(t,null,u,i)):wu(e,t,u,i),t.memoizedState=r.state,a&&Ra(t,n,!0),t.child}function Pu(e){var t=e.stateNode;t.pendingContext?Aa(0,t.pendingContext,t.pendingContext!==t.context):t.context&&Aa(0,t.context,!1),ro(e,t.containerInfo)}function zu(e,t,n,r,a){return di(),hi(a),t.flags|=256,wu(e,t,n,r),t.child}var Lu,Ou,Au,Fu,Du={dehydrated:null,treeContext:null,retryLane:0};function Ru(e){return{baseLanes:e,cachePool:null,transitions:null}}function ju(e,t,n){var r,a=t.pendingProps,o=uo.current,u=!1,l=0!=(128&t.flags);if((r=l)||(r=(null===e||null!==e.memoizedState)&&0!=(2&o)),r?(u=!0,t.flags&=-129):null!==e&&null===e.memoizedState||(o|=1),Ca(uo,1&o),null===e)return si(t),null!==(e=t.memoizedState)&&null!==(e=e.dehydrated)?(0==(1&t.mode)?t.lanes=1:\"$!\"===e.data?t.lanes=8:t.lanes=1073741824,null):(l=a.children,e=a.fallback,u?(a=t.mode,u=t.child,l={mode:\"hidden\",children:l},0==(1&a)&&null!==u?(u.childLanes=0,u.pendingProps=l):u=Rs(l,a,0,null),e=Ds(e,a,n,null),u.return=t,e.return=t,u.sibling=e,t.child=u,t.child.memoizedState=Ru(n),t.memoizedState=Du,e):Uu(t,l));if(null!==(o=e.memoizedState)&&null!==(r=o.dehydrated))return function(e,t,n,r,a,o,u){if(n)return 256&t.flags?(t.flags&=-257,Iu(e,t,u,r=fu(Error(i(422))))):null!==t.memoizedState?(t.child=e.child,t.flags|=128,null):(o=r.fallback,a=t.mode,r=Rs({mode:\"visible\",children:r.children},a,0,null),(o=Ds(o,a,u,null)).flags|=2,r.return=t,o.return=t,r.sibling=o,t.child=r,0!=(1&t.mode)&&Ki(t,e.child,null,u),t.child.memoizedState=Ru(u),t.memoizedState=Du,o);if(0==(1&t.mode))return Iu(e,t,u,null);if(\"$!\"===a.data){if(r=a.nextSibling&&a.nextSibling.dataset)var l=r.dgst;return r=l,Iu(e,t,u,r=fu(o=Error(i(419)),r,void 0))}if(l=0!=(u&e.childLanes),_u||l){if(null!==(r=Pl)){switch(u&-u){case 4:a=2;break;case 16:a=8;break;case 64:case 128:case 256:case 512:case 1024:case 2048:case 4096:case 8192:case 16384:case 32768:case 65536:case 131072:case 262144:case 524288:case 1048576:case 2097152:case 4194304:case 8388608:case 16777216:case 33554432:case 67108864:a=32;break;case 536870912:a=268435456;break;default:a=0}0!==(a=0!=(a&(r.suspendedLanes|u))?0:a)&&a!==o.retryLane&&(o.retryLane=a,Ni(e,a),rs(r,e,a,-1))}return gs(),Iu(e,t,u,r=fu(Error(i(421))))}return\"$?\"===a.data?(t.flags|=128,t.child=e.child,t=Ms.bind(null,e),a._reactRetry=t,null):(e=o.treeContext,ri=sa(a.nextSibling),ni=t,ai=!0,ii=null,null!==e&&(Qa[Ya++]=Ka,Qa[Ya++]=Za,Qa[Ya++]=Ga,Ka=e.id,Za=e.overflow,Ga=t),(t=Uu(t,r.children)).flags|=4096,t)}(e,t,l,a,r,o,n);if(u){u=a.fallback,l=t.mode,r=(o=e.child).sibling;var s={mode:\"hidden\",children:a.children};return 0==(1&l)&&t.child!==o?((a=t.child).childLanes=0,a.pendingProps=s,t.deletions=null):(a=As(o,s)).subtreeFlags=14680064&o.subtreeFlags,null!==r?u=As(r,u):(u=Ds(u,l,n,null)).flags|=2,u.return=t,a.return=t,a.sibling=u,t.child=a,a=u,u=t.child,l=null===(l=e.child.memoizedState)?Ru(n):{baseLanes:l.baseLanes|n,cachePool:null,transitions:l.transitions},u.memoizedState=l,u.childLanes=e.childLanes&~n,t.memoizedState=Du,a}return e=(u=e.child).sibling,a=As(u,{mode:\"visible\",children:a.children}),0==(1&t.mode)&&(a.lanes=n),a.return=t,a.sibling=null,null!==e&&(null===(n=t.deletions)?(t.deletions=[e],t.flags|=16):n.push(e)),t.child=a,t.memoizedState=null,a}function Uu(e,t){return(t=Rs({mode:\"visible\",children:t},e.mode,0,null)).return=e,e.child=t}function Iu(e,t,n,r){return null!==r&&hi(r),Ki(t,e.child,null,n),(e=Uu(t,t.pendingProps.children)).flags|=2,t.memoizedState=null,e}function $u(e,t,n){e.lanes|=t;var r=e.alternate;null!==r&&(r.lanes|=t),ki(e.return,t,n)}function Bu(e,t,n,r,a){var i=e.memoizedState;null===i?e.memoizedState={isBackwards:t,rendering:null,renderingStartTime:0,last:r,tail:n,tailMode:a}:(i.isBackwards=t,i.rendering=null,i.renderingStartTime=0,i.last=r,i.tail=n,i.tailMode=a)}function Wu(e,t,n){var r=t.pendingProps,a=r.revealOrder,i=r.tail;if(wu(e,t,r.children,n),0!=(2&(r=uo.current)))r=1&r|2,t.flags|=128;else{if(null!==e&&0!=(128&e.flags))e:for(e=t.child;null!==e;){if(13===e.tag)null!==e.memoizedState&&$u(e,n,t);else if(19===e.tag)$u(e,n,t);else if(null!==e.child){e.child.return=e,e=e.child;continue}if(e===t)break e;for(;null===e.sibling;){if(null===e.return||e.return===t)break e;e=e.return}e.sibling.return=e.return,e=e.sibling}r&=1}if(Ca(uo,r),0==(1&t.mode))t.memoizedState=null;else switch(a){case\"forwards\":for(n=t.child,a=null;null!==n;)null!==(e=n.alternate)&&null===lo(e)&&(a=n),n=n.sibling;null===(n=a)?(a=t.child,t.child=null):(a=n.sibling,n.sibling=null),Bu(t,!1,a,n,i);break;case\"backwards\":for(n=null,a=t.child,t.child=null;null!==a;){if(null!==(e=a.alternate)&&null===lo(e)){t.child=a;break}e=a.sibling,a.sibling=n,n=a,a=e}Bu(t,!0,n,null,i);break;case\"together\":Bu(t,!1,null,null,void 0);break;default:t.memoizedState=null}return t.child}function Vu(e,t){0==(1&t.mode)&&null!==e&&(e.alternate=null,t.alternate=null,t.flags|=2)}function Hu(e,t,n){if(null!==e&&(t.dependencies=e.dependencies),Rl|=t.lanes,0==(n&t.childLanes))return null;if(null!==e&&t.child!==e.child)throw Error(i(153));if(null!==t.child){for(n=As(e=t.child,e.pendingProps),t.child=n,n.return=t;null!==e.sibling;)e=e.sibling,(n=n.sibling=As(e,e.pendingProps)).return=t;n.sibling=null}return t.child}function qu(e,t){if(!ai)switch(e.tailMode){case\"hidden\":t=e.tail;for(var n=null;null!==t;)null!==t.alternate&&(n=t),t=t.sibling;null===n?e.tail=null:n.sibling=null;break;case\"collapsed\":n=e.tail;for(var r=null;null!==n;)null!==n.alternate&&(r=n),n=n.sibling;null===r?t||null===e.tail?e.tail=null:e.tail.sibling=null:r.sibling=null}}function Qu(e){var t=null!==e.alternate&&e.alternate.child===e.child,n=0,r=0;if(t)for(var a=e.child;null!==a;)n|=a.lanes|a.childLanes,r|=14680064&a.subtreeFlags,r|=14680064&a.flags,a.return=e,a=a.sibling;else for(a=e.child;null!==a;)n|=a.lanes|a.childLanes,r|=a.subtreeFlags,r|=a.flags,a.return=e,a=a.sibling;return e.subtreeFlags|=r,e.childLanes=n,t}function Yu(e,t,n){var r=t.pendingProps;switch(ti(t),t.tag){case 2:case 16:case 15:case 0:case 11:case 7:case 8:case 12:case 9:case 14:return Qu(t),null;case 1:case 17:return La(t.type)&&Oa(),Qu(t),null;case 3:return r=t.stateNode,ao(),Ea(Na),Ea(Ma),co(),r.pendingContext&&(r.context=r.pendingContext,r.pendingContext=null),null!==e&&null!==e.child||(fi(t)?t.flags|=4:null===e||e.memoizedState.isDehydrated&&0==(256&t.flags)||(t.flags|=1024,null!==ii&&(us(ii),ii=null))),Ou(e,t),Qu(t),null;case 5:oo(t);var a=no(to.current);if(n=t.type,null!==e&&null!=t.stateNode)Au(e,t,n,r,a),e.ref!==t.ref&&(t.flags|=512,t.flags|=2097152);else{if(!r){if(null===t.stateNode)throw Error(i(166));return Qu(t),null}if(e=no(Ji.current),fi(t)){r=t.stateNode,n=t.type;var o=t.memoizedProps;switch(r[pa]=t,r[da]=o,e=0!=(1&t.mode),n){case\"dialog\":Ur(\"cancel\",r),Ur(\"close\",r);break;case\"iframe\":case\"object\":case\"embed\":Ur(\"load\",r);break;case\"video\":case\"audio\":for(a=0;a<Fr.length;a++)Ur(Fr[a],r);break;case\"source\":Ur(\"error\",r);break;case\"img\":case\"image\":case\"link\":Ur(\"error\",r),Ur(\"load\",r);break;case\"details\":Ur(\"toggle\",r);break;case\"input\":K(r,o),Ur(\"invalid\",r);break;case\"select\":r._wrapperState={wasMultiple:!!o.multiple},Ur(\"invalid\",r);break;case\"textarea\":ae(r,o),Ur(\"invalid\",r)}for(var l in me(n,o),a=null,o)if(o.hasOwnProperty(l)){var s=o[l];\"children\"===l?\"string\"==typeof s?r.textContent!==s&&(!0!==o.suppressHydrationWarning&&Xr(r.textContent,s,e),a=[\"children\",s]):\"number\"==typeof s&&r.textContent!==\"\"+s&&(!0!==o.suppressHydrationWarning&&Xr(r.textContent,s,e),a=[\"children\",\"\"+s]):u.hasOwnProperty(l)&&null!=s&&\"onScroll\"===l&&Ur(\"scroll\",r)}switch(n){case\"input\":q(r),J(r,o,!0);break;case\"textarea\":q(r),oe(r);break;case\"select\":case\"option\":break;default:\"function\"==typeof o.onClick&&(r.onclick=Jr)}r=a,t.updateQueue=r,null!==r&&(t.flags|=4)}else{l=9===a.nodeType?a:a.ownerDocument,\"http://www.w3.org/1999/xhtml\"===e&&(e=ue(n)),\"http://www.w3.org/1999/xhtml\"===e?\"script\"===n?((e=l.createElement(\"div\")).innerHTML=\"<script><\\/script>\",e=e.removeChild(e.firstChild)):\"string\"==typeof r.is?e=l.createElement(n,{is:r.is}):(e=l.createElement(n),\"select\"===n&&(l=e,r.multiple?l.multiple=!0:r.size&&(l.size=r.size))):e=l.createElementNS(e,n),e[pa]=t,e[da]=r,Lu(e,t,!1,!1),t.stateNode=e;e:{switch(l=be(n,r),n){case\"dialog\":Ur(\"cancel\",e),Ur(\"close\",e),a=r;break;case\"iframe\":case\"object\":case\"embed\":Ur(\"load\",e),a=r;break;case\"video\":case\"audio\":for(a=0;a<Fr.length;a++)Ur(Fr[a],e);a=r;break;case\"source\":Ur(\"error\",e),a=r;break;case\"img\":case\"image\":case\"link\":Ur(\"error\",e),Ur(\"load\",e),a=r;break;case\"details\":Ur(\"toggle\",e),a=r;break;case\"input\":K(e,r),a=G(e,r),Ur(\"invalid\",e);break;case\"option\":default:a=r;break;case\"select\":e._wrapperState={wasMultiple:!!r.multiple},a=R({},r,{value:void 0}),Ur(\"invalid\",e);break;case\"textarea\":ae(e,r),a=re(e,r),Ur(\"invalid\",e)}for(o in me(n,a),s=a)if(s.hasOwnProperty(o)){var c=s[o];\"style\"===o?ge(e,c):\"dangerouslySetInnerHTML\"===o?null!=(c=c?c.__html:void 0)&&fe(e,c):\"children\"===o?\"string\"==typeof c?(\"textarea\"!==n||\"\"!==c)&&pe(e,c):\"number\"==typeof c&&pe(e,\"\"+c):\"suppressContentEditableWarning\"!==o&&\"suppressHydrationWarning\"!==o&&\"autoFocus\"!==o&&(u.hasOwnProperty(o)?null!=c&&\"onScroll\"===o&&Ur(\"scroll\",e):null!=c&&b(e,o,c,l))}switch(n){case\"input\":q(e),J(e,r,!1);break;case\"textarea\":q(e),oe(e);break;case\"option\":null!=r.value&&e.setAttribute(\"value\",\"\"+V(r.value));break;case\"select\":e.multiple=!!r.multiple,null!=(o=r.value)?ne(e,!!r.multiple,o,!1):null!=r.defaultValue&&ne(e,!!r.multiple,r.defaultValue,!0);break;default:\"function\"==typeof a.onClick&&(e.onclick=Jr)}switch(n){case\"button\":case\"input\":case\"select\":case\"textarea\":r=!!r.autoFocus;break e;case\"img\":r=!0;break e;default:r=!1}}r&&(t.flags|=4)}null!==t.ref&&(t.flags|=512,t.flags|=2097152)}return Qu(t),null;case 6:if(e&&null!=t.stateNode)Fu(e,t,e.memoizedProps,r);else{if(\"string\"!=typeof r&&null===t.stateNode)throw Error(i(166));if(n=no(to.current),no(Ji.current),fi(t)){if(r=t.stateNode,n=t.memoizedProps,r[pa]=t,(o=r.nodeValue!==n)&&null!==(e=ni))switch(e.tag){case 3:Xr(r.nodeValue,n,0!=(1&e.mode));break;case 5:!0!==e.memoizedProps.suppressHydrationWarning&&Xr(r.nodeValue,n,0!=(1&e.mode))}o&&(t.flags|=4)}else(r=(9===n.nodeType?n:n.ownerDocument).createTextNode(r))[pa]=t,t.stateNode=r}return Qu(t),null;case 13:if(Ea(uo),r=t.memoizedState,null===e||null!==e.memoizedState&&null!==e.memoizedState.dehydrated){if(ai&&null!==ri&&0!=(1&t.mode)&&0==(128&t.flags))pi(),di(),t.flags|=98560,o=!1;else if(o=fi(t),null!==r&&null!==r.dehydrated){if(null===e){if(!o)throw Error(i(318));if(!(o=null!==(o=t.memoizedState)?o.dehydrated:null))throw Error(i(317));o[pa]=t}else di(),0==(128&t.flags)&&(t.memoizedState=null),t.flags|=4;Qu(t),o=!1}else null!==ii&&(us(ii),ii=null),o=!0;if(!o)return 65536&t.flags?t:null}return 0!=(128&t.flags)?(t.lanes=n,t):((r=null!==r)!=(null!==e&&null!==e.memoizedState)&&r&&(t.child.flags|=8192,0!=(1&t.mode)&&(null===e||0!=(1&uo.current)?0===Fl&&(Fl=3):gs())),null!==t.updateQueue&&(t.flags|=4),Qu(t),null);case 4:return ao(),Ou(e,t),null===e&&Br(t.stateNode.containerInfo),Qu(t),null;case 10:return xi(t.type._context),Qu(t),null;case 19:if(Ea(uo),null===(o=t.memoizedState))return Qu(t),null;if(r=0!=(128&t.flags),null===(l=o.rendering))if(r)qu(o,!1);else{if(0!==Fl||null!==e&&0!=(128&e.flags))for(e=t.child;null!==e;){if(null!==(l=lo(e))){for(t.flags|=128,qu(o,!1),null!==(r=l.updateQueue)&&(t.updateQueue=r,t.flags|=4),t.subtreeFlags=0,r=n,n=t.child;null!==n;)e=r,(o=n).flags&=14680066,null===(l=o.alternate)?(o.childLanes=0,o.lanes=e,o.child=null,o.subtreeFlags=0,o.memoizedProps=null,o.memoizedState=null,o.updateQueue=null,o.dependencies=null,o.stateNode=null):(o.childLanes=l.childLanes,o.lanes=l.lanes,o.child=l.child,o.subtreeFlags=0,o.deletions=null,o.memoizedProps=l.memoizedProps,o.memoizedState=l.memoizedState,o.updateQueue=l.updateQueue,o.type=l.type,e=l.dependencies,o.dependencies=null===e?null:{lanes:e.lanes,firstContext:e.firstContext}),n=n.sibling;return Ca(uo,1&uo.current|2),t.child}e=e.sibling}null!==o.tail&&Ze()>Wl&&(t.flags|=128,r=!0,qu(o,!1),t.lanes=4194304)}else{if(!r)if(null!==(e=lo(l))){if(t.flags|=128,r=!0,null!==(n=e.updateQueue)&&(t.updateQueue=n,t.flags|=4),qu(o,!0),null===o.tail&&\"hidden\"===o.tailMode&&!l.alternate&&!ai)return Qu(t),null}else 2*Ze()-o.renderingStartTime>Wl&&1073741824!==n&&(t.flags|=128,r=!0,qu(o,!1),t.lanes=4194304);o.isBackwards?(l.sibling=t.child,t.child=l):(null!==(n=o.last)?n.sibling=l:t.child=l,o.last=l)}return null!==o.tail?(t=o.tail,o.rendering=t,o.tail=t.sibling,o.renderingStartTime=Ze(),t.sibling=null,n=uo.current,Ca(uo,r?1&n|2:1&n),t):(Qu(t),null);case 22:case 23:return ps(),r=null!==t.memoizedState,null!==e&&null!==e.memoizedState!==r&&(t.flags|=8192),r&&0!=(1&t.mode)?0!=(1073741824&Ol)&&(Qu(t),6&t.subtreeFlags&&(t.flags|=8192)):Qu(t),null;case 24:case 25:return null}throw Error(i(156,t.tag))}function Gu(e,t){switch(ti(t),t.tag){case 1:return La(t.type)&&Oa(),65536&(e=t.flags)?(t.flags=-65537&e|128,t):null;case 3:return ao(),Ea(Na),Ea(Ma),co(),0!=(65536&(e=t.flags))&&0==(128&e)?(t.flags=-65537&e|128,t):null;case 5:return oo(t),null;case 13:if(Ea(uo),null!==(e=t.memoizedState)&&null!==e.dehydrated){if(null===t.alternate)throw Error(i(340));di()}return 65536&(e=t.flags)?(t.flags=-65537&e|128,t):null;case 19:return Ea(uo),null;case 4:return ao(),null;case 10:return xi(t.type._context),null;case 22:case 23:return ps(),null;default:return null}}Lu=function(e,t){for(var n=t.child;null!==n;){if(5===n.tag||6===n.tag)e.appendChild(n.stateNode);else if(4!==n.tag&&null!==n.child){n.child.return=n,n=n.child;continue}if(n===t)break;for(;null===n.sibling;){if(null===n.return||n.return===t)return;n=n.return}n.sibling.return=n.return,n=n.sibling}},Ou=function(){},Au=function(e,t,n,r){var a=e.memoizedProps;if(a!==r){e=t.stateNode,no(Ji.current);var i,o=null;switch(n){case\"input\":a=G(e,a),r=G(e,r),o=[];break;case\"select\":a=R({},a,{value:void 0}),r=R({},r,{value:void 0}),o=[];break;case\"textarea\":a=re(e,a),r=re(e,r),o=[];break;default:\"function\"!=typeof a.onClick&&\"function\"==typeof r.onClick&&(e.onclick=Jr)}for(c in me(n,r),n=null,a)if(!r.hasOwnProperty(c)&&a.hasOwnProperty(c)&&null!=a[c])if(\"style\"===c){var l=a[c];for(i in l)l.hasOwnProperty(i)&&(n||(n={}),n[i]=\"\")}else\"dangerouslySetInnerHTML\"!==c&&\"children\"!==c&&\"suppressContentEditableWarning\"!==c&&\"suppressHydrationWarning\"!==c&&\"autoFocus\"!==c&&(u.hasOwnProperty(c)?o||(o=[]):(o=o||[]).push(c,null));for(c in r){var s=r[c];if(l=null!=a?a[c]:void 0,r.hasOwnProperty(c)&&s!==l&&(null!=s||null!=l))if(\"style\"===c)if(l){for(i in l)!l.hasOwnProperty(i)||s&&s.hasOwnProperty(i)||(n||(n={}),n[i]=\"\");for(i in s)s.hasOwnProperty(i)&&l[i]!==s[i]&&(n||(n={}),n[i]=s[i])}else n||(o||(o=[]),o.push(c,n)),n=s;else\"dangerouslySetInnerHTML\"===c?(s=s?s.__html:void 0,l=l?l.__html:void 0,null!=s&&l!==s&&(o=o||[]).push(c,s)):\"children\"===c?\"string\"!=typeof s&&\"number\"!=typeof s||(o=o||[]).push(c,\"\"+s):\"suppressContentEditableWarning\"!==c&&\"suppressHydrationWarning\"!==c&&(u.hasOwnProperty(c)?(null!=s&&\"onScroll\"===c&&Ur(\"scroll\",e),o||l===s||(o=[])):(o=o||[]).push(c,s))}n&&(o=o||[]).push(\"style\",n);var c=o;(t.updateQueue=c)&&(t.flags|=4)}},Fu=function(e,t,n,r){n!==r&&(t.flags|=4)};var Ku=!1,Zu=!1,Xu=\"function\"==typeof WeakSet?WeakSet:Set,Ju=null;function el(e,t){var n=e.ref;if(null!==n)if(\"function\"==typeof n)try{n(null)}catch(n){Es(e,t,n)}else n.current=null}function tl(e,t,n){try{n()}catch(n){Es(e,t,n)}}var nl=!1;function rl(e,t,n){var r=t.updateQueue;if(null!==(r=null!==r?r.lastEffect:null)){var a=r=r.next;do{if((a.tag&e)===e){var i=a.destroy;a.destroy=void 0,void 0!==i&&tl(t,n,i)}a=a.next}while(a!==r)}}function al(e,t){if(null!==(t=null!==(t=t.updateQueue)?t.lastEffect:null)){var n=t=t.next;do{if((n.tag&e)===e){var r=n.create;n.destroy=r()}n=n.next}while(n!==t)}}function il(e){var t=e.ref;if(null!==t){var n=e.stateNode;e.tag,e=n,\"function\"==typeof t?t(e):t.current=e}}function ol(e){var t=e.alternate;null!==t&&(e.alternate=null,ol(t)),e.child=null,e.deletions=null,e.sibling=null,5===e.tag&&null!==(t=e.stateNode)&&(delete t[pa],delete t[da],delete t[va],delete t[ga],delete t[ya]),e.stateNode=null,e.return=null,e.dependencies=null,e.memoizedProps=null,e.memoizedState=null,e.pendingProps=null,e.stateNode=null,e.updateQueue=null}function ul(e){return 5===e.tag||3===e.tag||4===e.tag}function ll(e){e:for(;;){for(;null===e.sibling;){if(null===e.return||ul(e.return))return null;e=e.return}for(e.sibling.return=e.return,e=e.sibling;5!==e.tag&&6!==e.tag&&18!==e.tag;){if(2&e.flags)continue e;if(null===e.child||4===e.tag)continue e;e.child.return=e,e=e.child}if(!(2&e.flags))return e.stateNode}}function sl(e,t,n){var r=e.tag;if(5===r||6===r)e=e.stateNode,t?8===n.nodeType?n.parentNode.insertBefore(e,t):n.insertBefore(e,t):(8===n.nodeType?(t=n.parentNode).insertBefore(e,n):(t=n).appendChild(e),null!=(n=n._reactRootContainer)||null!==t.onclick||(t.onclick=Jr));else if(4!==r&&null!==(e=e.child))for(sl(e,t,n),e=e.sibling;null!==e;)sl(e,t,n),e=e.sibling}function cl(e,t,n){var r=e.tag;if(5===r||6===r)e=e.stateNode,t?n.insertBefore(e,t):n.appendChild(e);else if(4!==r&&null!==(e=e.child))for(cl(e,t,n),e=e.sibling;null!==e;)cl(e,t,n),e=e.sibling}var fl=null,pl=!1;function dl(e,t,n){for(n=n.child;null!==n;)hl(e,t,n),n=n.sibling}function hl(e,t,n){if(it&&\"function\"==typeof it.onCommitFiberUnmount)try{it.onCommitFiberUnmount(at,n)}catch(e){}switch(n.tag){case 5:Zu||el(n,t);case 6:var r=fl,a=pl;fl=null,dl(e,t,n),pl=a,null!==(fl=r)&&(pl?(e=fl,n=n.stateNode,8===e.nodeType?e.parentNode.removeChild(n):e.removeChild(n)):fl.removeChild(n.stateNode));break;case 18:null!==fl&&(pl?(e=fl,n=n.stateNode,8===e.nodeType?la(e.parentNode,n):1===e.nodeType&&la(e,n),Bt(e)):la(fl,n.stateNode));break;case 4:r=fl,a=pl,fl=n.stateNode.containerInfo,pl=!0,dl(e,t,n),fl=r,pl=a;break;case 0:case 11:case 14:case 15:if(!Zu&&null!==(r=n.updateQueue)&&null!==(r=r.lastEffect)){a=r=r.next;do{var i=a,o=i.destroy;i=i.tag,void 0!==o&&(0!=(2&i)||0!=(4&i))&&tl(n,t,o),a=a.next}while(a!==r)}dl(e,t,n);break;case 1:if(!Zu&&(el(n,t),\"function\"==typeof(r=n.stateNode).componentWillUnmount))try{r.props=n.memoizedProps,r.state=n.memoizedState,r.componentWillUnmount()}catch(e){Es(n,t,e)}dl(e,t,n);break;case 21:dl(e,t,n);break;case 22:1&n.mode?(Zu=(r=Zu)||null!==n.memoizedState,dl(e,t,n),Zu=r):dl(e,t,n);break;default:dl(e,t,n)}}function vl(e){var t=e.updateQueue;if(null!==t){e.updateQueue=null;var n=e.stateNode;null===n&&(n=e.stateNode=new Xu),t.forEach((function(t){var r=Ns.bind(null,e,t);n.has(t)||(n.add(t),t.then(r,r))}))}}function gl(e,t){var n=t.deletions;if(null!==n)for(var r=0;r<n.length;r++){var a=n[r];try{var o=e,u=t,l=u;e:for(;null!==l;){switch(l.tag){case 5:fl=l.stateNode,pl=!1;break e;case 3:case 4:fl=l.stateNode.containerInfo,pl=!0;break e}l=l.return}if(null===fl)throw Error(i(160));hl(o,u,a),fl=null,pl=!1;var s=a.alternate;null!==s&&(s.return=null),a.return=null}catch(e){Es(a,t,e)}}if(12854&t.subtreeFlags)for(t=t.child;null!==t;)yl(t,e),t=t.sibling}function yl(e,t){var n=e.alternate,r=e.flags;switch(e.tag){case 0:case 11:case 14:case 15:if(gl(t,e),ml(e),4&r){try{rl(3,e,e.return),al(3,e)}catch(t){Es(e,e.return,t)}try{rl(5,e,e.return)}catch(t){Es(e,e.return,t)}}break;case 1:gl(t,e),ml(e),512&r&&null!==n&&el(n,n.return);break;case 5:if(gl(t,e),ml(e),512&r&&null!==n&&el(n,n.return),32&e.flags){var a=e.stateNode;try{pe(a,\"\")}catch(t){Es(e,e.return,t)}}if(4&r&&null!=(a=e.stateNode)){var o=e.memoizedProps,u=null!==n?n.memoizedProps:o,l=e.type,s=e.updateQueue;if(e.updateQueue=null,null!==s)try{\"input\"===l&&\"radio\"===o.type&&null!=o.name&&Z(a,o),be(l,u);var c=be(l,o);for(u=0;u<s.length;u+=2){var f=s[u],p=s[u+1];\"style\"===f?ge(a,p):\"dangerouslySetInnerHTML\"===f?fe(a,p):\"children\"===f?pe(a,p):b(a,f,p,c)}switch(l){case\"input\":X(a,o);break;case\"textarea\":ie(a,o);break;case\"select\":var d=a._wrapperState.wasMultiple;a._wrapperState.wasMultiple=!!o.multiple;var h=o.value;null!=h?ne(a,!!o.multiple,h,!1):d!==!!o.multiple&&(null!=o.defaultValue?ne(a,!!o.multiple,o.defaultValue,!0):ne(a,!!o.multiple,o.multiple?[]:\"\",!1))}a[da]=o}catch(t){Es(e,e.return,t)}}break;case 6:if(gl(t,e),ml(e),4&r){if(null===e.stateNode)throw Error(i(162));a=e.stateNode,o=e.memoizedProps;try{a.nodeValue=o}catch(t){Es(e,e.return,t)}}break;case 3:if(gl(t,e),ml(e),4&r&&null!==n&&n.memoizedState.isDehydrated)try{Bt(t.containerInfo)}catch(t){Es(e,e.return,t)}break;case 4:default:gl(t,e),ml(e);break;case 13:gl(t,e),ml(e),8192&(a=e.child).flags&&(o=null!==a.memoizedState,a.stateNode.isHidden=o,!o||null!==a.alternate&&null!==a.alternate.memoizedState||(Bl=Ze())),4&r&&vl(e);break;case 22:if(f=null!==n&&null!==n.memoizedState,1&e.mode?(Zu=(c=Zu)||f,gl(t,e),Zu=c):gl(t,e),ml(e),8192&r){if(c=null!==e.memoizedState,(e.stateNode.isHidden=c)&&!f&&0!=(1&e.mode))for(Ju=e,f=e.child;null!==f;){for(p=Ju=f;null!==Ju;){switch(h=(d=Ju).child,d.tag){case 0:case 11:case 14:case 15:rl(4,d,d.return);break;case 1:el(d,d.return);var v=d.stateNode;if(\"function\"==typeof v.componentWillUnmount){r=d,n=d.return;try{t=r,v.props=t.memoizedProps,v.state=t.memoizedState,v.componentWillUnmount()}catch(e){Es(r,n,e)}}break;case 5:el(d,d.return);break;case 22:if(null!==d.memoizedState){xl(p);continue}}null!==h?(h.return=d,Ju=h):xl(p)}f=f.sibling}e:for(f=null,p=e;;){if(5===p.tag){if(null===f){f=p;try{a=p.stateNode,c?\"function\"==typeof(o=a.style).setProperty?o.setProperty(\"display\",\"none\",\"important\"):o.display=\"none\":(l=p.stateNode,u=null!=(s=p.memoizedProps.style)&&s.hasOwnProperty(\"display\")?s.display:null,l.style.display=ve(\"display\",u))}catch(t){Es(e,e.return,t)}}}else if(6===p.tag){if(null===f)try{p.stateNode.nodeValue=c?\"\":p.memoizedProps}catch(t){Es(e,e.return,t)}}else if((22!==p.tag&&23!==p.tag||null===p.memoizedState||p===e)&&null!==p.child){p.child.return=p,p=p.child;continue}if(p===e)break e;for(;null===p.sibling;){if(null===p.return||p.return===e)break e;f===p&&(f=null),p=p.return}f===p&&(f=null),p.sibling.return=p.return,p=p.sibling}}break;case 19:gl(t,e),ml(e),4&r&&vl(e);case 21:}}function ml(e){var t=e.flags;if(2&t){try{e:{for(var n=e.return;null!==n;){if(ul(n)){var r=n;break e}n=n.return}throw Error(i(160))}switch(r.tag){case 5:var a=r.stateNode;32&r.flags&&(pe(a,\"\"),r.flags&=-33),cl(e,ll(e),a);break;case 3:case 4:var o=r.stateNode.containerInfo;sl(e,ll(e),o);break;default:throw Error(i(161))}}catch(t){Es(e,e.return,t)}e.flags&=-3}4096&t&&(e.flags&=-4097)}function bl(e,t,n){Ju=e,_l(e,t,n)}function _l(e,t,n){for(var r=0!=(1&e.mode);null!==Ju;){var a=Ju,i=a.child;if(22===a.tag&&r){var o=null!==a.memoizedState||Ku;if(!o){var u=a.alternate,l=null!==u&&null!==u.memoizedState||Zu;u=Ku;var s=Zu;if(Ku=o,(Zu=l)&&!s)for(Ju=a;null!==Ju;)l=(o=Ju).child,22===o.tag&&null!==o.memoizedState?kl(a):null!==l?(l.return=o,Ju=l):kl(a);for(;null!==i;)Ju=i,_l(i,t,n),i=i.sibling;Ju=a,Ku=u,Zu=s}wl(e)}else 0!=(8772&a.subtreeFlags)&&null!==i?(i.return=a,Ju=i):wl(e)}}function wl(e){for(;null!==Ju;){var t=Ju;if(0!=(8772&t.flags)){var n=t.alternate;try{if(0!=(8772&t.flags))switch(t.tag){case 0:case 11:case 15:Zu||al(5,t);break;case 1:var r=t.stateNode;if(4&t.flags&&!Zu)if(null===n)r.componentDidMount();else{var a=t.elementType===t.type?n.memoizedProps:gi(t.type,n.memoizedProps);r.componentDidUpdate(a,n.memoizedState,r.__reactInternalSnapshotBeforeUpdate)}var o=t.updateQueue;null!==o&&ji(t,o,r);break;case 3:var u=t.updateQueue;if(null!==u){if(n=null,null!==t.child)switch(t.child.tag){case 5:case 1:n=t.child.stateNode}ji(t,u,n)}break;case 5:var l=t.stateNode;if(null===n&&4&t.flags){n=l;var s=t.memoizedProps;switch(t.type){case\"button\":case\"input\":case\"select\":case\"textarea\":s.autoFocus&&n.focus();break;case\"img\":s.src&&(n.src=s.src)}}break;case 6:case 4:case 12:case 19:case 17:case 21:case 22:case 23:case 25:break;case 13:if(null===t.memoizedState){var c=t.alternate;if(null!==c){var f=c.memoizedState;if(null!==f){var p=f.dehydrated;null!==p&&Bt(p)}}}break;default:throw Error(i(163))}Zu||512&t.flags&&il(t)}catch(e){Es(t,t.return,e)}}if(t===e){Ju=null;break}if(null!==(n=t.sibling)){n.return=t.return,Ju=n;break}Ju=t.return}}function xl(e){for(;null!==Ju;){var t=Ju;if(t===e){Ju=null;break}var n=t.sibling;if(null!==n){n.return=t.return,Ju=n;break}Ju=t.return}}function kl(e){for(;null!==Ju;){var t=Ju;try{switch(t.tag){case 0:case 11:case 15:var n=t.return;try{al(4,t)}catch(e){Es(t,n,e)}break;case 1:var r=t.stateNode;if(\"function\"==typeof r.componentDidMount){var a=t.return;try{r.componentDidMount()}catch(e){Es(t,a,e)}}var i=t.return;try{il(t)}catch(e){Es(t,i,e)}break;case 5:var o=t.return;try{il(t)}catch(e){Es(t,o,e)}}}catch(e){Es(t,t.return,e)}if(t===e){Ju=null;break}var u=t.sibling;if(null!==u){u.return=t.return,Ju=u;break}Ju=t.return}}var Sl,El=Math.ceil,Cl=_.ReactCurrentDispatcher,Tl=_.ReactCurrentOwner,Ml=_.ReactCurrentBatchConfig,Nl=0,Pl=null,zl=null,Ll=0,Ol=0,Al=Sa(0),Fl=0,Dl=null,Rl=0,jl=0,Ul=0,Il=null,$l=null,Bl=0,Wl=1/0,Vl=null,Hl=!1,ql=null,Ql=null,Yl=!1,Gl=null,Kl=0,Zl=0,Xl=null,Jl=-1,es=0;function ts(){return 0!=(6&Nl)?Ze():-1!==Jl?Jl:Jl=Ze()}function ns(e){return 0==(1&e.mode)?1:0!=(2&Nl)&&0!==Ll?Ll&-Ll:null!==vi.transition?(0===es&&(es=vt()),es):0!==(e=bt)?e:e=void 0===(e=window.event)?16:Kt(e.type)}function rs(e,t,n,r){if(50<Zl)throw Zl=0,Xl=null,Error(i(185));yt(e,n,r),0!=(2&Nl)&&e===Pl||(e===Pl&&(0==(2&Nl)&&(jl|=n),4===Fl&&ls(e,Ll)),as(e,r),1===n&&0===Nl&&0==(1&t.mode)&&(Wl=Ze()+500,Ua&&Ba()))}function as(e,t){var n=e.callbackNode;!function(e,t){for(var n=e.suspendedLanes,r=e.pingedLanes,a=e.expirationTimes,i=e.pendingLanes;0<i;){var o=31-ot(i),u=1<<o,l=a[o];-1===l?0!=(u&n)&&0==(u&r)||(a[o]=dt(u,t)):l<=t&&(e.expiredLanes|=u),i&=~u}}(e,t);var r=pt(e,e===Pl?Ll:0);if(0===r)null!==n&&Ye(n),e.callbackNode=null,e.callbackPriority=0;else if(t=r&-r,e.callbackPriority!==t){if(null!=n&&Ye(n),1===t)0===e.tag?function(e){Ua=!0,$a(e)}(ss.bind(null,e)):$a(ss.bind(null,e)),oa((function(){0==(6&Nl)&&Ba()})),n=null;else{switch(_t(r)){case 1:n=Je;break;case 4:n=et;break;case 16:default:n=tt;break;case 536870912:n=rt}n=Ps(n,is.bind(null,e))}e.callbackPriority=t,e.callbackNode=n}}function is(e,t){if(Jl=-1,es=0,0!=(6&Nl))throw Error(i(327));var n=e.callbackNode;if(ks()&&e.callbackNode!==n)return null;var r=pt(e,e===Pl?Ll:0);if(0===r)return null;if(0!=(30&r)||0!=(r&e.expiredLanes)||t)t=ys(e,r);else{t=r;var a=Nl;Nl|=2;var o=vs();for(Pl===e&&Ll===t||(Vl=null,Wl=Ze()+500,ds(e,t));;)try{bs();break}catch(t){hs(e,t)}wi(),Cl.current=o,Nl=a,null!==zl?t=0:(Pl=null,Ll=0,t=Fl)}if(0!==t){if(2===t&&0!==(a=ht(e))&&(r=a,t=os(e,a)),1===t)throw n=Dl,ds(e,0),ls(e,r),as(e,Ze()),n;if(6===t)ls(e,r);else{if(a=e.current.alternate,0==(30&r)&&!function(e){for(var t=e;;){if(16384&t.flags){var n=t.updateQueue;if(null!==n&&null!==(n=n.stores))for(var r=0;r<n.length;r++){var a=n[r],i=a.getSnapshot;a=a.value;try{if(!ur(i(),a))return!1}catch(e){return!1}}}if(n=t.child,16384&t.subtreeFlags&&null!==n)n.return=t,t=n;else{if(t===e)break;for(;null===t.sibling;){if(null===t.return||t.return===e)return!0;t=t.return}t.sibling.return=t.return,t=t.sibling}}return!0}(a)&&(2===(t=ys(e,r))&&0!==(o=ht(e))&&(r=o,t=os(e,o)),1===t))throw n=Dl,ds(e,0),ls(e,r),as(e,Ze()),n;switch(e.finishedWork=a,e.finishedLanes=r,t){case 0:case 1:throw Error(i(345));case 2:case 5:xs(e,$l,Vl);break;case 3:if(ls(e,r),(130023424&r)===r&&10<(t=Bl+500-Ze())){if(0!==pt(e,0))break;if(((a=e.suspendedLanes)&r)!==r){ts(),e.pingedLanes|=e.suspendedLanes&a;break}e.timeoutHandle=ra(xs.bind(null,e,$l,Vl),t);break}xs(e,$l,Vl);break;case 4:if(ls(e,r),(4194240&r)===r)break;for(t=e.eventTimes,a=-1;0<r;){var u=31-ot(r);o=1<<u,(u=t[u])>a&&(a=u),r&=~o}if(r=a,10<(r=(120>(r=Ze()-r)?120:480>r?480:1080>r?1080:1920>r?1920:3e3>r?3e3:4320>r?4320:1960*El(r/1960))-r)){e.timeoutHandle=ra(xs.bind(null,e,$l,Vl),r);break}xs(e,$l,Vl);break;default:throw Error(i(329))}}}return as(e,Ze()),e.callbackNode===n?is.bind(null,e):null}function os(e,t){var n=Il;return e.current.memoizedState.isDehydrated&&(ds(e,t).flags|=256),2!==(e=ys(e,t))&&(t=$l,$l=n,null!==t&&us(t)),e}function us(e){null===$l?$l=e:$l.push.apply($l,e)}function ls(e,t){for(t&=~Ul,t&=~jl,e.suspendedLanes|=t,e.pingedLanes&=~t,e=e.expirationTimes;0<t;){var n=31-ot(t),r=1<<n;e[n]=-1,t&=~r}}function ss(e){if(0!=(6&Nl))throw Error(i(327));ks();var t=pt(e,0);if(0==(1&t))return as(e,Ze()),null;var n=ys(e,t);if(0!==e.tag&&2===n){var r=ht(e);0!==r&&(t=r,n=os(e,r))}if(1===n)throw n=Dl,ds(e,0),ls(e,t),as(e,Ze()),n;if(6===n)throw Error(i(345));return e.finishedWork=e.current.alternate,e.finishedLanes=t,xs(e,$l,Vl),as(e,Ze()),null}function cs(e,t){var n=Nl;Nl|=1;try{return e(t)}finally{0===(Nl=n)&&(Wl=Ze()+500,Ua&&Ba())}}function fs(e){null!==Gl&&0===Gl.tag&&0==(6&Nl)&&ks();var t=Nl;Nl|=1;var n=Ml.transition,r=bt;try{if(Ml.transition=null,bt=1,e)return e()}finally{bt=r,Ml.transition=n,0==(6&(Nl=t))&&Ba()}}function ps(){Ol=Al.current,Ea(Al)}function ds(e,t){e.finishedWork=null,e.finishedLanes=0;var n=e.timeoutHandle;if(-1!==n&&(e.timeoutHandle=-1,aa(n)),null!==zl)for(n=zl.return;null!==n;){var r=n;switch(ti(r),r.tag){case 1:null!=(r=r.type.childContextTypes)&&Oa();break;case 3:ao(),Ea(Na),Ea(Ma),co();break;case 5:oo(r);break;case 4:ao();break;case 13:case 19:Ea(uo);break;case 10:xi(r.type._context);break;case 22:case 23:ps()}n=n.return}if(Pl=e,zl=e=As(e.current,null),Ll=Ol=t,Fl=0,Dl=null,Ul=jl=Rl=0,$l=Il=null,null!==Ci){for(t=0;t<Ci.length;t++)if(null!==(r=(n=Ci[t]).interleaved)){n.interleaved=null;var a=r.next,i=n.pending;if(null!==i){var o=i.next;i.next=a,r.next=o}n.pending=r}Ci=null}return e}function hs(e,t){for(;;){var n=zl;try{if(wi(),fo.current=ou,mo){for(var r=vo.memoizedState;null!==r;){var a=r.queue;null!==a&&(a.pending=null),r=r.next}mo=!1}if(ho=0,yo=go=vo=null,bo=!1,_o=0,Tl.current=null,null===n||null===n.return){Fl=1,Dl=t,zl=null;break}e:{var o=e,u=n.return,l=n,s=t;if(t=Ll,l.flags|=32768,null!==s&&\"object\"==typeof s&&\"function\"==typeof s.then){var c=s,f=l,p=f.tag;if(0==(1&f.mode)&&(0===p||11===p||15===p)){var d=f.alternate;d?(f.updateQueue=d.updateQueue,f.memoizedState=d.memoizedState,f.lanes=d.lanes):(f.updateQueue=null,f.memoizedState=null)}var h=yu(u);if(null!==h){h.flags&=-257,mu(h,u,l,0,t),1&h.mode&&gu(o,c,t),s=c;var v=(t=h).updateQueue;if(null===v){var g=new Set;g.add(s),t.updateQueue=g}else v.add(s);break e}if(0==(1&t)){gu(o,c,t),gs();break e}s=Error(i(426))}else if(ai&&1&l.mode){var y=yu(u);if(null!==y){0==(65536&y.flags)&&(y.flags|=256),mu(y,u,l,0,t),hi(cu(s,l));break e}}o=s=cu(s,l),4!==Fl&&(Fl=2),null===Il?Il=[o]:Il.push(o),o=u;do{switch(o.tag){case 3:o.flags|=65536,t&=-t,o.lanes|=t,Di(o,hu(0,s,t));break e;case 1:l=s;var m=o.type,b=o.stateNode;if(0==(128&o.flags)&&(\"function\"==typeof m.getDerivedStateFromError||null!==b&&\"function\"==typeof b.componentDidCatch&&(null===Ql||!Ql.has(b)))){o.flags|=65536,t&=-t,o.lanes|=t,Di(o,vu(o,l,t));break e}}o=o.return}while(null!==o)}ws(n)}catch(e){t=e,zl===n&&null!==n&&(zl=n=n.return);continue}break}}function vs(){var e=Cl.current;return Cl.current=ou,null===e?ou:e}function gs(){0!==Fl&&3!==Fl&&2!==Fl||(Fl=4),null===Pl||0==(268435455&Rl)&&0==(268435455&jl)||ls(Pl,Ll)}function ys(e,t){var n=Nl;Nl|=2;var r=vs();for(Pl===e&&Ll===t||(Vl=null,ds(e,t));;)try{ms();break}catch(t){hs(e,t)}if(wi(),Nl=n,Cl.current=r,null!==zl)throw Error(i(261));return Pl=null,Ll=0,Fl}function ms(){for(;null!==zl;)_s(zl)}function bs(){for(;null!==zl&&!Ge();)_s(zl)}function _s(e){var t=Sl(e.alternate,e,Ol);e.memoizedProps=e.pendingProps,null===t?ws(e):zl=t,Tl.current=null}function ws(e){var t=e;do{var n=t.alternate;if(e=t.return,0==(32768&t.flags)){if(null!==(n=Yu(n,t,Ol)))return void(zl=n)}else{if(null!==(n=Gu(n,t)))return n.flags&=32767,void(zl=n);if(null===e)return Fl=6,void(zl=null);e.flags|=32768,e.subtreeFlags=0,e.deletions=null}if(null!==(t=t.sibling))return void(zl=t);zl=t=e}while(null!==t);0===Fl&&(Fl=5)}function xs(e,t,n){var r=bt,a=Ml.transition;try{Ml.transition=null,bt=1,function(e,t,n,r){do{ks()}while(null!==Gl);if(0!=(6&Nl))throw Error(i(327));n=e.finishedWork;var a=e.finishedLanes;if(null===n)return null;if(e.finishedWork=null,e.finishedLanes=0,n===e.current)throw Error(i(177));e.callbackNode=null,e.callbackPriority=0;var o=n.lanes|n.childLanes;if(function(e,t){var n=e.pendingLanes&~t;e.pendingLanes=t,e.suspendedLanes=0,e.pingedLanes=0,e.expiredLanes&=t,e.mutableReadLanes&=t,e.entangledLanes&=t,t=e.entanglements;var r=e.eventTimes;for(e=e.expirationTimes;0<n;){var a=31-ot(n),i=1<<a;t[a]=0,r[a]=-1,e[a]=-1,n&=~i}}(e,o),e===Pl&&(zl=Pl=null,Ll=0),0==(2064&n.subtreeFlags)&&0==(2064&n.flags)||Yl||(Yl=!0,Ps(tt,(function(){return ks(),null}))),o=0!=(15990&n.flags),0!=(15990&n.subtreeFlags)||o){o=Ml.transition,Ml.transition=null;var u=bt;bt=1;var l=Nl;Nl|=4,Tl.current=null,function(e,t){if(ea=Vt,dr(e=pr())){if(\"selectionStart\"in e)var n={start:e.selectionStart,end:e.selectionEnd};else e:{var r=(n=(n=e.ownerDocument)&&n.defaultView||window).getSelection&&n.getSelection();if(r&&0!==r.rangeCount){n=r.anchorNode;var a=r.anchorOffset,o=r.focusNode;r=r.focusOffset;try{n.nodeType,o.nodeType}catch(e){n=null;break e}var u=0,l=-1,s=-1,c=0,f=0,p=e,d=null;t:for(;;){for(var h;p!==n||0!==a&&3!==p.nodeType||(l=u+a),p!==o||0!==r&&3!==p.nodeType||(s=u+r),3===p.nodeType&&(u+=p.nodeValue.length),null!==(h=p.firstChild);)d=p,p=h;for(;;){if(p===e)break t;if(d===n&&++c===a&&(l=u),d===o&&++f===r&&(s=u),null!==(h=p.nextSibling))break;d=(p=d).parentNode}p=h}n=-1===l||-1===s?null:{start:l,end:s}}else n=null}n=n||{start:0,end:0}}else n=null;for(ta={focusedElem:e,selectionRange:n},Vt=!1,Ju=t;null!==Ju;)if(e=(t=Ju).child,0!=(1028&t.subtreeFlags)&&null!==e)e.return=t,Ju=e;else for(;null!==Ju;){t=Ju;try{var v=t.alternate;if(0!=(1024&t.flags))switch(t.tag){case 0:case 11:case 15:case 5:case 6:case 4:case 17:break;case 1:if(null!==v){var g=v.memoizedProps,y=v.memoizedState,m=t.stateNode,b=m.getSnapshotBeforeUpdate(t.elementType===t.type?g:gi(t.type,g),y);m.__reactInternalSnapshotBeforeUpdate=b}break;case 3:var _=t.stateNode.containerInfo;1===_.nodeType?_.textContent=\"\":9===_.nodeType&&_.documentElement&&_.removeChild(_.documentElement);break;default:throw Error(i(163))}}catch(e){Es(t,t.return,e)}if(null!==(e=t.sibling)){e.return=t.return,Ju=e;break}Ju=t.return}v=nl,nl=!1}(e,n),yl(n,e),hr(ta),Vt=!!ea,ta=ea=null,e.current=n,bl(n,e,a),Ke(),Nl=l,bt=u,Ml.transition=o}else e.current=n;if(Yl&&(Yl=!1,Gl=e,Kl=a),0===(o=e.pendingLanes)&&(Ql=null),function(e){if(it&&\"function\"==typeof it.onCommitFiberRoot)try{it.onCommitFiberRoot(at,e,void 0,128==(128&e.current.flags))}catch(e){}}(n.stateNode),as(e,Ze()),null!==t)for(r=e.onRecoverableError,n=0;n<t.length;n++)r((a=t[n]).value,{componentStack:a.stack,digest:a.digest});if(Hl)throw Hl=!1,e=ql,ql=null,e;0!=(1&Kl)&&0!==e.tag&&ks(),0!=(1&(o=e.pendingLanes))?e===Xl?Zl++:(Zl=0,Xl=e):Zl=0,Ba()}(e,t,n,r)}finally{Ml.transition=a,bt=r}return null}function ks(){if(null!==Gl){var e=_t(Kl),t=Ml.transition,n=bt;try{if(Ml.transition=null,bt=16>e?16:e,null===Gl)var r=!1;else{if(e=Gl,Gl=null,Kl=0,0!=(6&Nl))throw Error(i(331));var a=Nl;for(Nl|=4,Ju=e.current;null!==Ju;){var o=Ju,u=o.child;if(0!=(16&Ju.flags)){var l=o.deletions;if(null!==l){for(var s=0;s<l.length;s++){var c=l[s];for(Ju=c;null!==Ju;){var f=Ju;switch(f.tag){case 0:case 11:case 15:rl(8,f,o)}var p=f.child;if(null!==p)p.return=f,Ju=p;else for(;null!==Ju;){var d=(f=Ju).sibling,h=f.return;if(ol(f),f===c){Ju=null;break}if(null!==d){d.return=h,Ju=d;break}Ju=h}}}var v=o.alternate;if(null!==v){var g=v.child;if(null!==g){v.child=null;do{var y=g.sibling;g.sibling=null,g=y}while(null!==g)}}Ju=o}}if(0!=(2064&o.subtreeFlags)&&null!==u)u.return=o,Ju=u;else e:for(;null!==Ju;){if(0!=(2048&(o=Ju).flags))switch(o.tag){case 0:case 11:case 15:rl(9,o,o.return)}var m=o.sibling;if(null!==m){m.return=o.return,Ju=m;break e}Ju=o.return}}var b=e.current;for(Ju=b;null!==Ju;){var _=(u=Ju).child;if(0!=(2064&u.subtreeFlags)&&null!==_)_.return=u,Ju=_;else e:for(u=b;null!==Ju;){if(0!=(2048&(l=Ju).flags))try{switch(l.tag){case 0:case 11:case 15:al(9,l)}}catch(e){Es(l,l.return,e)}if(l===u){Ju=null;break e}var w=l.sibling;if(null!==w){w.return=l.return,Ju=w;break e}Ju=l.return}}if(Nl=a,Ba(),it&&\"function\"==typeof it.onPostCommitFiberRoot)try{it.onPostCommitFiberRoot(at,e)}catch(e){}r=!0}return r}finally{bt=n,Ml.transition=t}}return!1}function Ss(e,t,n){e=Ai(e,t=hu(0,t=cu(n,t),1),1),t=ts(),null!==e&&(yt(e,1,t),as(e,t))}function Es(e,t,n){if(3===e.tag)Ss(e,e,n);else for(;null!==t;){if(3===t.tag){Ss(t,e,n);break}if(1===t.tag){var r=t.stateNode;if(\"function\"==typeof t.type.getDerivedStateFromError||\"function\"==typeof r.componentDidCatch&&(null===Ql||!Ql.has(r))){t=Ai(t,e=vu(t,e=cu(n,e),1),1),e=ts(),null!==t&&(yt(t,1,e),as(t,e));break}}t=t.return}}function Cs(e,t,n){var r=e.pingCache;null!==r&&r.delete(t),t=ts(),e.pingedLanes|=e.suspendedLanes&n,Pl===e&&(Ll&n)===n&&(4===Fl||3===Fl&&(130023424&Ll)===Ll&&500>Ze()-Bl?ds(e,0):Ul|=n),as(e,t)}function Ts(e,t){0===t&&(0==(1&e.mode)?t=1:(t=ct,0==(130023424&(ct<<=1))&&(ct=4194304)));var n=ts();null!==(e=Ni(e,t))&&(yt(e,t,n),as(e,n))}function Ms(e){var t=e.memoizedState,n=0;null!==t&&(n=t.retryLane),Ts(e,n)}function Ns(e,t){var n=0;switch(e.tag){case 13:var r=e.stateNode,a=e.memoizedState;null!==a&&(n=a.retryLane);break;case 19:r=e.stateNode;break;default:throw Error(i(314))}null!==r&&r.delete(t),Ts(e,n)}function Ps(e,t){return Qe(e,t)}function zs(e,t,n,r){this.tag=e,this.key=n,this.sibling=this.child=this.return=this.stateNode=this.type=this.elementType=null,this.index=0,this.ref=null,this.pendingProps=t,this.dependencies=this.memoizedState=this.updateQueue=this.memoizedProps=null,this.mode=r,this.subtreeFlags=this.flags=0,this.deletions=null,this.childLanes=this.lanes=0,this.alternate=null}function Ls(e,t,n,r){return new zs(e,t,n,r)}function Os(e){return!(!(e=e.prototype)||!e.isReactComponent)}function As(e,t){var n=e.alternate;return null===n?((n=Ls(e.tag,t,e.key,e.mode)).elementType=e.elementType,n.type=e.type,n.stateNode=e.stateNode,n.alternate=e,e.alternate=n):(n.pendingProps=t,n.type=e.type,n.flags=0,n.subtreeFlags=0,n.deletions=null),n.flags=14680064&e.flags,n.childLanes=e.childLanes,n.lanes=e.lanes,n.child=e.child,n.memoizedProps=e.memoizedProps,n.memoizedState=e.memoizedState,n.updateQueue=e.updateQueue,t=e.dependencies,n.dependencies=null===t?null:{lanes:t.lanes,firstContext:t.firstContext},n.sibling=e.sibling,n.index=e.index,n.ref=e.ref,n}function Fs(e,t,n,r,a,o){var u=2;if(r=e,\"function\"==typeof e)Os(e)&&(u=1);else if(\"string\"==typeof e)u=5;else e:switch(e){case k:return Ds(n.children,a,o,t);case S:u=8,a|=8;break;case E:return(e=Ls(12,n,t,2|a)).elementType=E,e.lanes=o,e;case N:return(e=Ls(13,n,t,a)).elementType=N,e.lanes=o,e;case P:return(e=Ls(19,n,t,a)).elementType=P,e.lanes=o,e;case O:return Rs(n,a,o,t);default:if(\"object\"==typeof e&&null!==e)switch(e.$$typeof){case C:u=10;break e;case T:u=9;break e;case M:u=11;break e;case z:u=14;break e;case L:u=16,r=null;break e}throw Error(i(130,null==e?e:typeof e,\"\"))}return(t=Ls(u,n,t,a)).elementType=e,t.type=r,t.lanes=o,t}function Ds(e,t,n,r){return(e=Ls(7,e,r,t)).lanes=n,e}function Rs(e,t,n,r){return(e=Ls(22,e,r,t)).elementType=O,e.lanes=n,e.stateNode={isHidden:!1},e}function js(e,t,n){return(e=Ls(6,e,null,t)).lanes=n,e}function Us(e,t,n){return(t=Ls(4,null!==e.children?e.children:[],e.key,t)).lanes=n,t.stateNode={containerInfo:e.containerInfo,pendingChildren:null,implementation:e.implementation},t}function Is(e,t,n,r,a){this.tag=t,this.containerInfo=e,this.finishedWork=this.pingCache=this.current=this.pendingChildren=null,this.timeoutHandle=-1,this.callbackNode=this.pendingContext=this.context=null,this.callbackPriority=0,this.eventTimes=gt(0),this.expirationTimes=gt(-1),this.entangledLanes=this.finishedLanes=this.mutableReadLanes=this.expiredLanes=this.pingedLanes=this.suspendedLanes=this.pendingLanes=0,this.entanglements=gt(0),this.identifierPrefix=r,this.onRecoverableError=a,this.mutableSourceEagerHydrationData=null}function $s(e,t,n,r,a,i,o,u,l){return e=new Is(e,t,n,u,l),1===t?(t=1,!0===i&&(t|=8)):t=0,i=Ls(3,null,null,t),e.current=i,i.stateNode=e,i.memoizedState={element:r,isDehydrated:n,cache:null,transitions:null,pendingSuspenseBoundaries:null},zi(i),e}function Bs(e){if(!e)return Ta;e:{if(Be(e=e._reactInternals)!==e||1!==e.tag)throw Error(i(170));var t=e;do{switch(t.tag){case 3:t=t.stateNode.context;break e;case 1:if(La(t.type)){t=t.stateNode.__reactInternalMemoizedMergedChildContext;break e}}t=t.return}while(null!==t);throw Error(i(171))}if(1===e.tag){var n=e.type;if(La(n))return Fa(e,n,t)}return t}function Ws(e,t,n,r,a,i,o,u,l){return(e=$s(n,r,!0,e,0,i,0,u,l)).context=Bs(null),n=e.current,(i=Oi(r=ts(),a=ns(n))).callback=null!=t?t:null,Ai(n,i,a),e.current.lanes=a,yt(e,a,r),as(e,r),e}function Vs(e,t,n,r){var a=t.current,i=ts(),o=ns(a);return n=Bs(n),null===t.context?t.context=n:t.pendingContext=n,(t=Oi(i,o)).payload={element:e},null!==(r=void 0===r?null:r)&&(t.callback=r),null!==(e=Ai(a,t,o))&&(rs(e,a,o,i),Fi(e,a,o)),o}function Hs(e){return(e=e.current).child?(e.child.tag,e.child.stateNode):null}function qs(e,t){if(null!==(e=e.memoizedState)&&null!==e.dehydrated){var n=e.retryLane;e.retryLane=0!==n&&n<t?n:t}}function Qs(e,t){qs(e,t),(e=e.alternate)&&qs(e,t)}Sl=function(e,t,n){if(null!==e)if(e.memoizedProps!==t.pendingProps||Na.current)_u=!0;else{if(0==(e.lanes&n)&&0==(128&t.flags))return _u=!1,function(e,t,n){switch(t.tag){case 3:Pu(t),di();break;case 5:io(t);break;case 1:La(t.type)&&Da(t);break;case 4:ro(t,t.stateNode.containerInfo);break;case 10:var r=t.type._context,a=t.memoizedProps.value;Ca(yi,r._currentValue),r._currentValue=a;break;case 13:if(null!==(r=t.memoizedState))return null!==r.dehydrated?(Ca(uo,1&uo.current),t.flags|=128,null):0!=(n&t.child.childLanes)?ju(e,t,n):(Ca(uo,1&uo.current),null!==(e=Hu(e,t,n))?e.sibling:null);Ca(uo,1&uo.current);break;case 19:if(r=0!=(n&t.childLanes),0!=(128&e.flags)){if(r)return Wu(e,t,n);t.flags|=128}if(null!==(a=t.memoizedState)&&(a.rendering=null,a.tail=null,a.lastEffect=null),Ca(uo,uo.current),r)break;return null;case 22:case 23:return t.lanes=0,Eu(e,t,n)}return Hu(e,t,n)}(e,t,n);_u=0!=(131072&e.flags)}else _u=!1,ai&&0!=(1048576&t.flags)&&Ja(t,qa,t.index);switch(t.lanes=0,t.tag){case 2:var r=t.type;Vu(e,t),e=t.pendingProps;var a=za(t,Ma.current);Si(t,n),a=So(null,t,r,e,a,n);var o=Eo();return t.flags|=1,\"object\"==typeof a&&null!==a&&\"function\"==typeof a.render&&void 0===a.$$typeof?(t.tag=1,t.memoizedState=null,t.updateQueue=null,La(r)?(o=!0,Da(t)):o=!1,t.memoizedState=null!==a.state&&void 0!==a.state?a.state:null,zi(t),a.updater=$i,t.stateNode=a,a._reactInternals=t,Hi(t,r,e,n),t=Nu(null,t,r,!0,o,n)):(t.tag=0,ai&&o&&ei(t),wu(null,t,a,n),t=t.child),t;case 16:r=t.elementType;e:{switch(Vu(e,t),e=t.pendingProps,r=(a=r._init)(r._payload),t.type=r,a=t.tag=function(e){if(\"function\"==typeof e)return Os(e)?1:0;if(null!=e){if((e=e.$$typeof)===M)return 11;if(e===z)return 14}return 2}(r),e=gi(r,e),a){case 0:t=Tu(null,t,r,e,n);break e;case 1:t=Mu(null,t,r,e,n);break e;case 11:t=xu(null,t,r,e,n);break e;case 14:t=ku(null,t,r,gi(r.type,e),n);break e}throw Error(i(306,r,\"\"))}return t;case 0:return r=t.type,a=t.pendingProps,Tu(e,t,r,a=t.elementType===r?a:gi(r,a),n);case 1:return r=t.type,a=t.pendingProps,Mu(e,t,r,a=t.elementType===r?a:gi(r,a),n);case 3:e:{if(Pu(t),null===e)throw Error(i(387));r=t.pendingProps,a=(o=t.memoizedState).element,Li(e,t),Ri(t,r,null,n);var u=t.memoizedState;if(r=u.element,o.isDehydrated){if(o={element:r,isDehydrated:!1,cache:u.cache,pendingSuspenseBoundaries:u.pendingSuspenseBoundaries,transitions:u.transitions},t.updateQueue.baseState=o,t.memoizedState=o,256&t.flags){t=zu(e,t,r,n,a=cu(Error(i(423)),t));break e}if(r!==a){t=zu(e,t,r,n,a=cu(Error(i(424)),t));break e}for(ri=sa(t.stateNode.containerInfo.firstChild),ni=t,ai=!0,ii=null,n=Zi(t,null,r,n),t.child=n;n;)n.flags=-3&n.flags|4096,n=n.sibling}else{if(di(),r===a){t=Hu(e,t,n);break e}wu(e,t,r,n)}t=t.child}return t;case 5:return io(t),null===e&&si(t),r=t.type,a=t.pendingProps,o=null!==e?e.memoizedProps:null,u=a.children,na(r,a)?u=null:null!==o&&na(r,o)&&(t.flags|=32),Cu(e,t),wu(e,t,u,n),t.child;case 6:return null===e&&si(t),null;case 13:return ju(e,t,n);case 4:return ro(t,t.stateNode.containerInfo),r=t.pendingProps,null===e?t.child=Ki(t,null,r,n):wu(e,t,r,n),t.child;case 11:return r=t.type,a=t.pendingProps,xu(e,t,r,a=t.elementType===r?a:gi(r,a),n);case 7:return wu(e,t,t.pendingProps,n),t.child;case 8:case 12:return wu(e,t,t.pendingProps.children,n),t.child;case 10:e:{if(r=t.type._context,a=t.pendingProps,o=t.memoizedProps,u=a.value,Ca(yi,r._currentValue),r._currentValue=u,null!==o)if(ur(o.value,u)){if(o.children===a.children&&!Na.current){t=Hu(e,t,n);break e}}else for(null!==(o=t.child)&&(o.return=t);null!==o;){var l=o.dependencies;if(null!==l){u=o.child;for(var s=l.firstContext;null!==s;){if(s.context===r){if(1===o.tag){(s=Oi(-1,n&-n)).tag=2;var c=o.updateQueue;if(null!==c){var f=(c=c.shared).pending;null===f?s.next=s:(s.next=f.next,f.next=s),c.pending=s}}o.lanes|=n,null!==(s=o.alternate)&&(s.lanes|=n),ki(o.return,n,t),l.lanes|=n;break}s=s.next}}else if(10===o.tag)u=o.type===t.type?null:o.child;else if(18===o.tag){if(null===(u=o.return))throw Error(i(341));u.lanes|=n,null!==(l=u.alternate)&&(l.lanes|=n),ki(u,n,t),u=o.sibling}else u=o.child;if(null!==u)u.return=o;else for(u=o;null!==u;){if(u===t){u=null;break}if(null!==(o=u.sibling)){o.return=u.return,u=o;break}u=u.return}o=u}wu(e,t,a.children,n),t=t.child}return t;case 9:return a=t.type,r=t.pendingProps.children,Si(t,n),r=r(a=Ei(a)),t.flags|=1,wu(e,t,r,n),t.child;case 14:return a=gi(r=t.type,t.pendingProps),ku(e,t,r,a=gi(r.type,a),n);case 15:return Su(e,t,t.type,t.pendingProps,n);case 17:return r=t.type,a=t.pendingProps,a=t.elementType===r?a:gi(r,a),Vu(e,t),t.tag=1,La(r)?(e=!0,Da(t)):e=!1,Si(t,n),Wi(t,r,a),Hi(t,r,a,n),Nu(null,t,r,!0,e,n);case 19:return Wu(e,t,n);case 22:return Eu(e,t,n)}throw Error(i(156,t.tag))};var Ys=\"function\"==typeof reportError?reportError:function(e){console.error(e)};function Gs(e){this._internalRoot=e}function Ks(e){this._internalRoot=e}function Zs(e){return!(!e||1!==e.nodeType&&9!==e.nodeType&&11!==e.nodeType)}function Xs(e){return!(!e||1!==e.nodeType&&9!==e.nodeType&&11!==e.nodeType&&(8!==e.nodeType||\" react-mount-point-unstable \"!==e.nodeValue))}function Js(){}function ec(e,t,n,r,a){var i=n._reactRootContainer;if(i){var o=i;if(\"function\"==typeof a){var u=a;a=function(){var e=Hs(o);u.call(e)}}Vs(t,o,e,a)}else o=function(e,t,n,r,a){if(a){if(\"function\"==typeof r){var i=r;r=function(){var e=Hs(o);i.call(e)}}var o=Ws(t,r,e,0,null,!1,0,\"\",Js);return e._reactRootContainer=o,e[ha]=o.current,Br(8===e.nodeType?e.parentNode:e),fs(),o}for(;a=e.lastChild;)e.removeChild(a);if(\"function\"==typeof r){var u=r;r=function(){var e=Hs(l);u.call(e)}}var l=$s(e,0,!1,null,0,!1,0,\"\",Js);return e._reactRootContainer=l,e[ha]=l.current,Br(8===e.nodeType?e.parentNode:e),fs((function(){Vs(t,l,n,r)})),l}(n,t,e,a,r);return Hs(o)}Ks.prototype.render=Gs.prototype.render=function(e){var t=this._internalRoot;if(null===t)throw Error(i(409));Vs(e,t,null,null)},Ks.prototype.unmount=Gs.prototype.unmount=function(){var e=this._internalRoot;if(null!==e){this._internalRoot=null;var t=e.containerInfo;fs((function(){Vs(null,e,null,null)})),t[ha]=null}},Ks.prototype.unstable_scheduleHydration=function(e){if(e){var t=St();e={blockedOn:null,target:e,priority:t};for(var n=0;n<Ot.length&&0!==t&&t<Ot[n].priority;n++);Ot.splice(n,0,e),0===n&&Rt(e)}},wt=function(e){switch(e.tag){case 3:var t=e.stateNode;if(t.current.memoizedState.isDehydrated){var n=ft(t.pendingLanes);0!==n&&(mt(t,1|n),as(t,Ze()),0==(6&Nl)&&(Wl=Ze()+500,Ba()))}break;case 13:fs((function(){var t=Ni(e,1);if(null!==t){var n=ts();rs(t,e,1,n)}})),Qs(e,1)}},xt=function(e){if(13===e.tag){var t=Ni(e,134217728);null!==t&&rs(t,e,134217728,ts()),Qs(e,134217728)}},kt=function(e){if(13===e.tag){var t=ns(e),n=Ni(e,t);null!==n&&rs(n,e,t,ts()),Qs(e,t)}},St=function(){return bt},Et=function(e,t){var n=bt;try{return bt=e,t()}finally{bt=n}},xe=function(e,t,n){switch(t){case\"input\":if(X(e,n),t=n.name,\"radio\"===n.type&&null!=t){for(n=e;n.parentNode;)n=n.parentNode;for(n=n.querySelectorAll(\"input[name=\"+JSON.stringify(\"\"+t)+'][type=\"radio\"]'),t=0;t<n.length;t++){var r=n[t];if(r!==e&&r.form===e.form){var a=wa(r);if(!a)throw Error(i(90));Q(r),X(r,a)}}}break;case\"textarea\":ie(e,n);break;case\"select\":null!=(t=n.value)&&ne(e,!!n.multiple,t,!1)}},Me=cs,Ne=fs;var tc={usingClientEntryPoint:!1,Events:[ba,_a,wa,Ce,Te,cs]},nc={findFiberByHostInstance:ma,bundleType:0,version:\"18.2.0\",rendererPackageName:\"react-dom\"},rc={bundleType:nc.bundleType,version:nc.version,rendererPackageName:nc.rendererPackageName,rendererConfig:nc.rendererConfig,overrideHookState:null,overrideHookStateDeletePath:null,overrideHookStateRenamePath:null,overrideProps:null,overridePropsDeletePath:null,overridePropsRenamePath:null,setErrorHandler:null,setSuspenseHandler:null,scheduleUpdate:null,currentDispatcherRef:_.ReactCurrentDispatcher,findHostInstanceByFiber:function(e){return null===(e=He(e))?null:e.stateNode},findFiberByHostInstance:nc.findFiberByHostInstance||function(){return null},findHostInstancesForRefresh:null,scheduleRefresh:null,scheduleRoot:null,setRefreshHandler:null,getCurrentFiber:null,reconcilerVersion:\"18.2.0-next-9e3b772b8-20220608\"};if(\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__){var ac=__REACT_DEVTOOLS_GLOBAL_HOOK__;if(!ac.isDisabled&&ac.supportsFiber)try{at=ac.inject(rc),it=ac}catch(ce){}}t.__SECRET_INTERNALS_DO_NOT_USE_OR_YOU_WILL_BE_FIRED=tc,t.createPortal=function(e,t){var n=2<arguments.length&&void 0!==arguments[2]?arguments[2]:null;if(!Zs(t))throw Error(i(200));return function(e,t,n){var r=3<arguments.length&&void 0!==arguments[3]?arguments[3]:null;return{$$typeof:x,key:null==r?null:\"\"+r,children:e,containerInfo:t,implementation:n}}(e,t,null,n)},t.createRoot=function(e,t){if(!Zs(e))throw Error(i(299));var n=!1,r=\"\",a=Ys;return null!=t&&(!0===t.unstable_strictMode&&(n=!0),void 0!==t.identifierPrefix&&(r=t.identifierPrefix),void 0!==t.onRecoverableError&&(a=t.onRecoverableError)),t=$s(e,1,!1,null,0,n,0,r,a),e[ha]=t.current,Br(8===e.nodeType?e.parentNode:e),new Gs(t)},t.findDOMNode=function(e){if(null==e)return null;if(1===e.nodeType)return e;var t=e._reactInternals;if(void 0===t){if(\"function\"==typeof e.render)throw Error(i(188));throw e=Object.keys(e).join(\",\"),Error(i(268,e))}return null===(e=He(t))?null:e.stateNode},t.flushSync=function(e){return fs(e)},t.hydrate=function(e,t,n){if(!Xs(t))throw Error(i(200));return ec(null,e,t,!0,n)},t.hydrateRoot=function(e,t,n){if(!Zs(e))throw Error(i(405));var r=null!=n&&n.hydratedSources||null,a=!1,o=\"\",u=Ys;if(null!=n&&(!0===n.unstable_strictMode&&(a=!0),void 0!==n.identifierPrefix&&(o=n.identifierPrefix),void 0!==n.onRecoverableError&&(u=n.onRecoverableError)),t=Ws(t,null,e,1,null!=n?n:null,a,0,o,u),e[ha]=t.current,Br(e),r)for(e=0;e<r.length;e++)a=(a=(n=r[e])._getVersion)(n._source),null==t.mutableSourceEagerHydrationData?t.mutableSourceEagerHydrationData=[n,a]:t.mutableSourceEagerHydrationData.push(n,a);return new Ks(t)},t.render=function(e,t,n){if(!Xs(t))throw Error(i(200));return ec(null,e,t,!1,n)},t.unmountComponentAtNode=function(e){if(!Xs(e))throw Error(i(40));return!!e._reactRootContainer&&(fs((function(){ec(null,null,e,!1,(function(){e._reactRootContainer=null,e[ha]=null}))})),!0)},t.unstable_batchedUpdates=cs,t.unstable_renderSubtreeIntoContainer=function(e,t,n,r){if(!Xs(n))throw Error(i(200));if(null==e||void 0===e._reactInternals)throw Error(i(38));return ec(e,t,n,!1,r)},t.version=\"18.2.0-next-9e3b772b8-20220608\"},935:(e,t,n)=>{\"use strict\";!function e(){if(\"undefined\"!=typeof __REACT_DEVTOOLS_GLOBAL_HOOK__&&\"function\"==typeof __REACT_DEVTOOLS_GLOBAL_HOOK__.checkDCE)try{__REACT_DEVTOOLS_GLOBAL_HOOK__.checkDCE(e)}catch(e){console.error(e)}}(),e.exports=n(448)},408:(e,t)=>{\"use strict\";var n=Symbol.for(\"react.element\"),r=Symbol.for(\"react.portal\"),a=Symbol.for(\"react.fragment\"),i=Symbol.for(\"react.strict_mode\"),o=Symbol.for(\"react.profiler\"),u=Symbol.for(\"react.provider\"),l=Symbol.for(\"react.context\"),s=Symbol.for(\"react.forward_ref\"),c=Symbol.for(\"react.suspense\"),f=Symbol.for(\"react.memo\"),p=Symbol.for(\"react.lazy\"),d=Symbol.iterator,h={isMounted:function(){return!1},enqueueForceUpdate:function(){},enqueueReplaceState:function(){},enqueueSetState:function(){}},v=Object.assign,g={};function y(e,t,n){this.props=e,this.context=t,this.refs=g,this.updater=n||h}function m(){}function b(e,t,n){this.props=e,this.context=t,this.refs=g,this.updater=n||h}y.prototype.isReactComponent={},y.prototype.setState=function(e,t){if(\"object\"!=typeof e&&\"function\"!=typeof e&&null!=e)throw Error(\"setState(...): takes an object of state variables to update or a function which returns an object of state variables.\");this.updater.enqueueSetState(this,e,t,\"setState\")},y.prototype.forceUpdate=function(e){this.updater.enqueueForceUpdate(this,e,\"forceUpdate\")},m.prototype=y.prototype;var _=b.prototype=new m;_.constructor=b,v(_,y.prototype),_.isPureReactComponent=!0;var w=Array.isArray,x=Object.prototype.hasOwnProperty,k={current:null},S={key:!0,ref:!0,__self:!0,__source:!0};function E(e,t,r){var a,i={},o=null,u=null;if(null!=t)for(a in void 0!==t.ref&&(u=t.ref),void 0!==t.key&&(o=\"\"+t.key),t)x.call(t,a)&&!S.hasOwnProperty(a)&&(i[a]=t[a]);var l=arguments.length-2;if(1===l)i.children=r;else if(1<l){for(var s=Array(l),c=0;c<l;c++)s[c]=arguments[c+2];i.children=s}if(e&&e.defaultProps)for(a in l=e.defaultProps)void 0===i[a]&&(i[a]=l[a]);return{$$typeof:n,type:e,key:o,ref:u,props:i,_owner:k.current}}function C(e){return\"object\"==typeof e&&null!==e&&e.$$typeof===n}var T=/\\/+/g;function M(e,t){return\"object\"==typeof e&&null!==e&&null!=e.key?function(e){var t={\"=\":\"=0\",\":\":\"=2\"};return\"$\"+e.replace(/[=:]/g,(function(e){return t[e]}))}(\"\"+e.key):t.toString(36)}function N(e,t,a,i,o){var u=typeof e;\"undefined\"!==u&&\"boolean\"!==u||(e=null);var l=!1;if(null===e)l=!0;else switch(u){case\"string\":case\"number\":l=!0;break;case\"object\":switch(e.$$typeof){case n:case r:l=!0}}if(l)return o=o(l=e),e=\"\"===i?\".\"+M(l,0):i,w(o)?(a=\"\",null!=e&&(a=e.replace(T,\"$&/\")+\"/\"),N(o,t,a,\"\",(function(e){return e}))):null!=o&&(C(o)&&(o=function(e,t){return{$$typeof:n,type:e.type,key:t,ref:e.ref,props:e.props,_owner:e._owner}}(o,a+(!o.key||l&&l.key===o.key?\"\":(\"\"+o.key).replace(T,\"$&/\")+\"/\")+e)),t.push(o)),1;if(l=0,i=\"\"===i?\".\":i+\":\",w(e))for(var s=0;s<e.length;s++){var c=i+M(u=e[s],s);l+=N(u,t,a,c,o)}else if(c=function(e){return null===e||\"object\"!=typeof e?null:\"function\"==typeof(e=d&&e[d]||e[\"@@iterator\"])?e:null}(e),\"function\"==typeof c)for(e=c.call(e),s=0;!(u=e.next()).done;)l+=N(u=u.value,t,a,c=i+M(u,s++),o);else if(\"object\"===u)throw t=String(e),Error(\"Objects are not valid as a React child (found: \"+(\"[object Object]\"===t?\"object with keys {\"+Object.keys(e).join(\", \")+\"}\":t)+\"). If you meant to render a collection of children, use an array instead.\");return l}function P(e,t,n){if(null==e)return e;var r=[],a=0;return N(e,r,\"\",\"\",(function(e){return t.call(n,e,a++)})),r}function z(e){if(-1===e._status){var t=e._result;(t=t()).then((function(t){0!==e._status&&-1!==e._status||(e._status=1,e._result=t)}),(function(t){0!==e._status&&-1!==e._status||(e._status=2,e._result=t)})),-1===e._status&&(e._status=0,e._result=t)}if(1===e._status)return e._result.default;throw e._result}var L={current:null},O={transition:null},A={ReactCurrentDispatcher:L,ReactCurrentBatchConfig:O,ReactCurrentOwner:k};t.Children={map:P,forEach:function(e,t,n){P(e,(function(){t.apply(this,arguments)}),n)},count:function(e){var t=0;return P(e,(function(){t++})),t},toArray:function(e){return P(e,(function(e){return e}))||[]},only:function(e){if(!C(e))throw Error(\"React.Children.only expected to receive a single React element child.\");return e}},t.Component=y,t.Fragment=a,t.Profiler=o,t.PureComponent=b,t.StrictMode=i,t.Suspense=c,t.__SECRET_INTERNALS_DO_NOT_USE_OR_YOU_WILL_BE_FIRED=A,t.cloneElement=function(e,t,r){if(null==e)throw Error(\"React.cloneElement(...): The argument must be a React element, but you passed \"+e+\".\");var a=v({},e.props),i=e.key,o=e.ref,u=e._owner;if(null!=t){if(void 0!==t.ref&&(o=t.ref,u=k.current),void 0!==t.key&&(i=\"\"+t.key),e.type&&e.type.defaultProps)var l=e.type.defaultProps;for(s in t)x.call(t,s)&&!S.hasOwnProperty(s)&&(a[s]=void 0===t[s]&&void 0!==l?l[s]:t[s])}var s=arguments.length-2;if(1===s)a.children=r;else if(1<s){l=Array(s);for(var c=0;c<s;c++)l[c]=arguments[c+2];a.children=l}return{$$typeof:n,type:e.type,key:i,ref:o,props:a,_owner:u}},t.createContext=function(e){return(e={$$typeof:l,_currentValue:e,_currentValue2:e,_threadCount:0,Provider:null,Consumer:null,_defaultValue:null,_globalName:null}).Provider={$$typeof:u,_context:e},e.Consumer=e},t.createElement=E,t.createFactory=function(e){var t=E.bind(null,e);return t.type=e,t},t.createRef=function(){return{current:null}},t.forwardRef=function(e){return{$$typeof:s,render:e}},t.isValidElement=C,t.lazy=function(e){return{$$typeof:p,_payload:{_status:-1,_result:e},_init:z}},t.memo=function(e,t){return{$$typeof:f,type:e,compare:void 0===t?null:t}},t.startTransition=function(e){var t=O.transition;O.transition={};try{e()}finally{O.transition=t}},t.unstable_act=function(){throw Error(\"act(...) is not supported in production builds of React.\")},t.useCallback=function(e,t){return L.current.useCallback(e,t)},t.useContext=function(e){return L.current.useContext(e)},t.useDebugValue=function(){},t.useDeferredValue=function(e){return L.current.useDeferredValue(e)},t.useEffect=function(e,t){return L.current.useEffect(e,t)},t.useId=function(){return L.current.useId()},t.useImperativeHandle=function(e,t,n){return L.current.useImperativeHandle(e,t,n)},t.useInsertionEffect=function(e,t){return L.current.useInsertionEffect(e,t)},t.useLayoutEffect=function(e,t){return L.current.useLayoutEffect(e,t)},t.useMemo=function(e,t){return L.current.useMemo(e,t)},t.useReducer=function(e,t,n){return L.current.useReducer(e,t,n)},t.useRef=function(e){return L.current.useRef(e)},t.useState=function(e){return L.current.useState(e)},t.useSyncExternalStore=function(e,t,n){return L.current.useSyncExternalStore(e,t,n)},t.useTransition=function(){return L.current.useTransition()},t.version=\"18.2.0\"},294:(e,t,n)=>{\"use strict\";e.exports=n(408)},53:(e,t)=>{\"use strict\";function n(e,t){var n=e.length;e.push(t);e:for(;0<n;){var r=n-1>>>1,a=e[r];if(!(0<i(a,t)))break e;e[r]=t,e[n]=a,n=r}}function r(e){return 0===e.length?null:e[0]}function a(e){if(0===e.length)return null;var t=e[0],n=e.pop();if(n!==t){e[0]=n;e:for(var r=0,a=e.length,o=a>>>1;r<o;){var u=2*(r+1)-1,l=e[u],s=u+1,c=e[s];if(0>i(l,n))s<a&&0>i(c,l)?(e[r]=c,e[s]=n,r=s):(e[r]=l,e[u]=n,r=u);else{if(!(s<a&&0>i(c,n)))break e;e[r]=c,e[s]=n,r=s}}}return t}function i(e,t){var n=e.sortIndex-t.sortIndex;return 0!==n?n:e.id-t.id}if(\"object\"==typeof performance&&\"function\"==typeof performance.now){var o=performance;t.unstable_now=function(){return o.now()}}else{var u=Date,l=u.now();t.unstable_now=function(){return u.now()-l}}var s=[],c=[],f=1,p=null,d=3,h=!1,v=!1,g=!1,y=\"function\"==typeof setTimeout?setTimeout:null,m=\"function\"==typeof clearTimeout?clearTimeout:null,b=\"undefined\"!=typeof setImmediate?setImmediate:null;function _(e){for(var t=r(c);null!==t;){if(null===t.callback)a(c);else{if(!(t.startTime<=e))break;a(c),t.sortIndex=t.expirationTime,n(s,t)}t=r(c)}}function w(e){if(g=!1,_(e),!v)if(null!==r(s))v=!0,O(x);else{var t=r(c);null!==t&&A(w,t.startTime-e)}}function x(e,n){v=!1,g&&(g=!1,m(C),C=-1),h=!0;var i=d;try{for(_(n),p=r(s);null!==p&&(!(p.expirationTime>n)||e&&!N());){var o=p.callback;if(\"function\"==typeof o){p.callback=null,d=p.priorityLevel;var u=o(p.expirationTime<=n);n=t.unstable_now(),\"function\"==typeof u?p.callback=u:p===r(s)&&a(s),_(n)}else a(s);p=r(s)}if(null!==p)var l=!0;else{var f=r(c);null!==f&&A(w,f.startTime-n),l=!1}return l}finally{p=null,d=i,h=!1}}\"undefined\"!=typeof navigator&&void 0!==navigator.scheduling&&void 0!==navigator.scheduling.isInputPending&&navigator.scheduling.isInputPending.bind(navigator.scheduling);var k,S=!1,E=null,C=-1,T=5,M=-1;function N(){return!(t.unstable_now()-M<T)}function P(){if(null!==E){var e=t.unstable_now();M=e;var n=!0;try{n=E(!0,e)}finally{n?k():(S=!1,E=null)}}else S=!1}if(\"function\"==typeof b)k=function(){b(P)};else if(\"undefined\"!=typeof MessageChannel){var z=new MessageChannel,L=z.port2;z.port1.onmessage=P,k=function(){L.postMessage(null)}}else k=function(){y(P,0)};function O(e){E=e,S||(S=!0,k())}function A(e,n){C=y((function(){e(t.unstable_now())}),n)}t.unstable_IdlePriority=5,t.unstable_ImmediatePriority=1,t.unstable_LowPriority=4,t.unstable_NormalPriority=3,t.unstable_Profiling=null,t.unstable_UserBlockingPriority=2,t.unstable_cancelCallback=function(e){e.callback=null},t.unstable_continueExecution=function(){v||h||(v=!0,O(x))},t.unstable_forceFrameRate=function(e){0>e||125<e?console.error(\"forceFrameRate takes a positive int between 0 and 125, forcing frame rates higher than 125 fps is not supported\"):T=0<e?Math.floor(1e3/e):5},t.unstable_getCurrentPriorityLevel=function(){return d},t.unstable_getFirstCallbackNode=function(){return r(s)},t.unstable_next=function(e){switch(d){case 1:case 2:case 3:var t=3;break;default:t=d}var n=d;d=t;try{return e()}finally{d=n}},t.unstable_pauseExecution=function(){},t.unstable_requestPaint=function(){},t.unstable_runWithPriority=function(e,t){switch(e){case 1:case 2:case 3:case 4:case 5:break;default:e=3}var n=d;d=e;try{return t()}finally{d=n}},t.unstable_scheduleCallback=function(e,a,i){var o=t.unstable_now();switch(i=\"object\"==typeof i&&null!==i&&\"number\"==typeof(i=i.delay)&&0<i?o+i:o,e){case 1:var u=-1;break;case 2:u=250;break;case 5:u=1073741823;break;case 4:u=1e4;break;default:u=5e3}return e={id:f++,callback:a,priorityLevel:e,startTime:i,expirationTime:u=i+u,sortIndex:-1},i>o?(e.sortIndex=i,n(c,e),null===r(s)&&e===r(c)&&(g?(m(C),C=-1):g=!0,A(w,i-o))):(e.sortIndex=u,n(s,e),v||h||(v=!0,O(x))),e},t.unstable_shouldYield=N,t.unstable_wrapCallback=function(e){var t=d;return function(){var n=d;d=t;try{return e.apply(this,arguments)}finally{d=n}}}},840:(e,t,n)=>{\"use strict\";e.exports=n(53)}},t={};function n(r){var a=t[r];if(void 0!==a)return a.exports;var i=t[r]={id:r,loaded:!1,exports:{}};return e[r].call(i.exports,i,i.exports,n),i.loaded=!0,i.exports}n.g=function(){if(\"object\"==typeof globalThis)return globalThis;try{return this||new Function(\"return this\")()}catch(e){if(\"object\"==typeof window)return window}}(),n.nmd=e=>(e.paths=[],e.children||(e.children=[]),e),(()=>{\"use strict\";var e=n(294),t=n(935);const r=Math.sqrt(50),a=Math.sqrt(10),i=Math.sqrt(2);function o(e,t,n){const u=(t-e)/Math.max(0,n),l=Math.floor(Math.log10(u)),s=u/Math.pow(10,l),c=s>=r?10:s>=a?5:s>=i?2:1;let f,p,d;return l<0?(d=Math.pow(10,-l)/c,f=Math.round(e*d),p=Math.round(t*d),f/d<e&&++f,p/d>t&&--p,d=-d):(d=Math.pow(10,l)*c,f=Math.round(e/d),p=Math.round(t/d),f*d<e&&++f,p*d>t&&--p),p<f&&.5<=n&&n<2?o(e,t,2*n):[f,p,d]}function u(e,t,n){return o(e=+e,t=+t,n=+n)[2]}function l(e,t,n){n=+n;const r=(t=+t)<(e=+e),a=r?u(t,e,n):u(e,t,n);return(r?-1:1)*(a<0?1/-a:a)}function s(e,t){return null==e||null==t?NaN:e<t?-1:e>t?1:e>=t?0:NaN}function c(e,t){return null==e||null==t?NaN:t<e?-1:t>e?1:t>=e?0:NaN}function f(e){let t,n,r;function a(e,r,a=0,i=e.length){if(a<i){if(0!==t(r,r))return i;do{const t=a+i>>>1;n(e[t],r)<0?a=t+1:i=t}while(a<i)}return a}return 2!==e.length?(t=s,n=(t,n)=>s(e(t),n),r=(t,n)=>e(t)-n):(t=e===s||e===c?e:p,n=e,r=e),{left:a,center:function(e,t,n=0,i=e.length){const o=a(e,t,n,i-1);return o>n&&r(e[o-1],t)>-r(e[o],t)?o-1:o},right:function(e,r,a=0,i=e.length){if(a<i){if(0!==t(r,r))return i;do{const t=a+i>>>1;n(e[t],r)<=0?a=t+1:i=t}while(a<i)}return a}}}function p(){return 0}const d=f(s),h=d.right,v=(d.left,f((function(e){return null===e?NaN:+e})).center,h);function g(e,t,n){e.prototype=t.prototype=n,n.constructor=e}function y(e,t){var n=Object.create(e.prototype);for(var r in t)n[r]=t[r];return n}function m(){}var b=.7,_=1/b,w=\"\\\\s*([+-]?\\\\d+)\\\\s*\",x=\"\\\\s*([+-]?(?:\\\\d*\\\\.)?\\\\d+(?:[eE][+-]?\\\\d+)?)\\\\s*\",k=\"\\\\s*([+-]?(?:\\\\d*\\\\.)?\\\\d+(?:[eE][+-]?\\\\d+)?)%\\\\s*\",S=/^#([0-9a-f]{3,8})$/,E=new RegExp(`^rgb\\\\(${w},${w},${w}\\\\)$`),C=new RegExp(`^rgb\\\\(${k},${k},${k}\\\\)$`),T=new RegExp(`^rgba\\\\(${w},${w},${w},${x}\\\\)$`),M=new RegExp(`^rgba\\\\(${k},${k},${k},${x}\\\\)$`),N=new RegExp(`^hsl\\\\(${x},${k},${k}\\\\)$`),P=new RegExp(`^hsla\\\\(${x},${k},${k},${x}\\\\)$`),z={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};function L(){return this.rgb().formatHex()}function O(){return this.rgb().formatRgb()}function A(e){var t,n;return e=(e+\"\").trim().toLowerCase(),(t=S.exec(e))?(n=t[1].length,t=parseInt(t[1],16),6===n?F(t):3===n?new j(t>>8&15|t>>4&240,t>>4&15|240&t,(15&t)<<4|15&t,1):8===n?D(t>>24&255,t>>16&255,t>>8&255,(255&t)/255):4===n?D(t>>12&15|t>>8&240,t>>8&15|t>>4&240,t>>4&15|240&t,((15&t)<<4|15&t)/255):null):(t=E.exec(e))?new j(t[1],t[2],t[3],1):(t=C.exec(e))?new j(255*t[1]/100,255*t[2]/100,255*t[3]/100,1):(t=T.exec(e))?D(t[1],t[2],t[3],t[4]):(t=M.exec(e))?D(255*t[1]/100,255*t[2]/100,255*t[3]/100,t[4]):(t=N.exec(e))?V(t[1],t[2]/100,t[3]/100,1):(t=P.exec(e))?V(t[1],t[2]/100,t[3]/100,t[4]):z.hasOwnProperty(e)?F(z[e]):\"transparent\"===e?new j(NaN,NaN,NaN,0):null}function F(e){return new j(e>>16&255,e>>8&255,255&e,1)}function D(e,t,n,r){return r<=0&&(e=t=n=NaN),new j(e,t,n,r)}function R(e,t,n,r){return 1===arguments.length?((a=e)instanceof m||(a=A(a)),a?new j((a=a.rgb()).r,a.g,a.b,a.opacity):new j):new j(e,t,n,null==r?1:r);var a}function j(e,t,n,r){this.r=+e,this.g=+t,this.b=+n,this.opacity=+r}function U(){return`#${W(this.r)}${W(this.g)}${W(this.b)}`}function I(){const e=$(this.opacity);return`${1===e?\"rgb(\":\"rgba(\"}${B(this.r)}, ${B(this.g)}, ${B(this.b)}${1===e?\")\":`, ${e})`}`}function $(e){return isNaN(e)?1:Math.max(0,Math.min(1,e))}function B(e){return Math.max(0,Math.min(255,Math.round(e)||0))}function W(e){return((e=B(e))<16?\"0\":\"\")+e.toString(16)}function V(e,t,n,r){return r<=0?e=t=n=NaN:n<=0||n>=1?e=t=NaN:t<=0&&(e=NaN),new Q(e,t,n,r)}function H(e){if(e instanceof Q)return new Q(e.h,e.s,e.l,e.opacity);if(e instanceof m||(e=A(e)),!e)return new Q;if(e instanceof Q)return e;var t=(e=e.rgb()).r/255,n=e.g/255,r=e.b/255,a=Math.min(t,n,r),i=Math.max(t,n,r),o=NaN,u=i-a,l=(i+a)/2;return u?(o=t===i?(n-r)/u+6*(n<r):n===i?(r-t)/u+2:(t-n)/u+4,u/=l<.5?i+a:2-i-a,o*=60):u=l>0&&l<1?0:o,new Q(o,u,l,e.opacity)}function q(e,t,n,r){return 1===arguments.length?H(e):new Q(e,t,n,null==r?1:r)}function Q(e,t,n,r){this.h=+e,this.s=+t,this.l=+n,this.opacity=+r}function Y(e){return(e=(e||0)%360)<0?e+360:e}function G(e){return Math.max(0,Math.min(1,e||0))}function K(e,t,n){return 255*(e<60?t+(n-t)*e/60:e<180?n:e<240?t+(n-t)*(240-e)/60:t)}function Z(e,t,n,r,a){var i=e*e,o=i*e;return((1-3*e+3*i-o)*t+(4-6*i+3*o)*n+(1+3*e+3*i-3*o)*r+o*a)/6}g(m,A,{copy(e){return Object.assign(new this.constructor,this,e)},displayable(){return this.rgb().displayable()},hex:L,formatHex:L,formatHex8:function(){return this.rgb().formatHex8()},formatHsl:function(){return H(this).formatHsl()},formatRgb:O,toString:O}),g(j,R,y(m,{brighter(e){return e=null==e?_:Math.pow(_,e),new j(this.r*e,this.g*e,this.b*e,this.opacity)},darker(e){return e=null==e?b:Math.pow(b,e),new j(this.r*e,this.g*e,this.b*e,this.opacity)},rgb(){return this},clamp(){return new j(B(this.r),B(this.g),B(this.b),$(this.opacity))},displayable(){return-.5<=this.r&&this.r<255.5&&-.5<=this.g&&this.g<255.5&&-.5<=this.b&&this.b<255.5&&0<=this.opacity&&this.opacity<=1},hex:U,formatHex:U,formatHex8:function(){return`#${W(this.r)}${W(this.g)}${W(this.b)}${W(255*(isNaN(this.opacity)?1:this.opacity))}`},formatRgb:I,toString:I})),g(Q,q,y(m,{brighter(e){return e=null==e?_:Math.pow(_,e),new Q(this.h,this.s,this.l*e,this.opacity)},darker(e){return e=null==e?b:Math.pow(b,e),new Q(this.h,this.s,this.l*e,this.opacity)},rgb(){var e=this.h%360+360*(this.h<0),t=isNaN(e)||isNaN(this.s)?0:this.s,n=this.l,r=n+(n<.5?n:1-n)*t,a=2*n-r;return new j(K(e>=240?e-240:e+120,a,r),K(e,a,r),K(e<120?e+240:e-120,a,r),this.opacity)},clamp(){return new Q(Y(this.h),G(this.s),G(this.l),$(this.opacity))},displayable(){return(0<=this.s&&this.s<=1||isNaN(this.s))&&0<=this.l&&this.l<=1&&0<=this.opacity&&this.opacity<=1},formatHsl(){const e=$(this.opacity);return`${1===e?\"hsl(\":\"hsla(\"}${Y(this.h)}, ${100*G(this.s)}%, ${100*G(this.l)}%${1===e?\")\":`, ${e})`}`}}));const X=e=>()=>e;function J(e,t){var n=t-e;return n?function(e,t){return function(n){return e+n*t}}(e,n):X(isNaN(e)?t:e)}const ee=function e(t){var n=function(e){return 1==(e=+e)?J:function(t,n){return n-t?function(e,t,n){return e=Math.pow(e,n),t=Math.pow(t,n)-e,n=1/n,function(r){return Math.pow(e+r*t,n)}}(t,n,e):X(isNaN(t)?n:t)}}(t);function r(e,t){var r=n((e=R(e)).r,(t=R(t)).r),a=n(e.g,t.g),i=n(e.b,t.b),o=J(e.opacity,t.opacity);return function(t){return e.r=r(t),e.g=a(t),e.b=i(t),e.opacity=o(t),e+\"\"}}return r.gamma=e,r}(1);function te(e){return function(t){var n,r,a=t.length,i=new Array(a),o=new Array(a),u=new Array(a);for(n=0;n<a;++n)r=R(t[n]),i[n]=r.r||0,o[n]=r.g||0,u[n]=r.b||0;return i=e(i),o=e(o),u=e(u),r.opacity=1,function(e){return r.r=i(e),r.g=o(e),r.b=u(e),r+\"\"}}}function ne(e,t){var n,r=t?t.length:0,a=e?Math.min(r,e.length):0,i=new Array(a),o=new Array(r);for(n=0;n<a;++n)i[n]=ce(e[n],t[n]);for(;n<r;++n)o[n]=t[n];return function(e){for(n=0;n<a;++n)o[n]=i[n](e);return o}}function re(e,t){var n=new Date;return e=+e,t=+t,function(r){return n.setTime(e*(1-r)+t*r),n}}function ae(e,t){return e=+e,t=+t,function(n){return e*(1-n)+t*n}}function ie(e,t){var n,r={},a={};for(n in null!==e&&\"object\"==typeof e||(e={}),null!==t&&\"object\"==typeof t||(t={}),t)n in e?r[n]=ce(e[n],t[n]):a[n]=t[n];return function(e){for(n in r)a[n]=r[n](e);return a}}te((function(e){var t=e.length-1;return function(n){var r=n<=0?n=0:n>=1?(n=1,t-1):Math.floor(n*t),a=e[r],i=e[r+1],o=r>0?e[r-1]:2*a-i,u=r<t-1?e[r+2]:2*i-a;return Z((n-r/t)*t,o,a,i,u)}})),te((function(e){var t=e.length;return function(n){var r=Math.floor(((n%=1)<0?++n:n)*t),a=e[(r+t-1)%t],i=e[r%t],o=e[(r+1)%t],u=e[(r+2)%t];return Z((n-r/t)*t,a,i,o,u)}}));var oe=/[-+]?(?:\\d+\\.?\\d*|\\.?\\d+)(?:[eE][-+]?\\d+)?/g,ue=new RegExp(oe.source,\"g\");function le(e,t){var n,r,a,i=oe.lastIndex=ue.lastIndex=0,o=-1,u=[],l=[];for(e+=\"\",t+=\"\";(n=oe.exec(e))&&(r=ue.exec(t));)(a=r.index)>i&&(a=t.slice(i,a),u[o]?u[o]+=a:u[++o]=a),(n=n[0])===(r=r[0])?u[o]?u[o]+=r:u[++o]=r:(u[++o]=null,l.push({i:o,x:ae(n,r)})),i=ue.lastIndex;return i<t.length&&(a=t.slice(i),u[o]?u[o]+=a:u[++o]=a),u.length<2?l[0]?function(e){return function(t){return e(t)+\"\"}}(l[0].x):function(e){return function(){return e}}(t):(t=l.length,function(e){for(var n,r=0;r<t;++r)u[(n=l[r]).i]=n.x(e);return u.join(\"\")})}function se(e,t){t||(t=[]);var n,r=e?Math.min(t.length,e.length):0,a=t.slice();return function(i){for(n=0;n<r;++n)a[n]=e[n]*(1-i)+t[n]*i;return a}}function ce(e,t){var n,r,a=typeof t;return null==t||\"boolean\"===a?X(t):(\"number\"===a?ae:\"string\"===a?(n=A(t))?(t=n,ee):le:t instanceof A?ee:t instanceof Date?re:(r=t,!ArrayBuffer.isView(r)||r instanceof DataView?Array.isArray(t)?ne:\"function\"!=typeof t.valueOf&&\"function\"!=typeof t.toString||isNaN(t)?ie:ae:se))(e,t)}function fe(e,t){return e=+e,t=+t,function(n){return Math.round(e*(1-n)+t*n)}}function pe(e){return+e}var de=[0,1];function he(e){return e}function ve(e,t){return(t-=e=+e)?function(n){return(n-e)/t}:(n=isNaN(t)?NaN:.5,function(){return n});var n}function ge(e,t,n){var r=e[0],a=e[1],i=t[0],o=t[1];return a<r?(r=ve(a,r),i=n(o,i)):(r=ve(r,a),i=n(i,o)),function(e){return i(r(e))}}function ye(e,t,n){var r=Math.min(e.length,t.length)-1,a=new Array(r),i=new Array(r),o=-1;for(e[r]<e[0]&&(e=e.slice().reverse(),t=t.slice().reverse());++o<r;)a[o]=ve(e[o],e[o+1]),i[o]=n(t[o],t[o+1]);return function(t){var n=v(e,t,1,r)-1;return i[n](a[n](t))}}function me(e,t){return t.domain(e.domain()).range(e.range()).interpolate(e.interpolate()).clamp(e.clamp()).unknown(e.unknown())}function be(){return function(){var e,t,n,r,a,i,o=de,u=de,l=ce,s=he;function c(){var e,t,n,l=Math.min(o.length,u.length);return s!==he&&(e=o[0],t=o[l-1],e>t&&(n=e,e=t,t=n),s=function(n){return Math.max(e,Math.min(t,n))}),r=l>2?ye:ge,a=i=null,f}function f(t){return null==t||isNaN(t=+t)?n:(a||(a=r(o.map(e),u,l)))(e(s(t)))}return f.invert=function(n){return s(t((i||(i=r(u,o.map(e),ae)))(n)))},f.domain=function(e){return arguments.length?(o=Array.from(e,pe),c()):o.slice()},f.range=function(e){return arguments.length?(u=Array.from(e),c()):u.slice()},f.rangeRound=function(e){return u=Array.from(e),l=fe,c()},f.clamp=function(e){return arguments.length?(s=!!e||he,c()):s!==he},f.interpolate=function(e){return arguments.length?(l=e,c()):l},f.unknown=function(e){return arguments.length?(n=e,f):n},function(n,r){return e=n,t=r,c()}}()(he,he)}function _e(e,t){switch(arguments.length){case 0:break;case 1:this.range(e);break;default:this.range(t).domain(e)}return this}var we,xe=/^(?:(.)?([<>=^]))?([+\\-( ])?([$#])?(0)?(\\d+)?(,)?(\\.\\d+)?(~)?([a-z%])?$/i;function ke(e){if(!(t=xe.exec(e)))throw new Error(\"invalid format: \"+e);var t;return new Se({fill:t[1],align:t[2],sign:t[3],symbol:t[4],zero:t[5],width:t[6],comma:t[7],precision:t[8]&&t[8].slice(1),trim:t[9],type:t[10]})}function Se(e){this.fill=void 0===e.fill?\" \":e.fill+\"\",this.align=void 0===e.align?\">\":e.align+\"\",this.sign=void 0===e.sign?\"-\":e.sign+\"\",this.symbol=void 0===e.symbol?\"\":e.symbol+\"\",this.zero=!!e.zero,this.width=void 0===e.width?void 0:+e.width,this.comma=!!e.comma,this.precision=void 0===e.precision?void 0:+e.precision,this.trim=!!e.trim,this.type=void 0===e.type?\"\":e.type+\"\"}function Ee(e,t){if((n=(e=t?e.toExponential(t-1):e.toExponential()).indexOf(\"e\"))<0)return null;var n,r=e.slice(0,n);return[r.length>1?r[0]+r.slice(2):r,+e.slice(n+1)]}function Ce(e){return(e=Ee(Math.abs(e)))?e[1]:NaN}function Te(e,t){var n=Ee(e,t);if(!n)return e+\"\";var r=n[0],a=n[1];return a<0?\"0.\"+new Array(-a).join(\"0\")+r:r.length>a+1?r.slice(0,a+1)+\".\"+r.slice(a+1):r+new Array(a-r.length+2).join(\"0\")}ke.prototype=Se.prototype,Se.prototype.toString=function(){return this.fill+this.align+this.sign+this.symbol+(this.zero?\"0\":\"\")+(void 0===this.width?\"\":Math.max(1,0|this.width))+(this.comma?\",\":\"\")+(void 0===this.precision?\"\":\".\"+Math.max(0,0|this.precision))+(this.trim?\"~\":\"\")+this.type};const Me={\"%\":(e,t)=>(100*e).toFixed(t),b:e=>Math.round(e).toString(2),c:e=>e+\"\",d:function(e){return Math.abs(e=Math.round(e))>=1e21?e.toLocaleString(\"en\").replace(/,/g,\"\"):e.toString(10)},e:(e,t)=>e.toExponential(t),f:(e,t)=>e.toFixed(t),g:(e,t)=>e.toPrecision(t),o:e=>Math.round(e).toString(8),p:(e,t)=>Te(100*e,t),r:Te,s:function(e,t){var n=Ee(e,t);if(!n)return e+\"\";var r=n[0],a=n[1],i=a-(we=3*Math.max(-8,Math.min(8,Math.floor(a/3))))+1,o=r.length;return i===o?r:i>o?r+new Array(i-o+1).join(\"0\"):i>0?r.slice(0,i)+\".\"+r.slice(i):\"0.\"+new Array(1-i).join(\"0\")+Ee(e,Math.max(0,t+i-1))[0]},X:e=>Math.round(e).toString(16).toUpperCase(),x:e=>Math.round(e).toString(16)};function Ne(e){return e}var Pe,ze,Le,Oe=Array.prototype.map,Ae=[\"y\",\"z\",\"a\",\"f\",\"p\",\"n\",\"µ\",\"m\",\"\",\"k\",\"M\",\"G\",\"T\",\"P\",\"E\",\"Z\",\"Y\"];function Fe(e){var t=e.domain;return e.ticks=function(e){var n=t();return function(e,t,n){if(!((n=+n)>0))return[];if((e=+e)==(t=+t))return[e];const r=t<e,[a,i,u]=r?o(t,e,n):o(e,t,n);if(!(i>=a))return[];const l=i-a+1,s=new Array(l);if(r)if(u<0)for(let e=0;e<l;++e)s[e]=(i-e)/-u;else for(let e=0;e<l;++e)s[e]=(i-e)*u;else if(u<0)for(let e=0;e<l;++e)s[e]=(a+e)/-u;else for(let e=0;e<l;++e)s[e]=(a+e)*u;return s}(n[0],n[n.length-1],null==e?10:e)},e.tickFormat=function(e,n){var r=t();return function(e,t,n,r){var a,i=l(e,t,n);switch((r=ke(null==r?\",f\":r)).type){case\"s\":var o=Math.max(Math.abs(e),Math.abs(t));return null!=r.precision||isNaN(a=function(e,t){return Math.max(0,3*Math.max(-8,Math.min(8,Math.floor(Ce(t)/3)))-Ce(Math.abs(e)))}(i,o))||(r.precision=a),Le(r,o);case\"\":case\"e\":case\"g\":case\"p\":case\"r\":null!=r.precision||isNaN(a=function(e,t){return e=Math.abs(e),t=Math.abs(t)-e,Math.max(0,Ce(t)-Ce(e))+1}(i,Math.max(Math.abs(e),Math.abs(t))))||(r.precision=a-(\"e\"===r.type));break;case\"f\":case\"%\":null!=r.precision||isNaN(a=function(e){return Math.max(0,-Ce(Math.abs(e)))}(i))||(r.precision=a-2*(\"%\"===r.type))}return ze(r)}(r[0],r[r.length-1],null==e?10:e,n)},e.nice=function(n){null==n&&(n=10);var r,a,i=t(),o=0,l=i.length-1,s=i[o],c=i[l],f=10;for(c<s&&(a=s,s=c,c=a,a=o,o=l,l=a);f-- >0;){if((a=u(s,c,n))===r)return i[o]=s,i[l]=c,t(i);if(a>0)s=Math.floor(s/a)*a,c=Math.ceil(c/a)*a;else{if(!(a<0))break;s=Math.ceil(s*a)/a,c=Math.floor(c*a)/a}r=a}return e},e}function De(){var e=be();return e.copy=function(){return me(e,De())},_e.apply(e,arguments),Fe(e)}Pe=function(e){var t,n,r=void 0===e.grouping||void 0===e.thousands?Ne:(t=Oe.call(e.grouping,Number),n=e.thousands+\"\",function(e,r){for(var a=e.length,i=[],o=0,u=t[0],l=0;a>0&&u>0&&(l+u+1>r&&(u=Math.max(1,r-l)),i.push(e.substring(a-=u,a+u)),!((l+=u+1)>r));)u=t[o=(o+1)%t.length];return i.reverse().join(n)}),a=void 0===e.currency?\"\":e.currency[0]+\"\",i=void 0===e.currency?\"\":e.currency[1]+\"\",o=void 0===e.decimal?\".\":e.decimal+\"\",u=void 0===e.numerals?Ne:function(e){return function(t){return t.replace(/[0-9]/g,(function(t){return e[+t]}))}}(Oe.call(e.numerals,String)),l=void 0===e.percent?\"%\":e.percent+\"\",s=void 0===e.minus?\"−\":e.minus+\"\",c=void 0===e.nan?\"NaN\":e.nan+\"\";function f(e){var t=(e=ke(e)).fill,n=e.align,f=e.sign,p=e.symbol,d=e.zero,h=e.width,v=e.comma,g=e.precision,y=e.trim,m=e.type;\"n\"===m?(v=!0,m=\"g\"):Me[m]||(void 0===g&&(g=12),y=!0,m=\"g\"),(d||\"0\"===t&&\"=\"===n)&&(d=!0,t=\"0\",n=\"=\");var b=\"$\"===p?a:\"#\"===p&&/[boxX]/.test(m)?\"0\"+m.toLowerCase():\"\",_=\"$\"===p?i:/[%p]/.test(m)?l:\"\",w=Me[m],x=/[defgprs%]/.test(m);function k(e){var a,i,l,p=b,k=_;if(\"c\"===m)k=w(e)+k,e=\"\";else{var S=(e=+e)<0||1/e<0;if(e=isNaN(e)?c:w(Math.abs(e),g),y&&(e=function(e){e:for(var t,n=e.length,r=1,a=-1;r<n;++r)switch(e[r]){case\".\":a=t=r;break;case\"0\":0===a&&(a=r),t=r;break;default:if(!+e[r])break e;a>0&&(a=0)}return a>0?e.slice(0,a)+e.slice(t+1):e}(e)),S&&0==+e&&\"+\"!==f&&(S=!1),p=(S?\"(\"===f?f:s:\"-\"===f||\"(\"===f?\"\":f)+p,k=(\"s\"===m?Ae[8+we/3]:\"\")+k+(S&&\"(\"===f?\")\":\"\"),x)for(a=-1,i=e.length;++a<i;)if(48>(l=e.charCodeAt(a))||l>57){k=(46===l?o+e.slice(a+1):e.slice(a))+k,e=e.slice(0,a);break}}v&&!d&&(e=r(e,1/0));var E=p.length+e.length+k.length,C=E<h?new Array(h-E+1).join(t):\"\";switch(v&&d&&(e=r(C+e,C.length?h-k.length:1/0),C=\"\"),n){case\"<\":e=p+e+k+C;break;case\"=\":e=p+C+e+k;break;case\"^\":e=C.slice(0,E=C.length>>1)+p+e+k+C.slice(E);break;default:e=C+p+e+k}return u(e)}return g=void 0===g?6:/[gprs]/.test(m)?Math.max(1,Math.min(21,g)):Math.max(0,Math.min(20,g)),k.toString=function(){return e+\"\"},k}return{format:f,formatPrefix:function(e,t){var n=f(((e=ke(e)).type=\"f\",e)),r=3*Math.max(-8,Math.min(8,Math.floor(Ce(t)/3))),a=Math.pow(10,-r),i=Ae[8+r/3];return function(e){return n(a*e)+i}}}}({thousands:\",\",grouping:[3],currency:[\"$\",\"\"]}),ze=Pe.format,Le=Pe.formatPrefix;var Re=n(486);const je={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 Ue(e){return Ue=\"function\"==typeof Symbol&&\"symbol\"==typeof Symbol.iterator?function(e){return typeof e}:function(e){return e&&\"function\"==typeof Symbol&&e.constructor===Symbol&&e!==Symbol.prototype?\"symbol\":typeof e},Ue(e)}function Ie(e,t){for(var n=0;n<t.length;n++){var r=t[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(e,(void 0,a=function(e,t){if(\"object\"!==Ue(e)||null===e)return e;var n=e[Symbol.toPrimitive];if(void 0!==n){var r=n.call(e,\"string\");if(\"object\"!==Ue(r))return r;throw new TypeError(\"@@toPrimitive must return a primitive value.\")}return String(e)}(r.key),\"symbol\"===Ue(a)?a:String(a)),r)}var a}function $e(e,t){return $e=Object.setPrototypeOf?Object.setPrototypeOf.bind():function(e,t){return e.__proto__=t,e},$e(e,t)}function Be(e){if(void 0===e)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return e}function We(e){return We=Object.setPrototypeOf?Object.getPrototypeOf.bind():function(e){return e.__proto__||Object.getPrototypeOf(e)},We(e)}var Ve=function(t){!function(e,t){if(\"function\"!=typeof t&&null!==t)throw new TypeError(\"Super expression must either be null or a function\");e.prototype=Object.create(t&&t.prototype,{constructor:{value:e,writable:!0,configurable:!0}}),Object.defineProperty(e,\"prototype\",{writable:!1}),t&&$e(e,t)}(u,t);var n,r,a,i,o=(a=u,i=function(){if(\"undefined\"==typeof Reflect||!Reflect.construct)return!1;if(Reflect.construct.sham)return!1;if(\"function\"==typeof Proxy)return!0;try{return Boolean.prototype.valueOf.call(Reflect.construct(Boolean,[],(function(){}))),!0}catch(e){return!1}}(),function(){var e,t=We(a);if(i){var n=We(this).constructor;e=Reflect.construct(t,arguments,n)}else e=t.apply(this,arguments);return function(e,t){if(t&&(\"object\"===Ue(t)||\"function\"==typeof t))return t;if(void 0!==t)throw new TypeError(\"Derived constructors may only return object or undefined\");return Be(e)}(this,e)});function u(){var e;return function(e,t){if(!(e instanceof t))throw new TypeError(\"Cannot call a class as a function\")}(this,u),(e=o.call(this)).width=100,window.lastSimpleListInstance=Be(e),e.effectFormat=ze(\".2\"),e}return n=u,(r=[{key:\"render\",value:function(){var t=this,n=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in je.colors?n=je.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),n=je.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(n=this.props.plot_cmap),console.log(this.props.features,this.props.features),this.scale=De().domain([0,(0,Re.max)((0,Re.map)(this.props.features,(function(e){return Math.abs(e.effect)})))]).range([0,this.width]);var r=(0,Re.reverse)((0,Re.sortBy)(Object.keys(this.props.features),(function(e){return Math.abs(t.props.features[e].effect)}))).map((function(r){var a,i,o=t.props.features[r],u=t.props.featureNames[r],l={width:t.scale(Math.abs(o.effect)),height:\"20px\",background:o.effect<0?n[0]:n[1],display:\"inline-block\"},s={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginRight:\"5px\",textAlign:\"right\"},c={lineHeight:\"20px\",display:\"inline-block\",width:t.width+40,verticalAlign:\"top\",marginLeft:\"5px\"};return o.effect<0?(i=e.createElement(\"span\",{style:c},u),s.width=40+t.width-t.scale(Math.abs(o.effect)),s.textAlign=\"right\",s.color=\"#999\",s.fontSize=\"13px\",a=e.createElement(\"span\",{style:s},t.effectFormat(o.effect))):(s.textAlign=\"right\",a=e.createElement(\"span\",{style:s},u),c.width=40,c.textAlign=\"left\",c.color=\"#999\",c.fontSize=\"13px\",i=e.createElement(\"span\",{style:c},t.effectFormat(o.effect))),e.createElement(\"div\",{key:r,style:{marginTop:\"2px\"}},a,e.createElement(\"div\",{style:l}),i)}));return e.createElement(\"span\",null,r)}}])&&Ie(n.prototype,r),Object.defineProperty(n,\"prototype\",{writable:!1}),u}(e.Component);Ve.defaultProps={plot_cmap:\"RdBu\"};const He=Ve;function qe(){}function Qe(e){return null==e?qe:function(){return this.querySelector(e)}}function Ye(){return[]}function Ge(e){return function(t){return t.matches(e)}}var Ke=Array.prototype.find;function Ze(){return this.firstElementChild}var Xe=Array.prototype.filter;function Je(){return Array.from(this.children)}function et(e){return new Array(e.length)}function tt(e,t){this.ownerDocument=e.ownerDocument,this.namespaceURI=e.namespaceURI,this._next=null,this._parent=e,this.__data__=t}function nt(e,t,n,r,a,i){for(var o,u=0,l=t.length,s=i.length;u<s;++u)(o=t[u])?(o.__data__=i[u],r[u]=o):n[u]=new tt(e,i[u]);for(;u<l;++u)(o=t[u])&&(a[u]=o)}function rt(e,t,n,r,a,i,o){var u,l,s,c=new Map,f=t.length,p=i.length,d=new Array(f);for(u=0;u<f;++u)(l=t[u])&&(d[u]=s=o.call(l,l.__data__,u,t)+\"\",c.has(s)?a[u]=l:c.set(s,l));for(u=0;u<p;++u)s=o.call(e,i[u],u,i)+\"\",(l=c.get(s))?(r[u]=l,l.__data__=i[u],c.delete(s)):n[u]=new tt(e,i[u]);for(u=0;u<f;++u)(l=t[u])&&c.get(d[u])===l&&(a[u]=l)}function at(e){return e.__data__}function it(e){return\"object\"==typeof e&&\"length\"in e?e:Array.from(e)}function ot(e,t){return e<t?-1:e>t?1:e>=t?0:NaN}tt.prototype={constructor:tt,appendChild:function(e){return this._parent.insertBefore(e,this._next)},insertBefore:function(e,t){return this._parent.insertBefore(e,t)},querySelector:function(e){return this._parent.querySelector(e)},querySelectorAll:function(e){return this._parent.querySelectorAll(e)}};var ut=\"http://www.w3.org/1999/xhtml\";const lt={svg:\"http://www.w3.org/2000/svg\",xhtml:ut,xlink:\"http://www.w3.org/1999/xlink\",xml:\"http://www.w3.org/XML/1998/namespace\",xmlns:\"http://www.w3.org/2000/xmlns/\"};function st(e){var t=e+=\"\",n=t.indexOf(\":\");return n>=0&&\"xmlns\"!==(t=e.slice(0,n))&&(e=e.slice(n+1)),lt.hasOwnProperty(t)?{space:lt[t],local:e}:e}function ct(e){return function(){this.removeAttribute(e)}}function ft(e){return function(){this.removeAttributeNS(e.space,e.local)}}function pt(e,t){return function(){this.setAttribute(e,t)}}function dt(e,t){return function(){this.setAttributeNS(e.space,e.local,t)}}function ht(e,t){return function(){var n=t.apply(this,arguments);null==n?this.removeAttribute(e):this.setAttribute(e,n)}}function vt(e,t){return function(){var n=t.apply(this,arguments);null==n?this.removeAttributeNS(e.space,e.local):this.setAttributeNS(e.space,e.local,n)}}function gt(e){return e.ownerDocument&&e.ownerDocument.defaultView||e.document&&e||e.defaultView}function yt(e){return function(){this.style.removeProperty(e)}}function mt(e,t,n){return function(){this.style.setProperty(e,t,n)}}function bt(e,t,n){return function(){var r=t.apply(this,arguments);null==r?this.style.removeProperty(e):this.style.setProperty(e,r,n)}}function _t(e){return function(){delete this[e]}}function wt(e,t){return function(){this[e]=t}}function xt(e,t){return function(){var n=t.apply(this,arguments);null==n?delete this[e]:this[e]=n}}function kt(e){return e.trim().split(/^|\\s+/)}function St(e){return e.classList||new Et(e)}function Et(e){this._node=e,this._names=kt(e.getAttribute(\"class\")||\"\")}function Ct(e,t){for(var n=St(e),r=-1,a=t.length;++r<a;)n.add(t[r])}function Tt(e,t){for(var n=St(e),r=-1,a=t.length;++r<a;)n.remove(t[r])}function Mt(e){return function(){Ct(this,e)}}function Nt(e){return function(){Tt(this,e)}}function Pt(e,t){return function(){(t.apply(this,arguments)?Ct:Tt)(this,e)}}function zt(){this.textContent=\"\"}function Lt(e){return function(){this.textContent=e}}function Ot(e){return function(){var t=e.apply(this,arguments);this.textContent=null==t?\"\":t}}function At(){this.innerHTML=\"\"}function Ft(e){return function(){this.innerHTML=e}}function Dt(e){return function(){var t=e.apply(this,arguments);this.innerHTML=null==t?\"\":t}}function Rt(){this.nextSibling&&this.parentNode.appendChild(this)}function jt(){this.previousSibling&&this.parentNode.insertBefore(this,this.parentNode.firstChild)}function Ut(e){return function(){var t=this.ownerDocument,n=this.namespaceURI;return n===ut&&t.documentElement.namespaceURI===ut?t.createElement(e):t.createElementNS(n,e)}}function It(e){return function(){return this.ownerDocument.createElementNS(e.space,e.local)}}function $t(e){var t=st(e);return(t.local?It:Ut)(t)}function Bt(){return null}function Wt(){var e=this.parentNode;e&&e.removeChild(this)}function Vt(){var e=this.cloneNode(!1),t=this.parentNode;return t?t.insertBefore(e,this.nextSibling):e}function Ht(){var e=this.cloneNode(!0),t=this.parentNode;return t?t.insertBefore(e,this.nextSibling):e}function qt(e){return function(){var t=this.__on;if(t){for(var n,r=0,a=-1,i=t.length;r<i;++r)n=t[r],e.type&&n.type!==e.type||n.name!==e.name?t[++a]=n:this.removeEventListener(n.type,n.listener,n.options);++a?t.length=a:delete this.__on}}}function Qt(e,t,n){return function(){var r,a=this.__on,i=function(e){return function(t){e.call(this,t,this.__data__)}}(t);if(a)for(var o=0,u=a.length;o<u;++o)if((r=a[o]).type===e.type&&r.name===e.name)return this.removeEventListener(r.type,r.listener,r.options),this.addEventListener(r.type,r.listener=i,r.options=n),void(r.value=t);this.addEventListener(e.type,i,n),r={type:e.type,name:e.name,value:t,listener:i,options:n},a?a.push(r):this.__on=[r]}}function Yt(e,t,n){var r=gt(e),a=r.CustomEvent;\"function\"==typeof a?a=new a(t,n):(a=r.document.createEvent(\"Event\"),n?(a.initEvent(t,n.bubbles,n.cancelable),a.detail=n.detail):a.initEvent(t,!1,!1)),e.dispatchEvent(a)}function Gt(e,t){return function(){return Yt(this,e,t)}}function Kt(e,t){return function(){return Yt(this,e,t.apply(this,arguments))}}Et.prototype={add:function(e){this._names.indexOf(e)<0&&(this._names.push(e),this._node.setAttribute(\"class\",this._names.join(\" \")))},remove:function(e){var t=this._names.indexOf(e);t>=0&&(this._names.splice(t,1),this._node.setAttribute(\"class\",this._names.join(\" \")))},contains:function(e){return this._names.indexOf(e)>=0}};var Zt=[null];function Xt(e,t){this._groups=e,this._parents=t}function Jt(e){return\"string\"==typeof e?new Xt([[document.querySelector(e)]],[document.documentElement]):new Xt([[e]],Zt)}function en(e){return e}Xt.prototype=function(){return new Xt([[document.documentElement]],Zt)}.prototype={constructor:Xt,select:function(e){\"function\"!=typeof e&&(e=Qe(e));for(var t=this._groups,n=t.length,r=new Array(n),a=0;a<n;++a)for(var i,o,u=t[a],l=u.length,s=r[a]=new Array(l),c=0;c<l;++c)(i=u[c])&&(o=e.call(i,i.__data__,c,u))&&(\"__data__\"in i&&(o.__data__=i.__data__),s[c]=o);return new Xt(r,this._parents)},selectAll:function(e){e=\"function\"==typeof e?function(e){return function(){return null==(t=e.apply(this,arguments))?[]:Array.isArray(t)?t:Array.from(t);var t}}(e):function(e){return null==e?Ye:function(){return this.querySelectorAll(e)}}(e);for(var t=this._groups,n=t.length,r=[],a=[],i=0;i<n;++i)for(var o,u=t[i],l=u.length,s=0;s<l;++s)(o=u[s])&&(r.push(e.call(o,o.__data__,s,u)),a.push(o));return new Xt(r,a)},selectChild:function(e){return this.select(null==e?Ze:function(e){return function(){return Ke.call(this.children,e)}}(\"function\"==typeof e?e:Ge(e)))},selectChildren:function(e){return this.selectAll(null==e?Je:function(e){return function(){return Xe.call(this.children,e)}}(\"function\"==typeof e?e:Ge(e)))},filter:function(e){\"function\"!=typeof e&&(e=function(e){return function(){return this.matches(e)}}(e));for(var t=this._groups,n=t.length,r=new Array(n),a=0;a<n;++a)for(var i,o=t[a],u=o.length,l=r[a]=[],s=0;s<u;++s)(i=o[s])&&e.call(i,i.__data__,s,o)&&l.push(i);return new Xt(r,this._parents)},data:function(e,t){if(!arguments.length)return Array.from(this,at);var n,r=t?rt:nt,a=this._parents,i=this._groups;\"function\"!=typeof e&&(n=e,e=function(){return n});for(var o=i.length,u=new Array(o),l=new Array(o),s=new Array(o),c=0;c<o;++c){var f=a[c],p=i[c],d=p.length,h=it(e.call(f,f&&f.__data__,c,a)),v=h.length,g=l[c]=new Array(v),y=u[c]=new Array(v);r(f,p,g,y,s[c]=new Array(d),h,t);for(var m,b,_=0,w=0;_<v;++_)if(m=g[_]){for(_>=w&&(w=_+1);!(b=y[w])&&++w<v;);m._next=b||null}}return(u=new Xt(u,a))._enter=l,u._exit=s,u},enter:function(){return new Xt(this._enter||this._groups.map(et),this._parents)},exit:function(){return new Xt(this._exit||this._groups.map(et),this._parents)},join:function(e,t,n){var r=this.enter(),a=this,i=this.exit();return\"function\"==typeof e?(r=e(r))&&(r=r.selection()):r=r.append(e+\"\"),null!=t&&(a=t(a))&&(a=a.selection()),null==n?i.remove():n(i),r&&a?r.merge(a).order():a},merge:function(e){for(var t=e.selection?e.selection():e,n=this._groups,r=t._groups,a=n.length,i=r.length,o=Math.min(a,i),u=new Array(a),l=0;l<o;++l)for(var s,c=n[l],f=r[l],p=c.length,d=u[l]=new Array(p),h=0;h<p;++h)(s=c[h]||f[h])&&(d[h]=s);for(;l<a;++l)u[l]=n[l];return new Xt(u,this._parents)},selection:function(){return this},order:function(){for(var e=this._groups,t=-1,n=e.length;++t<n;)for(var r,a=e[t],i=a.length-1,o=a[i];--i>=0;)(r=a[i])&&(o&&4^r.compareDocumentPosition(o)&&o.parentNode.insertBefore(r,o),o=r);return this},sort:function(e){function t(t,n){return t&&n?e(t.__data__,n.__data__):!t-!n}e||(e=ot);for(var n=this._groups,r=n.length,a=new Array(r),i=0;i<r;++i){for(var o,u=n[i],l=u.length,s=a[i]=new Array(l),c=0;c<l;++c)(o=u[c])&&(s[c]=o);s.sort(t)}return new Xt(a,this._parents).order()},call:function(){var e=arguments[0];return arguments[0]=this,e.apply(null,arguments),this},nodes:function(){return Array.from(this)},node:function(){for(var e=this._groups,t=0,n=e.length;t<n;++t)for(var r=e[t],a=0,i=r.length;a<i;++a){var o=r[a];if(o)return o}return null},size:function(){let e=0;for(const t of this)++e;return e},empty:function(){return!this.node()},each:function(e){for(var t=this._groups,n=0,r=t.length;n<r;++n)for(var a,i=t[n],o=0,u=i.length;o<u;++o)(a=i[o])&&e.call(a,a.__data__,o,i);return this},attr:function(e,t){var n=st(e);if(arguments.length<2){var r=this.node();return n.local?r.getAttributeNS(n.space,n.local):r.getAttribute(n)}return this.each((null==t?n.local?ft:ct:\"function\"==typeof t?n.local?vt:ht:n.local?dt:pt)(n,t))},style:function(e,t,n){return arguments.length>1?this.each((null==t?yt:\"function\"==typeof t?bt:mt)(e,t,null==n?\"\":n)):function(e,t){return e.style.getPropertyValue(t)||gt(e).getComputedStyle(e,null).getPropertyValue(t)}(this.node(),e)},property:function(e,t){return arguments.length>1?this.each((null==t?_t:\"function\"==typeof t?xt:wt)(e,t)):this.node()[e]},classed:function(e,t){var n=kt(e+\"\");if(arguments.length<2){for(var r=St(this.node()),a=-1,i=n.length;++a<i;)if(!r.contains(n[a]))return!1;return!0}return this.each((\"function\"==typeof t?Pt:t?Mt:Nt)(n,t))},text:function(e){return arguments.length?this.each(null==e?zt:(\"function\"==typeof e?Ot:Lt)(e)):this.node().textContent},html:function(e){return arguments.length?this.each(null==e?At:(\"function\"==typeof e?Dt:Ft)(e)):this.node().innerHTML},raise:function(){return this.each(Rt)},lower:function(){return this.each(jt)},append:function(e){var t=\"function\"==typeof e?e:$t(e);return this.select((function(){return this.appendChild(t.apply(this,arguments))}))},insert:function(e,t){var n=\"function\"==typeof e?e:$t(e),r=null==t?Bt:\"function\"==typeof t?t:Qe(t);return this.select((function(){return this.insertBefore(n.apply(this,arguments),r.apply(this,arguments)||null)}))},remove:function(){return this.each(Wt)},clone:function(e){return this.select(e?Ht:Vt)},datum:function(e){return arguments.length?this.property(\"__data__\",e):this.node().__data__},on:function(e,t,n){var r,a,i=function(e){return e.trim().split(/^|\\s+/).map((function(e){var t=\"\",n=e.indexOf(\".\");return n>=0&&(t=e.slice(n+1),e=e.slice(0,n)),{type:e,name:t}}))}(e+\"\"),o=i.length;if(!(arguments.length<2)){for(u=t?Qt:qt,r=0;r<o;++r)this.each(u(i[r],t,n));return this}var u=this.node().__on;if(u)for(var l,s=0,c=u.length;s<c;++s)for(r=0,l=u[s];r<o;++r)if((a=i[r]).type===l.type&&a.name===l.name)return l.value},dispatch:function(e,t){return this.each((\"function\"==typeof t?Kt:Gt)(e,t))},[Symbol.iterator]:function*(){for(var e=this._groups,t=0,n=e.length;t<n;++t)for(var r,a=e[t],i=0,o=a.length;i<o;++i)(r=a[i])&&(yield r)}};var tn=1,nn=2,rn=3,an=4,on=1e-6;function un(e){return\"translate(\"+e+\",0)\"}function ln(e){return\"translate(0,\"+e+\")\"}function sn(e){return t=>+e(t)}function cn(e,t){return t=Math.max(0,e.bandwidth()-2*t)/2,e.round()&&(t=Math.round(t)),n=>+e(n)+t}function fn(){return!this.__axis}function pn(e,t){var n=[],r=null,a=null,i=6,o=6,u=3,l=\"undefined\"!=typeof window&&window.devicePixelRatio>1?0:.5,s=e===tn||e===an?-1:1,c=e===an||e===nn?\"x\":\"y\",f=e===tn||e===rn?un:ln;function p(p){var d=null==r?t.ticks?t.ticks.apply(t,n):t.domain():r,h=null==a?t.tickFormat?t.tickFormat.apply(t,n):en:a,v=Math.max(i,0)+u,g=t.range(),y=+g[0]+l,m=+g[g.length-1]+l,b=(t.bandwidth?cn:sn)(t.copy(),l),_=p.selection?p.selection():p,w=_.selectAll(\".domain\").data([null]),x=_.selectAll(\".tick\").data(d,t).order(),k=x.exit(),S=x.enter().append(\"g\").attr(\"class\",\"tick\"),E=x.select(\"line\"),C=x.select(\"text\");w=w.merge(w.enter().insert(\"path\",\".tick\").attr(\"class\",\"domain\").attr(\"stroke\",\"currentColor\")),x=x.merge(S),E=E.merge(S.append(\"line\").attr(\"stroke\",\"currentColor\").attr(c+\"2\",s*i)),C=C.merge(S.append(\"text\").attr(\"fill\",\"currentColor\").attr(c,s*v).attr(\"dy\",e===tn?\"0em\":e===rn?\"0.71em\":\"0.32em\")),p!==_&&(w=w.transition(p),x=x.transition(p),E=E.transition(p),C=C.transition(p),k=k.transition(p).attr(\"opacity\",on).attr(\"transform\",(function(e){return isFinite(e=b(e))?f(e+l):this.getAttribute(\"transform\")})),S.attr(\"opacity\",on).attr(\"transform\",(function(e){var t=this.parentNode.__axis;return f((t&&isFinite(t=t(e))?t:b(e))+l)}))),k.remove(),w.attr(\"d\",e===an||e===nn?o?\"M\"+s*o+\",\"+y+\"H\"+l+\"V\"+m+\"H\"+s*o:\"M\"+l+\",\"+y+\"V\"+m:o?\"M\"+y+\",\"+s*o+\"V\"+l+\"H\"+m+\"V\"+s*o:\"M\"+y+\",\"+l+\"H\"+m),x.attr(\"opacity\",1).attr(\"transform\",(function(e){return f(b(e)+l)})),E.attr(c+\"2\",s*i),C.attr(c,s*v).text(h),_.filter(fn).attr(\"fill\",\"none\").attr(\"font-size\",10).attr(\"font-family\",\"sans-serif\").attr(\"text-anchor\",e===nn?\"start\":e===an?\"end\":\"middle\"),_.each((function(){this.__axis=b}))}return p.scale=function(e){return arguments.length?(t=e,p):t},p.ticks=function(){return n=Array.from(arguments),p},p.tickArguments=function(e){return arguments.length?(n=null==e?[]:Array.from(e),p):n.slice()},p.tickValues=function(e){return arguments.length?(r=null==e?null:Array.from(e),p):r&&r.slice()},p.tickFormat=function(e){return arguments.length?(a=e,p):a},p.tickSize=function(e){return arguments.length?(i=o=+e,p):i},p.tickSizeInner=function(e){return arguments.length?(i=+e,p):i},p.tickSizeOuter=function(e){return arguments.length?(o=+e,p):o},p.tickPadding=function(e){return arguments.length?(u=+e,p):u},p.offset=function(e){return arguments.length?(l=+e,p):l},p}function dn(e){return pn(rn,e)}function hn(e){return function(){return e}}function vn(e){this._context=e}function gn(e){return new vn(e)}Array.prototype.slice,vn.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(e,t){switch(e=+e,t=+t,this._point){case 0:this._point=1,this._line?this._context.lineTo(e,t):this._context.moveTo(e,t);break;case 1:this._point=2;default:this._context.lineTo(e,t)}}};const yn=Math.PI,mn=2*yn,bn=1e-6,_n=mn-bn;function wn(e){this._+=e[0];for(let t=1,n=e.length;t<n;++t)this._+=arguments[t]+e[t]}class xn{constructor(e){this._x0=this._y0=this._x1=this._y1=null,this._=\"\",this._append=null==e?wn:function(e){let t=Math.floor(e);if(!(t>=0))throw new Error(`invalid digits: ${e}`);if(t>15)return wn;const n=10**t;return function(e){this._+=e[0];for(let t=1,r=e.length;t<r;++t)this._+=Math.round(arguments[t]*n)/n+e[t]}}(e)}moveTo(e,t){this._append`M${this._x0=this._x1=+e},${this._y0=this._y1=+t}`}closePath(){null!==this._x1&&(this._x1=this._x0,this._y1=this._y0,this._append`Z`)}lineTo(e,t){this._append`L${this._x1=+e},${this._y1=+t}`}quadraticCurveTo(e,t,n,r){this._append`Q${+e},${+t},${this._x1=+n},${this._y1=+r}`}bezierCurveTo(e,t,n,r,a,i){this._append`C${+e},${+t},${+n},${+r},${this._x1=+a},${this._y1=+i}`}arcTo(e,t,n,r,a){if(e=+e,t=+t,n=+n,r=+r,(a=+a)<0)throw new Error(`negative radius: ${a}`);let i=this._x1,o=this._y1,u=n-e,l=r-t,s=i-e,c=o-t,f=s*s+c*c;if(null===this._x1)this._append`M${this._x1=e},${this._y1=t}`;else if(f>bn)if(Math.abs(c*u-l*s)>bn&&a){let p=n-i,d=r-o,h=u*u+l*l,v=p*p+d*d,g=Math.sqrt(h),y=Math.sqrt(f),m=a*Math.tan((yn-Math.acos((h+f-v)/(2*g*y)))/2),b=m/y,_=m/g;Math.abs(b-1)>bn&&this._append`L${e+b*s},${t+b*c}`,this._append`A${a},${a},0,0,${+(c*p>s*d)},${this._x1=e+_*u},${this._y1=t+_*l}`}else this._append`L${this._x1=e},${this._y1=t}`}arc(e,t,n,r,a,i){if(e=+e,t=+t,i=!!i,(n=+n)<0)throw new Error(`negative radius: ${n}`);let o=n*Math.cos(r),u=n*Math.sin(r),l=e+o,s=t+u,c=1^i,f=i?r-a:a-r;null===this._x1?this._append`M${l},${s}`:(Math.abs(this._x1-l)>bn||Math.abs(this._y1-s)>bn)&&this._append`L${l},${s}`,n&&(f<0&&(f=f%mn+mn),f>_n?this._append`A${n},${n},0,1,${c},${e-o},${t-u}A${n},${n},0,1,${c},${this._x1=l},${this._y1=s}`:f>bn&&this._append`A${n},${n},0,${+(f>=yn)},${c},${this._x1=e+n*Math.cos(a)},${this._y1=t+n*Math.sin(a)}`)}rect(e,t,n,r){this._append`M${this._x0=this._x1=+e},${this._y0=this._y1=+t}h${n=+n}v${+r}h${-n}Z`}toString(){return this._}}function kn(e){return e[0]}function Sn(e){return e[1]}function En(e,t){var n=hn(!0),r=null,a=gn,i=null,o=function(e){let t=3;return e.digits=function(n){if(!arguments.length)return t;if(null==n)t=null;else{const e=Math.floor(n);if(!(e>=0))throw new RangeError(`invalid digits: ${n}`);t=e}return e},()=>new xn(t)}(u);function u(u){var l,s,c,f=(u=function(e){return\"object\"==typeof e&&\"length\"in e?e:Array.from(e)}(u)).length,p=!1;for(null==r&&(i=a(c=o())),l=0;l<=f;++l)!(l<f&&n(s=u[l],l,u))===p&&((p=!p)?i.lineStart():i.lineEnd()),p&&i.point(+e(s,l,u),+t(s,l,u));if(c)return i=null,c+\"\"||null}return e=\"function\"==typeof e?e:void 0===e?kn:hn(e),t=\"function\"==typeof t?t:void 0===t?Sn:hn(t),u.x=function(t){return arguments.length?(e=\"function\"==typeof t?t:hn(+t),u):e},u.y=function(e){return arguments.length?(t=\"function\"==typeof e?e:hn(+e),u):t},u.defined=function(e){return arguments.length?(n=\"function\"==typeof e?e:hn(!!e),u):n},u.curve=function(e){return arguments.length?(a=e,null!=r&&(i=a(r)),u):a},u.context=function(e){return arguments.length?(null==e?r=i=null:i=a(r=e),u):r},u}function Cn(e){return Cn=\"function\"==typeof Symbol&&\"symbol\"==typeof Symbol.iterator?function(e){return typeof e}:function(e){return e&&\"function\"==typeof Symbol&&e.constructor===Symbol&&e!==Symbol.prototype?\"symbol\":typeof e},Cn(e)}function Tn(e,t){for(var n=0;n<t.length;n++){var r=t[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(e,(void 0,a=function(e,t){if(\"object\"!==Cn(e)||null===e)return e;var n=e[Symbol.toPrimitive];if(void 0!==n){var r=n.call(e,\"string\");if(\"object\"!==Cn(r))return r;throw new TypeError(\"@@toPrimitive must return a primitive value.\")}return String(e)}(r.key),\"symbol\"===Cn(a)?a:String(a)),r)}var a}function Mn(e,t){return Mn=Object.setPrototypeOf?Object.setPrototypeOf.bind():function(e,t){return e.__proto__=t,e},Mn(e,t)}function Nn(e){if(void 0===e)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return e}function Pn(e){return Pn=Object.setPrototypeOf?Object.getPrototypeOf.bind():function(e){return e.__proto__||Object.getPrototypeOf(e)},Pn(e)}var zn=function(t){!function(e,t){if(\"function\"!=typeof t&&null!==t)throw new TypeError(\"Super expression must either be null or a function\");e.prototype=Object.create(t&&t.prototype,{constructor:{value:e,writable:!0,configurable:!0}}),Object.defineProperty(e,\"prototype\",{writable:!1}),t&&Mn(e,t)}(u,t);var n,r,a,i,o=(a=u,i=function(){if(\"undefined\"==typeof Reflect||!Reflect.construct)return!1;if(Reflect.construct.sham)return!1;if(\"function\"==typeof Proxy)return!0;try{return Boolean.prototype.valueOf.call(Reflect.construct(Boolean,[],(function(){}))),!0}catch(e){return!1}}(),function(){var e,t=Pn(a);if(i){var n=Pn(this).constructor;e=Reflect.construct(t,arguments,n)}else e=t.apply(this,arguments);return function(e,t){if(t&&(\"object\"===Cn(t)||\"function\"==typeof t))return t;if(void 0!==t)throw new TypeError(\"Derived constructors may only return object or undefined\");return Nn(e)}(this,e)});function u(){var e;return function(e,t){if(!(e instanceof t))throw new TypeError(\"Cannot call a class as a function\")}(this,u),e=o.call(this),window.lastAdditiveForceVisualizer=Nn(e),e.effectFormat=ze(\".2\"),e.redraw=(0,Re.debounce)((function(){return e.draw()}),200),e}return n=u,(r=[{key:\"componentDidMount\",value:function(){var e=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(){e.hoverLabel.attr(\"opacity\",1),e.hoverLabelBacking.attr(\"opacity\",1)})).on(\"mouseout\",(function(){e.hoverLabel.attr(\"opacity\",0),e.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(){e.hoverLabel.attr(\"opacity\",1),e.hoverLabelBacking.attr(\"opacity\",1)})).on(\"mouseout\",(function(){e.hoverLabel.attr(\"opacity\",0),e.hoverLabelBacking.attr(\"opacity\",0)}));var t=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in je.colors?t=je.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),t=je.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(t=this.props.plot_cmap),this.colors=t.map((function(e){return q(e)})),this.brighterColors=[1.45,1.6].map((function(t,n){return e.colors[n].brighter(t)})),this.colors.map((function(t,n){var r=e.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\",t).attr(\"stop-opacity\",.6),r.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",t).attr(\"stop-opacity\",0);var a=e.svg.append(\"linearGradient\").attr(\"id\",\"linear-backgrad-\"+n).attr(\"x1\",\"0%\").attr(\"y1\",\"0%\").attr(\"x2\",\"0%\").attr(\"y2\",\"100%\");a.append(\"stop\").attr(\"offset\",\"0%\").attr(\"stop-color\",t).attr(\"stop-opacity\",.5),a.append(\"stop\").attr(\"offset\",\"100%\").attr(\"stop-color\",t).attr(\"stop-opacity\",0)})),this.tickFormat=ze(\",.4\"),this.scaleCentered=De(),this.axis=dn().scale(this.scaleCentered).tickSizeInner(4).tickSizeOuter(0).tickFormat((function(t){return e.tickFormat(e.invLinkFunction(t))})).tickPadding(-18),window.addEventListener(\"resize\",this.redraw),window.setTimeout(this.redraw,50)}},{key:\"componentDidUpdate\",value:function(){this.draw()}},{key:\"draw\",value:function(){var e=this;(0,Re.each)(this.props.featureNames,(function(t,n){e.props.features[n]&&(e.props.features[n].name=t)})),\"identity\"===this.props.link?this.invLinkFunction=function(t){return e.props.baseValue+t}:\"logit\"===this.props.link?this.invLinkFunction=function(t){return 1/(1+Math.exp(-(e.props.baseValue+t)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link);var t=this.svg.node().parentNode.offsetWidth;if(0==t)return setTimeout((function(){return e.draw(e.props)}),500);this.svg.style(\"height\",\"150px\"),this.svg.style(\"width\",t+\"px\");var n=(0,Re.sortBy)(this.props.features,(function(e){return-1/(e.effect+1e-10)})),r=(0,Re.sum)((0,Re.map)(n,(function(e){return Math.abs(e.effect)}))),a=(0,Re.sum)((0,Re.map)((0,Re.filter)(n,(function(e){return e.effect>0})),(function(e){return e.effect})))||0,i=(0,Re.sum)((0,Re.map)((0,Re.filter)(n,(function(e){return e.effect<0})),(function(e){return-e.effect})))||0;this.domainSize=3*Math.max(a,i);var o=De().domain([0,this.domainSize]).range([0,t]),u=t/2-o(i);this.scaleCentered.domain([-this.domainSize/2,this.domainSize/2]).range([0,t]).clamp(!0),this.axisElement.attr(\"transform\",\"translate(0,50)\").call(this.axis);var l,s,c,f=0;for(l=0;l<n.length;++l)n[l].x=f,n[l].effect<0&&void 0===s&&(s=f,c=l),f+=Math.abs(n[l].effect);void 0===s&&(s=f,c=l);var p=En().x((function(e){return e[0]})).y((function(e){return e[1]})),d=function(t){return void 0!==t.value&&null!==t.value&&\"\"!==t.value?t.name+\" = \"+(isNaN(t.value)?t.value:e.tickFormat(t.value)):t.name};n=this.props.hideBars?[]:n;var h=this.mainGroup.selectAll(\".force-bar-blocks\").data(n);h.enter().append(\"path\").attr(\"class\",\"force-bar-blocks\").merge(h).attr(\"d\",(function(e,t){var n=o(e.x)+u,r=o(Math.abs(e.effect)),a=e.effect<0?-4:4,i=a;return t===c&&(a=0),t===c-1&&(i=0),p([[n,56],[n+r,56],[n+r+i,64.5],[n+r,73],[n,73],[n+a,64.5]])})).attr(\"fill\",(function(t){return t.effect>0?e.colors[0]:e.colors[1]})).on(\"mouseover\",(function(t){if(o(Math.abs(t.effect))<o(r)/50||o(Math.abs(t.effect))<10){var n=o(t.x)+u,a=o(Math.abs(t.effect));e.hoverLabel.attr(\"opacity\",1).attr(\"x\",n+a/2).attr(\"y\",50.5).attr(\"fill\",t.effect>0?e.colors[0]:e.colors[1]).text(d(t)),e.hoverLabelBacking.attr(\"opacity\",1).attr(\"x\",n+a/2).attr(\"y\",50.5).text(d(t))}})).on(\"mouseout\",(function(){e.hoverLabel.attr(\"opacity\",0),e.hoverLabelBacking.attr(\"opacity\",0)})),h.exit().remove();var v=(0,Re.filter)(n,(function(e){return o(Math.abs(e.effect))>o(r)/50&&o(Math.abs(e.effect))>10})),g=this.onTopGroup.selectAll(\".force-bar-labels\").data(v);if(g.exit().remove(),g=g.enter().append(\"text\").attr(\"class\",\"force-bar-labels\").attr(\"font-size\",\"12px\").attr(\"y\",98).merge(g).text((function(t){return void 0!==t.value&&null!==t.value&&\"\"!==t.value?t.name+\" = \"+(isNaN(t.value)?t.value:e.tickFormat(t.value)):t.name})).attr(\"fill\",(function(t){return t.effect>0?e.colors[0]:e.colors[1]})).attr(\"stroke\",(function(e){return e.textWidth=Math.max(this.getComputedTextLength(),o(Math.abs(e.effect))-10),e.innerTextWidth=this.getComputedTextLength(),\"none\"})),this.filteredData=v,n.length>0){f=s+o.invert(5);for(var y=c;y<n.length;++y)n[y].textx=f,f+=o.invert(n[y].textWidth+10);f=s-o.invert(5);for(var m=c-1;m>=0;--m)n[m].textx=f,f-=o.invert(n[m].textWidth+10)}g.attr(\"x\",(function(e){return o(e.textx)+u+(e.effect>0?-e.textWidth/2:e.textWidth/2)})).attr(\"text-anchor\",\"middle\"),v=(0,Re.filter)(v,(function(n){return o(n.textx)+u>e.props.labelMargin&&o(n.textx)+u<t-e.props.labelMargin})),this.filteredData2=v;var b=v.slice(),_=(0,Re.findIndex)(n,v[0])-1;_>=0&&b.unshift(n[_]);var w=this.mainGroup.selectAll(\".force-bar-labelBacking\").data(v);w.enter().append(\"path\").attr(\"class\",\"force-bar-labelBacking\").attr(\"stroke\",\"none\").attr(\"opacity\",.2).merge(w).attr(\"d\",(function(e){return p([[o(e.x)+o(Math.abs(e.effect))+u,73],[(e.effect>0?o(e.textx):o(e.textx)+e.textWidth)+u+5,83],[(e.effect>0?o(e.textx):o(e.textx)+e.textWidth)+u+5,104],[(e.effect>0?o(e.textx)-e.textWidth:o(e.textx))+u-5,104],[(e.effect>0?o(e.textx)-e.textWidth:o(e.textx))+u-5,83],[o(e.x)+u,73]])})).attr(\"fill\",(function(e){return\"url(#linear-backgrad-\".concat(e.effect>0?0:1,\")\")})),w.exit().remove();var x=this.mainGroup.selectAll(\".force-bar-labelDividers\").data(v.slice(0,-1));x.enter().append(\"rect\").attr(\"class\",\"force-bar-labelDividers\").attr(\"height\",\"21px\").attr(\"width\",\"1px\").attr(\"y\",83).merge(x).attr(\"x\",(function(e){return(e.effect>0?o(e.textx):o(e.textx)+e.textWidth)+u+4.5})).attr(\"fill\",(function(e){return\"url(#linear-grad-\".concat(e.effect>0?0:1,\")\")})),x.exit().remove();var k=this.mainGroup.selectAll(\".force-bar-labelLinks\").data(v.slice(0,-1));k.enter().append(\"line\").attr(\"class\",\"force-bar-labelLinks\").attr(\"y1\",73).attr(\"y2\",83).attr(\"stroke-opacity\",.5).attr(\"stroke-width\",1).merge(k).attr(\"x1\",(function(e){return o(e.x)+o(Math.abs(e.effect))+u})).attr(\"x2\",(function(e){return(e.effect>0?o(e.textx):o(e.textx)+e.textWidth)+u+5})).attr(\"stroke\",(function(t){return t.effect>0?e.colors[0]:e.colors[1]})),k.exit().remove();var S=this.mainGroup.selectAll(\".force-bar-blockDividers\").data(n.slice(0,-1));S.enter().append(\"path\").attr(\"class\",\"force-bar-blockDividers\").attr(\"stroke-width\",2).attr(\"fill\",\"none\").merge(S).attr(\"d\",(function(e){var t=o(e.x)+o(Math.abs(e.effect))+u;return p([[t,56],[t+(e.effect<0?-4:4),64.5],[t,73]])})).attr(\"stroke\",(function(t,n){return c===n+1||Math.abs(t.effect)<1e-8?\"#rgba(0,0,0,0)\":t.effect>0?e.brighterColors[0]:e.brighterColors[1]})),S.exit().remove(),this.joinPointLine.attr(\"x1\",o(s)+u).attr(\"x2\",o(s)+u).attr(\"y1\",50).attr(\"y2\",56).attr(\"stroke\",\"#F2F2F2\").attr(\"stroke-width\",1).attr(\"opacity\",1),this.joinPointLabelOutline.attr(\"x\",o(s)+u).attr(\"y\",45).attr(\"color\",\"#fff\").attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"stroke\",\"#fff\").attr(\"stroke-width\",6).text(ze(\",.2f\")(this.invLinkFunction(s-i))).attr(\"opacity\",1),console.log(\"joinPoint\",s,u,50,i),this.joinPointLabel.attr(\"x\",o(s)+u).attr(\"y\",45).attr(\"text-anchor\",\"middle\").attr(\"font-weight\",\"bold\").attr(\"fill\",\"#000\").text(ze(\",.2f\")(this.invLinkFunction(s-i))).attr(\"opacity\",1),this.joinPointTitle.attr(\"x\",o(s)+u).attr(\"y\",28).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\",o(s)+u-16).attr(\"y\",12).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"higher\").attr(\"opacity\",1),this.joinPointTitleRight.attr(\"x\",o(s)+u+16).attr(\"y\",12).attr(\"text-anchor\",\"start\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[1]).text(\"lower\").attr(\"opacity\",1),this.joinPointTitleLeftArrow.attr(\"x\",o(s)+u+7).attr(\"y\",8).attr(\"text-anchor\",\"end\").attr(\"font-size\",\"13\").attr(\"fill\",this.colors[0]).text(\"→\").attr(\"opacity\",1),this.joinPointTitleRightArrow.attr(\"x\",o(s)+u-7).attr(\"y\",14).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\",28).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 e.createElement(\"svg\",{ref:function(e){return t.svg=Jt(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}},e.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          }\"}}))}}])&&Tn(n.prototype,r),Object.defineProperty(n,\"prototype\",{writable:!1}),u}(e.Component);zn.defaultProps={plot_cmap:\"RdBu\"};const Ln=zn,On=1e3,An=6e4,Fn=36e5,Dn=864e5,Rn=6048e5,jn=31536e6,Un=new Date,In=new Date;function $n(e,t,n,r){function a(t){return e(t=0===arguments.length?new Date:new Date(+t)),t}return a.floor=t=>(e(t=new Date(+t)),t),a.ceil=n=>(e(n=new Date(n-1)),t(n,1),e(n),n),a.round=e=>{const t=a(e),n=a.ceil(e);return e-t<n-e?t:n},a.offset=(e,n)=>(t(e=new Date(+e),null==n?1:Math.floor(n)),e),a.range=(n,r,i)=>{const o=[];if(n=a.ceil(n),i=null==i?1:Math.floor(i),!(n<r&&i>0))return o;let u;do{o.push(u=new Date(+n)),t(n,i),e(n)}while(u<n&&n<r);return o},a.filter=n=>$n((t=>{if(t>=t)for(;e(t),!n(t);)t.setTime(t-1)}),((e,r)=>{if(e>=e)if(r<0)for(;++r<=0;)for(;t(e,-1),!n(e););else for(;--r>=0;)for(;t(e,1),!n(e););})),n&&(a.count=(t,r)=>(Un.setTime(+t),In.setTime(+r),e(Un),e(In),Math.floor(n(Un,In))),a.every=e=>(e=Math.floor(e),isFinite(e)&&e>0?e>1?a.filter(r?t=>r(t)%e==0:t=>a.count(0,t)%e==0):a:null)),a}const Bn=$n((()=>{}),((e,t)=>{e.setTime(+e+t)}),((e,t)=>t-e));Bn.every=e=>(e=Math.floor(e),isFinite(e)&&e>0?e>1?$n((t=>{t.setTime(Math.floor(t/e)*e)}),((t,n)=>{t.setTime(+t+n*e)}),((t,n)=>(n-t)/e)):Bn:null),Bn.range;const Wn=$n((e=>{e.setTime(e-e.getMilliseconds())}),((e,t)=>{e.setTime(+e+t*On)}),((e,t)=>(t-e)/On),(e=>e.getUTCSeconds())),Vn=(Wn.range,$n((e=>{e.setTime(e-e.getMilliseconds()-e.getSeconds()*On)}),((e,t)=>{e.setTime(+e+t*An)}),((e,t)=>(t-e)/An),(e=>e.getMinutes()))),Hn=(Vn.range,$n((e=>{e.setUTCSeconds(0,0)}),((e,t)=>{e.setTime(+e+t*An)}),((e,t)=>(t-e)/An),(e=>e.getUTCMinutes()))),qn=(Hn.range,$n((e=>{e.setTime(e-e.getMilliseconds()-e.getSeconds()*On-e.getMinutes()*An)}),((e,t)=>{e.setTime(+e+t*Fn)}),((e,t)=>(t-e)/Fn),(e=>e.getHours()))),Qn=(qn.range,$n((e=>{e.setUTCMinutes(0,0,0)}),((e,t)=>{e.setTime(+e+t*Fn)}),((e,t)=>(t-e)/Fn),(e=>e.getUTCHours()))),Yn=(Qn.range,$n((e=>e.setHours(0,0,0,0)),((e,t)=>e.setDate(e.getDate()+t)),((e,t)=>(t-e-(t.getTimezoneOffset()-e.getTimezoneOffset())*An)/Dn),(e=>e.getDate()-1))),Gn=(Yn.range,$n((e=>{e.setUTCHours(0,0,0,0)}),((e,t)=>{e.setUTCDate(e.getUTCDate()+t)}),((e,t)=>(t-e)/Dn),(e=>e.getUTCDate()-1))),Kn=(Gn.range,$n((e=>{e.setUTCHours(0,0,0,0)}),((e,t)=>{e.setUTCDate(e.getUTCDate()+t)}),((e,t)=>(t-e)/Dn),(e=>Math.floor(e/Dn))));function Zn(e){return $n((t=>{t.setDate(t.getDate()-(t.getDay()+7-e)%7),t.setHours(0,0,0,0)}),((e,t)=>{e.setDate(e.getDate()+7*t)}),((e,t)=>(t-e-(t.getTimezoneOffset()-e.getTimezoneOffset())*An)/Rn))}Kn.range;const Xn=Zn(0),Jn=Zn(1),er=Zn(2),tr=Zn(3),nr=Zn(4),rr=Zn(5),ar=Zn(6);function ir(e){return $n((t=>{t.setUTCDate(t.getUTCDate()-(t.getUTCDay()+7-e)%7),t.setUTCHours(0,0,0,0)}),((e,t)=>{e.setUTCDate(e.getUTCDate()+7*t)}),((e,t)=>(t-e)/Rn))}Xn.range,Jn.range,er.range,tr.range,nr.range,rr.range,ar.range;const or=ir(0),ur=ir(1),lr=ir(2),sr=ir(3),cr=ir(4),fr=ir(5),pr=ir(6),dr=(or.range,ur.range,lr.range,sr.range,cr.range,fr.range,pr.range,$n((e=>{e.setDate(1),e.setHours(0,0,0,0)}),((e,t)=>{e.setMonth(e.getMonth()+t)}),((e,t)=>t.getMonth()-e.getMonth()+12*(t.getFullYear()-e.getFullYear())),(e=>e.getMonth()))),hr=(dr.range,$n((e=>{e.setUTCDate(1),e.setUTCHours(0,0,0,0)}),((e,t)=>{e.setUTCMonth(e.getUTCMonth()+t)}),((e,t)=>t.getUTCMonth()-e.getUTCMonth()+12*(t.getUTCFullYear()-e.getUTCFullYear())),(e=>e.getUTCMonth()))),vr=(hr.range,$n((e=>{e.setMonth(0,1),e.setHours(0,0,0,0)}),((e,t)=>{e.setFullYear(e.getFullYear()+t)}),((e,t)=>t.getFullYear()-e.getFullYear()),(e=>e.getFullYear())));vr.every=e=>isFinite(e=Math.floor(e))&&e>0?$n((t=>{t.setFullYear(Math.floor(t.getFullYear()/e)*e),t.setMonth(0,1),t.setHours(0,0,0,0)}),((t,n)=>{t.setFullYear(t.getFullYear()+n*e)})):null,vr.range;const gr=$n((e=>{e.setUTCMonth(0,1),e.setUTCHours(0,0,0,0)}),((e,t)=>{e.setUTCFullYear(e.getUTCFullYear()+t)}),((e,t)=>t.getUTCFullYear()-e.getUTCFullYear()),(e=>e.getUTCFullYear()));function yr(e,t,n,r,a,i){const o=[[Wn,1,On],[Wn,5,5e3],[Wn,15,15e3],[Wn,30,3e4],[i,1,An],[i,5,3e5],[i,15,9e5],[i,30,18e5],[a,1,Fn],[a,3,108e5],[a,6,216e5],[a,12,432e5],[r,1,Dn],[r,2,1728e5],[n,1,Rn],[t,1,2592e6],[t,3,7776e6],[e,1,jn]];function u(t,n,r){const a=Math.abs(n-t)/r,i=f((([,,e])=>e)).right(o,a);if(i===o.length)return e.every(l(t/jn,n/jn,r));if(0===i)return Bn.every(Math.max(l(t,n,r),1));const[u,s]=o[a/o[i-1][2]<o[i][2]/a?i-1:i];return u.every(s)}return[function(e,t,n){const r=t<e;r&&([e,t]=[t,e]);const a=n&&\"function\"==typeof n.range?n:u(e,t,n),i=a?a.range(e,+t+1):[];return r?i.reverse():i},u]}gr.every=e=>isFinite(e=Math.floor(e))&&e>0?$n((t=>{t.setUTCFullYear(Math.floor(t.getUTCFullYear()/e)*e),t.setUTCMonth(0,1),t.setUTCHours(0,0,0,0)}),((t,n)=>{t.setUTCFullYear(t.getUTCFullYear()+n*e)})):null,gr.range;const[mr,br]=yr(gr,hr,or,Kn,Qn,Hn),[_r,wr]=yr(vr,dr,Xn,Yn,qn,Vn);function xr(e){if(0<=e.y&&e.y<100){var t=new Date(-1,e.m,e.d,e.H,e.M,e.S,e.L);return t.setFullYear(e.y),t}return new Date(e.y,e.m,e.d,e.H,e.M,e.S,e.L)}function kr(e){if(0<=e.y&&e.y<100){var t=new Date(Date.UTC(-1,e.m,e.d,e.H,e.M,e.S,e.L));return t.setUTCFullYear(e.y),t}return new Date(Date.UTC(e.y,e.m,e.d,e.H,e.M,e.S,e.L))}function Sr(e,t,n){return{y:e,m:t,d:n,H:0,M:0,S:0,L:0}}var Er,Cr,Tr,Mr={\"-\":\"\",_:\" \",0:\"0\"},Nr=/^\\s*\\d+/,Pr=/^%/,zr=/[\\\\^$*+?|[\\]().{}]/g;function Lr(e,t,n){var r=e<0?\"-\":\"\",a=(r?-e:e)+\"\",i=a.length;return r+(i<n?new Array(n-i+1).join(t)+a:a)}function Or(e){return e.replace(zr,\"\\\\$&\")}function Ar(e){return new RegExp(\"^(?:\"+e.map(Or).join(\"|\")+\")\",\"i\")}function Fr(e){return new Map(e.map(((e,t)=>[e.toLowerCase(),t])))}function Dr(e,t,n){var r=Nr.exec(t.slice(n,n+1));return r?(e.w=+r[0],n+r[0].length):-1}function Rr(e,t,n){var r=Nr.exec(t.slice(n,n+1));return r?(e.u=+r[0],n+r[0].length):-1}function jr(e,t,n){var r=Nr.exec(t.slice(n,n+2));return r?(e.U=+r[0],n+r[0].length):-1}function Ur(e,t,n){var r=Nr.exec(t.slice(n,n+2));return r?(e.V=+r[0],n+r[0].length):-1}function Ir(e,t,n){var r=Nr.exec(t.slice(n,n+2));return r?(e.W=+r[0],n+r[0].length):-1}function $r(e,t,n){var r=Nr.exec(t.slice(n,n+4));return r?(e.y=+r[0],n+r[0].length):-1}function Br(e,t,n){var r=Nr.exec(t.slice(n,n+2));return r?(e.y=+r[0]+(+r[0]>68?1900:2e3),n+r[0].length):-1}function Wr(e,t,n){var r=/^(Z)|([+-]\\d\\d)(?::?(\\d\\d))?/.exec(t.slice(n,n+6));return r?(e.Z=r[1]?0:-(r[2]+(r[3]||\"00\")),n+r[0].length):-1}function Vr(e,t,n){var r=Nr.exec(t.slice(n,n+1));return r?(e.q=3*r[0]-3,n+r[0].length):-1}function Hr(e,t,n){var r=Nr.exec(t.slice(n,n+2));return r?(e.m=r[0]-1,n+r[0].length):-1}function qr(e,t,n){var r=Nr.exec(t.slice(n,n+2));return r?(e.d=+r[0],n+r[0].length):-1}function Qr(e,t,n){var r=Nr.exec(t.slice(n,n+3));return r?(e.m=0,e.d=+r[0],n+r[0].length):-1}function Yr(e,t,n){var r=Nr.exec(t.slice(n,n+2));return r?(e.H=+r[0],n+r[0].length):-1}function Gr(e,t,n){var r=Nr.exec(t.slice(n,n+2));return r?(e.M=+r[0],n+r[0].length):-1}function Kr(e,t,n){var r=Nr.exec(t.slice(n,n+2));return r?(e.S=+r[0],n+r[0].length):-1}function Zr(e,t,n){var r=Nr.exec(t.slice(n,n+3));return r?(e.L=+r[0],n+r[0].length):-1}function Xr(e,t,n){var r=Nr.exec(t.slice(n,n+6));return r?(e.L=Math.floor(r[0]/1e3),n+r[0].length):-1}function Jr(e,t,n){var r=Pr.exec(t.slice(n,n+1));return r?n+r[0].length:-1}function ea(e,t,n){var r=Nr.exec(t.slice(n));return r?(e.Q=+r[0],n+r[0].length):-1}function ta(e,t,n){var r=Nr.exec(t.slice(n));return r?(e.s=+r[0],n+r[0].length):-1}function na(e,t){return Lr(e.getDate(),t,2)}function ra(e,t){return Lr(e.getHours(),t,2)}function aa(e,t){return Lr(e.getHours()%12||12,t,2)}function ia(e,t){return Lr(1+Yn.count(vr(e),e),t,3)}function oa(e,t){return Lr(e.getMilliseconds(),t,3)}function ua(e,t){return oa(e,t)+\"000\"}function la(e,t){return Lr(e.getMonth()+1,t,2)}function sa(e,t){return Lr(e.getMinutes(),t,2)}function ca(e,t){return Lr(e.getSeconds(),t,2)}function fa(e){var t=e.getDay();return 0===t?7:t}function pa(e,t){return Lr(Xn.count(vr(e)-1,e),t,2)}function da(e){var t=e.getDay();return t>=4||0===t?nr(e):nr.ceil(e)}function ha(e,t){return e=da(e),Lr(nr.count(vr(e),e)+(4===vr(e).getDay()),t,2)}function va(e){return e.getDay()}function ga(e,t){return Lr(Jn.count(vr(e)-1,e),t,2)}function ya(e,t){return Lr(e.getFullYear()%100,t,2)}function ma(e,t){return Lr((e=da(e)).getFullYear()%100,t,2)}function ba(e,t){return Lr(e.getFullYear()%1e4,t,4)}function _a(e,t){var n=e.getDay();return Lr((e=n>=4||0===n?nr(e):nr.ceil(e)).getFullYear()%1e4,t,4)}function wa(e){var t=e.getTimezoneOffset();return(t>0?\"-\":(t*=-1,\"+\"))+Lr(t/60|0,\"0\",2)+Lr(t%60,\"0\",2)}function xa(e,t){return Lr(e.getUTCDate(),t,2)}function ka(e,t){return Lr(e.getUTCHours(),t,2)}function Sa(e,t){return Lr(e.getUTCHours()%12||12,t,2)}function Ea(e,t){return Lr(1+Gn.count(gr(e),e),t,3)}function Ca(e,t){return Lr(e.getUTCMilliseconds(),t,3)}function Ta(e,t){return Ca(e,t)+\"000\"}function Ma(e,t){return Lr(e.getUTCMonth()+1,t,2)}function Na(e,t){return Lr(e.getUTCMinutes(),t,2)}function Pa(e,t){return Lr(e.getUTCSeconds(),t,2)}function za(e){var t=e.getUTCDay();return 0===t?7:t}function La(e,t){return Lr(or.count(gr(e)-1,e),t,2)}function Oa(e){var t=e.getUTCDay();return t>=4||0===t?cr(e):cr.ceil(e)}function Aa(e,t){return e=Oa(e),Lr(cr.count(gr(e),e)+(4===gr(e).getUTCDay()),t,2)}function Fa(e){return e.getUTCDay()}function Da(e,t){return Lr(ur.count(gr(e)-1,e),t,2)}function Ra(e,t){return Lr(e.getUTCFullYear()%100,t,2)}function ja(e,t){return Lr((e=Oa(e)).getUTCFullYear()%100,t,2)}function Ua(e,t){return Lr(e.getUTCFullYear()%1e4,t,4)}function Ia(e,t){var n=e.getUTCDay();return Lr((e=n>=4||0===n?cr(e):cr.ceil(e)).getUTCFullYear()%1e4,t,4)}function $a(){return\"+0000\"}function Ba(){return\"%\"}function Wa(e){return+e}function Va(e){return Math.floor(+e/1e3)}function Ha(e){return new Date(e)}function qa(e){return e instanceof Date?+e:+new Date(+e)}function Qa(e,t,n,r,a,i,o,u,l,s){var c=be(),f=c.invert,p=c.domain,d=s(\".%L\"),h=s(\":%S\"),v=s(\"%I:%M\"),g=s(\"%I %p\"),y=s(\"%a %d\"),m=s(\"%b %d\"),b=s(\"%B\"),_=s(\"%Y\");function w(e){return(l(e)<e?d:u(e)<e?h:o(e)<e?v:i(e)<e?g:r(e)<e?a(e)<e?y:m:n(e)<e?b:_)(e)}return c.invert=function(e){return new Date(f(e))},c.domain=function(e){return arguments.length?p(Array.from(e,qa)):p().map(Ha)},c.ticks=function(t){var n=p();return e(n[0],n[n.length-1],null==t?10:t)},c.tickFormat=function(e,t){return null==t?w:s(t)},c.nice=function(e){var n=p();return e&&\"function\"==typeof e.range||(e=t(n[0],n[n.length-1],null==e?10:e)),e?p(function(e,t){var n,r=0,a=(e=e.slice()).length-1,i=e[r],o=e[a];return o<i&&(n=r,r=a,a=n,n=i,i=o,o=n),e[r]=t.floor(i),e[a]=t.ceil(o),e}(n,e)):c},c.copy=function(){return me(c,Qa(e,t,n,r,a,i,o,u,l,s))},c}function Ya(){return _e.apply(Qa(_r,wr,vr,dr,Xn,Yn,qn,Vn,Wn,Cr).domain([new Date(2e3,0,1),new Date(2e3,0,2)]),arguments)}function Ga(e,t){var n=\"undefined\"!=typeof Symbol&&e[Symbol.iterator]||e[\"@@iterator\"];if(!n){if(Array.isArray(e)||(n=function(e,t){if(e){if(\"string\"==typeof e)return Ka(e,t);var n=Object.prototype.toString.call(e).slice(8,-1);return\"Object\"===n&&e.constructor&&(n=e.constructor.name),\"Map\"===n||\"Set\"===n?Array.from(e):\"Arguments\"===n||/^(?:Ui|I)nt(?:8|16|32)(?:Clamped)?Array$/.test(n)?Ka(e,t):void 0}}(e))||t&&e&&\"number\"==typeof e.length){n&&(e=n);var r=0,a=function(){};return{s:a,n:function(){return r>=e.length?{done:!0}:{done:!1,value:e[r++]}},e:function(e){throw e},f:a}}throw new TypeError(\"Invalid attempt to iterate non-iterable instance.\\nIn order to be iterable, non-array objects must have a [Symbol.iterator]() method.\")}var i,o=!0,u=!1;return{s:function(){n=n.call(e)},n:function(){var e=n.next();return o=e.done,e},e:function(e){u=!0,i=e},f:function(){try{o||null==n.return||n.return()}finally{if(u)throw i}}}}function Ka(e,t){(null==t||t>e.length)&&(t=e.length);for(var n=0,r=new Array(t);n<t;n++)r[n]=e[n];return r}function Za(e){return Za=\"function\"==typeof Symbol&&\"symbol\"==typeof Symbol.iterator?function(e){return typeof e}:function(e){return e&&\"function\"==typeof Symbol&&e.constructor===Symbol&&e!==Symbol.prototype?\"symbol\":typeof e},Za(e)}function Xa(e,t){for(var n=0;n<t.length;n++){var r=t[n];r.enumerable=r.enumerable||!1,r.configurable=!0,\"value\"in r&&(r.writable=!0),Object.defineProperty(e,(void 0,a=function(e,t){if(\"object\"!==Za(e)||null===e)return e;var n=e[Symbol.toPrimitive];if(void 0!==n){var r=n.call(e,\"string\");if(\"object\"!==Za(r))return r;throw new TypeError(\"@@toPrimitive must return a primitive value.\")}return String(e)}(r.key),\"symbol\"===Za(a)?a:String(a)),r)}var a}function Ja(e,t){return Ja=Object.setPrototypeOf?Object.setPrototypeOf.bind():function(e,t){return e.__proto__=t,e},Ja(e,t)}function ei(e){if(void 0===e)throw new ReferenceError(\"this hasn't been initialised - super() hasn't been called\");return e}function ti(e){return ti=Object.setPrototypeOf?Object.getPrototypeOf.bind():function(e){return e.__proto__||Object.getPrototypeOf(e)},ti(e)}Er=function(e){var t=e.dateTime,n=e.date,r=e.time,a=e.periods,i=e.days,o=e.shortDays,u=e.months,l=e.shortMonths,s=Ar(a),c=Fr(a),f=Ar(i),p=Fr(i),d=Ar(o),h=Fr(o),v=Ar(u),g=Fr(u),y=Ar(l),m=Fr(l),b={a:function(e){return o[e.getDay()]},A:function(e){return i[e.getDay()]},b:function(e){return l[e.getMonth()]},B:function(e){return u[e.getMonth()]},c:null,d:na,e:na,f:ua,g:ma,G:_a,H:ra,I:aa,j:ia,L:oa,m:la,M:sa,p:function(e){return a[+(e.getHours()>=12)]},q:function(e){return 1+~~(e.getMonth()/3)},Q:Wa,s:Va,S:ca,u:fa,U:pa,V:ha,w:va,W:ga,x:null,X:null,y:ya,Y:ba,Z:wa,\"%\":Ba},_={a:function(e){return o[e.getUTCDay()]},A:function(e){return i[e.getUTCDay()]},b:function(e){return l[e.getUTCMonth()]},B:function(e){return u[e.getUTCMonth()]},c:null,d:xa,e:xa,f:Ta,g:ja,G:Ia,H:ka,I:Sa,j:Ea,L:Ca,m:Ma,M:Na,p:function(e){return a[+(e.getUTCHours()>=12)]},q:function(e){return 1+~~(e.getUTCMonth()/3)},Q:Wa,s:Va,S:Pa,u:za,U:La,V:Aa,w:Fa,W:Da,x:null,X:null,y:Ra,Y:Ua,Z:$a,\"%\":Ba},w={a:function(e,t,n){var r=d.exec(t.slice(n));return r?(e.w=h.get(r[0].toLowerCase()),n+r[0].length):-1},A:function(e,t,n){var r=f.exec(t.slice(n));return r?(e.w=p.get(r[0].toLowerCase()),n+r[0].length):-1},b:function(e,t,n){var r=y.exec(t.slice(n));return r?(e.m=m.get(r[0].toLowerCase()),n+r[0].length):-1},B:function(e,t,n){var r=v.exec(t.slice(n));return r?(e.m=g.get(r[0].toLowerCase()),n+r[0].length):-1},c:function(e,n,r){return S(e,t,n,r)},d:qr,e:qr,f:Xr,g:Br,G:$r,H:Yr,I:Yr,j:Qr,L:Zr,m:Hr,M:Gr,p:function(e,t,n){var r=s.exec(t.slice(n));return r?(e.p=c.get(r[0].toLowerCase()),n+r[0].length):-1},q:Vr,Q:ea,s:ta,S:Kr,u:Rr,U:jr,V:Ur,w:Dr,W:Ir,x:function(e,t,r){return S(e,n,t,r)},X:function(e,t,n){return S(e,r,t,n)},y:Br,Y:$r,Z:Wr,\"%\":Jr};function x(e,t){return function(n){var r,a,i,o=[],u=-1,l=0,s=e.length;for(n instanceof Date||(n=new Date(+n));++u<s;)37===e.charCodeAt(u)&&(o.push(e.slice(l,u)),null!=(a=Mr[r=e.charAt(++u)])?r=e.charAt(++u):a=\"e\"===r?\" \":\"0\",(i=t[r])&&(r=i(n,a)),o.push(r),l=u+1);return o.push(e.slice(l,u)),o.join(\"\")}}function k(e,t){return function(n){var r,a,i=Sr(1900,void 0,1);if(S(i,e,n+=\"\",0)!=n.length)return null;if(\"Q\"in i)return new Date(i.Q);if(\"s\"in i)return new Date(1e3*i.s+(\"L\"in i?i.L:0));if(t&&!(\"Z\"in i)&&(i.Z=0),\"p\"in i&&(i.H=i.H%12+12*i.p),void 0===i.m&&(i.m=\"q\"in i?i.q:0),\"V\"in i){if(i.V<1||i.V>53)return null;\"w\"in i||(i.w=1),\"Z\"in i?(a=(r=kr(Sr(i.y,0,1))).getUTCDay(),r=a>4||0===a?ur.ceil(r):ur(r),r=Gn.offset(r,7*(i.V-1)),i.y=r.getUTCFullYear(),i.m=r.getUTCMonth(),i.d=r.getUTCDate()+(i.w+6)%7):(a=(r=xr(Sr(i.y,0,1))).getDay(),r=a>4||0===a?Jn.ceil(r):Jn(r),r=Yn.offset(r,7*(i.V-1)),i.y=r.getFullYear(),i.m=r.getMonth(),i.d=r.getDate()+(i.w+6)%7)}else(\"W\"in i||\"U\"in i)&&(\"w\"in i||(i.w=\"u\"in i?i.u%7:\"W\"in i?1:0),a=\"Z\"in i?kr(Sr(i.y,0,1)).getUTCDay():xr(Sr(i.y,0,1)).getDay(),i.m=0,i.d=\"W\"in i?(i.w+6)%7+7*i.W-(a+5)%7:i.w+7*i.U-(a+6)%7);return\"Z\"in i?(i.H+=i.Z/100|0,i.M+=i.Z%100,kr(i)):xr(i)}}function S(e,t,n,r){for(var a,i,o=0,u=t.length,l=n.length;o<u;){if(r>=l)return-1;if(37===(a=t.charCodeAt(o++))){if(a=t.charAt(o++),!(i=w[a in Mr?t.charAt(o++):a])||(r=i(e,n,r))<0)return-1}else if(a!=n.charCodeAt(r++))return-1}return r}return b.x=x(n,b),b.X=x(r,b),b.c=x(t,b),_.x=x(n,_),_.X=x(r,_),_.c=x(t,_),{format:function(e){var t=x(e+=\"\",b);return t.toString=function(){return e},t},parse:function(e){var t=k(e+=\"\",!1);return t.toString=function(){return e},t},utcFormat:function(e){var t=x(e+=\"\",_);return t.toString=function(){return e},t},utcParse:function(e){var t=k(e+=\"\",!0);return t.toString=function(){return e},t}}}({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\"]}),Cr=Er.format,Tr=Er.parse,Er.utcFormat,Er.utcParse;var ni=function(t){!function(e,t){if(\"function\"!=typeof t&&null!==t)throw new TypeError(\"Super expression must either be null or a function\");e.prototype=Object.create(t&&t.prototype,{constructor:{value:e,writable:!0,configurable:!0}}),Object.defineProperty(e,\"prototype\",{writable:!1}),t&&Ja(e,t)}(u,t);var n,r,a,i,o=(a=u,i=function(){if(\"undefined\"==typeof Reflect||!Reflect.construct)return!1;if(Reflect.construct.sham)return!1;if(\"function\"==typeof Proxy)return!0;try{return Boolean.prototype.valueOf.call(Reflect.construct(Boolean,[],(function(){}))),!0}catch(e){return!1}}(),function(){var e,t=ti(a);if(i){var n=ti(this).constructor;e=Reflect.construct(t,arguments,n)}else e=t.apply(this,arguments);return function(e,t){if(t&&(\"object\"===Za(t)||\"function\"==typeof t))return t;if(void 0!==t)throw new TypeError(\"Derived constructors may only return object or undefined\");return ei(e)}(this,e)});function u(){var e;return function(e,t){if(!(e instanceof t))throw new TypeError(\"Cannot call a class as a function\")}(this,u),e=o.call(this),window.lastAdditiveForceArrayVisualizer=ei(e),e.topOffset=28,e.leftOffset=80,e.height=350,e.effectFormat=ze(\".2\"),e.redraw=(0,Re.debounce)((function(){return e.draw()}),200),e}return n=u,(r=[{key:\"componentDidMount\",value:function(){var e=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 t=void 0;\"string\"==typeof this.props.plot_cmap?this.props.plot_cmap in je.colors?t=je.colors[this.props.plot_cmap]:(console.log(\"Invalid color map name, reverting to default.\"),t=je.colors.RdBu):Array.isArray(this.props.plot_cmap)&&(t=this.props.plot_cmap),this.colors=t.map((function(e){return q(e)})),this.brighterColors=[1.45,1.6].map((function(t,n){return e.colors[n].brighter(t)}));var n=ze(\",.4\");null!=this.props.ordering_keys&&null!=this.props.ordering_keys_time_format?(this.parseTime=Tr(this.props.ordering_keys_time_format),this.formatTime=Cr(this.props.ordering_keys_time_format),this.xtickFormat=function(e){return\"object\"==Za(e)?this.formatTime(e):n(e)}):(this.parseTime=null,this.formatTime=null,this.xtickFormat=n),this.xscale=De(),this.xaxis=dn().scale(this.xscale).tickSizeInner(4).tickSizeOuter(0).tickFormat((function(t){return e.xtickFormat(t)})).tickPadding(-18),this.ytickFormat=n,this.yscale=De(),this.yaxis=pn(an,undefined).scale(this.yscale).tickSizeInner(4).tickSizeOuter(0).tickFormat((function(t){return e.ytickFormat(e.invLinkFunction(t))})).tickPadding(2),this.xlabel.node().onchange=function(){return e.internalDraw()},this.ylabel.node().onchange=function(){return e.internalDraw()},this.svg.on(\"mousemove\",(function(t){return e.mouseMoved(t)})),this.svg.on(\"click\",(function(){return alert(\"This original index of the sample you clicked is \"+e.nearestExpIndex)})),this.svg.on(\"mouseout\",(function(t){return e.mouseOut(t)})),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(e){var t,n,r=this;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 a=function(e,t){if(e=function(e){let t;for(;t=e.sourceEvent;)e=t;return e}(e),void 0===t&&(t=e.currentTarget),t){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())).x,r.y]}if(t.getBoundingClientRect){var a=t.getBoundingClientRect();return[e.clientX-a.left-t.clientLeft,e.clientY-a.top-t.clientTop]}}return[e.pageX,e.pageY]}(e,this.svg.node())[0];if(this.props.explanations){for(t=0;t<this.currExplanations.length;++t)(!n||Math.abs(n.xmapScaled-a)>Math.abs(this.currExplanations[t].xmapScaled-a))&&(n=this.currExplanations[t]);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,u=[],l=this.currPosOrderedFeatures.length-1;l>=0;--l){var s=this.currPosOrderedFeatures[l],c=n.features[s];o=5+(c.posyTop+c.posyBottom)/2,(!i||o-i>=15)&&c.posyTop-c.posyBottom>=6&&(u.push(c),i=o)}var f=[];i=void 0;var p,d=Ga(this.currNegOrderedFeatures);try{for(d.s();!(p=d.n()).done;){var h=p.value,v=n.features[h];o=5+(v.negyTop+v.negyBottom)/2,(!i||i-o>=15)&&v.negyTop-v.negyBottom>=6&&(f.push(v),i=o)}}catch(e){d.e(e)}finally{d.f()}var g=function(e){var t=\"\";return null!==e.value&&void 0!==e.value&&(t=\" = \"+(isNaN(e.value)?e.value:r.ytickFormat(e.value))),n.count>1?\"mean(\"+r.props.featureNames[e.ind]+\")\"+t:r.props.featureNames[e.ind]+t},y=this.hoverGroup1.selectAll(\".pos-values\").data(u);y.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(y).attr(\"x\",n.xmapScaled+5).attr(\"y\",(function(e){return 4+(e.posyTop+e.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(g),y.exit().remove();var m=this.hoverGroup2.selectAll(\".pos-values\").data(u);m.enter().append(\"text\").attr(\"class\",\"pos-values\").merge(m).attr(\"x\",n.xmapScaled+5).attr(\"y\",(function(e){return 4+(e.posyTop+e.posyBottom)/2})).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[0]).text(g),m.exit().remove();var b=this.hoverGroup1.selectAll(\".neg-values\").data(f);b.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(b).attr(\"x\",n.xmapScaled+5).attr(\"y\",(function(e){return 4+(e.negyTop+e.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(g),b.exit().remove();var _=this.hoverGroup2.selectAll(\".neg-values\").data(f);_.enter().append(\"text\").attr(\"class\",\"neg-values\").merge(_).attr(\"x\",n.xmapScaled+5).attr(\"y\",(function(e){return 4+(e.negyTop+e.negyBottom)/2})).attr(\"text-anchor\",\"start\").attr(\"font-size\",12).attr(\"fill\",this.colors[1]).text(g),_.exit().remove()}}},{key:\"draw\",value:function(){var e=this;if(this.props.explanations&&0!==this.props.explanations.length){(0,Re.each)(this.props.explanations,(function(e,t){return e.origInd=t}));var t,n={},r={},a={},i=Ga(this.props.explanations);try{for(i.s();!(t=i.n()).done;){var o=t.value;for(var u in o.features)void 0===n[u]&&(n[u]=0,r[u]=0,a[u]=0),o.features[u].effect>0?n[u]+=o.features[u].effect:r[u]-=o.features[u].effect,null!==o.features[u].value&&void 0!==o.features[u].value&&(a[u]+=1)}}catch(e){i.e(e)}finally{i.f()}this.usedFeatures=(0,Re.sortBy)((0,Re.keys)(n),(function(e){return-(n[e]+r[e])})),console.log(\"found \",this.usedFeatures.length,\" used features\"),this.posOrderedFeatures=(0,Re.sortBy)(this.usedFeatures,(function(e){return n[e]})),this.negOrderedFeatures=(0,Re.sortBy)(this.usedFeatures,(function(e){return-r[e]})),this.singleValueFeatures=(0,Re.filter)(this.usedFeatures,(function(e){return a[e]>0}));var l=[\"sample order by similarity\",\"sample order by output value\",\"original sample ordering\"].concat(this.singleValueFeatures.map((function(t){return e.props.featureNames[t]})));null!=this.props.ordering_keys&&l.unshift(\"sample order by key\");var s=this.xlabel.selectAll(\"option\").data(l);s.enter().append(\"option\").merge(s).attr(\"value\",(function(e){return e})).text((function(e){return e})),s.exit().remove();var c=this.props.outNames[0]?this.props.outNames[0]:\"model output value\";(l=(0,Re.map)(this.usedFeatures,(function(t){return[e.props.featureNames[t],e.props.featureNames[t]+\" effects\"]}))).unshift([\"model output value\",c]);var f=this.ylabel.selectAll(\"option\").data(l);f.enter().append(\"option\").merge(f).attr(\"value\",(function(e){return e[0]})).text((function(e){return e[1]})),f.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 e,t,n=this,r=Ga(this.props.explanations);try{for(r.s();!(e=r.n()).done;){var a,i=e.value,o=Ga(this.usedFeatures);try{for(o.s();!(a=o.n()).done;){var u=a.value;i.features.hasOwnProperty(u)||(i.features[u]={effect:0,value:0}),i.features[u].ind=u}}catch(e){o.e(e)}finally{o.f()}}}catch(e){r.e(e)}finally{r.f()}var l=this.xlabel.node().value,s=\"sample order by key\"===l&&null!=this.props.ordering_keys_time_format;if(this.xscale=s?Ya():De(),this.xaxis.scale(this.xscale),\"sample order by similarity\"===l)t=(0,Re.sortBy)(this.props.explanations,(function(e){return e.simIndex})),(0,Re.each)(t,(function(e,t){return e.xmap=t}));else if(\"sample order by output value\"===l)t=(0,Re.sortBy)(this.props.explanations,(function(e){return-e.outValue})),(0,Re.each)(t,(function(e,t){return e.xmap=t}));else if(\"original sample ordering\"===l)t=(0,Re.sortBy)(this.props.explanations,(function(e){return e.origInd})),(0,Re.each)(t,(function(e,t){return e.xmap=t}));else if(\"sample order by key\"===l)t=this.props.explanations,s?(0,Re.each)(t,(function(e,t){return e.xmap=n.parseTime(n.props.ordering_keys[t])})):(0,Re.each)(t,(function(e,t){return e.xmap=n.props.ordering_keys[t]})),t=(0,Re.sortBy)(t,(function(e){return e.xmap}));else{var c=(0,Re.findKey)(this.props.featureNames,(function(e){return e===l}));(0,Re.each)(this.props.explanations,(function(e,t){return e.xmap=e.features[c].value}));var f=(0,Re.sortBy)(this.props.explanations,(function(e){return e.xmap})),p=(0,Re.map)(f,(function(e){return e.xmap}));if(\"string\"==typeof p[0])return void alert(\"Ordering by category names is not yet supported.\");var d,h,v=(0,Re.min)(p),g=((0,Re.max)(p)-v)/100;t=[];for(var y=0;y<f.length;++y){var m=f[y];if(d&&!h&&m.xmap-d.xmap<=g||h&&m.xmap-h.xmap<=g){h||((h=(0,Re.cloneDeep)(d)).count=1);var b,_=Ga(this.usedFeatures);try{for(_.s();!(b=_.n()).done;){var w=b.value;h.features[w].effect+=m.features[w].effect,h.features[w].value+=m.features[w].value}}catch(e){_.e(e)}finally{_.f()}h.count+=1}else if(d)if(h){var x,k=Ga(this.usedFeatures);try{for(k.s();!(x=k.n()).done;){var S=x.value;h.features[S].effect/=h.count,h.features[S].value/=h.count}}catch(e){k.e(e)}finally{k.f()}t.push(h),h=void 0}else t.push(d);d=m}d.xmap-t[t.length-1].xmap>g&&t.push(d)}this.currUsedFeatures=this.usedFeatures,this.currPosOrderedFeatures=this.posOrderedFeatures,this.currNegOrderedFeatures=this.negOrderedFeatures;var E=this.ylabel.node().value;if(\"model output value\"!==E){var C=t;t=(0,Re.cloneDeep)(t);for(var T=(0,Re.findKey)(this.props.featureNames,(function(e){return e===E})),M=0;M<t.length;++M){var N=t[M].features[T];t[M].features={},t[M].features[T]=N,C[M].remapped_version=t[M]}this.currUsedFeatures=[T],this.currPosOrderedFeatures=[T],this.currNegOrderedFeatures=[T]}this.currExplanations=t,\"identity\"===this.props.link?this.invLinkFunction=function(e){return n.props.baseValue+e}:\"logit\"===this.props.link?this.invLinkFunction=function(e){return 1/(1+Math.exp(-(n.props.baseValue+e)))}:console.log(\"ERROR: Unrecognized link function: \",this.props.link),this.predValues=(0,Re.map)(t,(function(e){return(0,Re.sum)((0,Re.map)(e.features,(function(e){return e.effect})))}));var P=this.wrapper.node().offsetWidth;if(0==P)return setTimeout((function(){return n.draw(t)}),500);this.svg.style(\"height\",this.height+\"px\"),this.svg.style(\"width\",P+\"px\");var z=(0,Re.map)(t,(function(e){return e.xmap}));this.xscale.domain([(0,Re.min)(z),(0,Re.max)(z)]).range([this.leftOffset,P]).clamp(!0),this.xaxisElement.attr(\"transform\",\"translate(0,\"+this.topOffset+\")\").call(this.xaxis);for(var L=0;L<this.currExplanations.length;++L)this.currExplanations[L].xmapScaled=this.xscale(this.currExplanations[L].xmap);for(var O=t.length,A=0,F=0;F<O;++F){var D=t[F].features,R=(0,Re.sum)((0,Re.map)((0,Re.filter)(D,(function(e){return e.effect>0})),(function(e){return e.effect})))||0,j=(0,Re.sum)((0,Re.map)((0,Re.filter)(D,(function(e){return e.effect<0})),(function(e){return-e.effect})))||0;A=Math.max(A,2.2*Math.max(R,j))}this.yscale.domain([-A/2,A/2]).range([this.height-10,this.topOffset]),this.yaxisElement.attr(\"transform\",\"translate(\"+this.leftOffset+\",0)\").call(this.yaxis);for(var U=0;U<O;++U){var I,$=t[U].features,B=-((0,Re.sum)((0,Re.map)((0,Re.filter)($,(function(e){return e.effect<0})),(function(e){return-e.effect})))||0),W=void 0,V=Ga(this.currPosOrderedFeatures);try{for(V.s();!(I=V.n()).done;)$[W=I.value].posyTop=this.yscale(B),$[W].effect>0&&(B+=$[W].effect),$[W].posyBottom=this.yscale(B),$[W].ind=W}catch(e){V.e(e)}finally{V.f()}var H,q=B,Q=Ga(this.currNegOrderedFeatures);try{for(Q.s();!(H=Q.n()).done;)$[W=H.value].negyTop=this.yscale(B),$[W].effect<0&&(B-=$[W].effect),$[W].negyBottom=this.yscale(B)}catch(e){Q.e(e)}finally{Q.f()}t[U].joinPoint=q,t[U].joinPointy=this.yscale(q)}var Y=En().x((function(e){return e[0]})).y((function(e){return e[1]})),G=this.mainGroup.selectAll(\".force-bar-array-area-pos\").data(this.currUsedFeatures);G.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-pos\").merge(G).attr(\"d\",(function(e){var n=(0,Re.map)((0,Re.range)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].posyTop]})),r=(0,Re.map)((0,Re.rangeRight)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].posyBottom]}));return Y(n.concat(r))})).attr(\"fill\",this.colors[0]),G.exit().remove();var K=this.mainGroup.selectAll(\".force-bar-array-area-neg\").data(this.currUsedFeatures);K.enter().append(\"path\").attr(\"class\",\"force-bar-array-area-neg\").merge(K).attr(\"d\",(function(e){var n=(0,Re.map)((0,Re.range)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].negyTop]})),r=(0,Re.map)((0,Re.rangeRight)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].negyBottom]}));return Y(n.concat(r))})).attr(\"fill\",this.colors[1]),K.exit().remove();var Z=this.mainGroup.selectAll(\".force-bar-array-divider-pos\").data(this.currUsedFeatures);Z.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-pos\").merge(Z).attr(\"d\",(function(e){var n=(0,Re.map)((0,Re.range)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].posyBottom]}));return Y(n)})).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",(function(){return n.colors[0].brighter(1.2)})),Z.exit().remove();var X=this.mainGroup.selectAll(\".force-bar-array-divider-neg\").data(this.currUsedFeatures);X.enter().append(\"path\").attr(\"class\",\"force-bar-array-divider-neg\").merge(X).attr(\"d\",(function(e){var n=(0,Re.map)((0,Re.range)(O),(function(n){return[t[n].xmapScaled,t[n].features[e].negyTop]}));return Y(n)})).attr(\"fill\",\"none\").attr(\"stroke-width\",1).attr(\"stroke\",(function(){return n.colors[1].brighter(1.5)})),X.exit().remove();for(var J=function(e,t,n,r,a){var i,o,u,l;\"pos\"===a?(i=e[n].features[t].posyBottom,o=e[n].features[t].posyTop):(i=e[n].features[t].negyBottom,o=e[n].features[t].negyTop);for(var s=n+1;s<=r;++s)\"pos\"===a?(u=e[s].features[t].posyBottom,l=e[s].features[t].posyTop):(u=e[s].features[t].negyBottom,l=e[s].features[t].negyTop),u>i&&(i=u),l<o&&(o=l);return{top:i,bottom:o}},ee=[],te=0,ne=[\"pos\",\"neg\"];te<ne.length;te++){var re,ae=ne[te],ie=Ga(this.currUsedFeatures);try{for(ie.s();!(re=ie.n()).done;)for(var oe=re.value,ue=0,le=0,se=0,ce={top:0,bottom:0},fe=void 0;le<O-1;){for(;se<100&&le<O-1;)++le,se=t[le].xmapScaled-t[ue].xmapScaled;for(ce=J(t,oe,ue,le,ae);ce.bottom-ce.top<20&&ue<le;)++ue,ce=J(t,oe,ue,le,ae);if(se=t[le].xmapScaled-t[ue].xmapScaled,ce.bottom-ce.top>=20&&se>=100){for(;le<O-1;){if(++le,!((fe=J(t,oe,ue,le,ae)).bottom-fe.top>20)){--le;break}ce=fe}se=t[le].xmapScaled-t[ue].xmapScaled,ee.push([(t[le].xmapScaled+t[ue].xmapScaled)/2,(ce.top+ce.bottom)/2,this.props.featureNames[oe]]);var pe=t[le].xmapScaled;for(ue=le;pe+100>t[ue].xmapScaled&&ue<O-1;)++ue;le=ue}}}catch(e){ie.e(e)}finally{ie.f()}}var de=this.onTopGroup.selectAll(\".force-bar-array-flabels\").data(ee);de.enter().append(\"text\").attr(\"class\",\"force-bar-array-flabels\").merge(de).attr(\"x\",(function(e){return e[0]})).attr(\"y\",(function(e){return e[1]+4})).text((function(e){return e[2]})),de.exit().remove()}},{key:\"componentWillUnmount\",value:function(){window.removeEventListener(\"resize\",this.redraw)}},{key:\"render\",value:function(){var t=this;return e.createElement(\"div\",{ref:function(e){return t.wrapper=Jt(e)},style:{textAlign:\"center\"}},e.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          }\"}}),e.createElement(\"select\",{className:\"additive-force-array-xlabel\"}),e.createElement(\"div\",{style:{height:\"0px\",textAlign:\"left\"}},e.createElement(\"select\",{className:\"additive-force-array-ylabel\"})),e.createElement(\"svg\",{ref:function(e){return t.svg=Jt(e)},style:{userSelect:\"none\",display:\"block\",fontFamily:\"arial\",sansSerif:!0}}))}}])&&Xa(n.prototype,r),Object.defineProperty(n,\"prototype\",{writable:!1}),u}(e.Component);ni.defaultProps={plot_cmap:\"RdBu\",ordering_keys:null,ordering_keys_time_format:null};const ri=ni;window.SHAP={SimpleListVisualizer:He,AdditiveForceVisualizer:Ln,AdditiveForceArrayVisualizer:ri,React:e,ReactDom:t}})()})();\n</script>"},"metadata":{}}]},{"cell_type":"code","source":"sample_test_df = X_test.sample(frac=0.05)\nshap_values = explainer(tfidf.transform(sample_test_df))    # Use a sample data to avoid OOM","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:58:18.051385Z","iopub.execute_input":"2023-12-29T15:58:18.055006Z","iopub.status.idle":"2023-12-29T15:58:20.821296Z","shell.execute_reply.started":"2023-12-29T15:58:18.054970Z","shell.execute_reply":"2023-12-29T15:58:20.820260Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"markdown","source":"## Feature Values for Each Class\n\nWe will see which words in our text data contributed to certain classes more.","metadata":{}},{"cell_type":"code","source":"shap.plots.beeswarm(shap_values[:, :, 0])","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:58:20.822827Z","iopub.execute_input":"2023-12-29T15:58:20.823107Z","iopub.status.idle":"2023-12-29T15:58:23.202858Z","shell.execute_reply.started":"2023-12-29T15:58:20.823085Z","shell.execute_reply":"2023-12-29T15:58:23.201533Z"},"trusted":true},"execution_count":21,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x550 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAA4cAAAHxCAYAAADeCcljAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAAC1VUlEQVR4nOzdeZyN5f/H8dc5Z/bNzFjHvkUhWUNFSIghOxVZylJUEq0qWn7ftAghS9mSiBZLCZW1hVBRtuzMYpkx+3rOuX9/jDkcZ8Zghlm8n4/H/TD3dV/3dV33Oce5z+e+rvu6TYZhGIiIiIiIiMhNzZzfDRAREREREZH8p+BQREREREREFByKiIiIiIiIgkMRERERERFBwaGIiIiIiIig4FBERERERERQcCgiIiIiIiIoOBQREREREREUHIqIiIiIiAgKDkVERERERJyMGzcOPz+/HLcdPXoUk8nEsmXLrqr8a93venPL7waIiIiIiIgURiEhIfz222/UqFEjv5uSJxQcioiIiIiIXANPT0+aNm2a383IMxpWKiIiIiIicg2yGh6alpbG008/TXBwMIGBgQwdOpRFixZhMpk4evSo0/4pKSmMGDGCoKAgQkJCGD16NFar9QYfxQUKDkVERERERLJgtVpdFrvdftl9XnzxRWbOnMkLL7zAkiVLsNvtvPjii1nmfeWVVzCbzXz55ZcMGzaMDz74gE8++eR6HMoV0bBSERGRfJSens7cuXMBGDhwIO7u7vncIhGRIsrUzTXN+Drb7ImJidl+J/v6+maZHh0dzccff8zYsWN54YUXAGjXrh1t2rThxIkTLvmbNGnClClTALj//vtZv349y5YtY9iwYTkdzXWh4FBEREREROQS3t7ebNq0ySV91qxZLFq0KMt9du/eTUpKCp07d3ZKf/DBB/npp59c8rdt29ZpvVatWvz888+5aHXuKDgUEREREZGbgOmqcpvNZho1auSSvmrVqmz3iYiIAKBkyZJO6aVKlcoyf2BgoNO6h4cHKSkpV9XOvKR7DkVERERERPJASEgIAGfOnHFKP336dH4056opOBQRERERkZuAKYslb9WpUwcvLy+WL1/ulP7tt9/meV3Xg4aVioiIiIjITSDvg8FLFS9enCeeeIK3334bLy8v6tWrx9KlSzlw4ACQMVS1ICvYrRMRERERESlE3nnnHYYMGcL//vc/evbsSXp6uuNRFsWKFcvn1l2eyTAMI78bISIicrPSoyxERG4QUy/XNOPLG1J1v3792LJlC0eOHLkh9V0rDSsVERERERHJIxs3buSXX36hYcOG2O12Vq1axeeff87EiRPzu2k5UnAoIiIiIiKSR/z8/Fi1ahUTJkwgOTmZKlWqMHHiREaOHJnfTcuRgkMREREREbkJXP8JaQAaNmzIr7/+ekPqymuakEZERERERETUcygiIiIiIjeDG9NzWJgpOBQRERERkZuAgsOcaFipiIiIiIiIqOdQRERERERuBuo5zIl6DkVEREREREQ9hyIiIiIicjNQz2FOFByKiIiIiMhNQMFhTjSsVERERERERNRzKCIiIiIiRZ+RRc+h+hKdqedQRERERERE1HMoIiJS0MzbZWXg2gvrd5WCXx7VKVtERK4v9RyKiIgUMBcHhgC/noZVB6z50xgRkSLDlMUiF1NwKCIiUoBUnJZ1ENhpxQ1uiIiI3HQ0RkVERKQAOZGc3y0QESmaNCFNztRzKCIiIiIiIuo5FBERERGRm4H6CXOi4FBERERERG4CCg5zomGlIiIiIiIiop5DEREREREp+rKakEacqedQRERERERE1HMoIiIiIiI3A/Uc5kQ9h1KgrVy5kkaNGrF9+/Y8LXfIkCF06tTpivJu376dRo0asXLlyjxtw/XQqVMnhgwZkuflFqbXQERERCQrRhaLOFNwKCIiIiIiIhpWKiIi10lqOriZwWLJWE+3gmHAmVgoEwQxiWA/f93WboCHG1jM4O8NdjvY7OBmgTRrxnazCQ6EQ5USkJAGxXzA2xNMJohPguhESEgGdwvcUhaSUyEpDaw28PMCmw3Mloz1Y6cz8pyNzWjnuUSoVQEORWKUCsRuN6CkP8bRaEyl/LFFJWOcS8ZSvhjWhDRs0Wm4VStG2sE4zEFeWEp4kXQ8kbN/RVG8cUm8yngReyIJ7+Le+Jb04tTxJBLi0yke4o2nrxu79iQSEuJFusVg98kUdsaWooxHAkeirGC3gFnXbkVE8p6GleZEwaGIiOStuCR4fDp8/XtGUPZcZ4iMgZlrMwK+nLiZwd0NUq0Zf6dZs88b7JdRZmxSrpudEaaaseMDuGEAdizEE4QND0xACu6k4AOYsAOxeBFj9iPN00KKrxuGxYRhQJK3G8m+HqR5epAQ6A8mEzazmbBAf2K9fcBk4qCXB9Ee7px1sxBvaQnA+ElW8DHAxyPXxyMiInK1FBxKoWCz2Zg5cyYrV64kKiqKSpUqMXDgQNq1a+eUb8OGDSxYsIADBw5gMpm45ZZbePTRR2nZsuUV1bNhwwZmzZrF0aNHCQoKIjQ0lPr167vkS01NZd68eaxZs4ZTp07h7u5O6dKlueuuu3jmmWdIT0/ngQceoGLFisyZM8dl/wULFjBlyhRmzZpFgwYNWLlyJePHj2f69On8/fffLF++nHPnzlG9enVGjx7N7bffzo4dO5g+fTr79+/H19eXnj178vjjj2d5HPv27WPSpEn8+++/uLu707x5c5555hmCg4Od8sXExDBz5kw2bdpEVFQUxYsXp0WLFgwdOpTAwMAres1EXIyZD0t/zfg7NgleW3x1+1vtYE3L+Dsth2AyOuHq25eNjOvJdkxYMXDDBNhww34+MLRhdgSGkHFfRgCpnHULcASGkNGR6ZNiJd3Tgok0bInJpPj5YANHYHjOYuacuxuxFjPxbpYLjbDZIc0EPnl2WCIicp4eZZEzBYdSKHz00UckJyfTo0cPIGOimldeeYW0tDTHxDJLly5lwoQJVK5c2RE0rVq1itGjR/Pyyy/TrVu3y9axfv16nn/+ecqWLcvjjz+OxWJh5cqVbNmyxSXvhAkTWLFiBR07duSRRx7BZrNx4sQJ/vjjDwDc3d0JDQ1l4cKFHD16lMqVKzvtv2LFCipWrEiDBg2c0qdOnYrNZqNPnz5YrVYWLlzIiBEjGD9+PG+++SZdu3blgQceYN26dcyYMYOyZcvSoUMHpzJOnz7NE088QevWrbnvvvvYt28fK1asYO/evSxYsAAvLy8AEhISGDRoECdOnKBz587ceuut7N+/n2XLlvHHH38wf/58fH19r/AdErnIqh353YJcMZGOQcb/kxQu/B9Ix51LhyRZMDBMOALDC2WAZ6qNJDcL7qlppPj5cM43IzAEOOvhjslkIsmSxfBR6xX0roqIyDVQcJgT3dQghUJMTAzz589nwIABDBgwgPnz51OmTBk+/PBDUlJSiIuLY8qUKZQvX5558+Y58s2bN49y5coxadIk4uPjsy3fZrPx/vvvExAQwPz58xk0aBD9+/dn3rx5xMbGuuTfsGEDd911F+PHj6d79+706tWL5557joULFzrydO3aFYDly5c77fvXX39x9OhRHnzwwSzbMW/ePPr27cuAAQN49dVXSUxM5IUXXuCjjz5ixIgR9OjRg6lTp1K8eHGWLl3qUsbJkycZPHgwr776Kj179uTVV19l5MiRHD58mMWLL/TgzJ8/n+PHj/P888878o4dO5YxY8Zw9OhRFixYkPMbk4+io6NJTU11rCckJDi9x2lpaURFRTntExERcdn1yMhIDOPC3GWq4xrrqFiCwsy46NRoId3xtxnXoM2escOFeycvYj0fMNrP33PpZb1Qlpc9oyw3I4u58kw5/3gpcO+56lAdqkN1XGEdUrApOJRCoUePHvj5+TnW/fz86N69O3FxcezYsYOtW7eSnJxMnz59XPL16dOHpKQktm7dmm35e/fu5dSpU3Tu3NlpOGVmPZfy8/Pj8OHDHDx4MNsyK1WqRIMGDfj++++xWi/cM7V8+XIsFguhoaFZHqe7u7tjPXNIa506dahVq5Yj3d3dndq1a3P8+HGXMjKHnF6sZ8+e+Pr6sn79ekfahg0bCAoKcgSxmbp160ZQUJBT3oIoODgYT09Px7qfnx/+/v6OdQ8PD4oXL+60T0hIyGXXy5Qpg+miH+aq4xrrePOhjMllMpUvDsUKRy90xtTmXo51bxIwzt+N6E46FqxOedNww2yAR7ItY7Kd82wmSPN0w24ykeznDUCx5FTcbDYAyqamYzIMgqw2zJcGiJ4WclLg3nPVoTpUh+q4wjryk4HJZRFnGlYqhcKlwzIBqlSpAkBYWBhJSRmTUVStWtUlX2ZaWFhYtuVnbqtUqVK29Vxs1KhRvP766/Tp04dy5crRqFEjmjdvTosWLTBfNMtgt27dGDt2LFu2bKFly5YkJiby448/0rx5c5cvU4By5co5rQcEBABQtmxZl7wBAQFZ9mqWK1fOKcCEjC/vcuXKOb0G4eHh3Hbbbbi5OX8NuLm5UbFiRfbt2+dStsgVaXMH7J0CX/0Ogb7Q5x5ISoUvNsPybXD0dEZ6ShrEJmfMUGo/PwlLuWAIbZzxd2wSeHnAnuOQkAp7T2bs6+kGJQKgQgkY2hZKF4OhH8OhU5BuA28P6NIETsfC9oNgMzImrjGbMv6OTciY7CbI73wbkjLq93TDSDPAbEDZYGzF/LFFJOORBmmxYBgmPNzSSLGbsRkW0rCQZHjgY03DbHIHu0G6lwWru4nYEj7YzRbsPh54lPAiPsEgzWymTEIcZ4v5kYQ7NROS2O/rTanUdM5ZzKS6mfHzdyNBZ2YREcknOgWJXIOWLVuyYsUKfvnlF3bu3Mm2bdtYvnw59evXZ/r06Y7grHXr1hQrVozly5fTsmVL1q1bR3JyMl26dMmyXHM209dbLDn3JIgUKFXLwJguF9b9vWFkp4zletg9JU+Kufh/YOb/Ou88KTl76enpzJ07F4CBAwfiMVlXskVErg99v+ZEw0qlUDh69KhL2pEjR4CMnrLy5csDcPjw4cvmy07mtmPHjmW7/6WKFStGhw4dGDt2LMuXL+fRRx/lzz//ZOPGjY48Hh4edOzYkV9//ZUzZ86wfPlySpUqRbNmzbJtS26FhYWRnp7ulJaWlkZYWJjTa1CuXDmOHTvmNOQVwGq1cvz48cu+XiIiIiKFjYaV5kzBoRQKy5YtIyHhwpT1CQkJfPXVV/j7+9OwYUOaNGmCt7c3S5YsITEx0ZEvMTGRJUuW4OPjQ9OmTbMt/7bbbqN06dKsWLGCmJgYl3ouZrPZXCa3MZlM1KxZE8BlqGfXrl2x2WxMmTKF3bt3Exoael17AhMTE10mqlm6dCmJiYlOj/S49957OXfuHN9++61T3m+//ZZz587RqlWr69ZGERERESl4NKxUCoXAwED69+/veGzFypUriYyMZOzYsXh5eeHl5cXTTz/NhAkTGDBggGOyl1WrVnHixAlefvllp4lqLmWxWHj22Wd56aWX6N+/P126dMFisbBixQqKFStGZGSkI29SUhLt27enRYsW1KxZk6CgIMLDw1m2bBkBAQG0aNHCqewqVapQr149Vq9ejclkonPnztfhFbqgfPnyzJ49m0OHDnHbbbexd+9eVqxYQeXKlenTp48jX//+/fnpp59499132b9/PzVr1mT//v0sX76cSpUq8eijj17XdoqIiIhIwaLgUAqFp556ir/++oulS5cSHR1NxYoVeeutt2jfvr0jT8+ePSlRogSfffYZs2fPBqBGjRq8//77Tj1m2WnTpg1ms5lPPvmEWbNmERwcTGhoKPXr12fEiBGOfF5eXjz00ENs27aNbdu2kZSURIkSJWjRogUDBw6kZMmSLmV37dqVv/76i0aNGjmGwF4vpUqV4p133mHSpEmsWbMGd3d32rdvz8iRI/H2vnD3lJ+fH59++ikzZ85k06ZNrFixguLFi9O9e3eGDh2qZxyKiIiI3GRMhpHVQ5ZEJC+tW7eOl156ySWgFRG5mglpjNG6pisicq1STE+6pHkZ0/OhJQWXzjIiN8DSpUsJDAykdevW+d0UERERkZuUJqDJiYJDkeskOjqabdu28ddff7Fz505GjBiBh4dHfjdLRERERCRLCg5FrpPDhw8zduxY/P396d69O3379s3vJomIiIjctPToipwpOBS5Tho1asT27dvzuxkiIiIiIldEwaGIiIiIiNwE1HOYE3N+N0BEREQu2NMv6/Qynje2HSIiRY2ByWURZwoORURECpDbSrtl+XMl4ikN9hERketLwaGIiEgBYx/txuZeUD0AJtyj5xuKiMiNobONiIhIAXRPRTf+G5LfrRARKTo0jDRn6jkUERERERER9RyKiIiIiMjNQD2HOVHPoYiIiIiIiCg4FBERKUie/MGK14dWHvvemt9NEREpUvQoi5xpWKmIiEgB4TH5wt9z9sCcPVbNVCoikkcUDOZMPYciIiIFwCdxjbNMb7NIPYgiInJjKDgUEREpAP7gNrKaLOGn8BvfFhERuTkpOBQRERERERHdcygiIiIiIkWf7jnMmYJDERERERG5CSg4zImGlYqIiIiIiIh6DkVEREREpOjTsNKcqedQRERERERE1HMoIiIiIiJFn3oOc6aeQ5FCKCwsjOeee442bdrQqFEjxo0bl99NEhERESngTFkscjH1HIoUQuPHj+e///5j0KBBFC9enPLly+d3k0RERESkkFNwKFLIpKWl8eeff9KrVy/69euX380RERERKRSM/G5AIaDgUKSQiY6OxjAMAgICcsybmJiIr6/vDWiVFHhxSfDZRjgZBZ0awV23Xr+6vvoNJq4AP294oi38dRS8PODRllA2OCPPX0dg2W8Q7Af9W0Fx/4z02MSMfRdthpgkqFMBpg+BlPSM/CUCMsoJ9IHnF8DiLVCiGAy7H46egVQrrPkTTpwFuwFe7lCzHDSqBvvC4FAknI2H1HSwWsF++UMxAAMLVvyx44kdM6l4kY4HyfiQhgfpuBGHF6l4YjWbSfBxx+ppIc7HQkKQHyl+3qS7uxPn60OamxtnfL2J9fAgytODeIuZGE8LeLeFAHRWFhGRfGUyDENBtEghMW7cOFatWuWS/vrrrzN+/HgGDx5MlSpVWLBgAUeOHOH+++9n3LhxHD16lMWLF7Nz504iIyOx2WxUqVKFHj160KVLF5fyEhISmD9/PuvXryc8PBxvb28qV65Mr169aNeu3Q04UslTiSnQ+HnYe/JC2oyhMPQ6vJdvLYVXv8h6W7AfbJ0Au45Bz/fBfj4yq1ACtr+bEUDePhKOn3Xd12zKCPYAKpYAX0/YG5b37c+CAVgJwMALgHQ8iKYk6Xg48iTgxTn8HfnjAjxI9vHg6C2lwWx2pB8uWYJzPt4c9vUi7Xw6hkGs2cyJsv7gnnV0aIxW1CgiklvRphdd0oKNd/KhJQWXzjYihUi3bt2oUaMGEydOpFWrVrRq1QqAihUrArBx40aWLFlC9+7d6d69u6PXcPv27ezcuZN77rmHsmXLkpKSwo8//shbb73FuXPnGDhwoKOO+Ph4HnvsMQ4fPsx9991Hjx49sNls7N+/ny1btig4LIy+2OwcGAKMW3J9gsN3v81+W3QCTF4FG/dcCAwho5dv9o8ZwWNWgSFcCAwh+zzXiQmwkIj1fHBowu4UGAL4kkIcPtiwYAJ8kqxEVAh2BIaZ5ZRISOBIMf8LgSGAyUSAXddpRUSuP01AkxPNVipSiNStW5eWLVsCUL16dTp06ECHDh0IDs4Yqnfo0CE+/fRThg8fTteuXWnbti0AHTt25Msvv+Tpp5+mR48e9O3blzlz5tCgQQPmzZuH1Wp11DFt2jQOHz7Myy+/zIQJE+jTpw+PPPIIb7zxBuPHj7/hx5yd6OhoUlNTHesJCQnEx8c71tPS0oiKinLaJyIi4rLrkZGRXDyYoqjUkXTYeTuAcToWrLa8P47kNJe6nAs6B5HnskyP/+/E5ffNR6aLxp9as7iuagLcsF1YNwys7haXfB5WK+lm1x8npvMDWLNTED9XqkN1qA7VcS11SMGmYaUihUx4eDidO3dm8ODBDB061Cnt3nvv5YMPPrjs/qmpqSQnJwPw9ddfM336dBYvXkz16tWx2+20adOG4sWLs3Tp0ut+LHKD7D4G9Z5z7q3rcid84zq8JteavgBb/8t+++cjYeO/MGudc/pP4yHIFxqMvrJ6LGaw5XDDYB6y4YWNgPN/W4ikPMZF11dtmAinOJlXpRN83TlTJoBT5YOdyokM8OdQiWCO+Hg5pacD+8sHgJuGlYqIXC9Rppdd0oob/5cPLSm4dLYRKUIyh5deKikpiVmzZrFu3TpOnTrlsj0uLg6AmJgY4uLiaNas2XVtp9xgt1fKCMrGLsoYwvngnRmTvFwPa1+De8ZmBKRmE1QpDadjwdsDRobCwy2gc2NIt2VMJlPcH17pAa1vz9j/s6dhxCcQm5SxbgK6NwM/L1jyS8aENGN7QM2y8MBbF3oqg/0yJt2xmDMmpbmUmxmsVxdMXrhyasKKHwB2zCTjgzdJJOODgRkbJqLPbzcwSPW0kOplwTsuCUtaADZ3C4bJRJq7G1Y3N3zTrZRJSeWMhwc2E1hNJo5mc6+hiIjIjaSzkUgR4uXllWX6K6+8wpYtW+jatSsNGjSgWLFimM1mfvnlFxYtWoTdfuN6YCSf9LknY7neAnxh14eXz+PnDXNGZCyX6tsyY8nK3Kec15MWX0sLwTDAdH5op80GyalgsYCne0aa3Q7pVkwmc8aMpj5eeJrNGIaBPS4JDw83zGYLtmQrmAxM7m5U9TCT9O853II9cQvyxOLthmGHmBOJ+Jb0xN3LDZvdIDnZjtkC/v7uJKfYcXcDw7Axd+5chsY9em3HIyIiV8TQPYc5UnAoUsTFx8ezZcsWOnTowMsvOw+n2LZtm9N6YGAgAQEB/PffZYYFihR2pot+HFgs4OfjvN1svmh4p8dFu5mwFLvwaBg3T+dTqP8dJZzLsUDxqv4Xr+LheeE+RG+vjGGp6ek2RERECgJNSCNSxJkzp9G/5Pbis2fP8u2337rkbdeuHYcPH3bZllUZIiIiIlJ0qOdQpIjz9fWladOmrF69Gk9PT2rXrk1ERARff/015cqVIzY21in/E088wR9//MFbb73F1q1bueOOOwDYv38/VquVN998Mz8OQ0RERCRXNKw0ZwoORW4Cb775Jh999BGbN2/mu+++o0KFCjz55JO4ubm5PJ4iICCAuXPnMmfOHNavX8/69evx9fWlSpUq9O7dO5+OQERERESuNz3KQkREJB+lp6dfNCGNHmUhInK9nDa96pJWytCIqIvpbCMiIiIiIjcBDSvNiSakEREREREREfUcioiIiIhI0ad76XKmnkMRERERERFRz6GIiIiIiBR9epRFzhQcioiIFAj2/G6AiEiRpuAwZxpWKiIiUgDM8F9IVnfEpD+rHzMiInJjKDgUEREpAEwmeP8e57S3m4GbxZI/DRIRKXJMWSxyMQ0rFRERKSCebgjPNdWpWURE8ofOQCIiIiIiUuTpnsOcKTgUEREREZEiT885zJnuORQRERERERH1HIqIiIiISNGnYaU5U3AoIiKSz/YlBfOh9UGGTgawUs4HTj6pU7SISN5ScJgTDSsVERHJZx9aH+TiadXDkqD3N9Z8bZOIiNx8FByKiIjko9c3ZJ3+5aEb2gwRkSLPwOSyiDMFhyIiIvnof3+DhjqJiEhBoBsaRERERESkyNOjLHKm4FBERERERIo8DSPNmYaVioiIiIiIiHoORURERESk6FPPYc7UcygiIiIiIiLqORQRERERkZuBeg5zouBQRERERESKPM1WmjMFhyI3gblz57Jv3z727dtHWFgYISEhrFy5Mtv8//zzD9OnT+eff/7BZDJRt25dRowYQc2aNW9gq0VERETkRtI9hyI3gWnTprF9+3bKlStHQEDAZfPu3r2bIUOGEBYWxtChQxkyZAjHjx9n8ODBHDx48Aa1WERERCRvGZhcFnGmnkORm8C3335L+fLlAejVqxfJycnZ5n3vvfdwd3dn9uzZlCpVCoD777+fnj178uGHHzJt2rQb0maR68owICUNvD0hORW8PMBkgshzUDIALJaMfClpYDaBzQbxqRDgBVHx4OEGsclQKgAiYjL+9XQHsxnsdjgQnlGuhztEx8Odt8Bv+8BmkBafQtKRNGIT3UkPCYTUSuDpm5+vhoiICKDgUOSmkBkY5uTEiRPs2bOHzp07OwJDgFKlSnHfffexcuVKzp49S4kSJa5XU0Wuv8VbYPQ8CIuGAG+IS4YS/hCfDKlWsJhh6P1w9Ax8vzNPqzYAA3/MlKQYJn6vUIPed3uwpGH1PK1HRERcqacwZxpWKiIO//77LwB169Z12Xb77bdjGAb79u270c0SyTsHI6DvpIzAEDICQ4Cz8RmBIYDNDtPX5HlgCBnz5HkSjxuJmDFoeuIAqWadikVEbgQNK82Zzkgi4nD27FkASpYs6bItM+306dM3tE0ieeqHPzOCv3zmTgIAZgwanDycz60RERHJoOBQRBxSUlIA8PDwcNnm6enplCe/RUdHk5qa6lhPSEggPj7esZ6WlkZUVJTTPhEREZddj4yMxDAuTHStOopeHdF+FgoCG+5AxjBTD8Mt4x7Iyyiq74fqUB2q4+arIz8ZWSzizGQYOZyRRKRIyZyQJqtHWSxcuJBJkyYxefJk7r77bqdtW7ZsYeTIkbz88st069btRjVXJG/ZbND6ddi05/L5AnwgPum6/HKwYyaBCoCFaG8/xnZ5mM8bVM0yrzFaUwOIiOSV/0zvuaTdYozJh5YUXDrriIhD5kQzZ86ccdmWmXbxRDUihY7FAj+Og2+2Ztx/WK44nIyCmmUhJhG++h0aVIXXe8GhU7BkCxyMzFhOnQNPDzgbC8lpgOn8TKZ28PWCOhXAzQJ/HcmY0TSLwNIOJFICK+4k48Vf3pVJSS0YvfEiIkWf7jHMiYJDEXGoXbs2ALt27aJLly5O23bv3o3JZOLWW2/Nh5aJ5CF3N+h1d9bbHr//wt+3lYdxffK0ajPgf9F6OaDr++l5WoeIiGRNE9DkTPcciohDhQoVqFWrFj/99JNT7+GZM2f46aefaNy4sR5jISIiIlJEqedQ5Cbw3XffOW4Ij4mJIT09nU8++QSAkJAQOnbs6Mj73HPPMWzYMB5//HF69+4NwJIlS7Db7YwcOfKGt11EREQkL6jnMGeakEbkJjBkyBB27sz6mW0NGjRg1qxZTmm7du3i448/5p9//sFkMlG3bl1GjBihIaUi14Hp/XSyuw9GE9KIiOSd/aaJLmk1jVH50JKCS8GhiIhIPlJwKCJyY+zLIji8VcGhE511RERERESkyNOw0pxpQhoRERERERFRz6GIiIiIiBR96jnMmXoORURERERERD2HIiIiIiJS9GkWzpyp51BERCQfVfXK7xaIiNwcDEwuizhTcCgiIpKP/n0cdD1bREQKAgWHIiIi+chiATOpXBog6hmHIiJ5Sz2HOdOZR0REJJ99HLCIE6n+LHDvQefqJj5qo9OziIjceDr7iIiIFAAVPOM5OBDc3XVqFhG5HjSAP2c6A4mIiIiISJGnYaQ50z2HIiIiIiIiop5DEREREREp+tRzmDP1HIqIiOSTM4lWSn8Mz8T1ITbdI7+bIyIiNzkFhyIiIvlg0PdWSn0M59JMpODD88mP0H9VfrdKRKToMrJYxJmCQxERkXwwd8+lKSa+OJQfLRERuTnoOYc5U3AoIiIiIiIimpBGRERERERuBuopzImCQxERERERKfI0jDRnGlYqIiIiIiIi6jkUEREREZGiT7OT5kw9hyIiIiIiIqKeQxERERERKfp0z2HOFByKiIiIiEiRp2GlObsphpWuXLmSRo0asX379jwve8iQIXTq1OmK8m7fvp1GjRqxcuXKPG9HXuvUqRNDhgzJ83Kv5jWYOXMmjRo1Ijw8PM/bcTXHdz0/P3mtUaNGjBs3Ls/LLUyvgYiIiIhcG/UcioiIiIhIkWfXsNIc3RQ9hyIiIiIiInJ56jkUEREpKAz4zW0a/rYUAoglhL24Ybtwrdt0IZ9jPfNvdwuUDQaLGaLioVJJiE3K+LtRNVg8CkoH3cijEREpUDQhTc5uqp5Dm83GzJkzCQ0NpVmzZvTp04c1a9ZkmXfDhg0MGjSIe+65h+bNmzNo0CA2bNhwxXVt2LCBhx9+mLvuuouOHTvy8ccfY7VaXfKlpqYyc+ZMunXrxt13303Lli3p3bs3kydPBiA9PZ02bdowaNCgLOtZsGABjRo1YufOncCFe8O2bdvG7NmzCQ0N5e6776Z///7s3r0bgB07dvDYY49xzz330K5dOz755JNsj2Pfvn0MGzaM5s2b07p1a15//XWio6Nd8sXExDBhwgQ6duxI06ZN6dixIxMmTCAmJuaKX7PsJCcn895779GuXTvHsWzbti3LvN9++y2PPPIId999N/feey/Dhw/nr7/+uuK6vvnmG7p3706zZs3o0qULixYtwjBcb1+OjY3lgw8+4MEHH+Suu+7ivvvuo2/fvixYsACA6OhomjZtytixY7OsZ8KECTRu3NhxP2Xm/ZWHDx/mgw8+cBzrE088wdGjRwH4+eefHcfWqVMnvv7662yPY+vWrQwYMIC7776bdu3a8f7775OUlOSSLzw8nFdffZW2bdvSrFkzHnzwQaZNm0ZKSsoVv2Yikrfe69mWNLwowRHcLw4MISMQNC5Zz5Rug2Nn4PCpjKBw17GM9YQU2PAvVBiSESiKiNykjCwWcXZT9Rx+9NFHJCcn06NHDyAjkHrllVdIS0tzmlRm6dKlTJgwgcqVK/P4448DsGrVKkaPHs3LL79Mt27dLlvP+vXref755ylbtiyPP/44FouFlStXsmXLFpe8EyZMYMWKFXTs2JFHHnkEm83GiRMn+OOPPwBwd3cnNDSUhQsXcvToUSpXruy0/4oVK6hYsSINGjRwSp86dSo2m40+ffpgtVpZuHAhI0aMYPz48bz55pt07dqVBx54gHXr1jFjxgzKli1Lhw4dnMo4ffo0TzzxBK1bt+a+++5j3759rFixgr1797JgwQK8vLwASEhIYNCgQZw4cYLOnTtz6623sn//fpYtW8Yff/zB/Pnz8fX1vYJ3KGuvv/46ZrOZRx99lKSkJL7++mueeuoppkyZQpMmTRz5pkyZwoIFC6hduzZPPvkkSUlJfPPNNwwdOpQPPviAe+6557L1LFq0iIkTJ1KjRg2GDx9OSkoKCxcuJCjI9Ur7iy++yM6dO+nevTu33HILqampHDlyhB07dvDoo48SHBxMixYtWL9+PfHx8fj7+zv2TU1N5YcffuDOO++kbNmyTuWOGzcOb29vBg4cSExMDAsXLuSpp55i2LBhTJkyhR49ehAQEMDy5cv5v//7P6pWrUq9evWcyti3bx8//fQTXbp0oWPHjmzfvp3Fixdz6NAhpk2bhtmccU0oIiKC/v37k5CQQI8ePahYsSI7duxg7ty5/P3330yfPh03t5vqK0KkQIjz9yXB34ZPfGLeFpxug9cXw9TBeVuuiIgUHcZNYMWKFUbDhg2Njh07GvHx8Y70+Ph4o2PHjkarVq2M5ORkwzAMIzY21rjnnnuMBx980CVv586djebNmxtxcXGO9MGDBxuhoaGOdavVanTo0MFo3bq1ce7cOZe6GjZsaKxYscKR3qpVK+Opp566bPuPHj1qNGzY0Jg0aZJT+p9//mk0bNjQmDdvnsuxPvzww0ZaWpojfcOGDUbDhg2NO++80/j3338d6WlpaUbbtm2NAQMGOJUdGhpqNGzY0Pj888+d0hcuXGg0bNjQmDt3riNt6tSpRsOGDY0vv/zSKe+SJUuMhg0bGtOnT3ek/fHHHy6vQXZmzJhhNGzY0Hj00UedjiUyMtK45557jO7duzvSjhw5YjRq1MgYNGiQU97Tp08b9957rxEaGmpYrVan4xs8eLBjPS4uzrj77ruNHj16OD4LF9fVsGFD448//jAMI+O9bNiwofG///3vsu3/7bffsnxdvv/+e6Nhw4bG2rVrXY515MiRht1ud6R/8cUXRsOGDY0WLVoYERERjvTo6GijWbNmxksvveRUdsOGDY2GDRsa69evd0p/7733jIYNGxo//PCDI+2VV14xGjZsaGzevNkp76RJk4yGDRsa33zzjSMt83OV+RoUBFFRUUZKSopjPT4+3un/ZmpqqnH27FmnfcLDwy+7HhER4fT6qw7VcT3r4L101+XdNKPN4DBjdZlphkHXvF86vV0oXyvVoTpUR9GpIz9tYZbLIs5uqmGlPXr0wM/Pz7Hu5+dH9+7diYuLY8eOHUDGcLzk5GT69OnjkrdPnz4kJSWxdevWbOvYu3cvp06donPnzgQGBrrUdSk/Pz8OHz7MwYMHsy2zUqVKNGjQgO+//95paOry5cuxWCyEhoZmeazu7u6O9fr16wNQp04datWq5Uh3d3endu3aHD9+3KUMX19fevbs6ZTWs2dPfH19Wb9+vSNtw4YNBAUF0bVrV6e83bp1IygoyCnvtXj44YedjqV06dK0b9+eo0ePcuTIEQA2btyIYRg8+uijTnlLlixJp06diIiIYP/+/dnW8fvvv5OSkkLPnj0dPaIX13UxT09PPDw8+Oeffy77mI0mTZpQrlw5li9f7pS+fPlyihUrRsuWLV326d27NybThUFkmb2CLVq0oEyZMo70oKAgKlWqxIkTJ1zKqFSpkkvZAwYMAHAMjbbb7WzatImaNWu69KgOGDAAs9l8VcOo80NwcDCenp6OdT8/P6ceWg8PD4oXL+60T0hIyGXXy5Qp4/T6qw7VcSPquJjZMDAMg1KR6dfn3pgnM77PCutrpTpUh+oo/HVIwXZTBYeXDskEqFKlCgBhYWFO/1atWtUlb2ZaZp6sZG6rVKlStnVdbNSoUcTHx9OnTx8efPBB3nzzTTZs2IDdbnfK161bN6KiohxDUxMTE/nxxx9p3ry5y39KgHLlyjmtBwQEALgMY8zcFhsbm2UZFwdakPElUK5cOafXIDw8nEqVKrkMQXRzc6NixYqXfb2uRFav26XvRWaQVq1aNZe8mWlX8r5l9Rm59LPg7u7OqFGjOHToEJ07d6ZXr168++67LvdBmkwmHnzwQfbt2+cITE+ePMmOHTvo0KGDy2sLUL58eaf1y71v/v7+Wb5vWb1eJUqUwN/f33Gc586dIykpKcvPebFixShRokSu3zcRuUqGQbGkNPqu/RUzJsKonnfTrpuAZztB+wY5ZhURKaoMTC6LONMNRfmsZcuWrFixgl9++YWdO3eybds2li9fTv369Zk+fbojgGjdujXFihVj+fLltGzZknXr1pGcnEyXLl2yLDfzvrJLWSyW63UoN5UePXrQsmVLtmzZwo4dO/jpp5/48ssvuf/++/nf//7nyNe5c2dmzpzJ8uXLef7551mxYgWGYVz1+5ZdupHFZDkiUkiZTJzz9eTRw91Ji4jFvZgXZl9PMAy43He3YYBJP3BERHJSVH41hYWFsWnTJk6fPk337t0pX748NpuN2NhYihUrlqvf+zdVz2HmrI8XyxyWmNnTltlzc/jw4RzzZiVz27Fjx7Ld/1LFihWjQ4cOjB07luXLl/Poo4/y559/snHjRkceDw8POnbsyK+//sqZM2dYvnw5pUqVolmzZtm2JbfCwsJIT093SktLSyMsLMzpNShXrhzHjh1zmY3VarVy/Pjxy75eVyKr1y3z/cksO/PfQ4cO5Zg3K5nbsvqMZPVZgIzeuC5duvDmm2/y/fff065dO9atW8e///7rlKdFixb88MMPJCcns2rVKurUqZNlD2deyer1Onv2LPHx8Y7jDAoKwtfXN8tji4uL4+zZs7l+30TkGpjAbDHjVT4Ii783mM2XDwxBgaGIyE3CMAxGjRpFlSpVeOSRRxg1ahQHDhwAMiaIrFy5Mh999FGu6ripgsNly5aRkJDgWE9ISOCrr77C39+fhg0bAhn3iXl7e7NkyRISEy/MFJeYmMiSJUvw8fGhadOm2dZx2223Ubp0aVasWOH0GIfMui5ms9mIj3eeVtxkMlGzZk0AlyGDXbt2xWazMWXKFHbv3k1oaOh17QlMTExk6dKlTmlLly4lMTHR6Z62e++9l3PnzvHtt9865f322285d+4crVq1ylU7Fi1a5BSknjp1ijVr1lCpUiXHEMoWLVpgMpn47LPPnILUs2fPsnLlSkJCQhyva1aaNGmCp6cnS5cudXqMQ2ZdF0tJSXF51IPFYuGWW24BMoKri3Xp0oW4uDj+7//+j9OnT2fba5hXjh075nK/4Pz584GM9woyeiKbN2/O/v37+fXXX53yzps3D7vdnuU9kSIiIiKFVWEfVvree+8xefJkRo8ezbp165xGkBUrVoxu3bq5xBtX66YaVhoYGEj//v0dj61YuXIlkZGRjB071jEJib+/P08//TQTJkxgwIABjsleVq1axYkTJ3j55ZedJqq5lMVi4dlnn+Wll16if//+dOnSBYvFwooVKyhWrBiRkZGOvElJSbRv354WLVpQs2ZNgoKCCA8PZ9myZQQEBNCiRQunsqtUqUK9evVYvXo1JpOJzp075/VL5KR8+fLMnj2bQ4cOcdttt7F3715WrFhB5cqV6dOnjyNf//79+emnn3j33XfZv38/NWvWZP/+/SxfvpxKlSrx6KOP5qodNpuNxx9/nHbt2pGUlMRXX31FamoqY8aMceSpXLky/fr1Y8GCBQwePJj777/f8SiLpKQk3nzzzcsG0gEBATzxxBNMmjSJQYMG0aFDB1JSUvj666+pUKGC02Q2x44dY8iQIbRq1Ypq1arh7+/P0aNHWbZsGeXKlXNM/pOpWbNmhISEsHr1anx8fGjbtm2uXo+cVK9enVdffZUuXbpQsWJFtm/fzk8//USDBg2c6h4+fDhbt25l9OjR9OjRgwoVKrBz507WrVtHgwYNspzoSERERETyx+zZs3n00Uf5v//7P6Kioly2161bl9WrV+eqjpsqOHzqqaf466+/WLp0KdHR0VSsWJG33nrLZTbKnj17UqJECT777DNmz54NQI0aNXj//fevqDelTZs2mM1mPvnkE2bNmkVwcDChoaHUr1+fESNGOPJ5eXnx0EMPsW3bNrZt20ZSUpJjGOLAgQMpWbKkS9ldu3blr7/+olGjRi6Tl+S1UqVK8c477zBp0iTWrFmDu7s77du3Z+TIkXh7ezvy+fn58emnnzJz5kw2bdrEihUrKF68ON27d2fo0KG5esYhwPjx4/nqq6+YP38+8fHxVK9enddff92lB/fpp5+mQoUKLF26lKlTpzpmYn3rrbdcAras9O3bF29vbz7//HOmTZtG6dKl6du3L35+frzxxhuOfKVLl6Zz587s2LGDDRs2kJ6eTsmSJenatSv9+/d3mu0UMnrpHnzwQWbMmEGbNm3w8fHJ1euRk1tvvZVnn32W6dOn8/XXX+Pr60uvXr0YPny4072LISEhzJs3jxkzZrB69Wri4+MpXbo0AwcO5LHHHtMzDkVERKRIKWw9hZc6ceIEd911V7bbfX19XUawXS2ToRktCpV169bx0ksvZRnUSsE1f/58PvroI+bMmUPdunXzuzkiUgCY3rdmkWpgjHadyVhERHJvg2mOS1pLY1A+tOTaVKxYkQEDBvDGG28QFRVFyZIl+fHHH2ndujUAQ4YMYePGjZd9fFtObqp7DouCpUuXEhgY6PgQSMFntVr5+uuvqV69ugJDEREREbkm3bp1Y8aMGU4TCmY+l3Lt2rXMmzfP5RnlV0vjxgqB6Ohotm3bxl9//cXOnTsZMWIEHh4e+d0syUFYWBi7d+9m48aNhIWF8fbbb+d3k0RERERuWoV9WOn48eNZv3499erVo3nz5phMJiZMmMCrr77Kb7/9Rv369Xn55ZdzVYd6DguBw4cPM3bsWNasWUP37t3p27dvfjdJrsDOnTsZO3Ysf/zxB4MHD6Zdu3b53SQRERERKaSKFSvG77//zvPPP09YWBheXl5s3LiRmJgYXn/9dTZv3pzruS10z6GIiEg+0D2HIiI31s+muS5prY2B+dCSgkvDSkVEREREpMgr7MNKbwQFhyIiIiIiIgXcoEE5z6xqMpn49NNPr7kOBYciIiIiIlLkFfaew59//tkxO2kmm81GREQENpuNkiVL5vr54goORURE8oEx2g23963YyLz130baM5Z8bZOIiBRcR48ezTI9PT2dmTNnMmnSJNatW5erOhQcioiI5BPraDfS09OZOzdzkgRNjCAicr3Y87sB14m7uzsjRoxgz549jBgxgu++++6ay9KjLEREREREpMgzzCaXpSi544472LRpU67KUHAoIiIiIiJSyK1bty7XzznUsFIRERERESnyjELeUfjGG29kmR4TE8OmTZvYuXMnL774Yq7qUHAoIiIiIiJSwI0bNy7L9KCgIKpVq8aMGTMYPHhwrupQcCgiIpKP0qwwNG4AYGLoZPA1W0kYpdOziEheK+z3GNrt139KHd1zKCIiko/8pkHG6dgEmEi0g+8H1vxtlIhIEWSYXRdxpkuTIiIiBUySkXMeEREp2o4fP35N+1WsWPGa61RwKCIiIiIiRZ5hKVzDSitXrozJdPVtttls11yngkMREREREZECZs6cOdcUHOaGgkMRERERESny7IVsQpoBAwbc8DoVHIqIiIiISJGnCWhypuBQRERERESkkPjll1/YuXMnsbGxLo+3MJlMvPrqq9dctoJDEREREREp8gr7cw6jo6Pp2LEj27ZtwzAMTCYThpExvXXm37kNDtW5KiIiIiIiUsCNGTOGXbt2sWjRIg4fPoxhGKxZs4YDBw4wbNgw6tWrR3h4eK7qUHAoIiIiIiJFnmFyXQqT77//nqFDh9K7d2/8/f0BMJvNVK9enWnTplG5cmVGjhyZqzoUHIoUcY0aNWLcuHH53QwRERGRfGWYTS5LYRITE0Pt2rUB8PPzAyAhIcGxvW3btqxZsyZXdSg4FJFsxcfHM3PmTLZv357fTRERERG5qZUtW5bIyEgAPD09KVWqFH///bdje1hYWK6fi6gJaUQkW/Hx8cyePRvI6IEUuWnZ7ZBmBS+PrLcbBiSngtkMJhO4mTPWw6Mh6fy/yalwOJL0BZtJ+CeF41ThpHdJzOP6Fbpnb4mIFEb2Qv5V26JFC9atW8crr7wCQO/evXn33XexWCzY7XYmTZpEu3btclWHgkMREZHLmbUWXv0CzsTB/XfAvBEQEnxh+9JfYdgMiL4wtAcTYGRdXAIh7DffQbybD0drlOP5jbs46+vFT9XLciQ44LoeiojIzaywDSO91KhRo1i3bh2pqal4enoybtw4/v33X8fspC1atOCjjz7KVR0mI3P+UxEpkNLT01m0aBFr1qzh2LFjuLm5UbFiRUJDQ+ndu7cj36FDh5g0aRJ//vknHh4e3HXXXYwaNYq2bdsSGhrqdN+h1Wpl4cKFfPfdd4SFheHt7U39+vUZNmwY1atXB2D79u0MGzbMpT0hISGsXLnyuh+3SIGw/SA0ft45rUMD+G5sxt9HT8MtT4LV7rpvFgxM7KUpUQSxs1FVokv4O7alm01MbVaL+PO9k8ZoXb8VEclLy0ovdknrcapPPrQkb8XExGCxWByT1OSGzjwiBVh6ejojRoxgx44dNG3alAceeAAPDw8OHjzI+vXrHcFhWFgYgwcPJi0tjV69elG6dGk2b97MU089lWW5r776KuvWraNJkyZ0796dqKgoli5dysCBA5k9eza33norVapUYdSoUUycOJFWrVrRqlUrAHx8fG7Y8Yvku+92uKat/hNsNrBYYM2fVxwYAqTgRzJepLlbnAJDAHe7QY2zcewoXyJjmKqIiOSpwjY76aX27NlDrVq1XNIDAwPzrA5NSCNSgC1atIgdO3YwcOBApk6dSr9+/ejduzevvPIK06dPd+SbPn06cXFxTJo0iaeffprevXvz0UcfERIS4lLm77//zrp167j//vuZOnUqffr0Yfjw4cyaNYu0tDTef/99AIoXL07Lli0BqF69Oh06dKBDhw6OtPwWHR1NamqqYz0hIYH4+HjHelpaGlFRUU77REREXHY9MjKSiwdTqA7VkVLK9SqsrWxQRmAIULGky/bLcScVT1Kx2OxYrDYArCYTa24px/vN67CrTFCW+xWG10p1qA7VoTqupA65dnXq1KFu3br83//9HwcPHrwudWhYqUgB9tBDD3Hq1ClWr16Np6dnlnnsdjstW7akcuXKLFiwwGnbrl27GDRokNOw0nfeeYdly5bxxRdfcMsttzjlHz16NBs2bGDdunUEBQURHh5O586dGTx4MEOHDr0uxyhSoCWnwt0vw59HMtbNZpj/FPS9N2Pdboc242D9P1dcZAQ1+M+tGocrl+FI9TL8WK0sv1Yu7ZJPw0pFRPLWlyFLXNJ6RfTOImfBNHPmTL788ks2btyIYRjUq1ePPn360KtXLypVqpQndajnUKQAO378OJUrV842MISMq3pJSUlZfilUrVrVJS08PByz2UyVKlWyzR8WFpaLVosUId6e8Ov/4LNn4P8egb8/uBAYQkawuPZ1+OJZ6HU3PHQPPN0RXugC9SqDh3OAZwdKcZja1n+odewQ1fef4N9SgTfwgEREbl52k+tSmAwdOpSffvqJsLAwJk+ejK+vLy+++CJVq1alWbNmTJ48mfDw8FzVocuSIiIil+Pl4RwQXsrNAn2aZywXe+dRl6yZV2SLn1/uBB59Pz2PGioiIjeD0qVLM2LECEaMGEFYWBhLly7lyy+/5LnnnmP06NGkp1/7eUU9hyIFWKVKlTh69ChpaWnZ5gkKCsLHx4djx465bDt8+LBLWrly5bDb7Rw5csRlW2ZauXLlAHL9IFURERGRgsIwm1yWwi4kJITatWtz22234ePjg91+5ZOkZUXBoUgB1r59e+Li4vj0009dtmXeLmyxWLjnnnvYs2cP27dvd9p+6T2IAPfem9EDMnfuXKebzg8ePMimTZuoV68eQUEZk2J4e3sDEBcXl3cHJSIiIiLXzDAM1q9fz7BhwwgJCaF9+/YsX76cPn36sHbt2lyVrWGlIgXYQw89xObNm/n000/Zs2cPTZo0wdPTk8OHD3Ps2DHHjKVPPvkkv/76KyNHjqR3796UKlWKzZs3c+7cOZcymzZtyv3338/atWuJj4/nnnvucTzKwsPDg9GjRzvyBgYGUqFCBdauXUv58uUJDg7G29ubFi1a3LDXQERERCQvFPZHWWzevJkvv/ySZcuWcfr0aQICAujSpQu9e/emTZs2uLnlPrTTbKUiBVxqaioLFy5kzZo1nDx5Eg8PDypWrEinTp3o2bOnI9/Bgwf58MMP+fvvv/Hw8OCuu+5i1KhRtG3b1mm2UgCr1crChQtZtWoVYWFheHt7U79+fZ544gmqV6/uVP8///zDxIkTOXDgACkpKYSEhLBy5cobdfgiRZ7p/XTA9ReLZisVEclbn1dc6pL2yPGeWeQsmMxmM35+fnTq1InevXvTvn17PDw88rQOBYciIiL5SMGhiMiNUdiDw6+++oqOHTvi5eV13erQmUdERERERIq8wvboikt17979utehCWlEREREREREPYciIiIiIlL0GXpEV44UHIqIiIiISJFX2GcrvRE0rFRERERERETUcygiIiIiIkWfXcNKc6SeQxERkXzUvSqA81OljgzKl6aIiEgBFxcXxzvvvEO7du2oX78+27ZtAyA6OpqJEydy8ODBXJWv4FBERCQffdEJPvKdRw2O81htA2O0G5WDNbBHRCSvGSbXpTA5efIk9evX57XXXuPkyZPs2rWLhIQEAIKDg5k5cyYfffRRrupQcCgiIpLPPCwGzwX8yMdt8rslIiJFl2EyuSyFyZgxY4iPj+evv/5i48aNGIbzqJMuXbrw448/5qoOBYciIiIiIiIF3Nq1a3n66aepVasWpiwC26pVq3LixIlc1aFxKyIiIiIiUuQVtp7CSyUnJ1OyZMlst8fHx+e6DvUcioiIiIiIFHC1atVi06ZN2W7/9ttvqV+/fq7qUHAoIiKSzyJSfRkR15eyMyApzZbfzRERKZIK+4Q0I0eOZPHixUyYMIHY2FgA7HY7Bw8epF+/fvz22288++yzuarDZFx6J6OIiIjcMDVnpXMgDuDCr5TpLeGJRrrzQ0QkL8269VuXtCH7utzwduTG22+/zbhx4zAMA7vdjtlsxjAMzGYzb731Fi+88EKuyldwKCIiko9M76dzcWCYyRit4FBEJC8VheAQ4Pjx43z11VccPHgQu91OtWrV6NatG1WrVs112TrziIiIiIhIkVeYJ6RJSkqiefPmDB48mGHDhuV6+Gh2dM+hiIiIiIhIAebj48ORI0eyfIRFXlJwKCIiIiIiRZ5hNrkshUn79u1Zs2bNda1DwaGIiIiIiBR9JpPrUoi8+uqrHDhwgH79+rFlyxbCwsKIjo52WXJD9xyKiIiIiIgUcLVr1wZgz549LFq0KNt8Ntu1PxJJwaGIiIiIiBR5hW0Y6aVee+21637PoYJDERERERGRAm7cuHHXvQ4FhyIiIiIiUuQV5kdZ3CgKDkWKiJkzZzJ79mxWrFhB2bJl87s5IiIiIgWKYSrcc3G+8cYbOeYxmUy8+uqr11yHgkMREREREZEC7nLDSk0mE4Zh5Do4LNzhs4iIiIiIyBUo7M85tNvtLovVauXQoUM8++yzNGrUiNOnT+eqDvUcioiIXOzf47DkF/D3hntugw9Xwn/hGdsCfGBAK6hTER7/GPafBKsV7IBxfn83MxTzhah4p2INx78mwqnGOUs5vDrdAnfdD4Xr94mIiBQQZrOZKlWq8P777/PII4/w1FNPXfYxFzlRcChyg/3yyy8888wzjB49mj59+rhsHzhwICdOnOCHH35g3759LFu2jF27dnHq1CksFgvVq1enX79+tGrVKse6xo0bx6pVq9i+fbvLtkaNGhEaGuoyRGHt2rUsWbKE//77D5vN5qivTZs213zMIoXGmj8h9P/AeplnRG3ac/kyrHaXwBAuxH8mDIKJ4KStMvHfnoS7rr25IiJy5Yr6hDQtWrTghRdeyFUZGlYqcoM1bdqU4sWL891337lsO378OLt376Z9+/a4ubmxYcMGjh49Sps2bRg9ejSDBg0iLi6OMWPG8MMPP+R526ZPn87LL7+Mr68vw4YN46mnnsLLy4sXX3yRL7/8Ms/rEylw3vjy8oFhHvEhkZJEXPd6RETkIqYsliJk+/btmM25C+8UHIrcYBaLhQ4dOrB3714OHz7stC0zYAwNDQXgscceY968eTz55JN07dqVAQMGsHDhQipWrMinn36ap+3at28fc+bMYeDAgUyZMoWHH36YPn36MHPmTO69916mTZtGYmJintaZG9HR0aSmpjrWExISiI+/0FuTlpZGVFSU0z4RERGXXY+MjMQwDMe66rj56rCFR3OjuJN6ma2G01pBfK1Uh+pQHarjWuqQa7dgwYIslylTptCjRw8+/fRTevTokas6TMbFnwARuSEOHjxInz596N+/P0899RQAhmHw4IMP4u3tzZIlS1z2SUlJISUlBYCPP/6Yr776ig0bNuDn5wdk/SiLqxlW+uGHH7Jo0SKWLl1KYGCgU96NGzfy5ptvMnXqVJo2bZpXL4NIwTN6Hnyw4rpXYwB/cxdJBHD3uwMhi6FOxmjd+SEikpemNF7rkvb0H23zoSXX5nK9giVKlODxxx/ntddew8vL65rr0JlHJB9Ur16dW2+9lR9++IHhw4djNpvZuXMn4eHhPP3004580dHRfPzxx2zcuJHoaNcejYSEBEdwmFtHjhzBMIzLXnG69OqgSJHz1sOQmAqfbQR/L6hQAnYeBpv9Qp6qpaFkAGz976qKNi76N4yqJOOHu8maZ00XEZHLK2yzk17qyJEjLmkmk4mgoCD8/f3zpA4FhyL5pGPHjnzwwQf88ccfNGnShO+++84x5BQyehJHjBjBkSNH6NOnD7Vq1cLPzw+z2czKlSv54YcfsNvtl63DlM2N11Zr1j9ITSYTU6ZMyfbKVLVq1a7iCEUKIS8P+HhoxnK17PaMHsDM/3eGceFvm83x/9FkNlPeMKiQue399DxouIiIFHUmk4mSJUvi7e2d5fbk5GTOnDlDxYoVr7kOBYci+aR9+/ZMnjyZ7777jjvuuIOffvqJJk2aUKJECQD+++8/Dhw4wODBgxk61PmH6rfffntFdQQEBAAQGxtLsWLFHOlhYWEueStUqMCvv/5KmTJlqFKlyjUelchN7NKLKhdfnLFYLtlUuK9ei4gURoV9ttIqVarw2Wef8fDDD2e5fcWKFTz88MPYbNc+sZompBHJJ0FBQdx1112sX7+eH374gcTERDp27OjYntl7d+ltwQcPHmTDhg1XVEfmlaNt27Y5pS9cuNAlb2aP5bRp07L8UtGQUhEREZH8k9NUMenp6bmerVQ9hyL5KDQ0lE2bNvHhhx/i5+dHy5YtHduqVKlC1apVWbBgASkpKVSqVInjx4/z9ddfU716dfbu3Ztj+e3atWP69Om8/fbbHD16lICAAH777TdiYmJc8tauXZshQ4Ywa9YsHn74Ydq0aUPJkiU5e/Yse/fu5ZdffuH333/Pw6MXERERuXEKY89hXFyc0++2qKgojh8/7pIvJiaGxYsXExISkqv6FByK5KPmzZtTrFgxYmNj6dKlC56eno5tFouFyZMnM2nSJFatWkVycjLVqlVj3LhxHDhw4IqCQz8/PyZPnszEiROZO3cu3t7etG7dmjfffJNWrVq55B8yZAi1atVi8eLFfPHFFyQnJxMcHEy1atUYPXp0nh67iIiIyI1UGIPDDz/8kDfeeAPIuCVh5MiRjBw5Msu8hmHw1ltv5ao+PcpCREQkH5neTyerJzHrURYiInlr4l0/u6SN+rV1PrTkyv3222/8+uuvGIbB888/z0MPPUSDBg2c8phMJnx9fWnYsCGNGjXKVX0684iIiIiISJFXGHsOmzVrRrNmzQBITEyke/fu1KlT57rVp+BQRERERESkgHv99devex0KDkVEREREpMgrjD2HWfnll1/YuXMnsbGxLs+8NplMvPrqq9dctoJDEREREREp8gp7cBgdHU3Hjh3Ztm0bhmFgMpkcj7fI/Du3waGecygiIiIiIlLAjRkzhl27drFo0SIOHz6MYRisWbOGAwcOMGzYMOrVq0d4eHiu6lBwKCIiIiIiRZ5hNrkshcn333/P0KFD6d27N/7+/gCYzWaqV6/OtGnTqFy5craPubhSCg5FREQKGJ2cRUTkUjExMdSuXRvIeJY1QEJCgmN727ZtWbNmTa7q0PlHREQkH6U9A2AFDMDAzwI2PeNQRCTPGSaTy1KYlC1blsjISAA8PT0pVaoUf//9t2N7WFgYplwek84+IiIi+WxmwAIABg4ciLu7Ts0iItdDYQsGL9WiRQvWrVvHK6+8AkDv3r159913sVgs2O12Jk2aRLt27XJVh85AIiIiIiIiBdyoUaNYt24dqampeHp6Mm7cOP7991/H7KQtWrTgo48+ylUdCg5FRERERKTIK+w9h7fffju33367Yz0oKIgff/yRmJgYLBaLY5Ka3FBwKCIiIiIiUkgFBgbmWVmakEZERERERIq8wj4hDcDx48cZNmwYNWvWJDg4mE2bNgFw9uxZnn76af78889cla+eQxERkXw2NK4f4MbQyQBWbKPMmM26fisikpcKYzB4sT179tC8eXPsdjtNmjTh4MGDWK1WAEqUKMGWLVtITEzk008/veY6dOYRERHJRx6TAdwB0/kFLBPt+dgiEREpiJ5//nkCAwM5cOAACxcuxDAMp+0dO3Zk8+bNuapDwaGIiIiIiBR5hX1Y6aZNm3jiiScoWbJkls8zrFixImFhYbmqQ8GhiIiIiIhIAWe32/Hx8cl2+5kzZ/D09MxVHQoORURERESkyDNMrkth0qBBA7777rsst1mtVhYvXkzTpk1zVYeCQxERERERKfIK+7DSl156iR9++IEnnniCf/75B4BTp07x448/0rZtW/bu3cuLL76Yqzo0W6mIiIiIiEgB98ADDzBv3jyeeeYZZs2aBUDfvn0xDIOAgAAWLFhAixYtclWHgkMRERERESnyCltPYVb69etHt27dWLt2LQcPHsRut1OtWjXatWuHv79/rstXcCgiIiIiIlIAvfzyy/Tp04e6des60nx9fenatet1qU/3HIqIiIiISJFnN5lcloLunXfecdxfCBAVFYXFYuHnn3++LvUpOBQpJIYMGUKnTp3yuxkiIiIihZKByWUpjAzDuG5lKzgUKUBWrlzJokWL8rsZIiIiInITUnAoUoCsXLmSL774Ir+bISIiIlLkFPZHWdwImpBG5CZhs9lIT0/Hy8srv5siUrTZbBAVD8F+kJwGx0+D2QJ/HoJjZ8HLDcKjiTuWSvifNhg8BMz6gSIiIlk7evQoO3fuBCA2NhaA//77j8DAwCzzN2jQ4JrrMhnXc9CqSCG3cuVKxo8fz/Tp0/n7779Zvnw5586do3r16owePZrbb7+dHTt2MH36dPbv34+vry89e/bk8ccfd5Tx+++/s3z5cvbs2cPZs2dxd3endu3aDBo0iIYNGzryderUiYiICJc2zJgxg0aNGjFkyBAiIiKYM2cOH374Ib/99htpaWnUr1+fMWPGUKlSJZd2T5s2jd27d7Ny5UoiIyMZO3YsISEhDBs2jNdff52UlBS++OILIiMjqVChAiNGjKB58+YcPHiQyZMns2vXLtzc3Gjfvj3PPvssbm66niRyWSM/hSnfwWXOrAYmYqnASSoSiy/xnp5M7NKUdQ2rwUVXsY3R+v8mIpKXxnbc6ZL21nfXHkjdCGazGdMlPZyGYbikXZxus9muuT6deUSuwNSpU7HZbPTp0wer1crChQsZMWIE48eP580336Rr16488MADrFu3jhkzZlC2bFk6dOgAZARqsbGxdOjQgdKlS3P69GmWL1/Ok08+yYwZM6hfvz4Azz33HFOnTiUmJoZRo0Y56q5SpYrj7+TkZAYPHsztt9/O8OHDCQsLY/HixTz33HMsWbIEi8Xi1O7JkydjtVrp2rUrvr6+VKpUibS0NACWLl1KXFwcXbp0wcPDgyVLljB69GgmTJjAW2+9Rbt27bj33nvZunUrS5YsISgoyCnoFZFLfLsVJn+XY7ZUAoigHOcIAMA31cqrS7ZQOjaJhffVzWFvERG5VoVxGOncuXNvaH0KDkWugM1mY968ebi7uwMZAdtzzz3HCy+8wNy5c6lVqxYADz74IKGhoSxdutQRHI4dOxZvb2+n8rp3706vXr2YO3euIzhs2bIlixYtIjU11bHvpWJiYujXrx/9+/d3pAUFBTFlyhS2bdtGs2bNnPKnpKSwaNEip6Gk27dvB+DMmTMsXboUPz8/ABo3bsxDDz3EmDFjmDBhAq1btwagR48e9O3bl6VLlyo4FLmcVduvKJuBmSScvxOS3d3wSLdelEmDekREBKfffDeCJqQRuQI9evRwBIaAI6CrU6eOIzAEHENGjx8/7ki7ODBMSkoiJiYGi8VCnTp1+Pfff6+qHWazmT59+jilNW7cGMCpzovbnd09hqGhoY7AEOCWW27B19eXkiVLOgLDTPXq1SMqKoqkpKSrau/1FB0dTWpqqmM9ISGB+Ph4x3paWhpRUVFO+1w6bPfS9cjISKfpoVWH6riqOiqV5MoYWLgw5Oesvzf9Rz/InPYXDW265OJ2kXutVIfqUB03bR35yTC5LuJMPYciV6BcuXJO6wEBGcPBypYt65I3ICDAcbMwwMmTJ5k2bRq///670xcqkOV48cspWbIknp6eTmnFihUDcKozU8WKFbMt69Jjymx76dKlXdL9/f0ddfj4+FxVm6+X4OBgp/WLA10ADw8Pihcv7pQWEhJy2fUyZcqoDtVx7XUMawcfrIDYy19E8SCB4pwjEW/smFnavBaRwf6X5HL+bihyr5XqUB2q46atQwo2BYciV8BszrqT/dJ7/C6VlJTE4MGDSU5O5qGHHqJ69er4+vpiMpmYN28ef/zxR560A7J+IOrlZibNru1XW4eInFeyGJyYDWM/hzV/QbnisO8khJ9zymbBShn+wUw6Z8wl2HR79hdxREQk79gL4T2HN5qCQ5HraNu2bZw5c4bXXnuNzp07O237+OOPXfJfbU+iiBQw/t4wOed7c92BcueXsPfTr3erRESEwjkhzY2mew5FrqPM3rlLe9x+//13/vnnH5f8Pj4+xMXFqYdORERERG449RyKXEf16tWjePHiTJo0iYiICEqVKsWBAwf4/vvvqV69OgcPHnTKX6dOHTZv3sy7775L3bp1MZvNNG7c2GXMv4iIiIhcHfUc5kzBoch15O/vz9SpU5kyZQpLlizBZrNx6623MnnyZJYvX+4SHD7yyCOEhYXx008/8dVXX2G325kxY4aCQxEREZFc0j2HOTMZGr8mIiKSb0zvp+Py7ArAGK3rtyIieWl0190uae9/c3s+tKTg0plHRERERESKPD3XMGeakEZERERERETUcygiIiIiIkWfkcUQfnGm4FBERERERIo8TUiTMw0rFREREREREfUcioiIiIhI0afnHOZMPYciIiIiIiKi4FBERCQ/rQgFcH7k8IOV86MlIiJFm2EyuSziTMGhiIhIPmpfDWb4z6UyEVQPMIh7Cr7tobs+RETymt3kuogzBYciIiL5zGSClwJWs2cg+HsqMBQRkfyhM5CIiIiIiBR5GkaaM/UcioiIiIiIiHoORURERESk6LOjnsOcqOdQREQknx1MCeLJuL6UnwVpVlt+N0dEpEjSbKU5U3AoIiKSj0p8BO+ldcGGB6eTTXhOMvj5sDW/myUiIjchBYciIiL5KM4OXDLU6b6v86UpIiJFmh5lkTMFhyIiIiIiIqIJaUREREREpOiz6x7DHCk4FBERERGRIk8T0ORMw0pFREREREREPYciIiIiIlL0aQKanKnnUERERERERNRzKCIiIiIiRZ+Bug5zouBQRERERESKPM1WmjMNKxUREREREREFhyKSvf379zNz5kzCw8PzuykiIiIiuWI3mVwWcabgUESydeDAAWbPnq3gUEREROQmoHsORQq4xMREfH19r3qbyE0vPhk+2wAnoqBjQ6hbCT7bCIcjwWQCdzcIbQh33wY7D8EriyA8CpLS4Gw8VCgOkx+D3w/A2r+hckkY0wX8veHxadg37MNIt2C3eJIeXIoUN38SYswk27yIMvmRZHXDZjFhaVgCI7QKR09asXl5UOvuIJqFlsTdQ9dnRURuJD3KImcmwzCM/G6ESGGUnp7OokWLWLNmDceOHcPNzY2KFSsSGhpK7969ARg3bhyrVq1i+/btLvs3atSI0NBQxo0bB0B4eDidO3dm8ODBVKlShQULFnDkyBHuv/9+xo0b58jfoUMHZs6cyYEDB7jtttuYNWsWAHv27GHOnDn8+eefJCUlERISQseOHenfvz9ubheuAw0ZMoSIiAjmzJnDhx9+yG+//UZaWhr169dnzJgxVKpUCYCZM2cye/Zsl3Zf3GaRAispFZq8AP8cv5BWuhicinXNO/wBmL4aruRsaM74ZWHYLdjwASyOTWl4kYove6hKOh6O9HSLiQO3leNElVKOtLJVvRkxsQZmswnT++mQxQx6xmhdvxURyUt9+h91SVs8v/INb0dBpjOPyDVIT09nxIgR7Nixg6ZNm/LAAw/g4eHBwYMHWb9+vSM4vBYbN25kyZIldO/ene7duzv1DO7Zs4eff/6ZLl26EBoa6kjfsmULY8aMoUKFCvTt25eAgAB2797tCCInTJjgVEdycjKDBw/m9ttvZ/jw4YSFhbF48WKee+45lixZgsVioXXr1pw9e5ZvvvmGgQMHUqVKFQDKly9/zccmcsMs2eIcGELWgSHAjDVXFhgC2A3AhIE7FweGAO6kEEsxp8AQwN1mUPZ4lFNwGH44mYN/xVOjQcAVViwiInL9aUyLyDVYtGgRO3bsYODAgUydOpV+/frRu3dvXnnlFaZPn56rsg8dOsSnn37K8OHD6dq1K23btnVsO3z4MO+99x6jRo2ia9eudO3aldTUVN58803q1KnDokWLGDhwIN27d2fcuHE888wz/PTTTy49lzExMXTt2pU333yTHj168Mwzz/DEE09w9OhRtm3bBsAtt9xC3bp1AWjSpAkdOnSgQ4cOjrT8Fh0dTWpqqmM9ISGB+Ph4x3paWhpRUVFO+0RERFx2PTIykosHU6iOQlxHZAxXyrDZrzhvBhNZ9fSZANslAWMmjzSrS1rcufTLtcpprdC/H6pDdagO1VEAGCaTyyLONKxU5Bo89NBDnDp1itWrV+Pp6ZltvmsZVnrvvffywQcfZJm/Ro0aLFq0yCl906ZNjBo1itdee40WLVo4bYuJiaFHjx4MHDiQ4cOHAxnDSv/66y82b97s1Pa9e/fSr18/xowZ4+j5XLlyJePHj2fGjBk0atToyl4ckYJgzwmo+yxcSeBXqSQcO3NVxRt4nB9WeuGHhQ0LSQSymxrYL7r2ajfByfLB7KlX2ZFmtsBLc2rjH+SuYaUiIjdI7wHHXNKWzKuUDy0puHTmEbkGx48fp2bNmpcNDK9VxYoVr2rbkSNHAHjjjTey3e/Sq3olS5Z0aXuxYsUAiI3NZuidSGFSqwJ8MQpe/hyOn4FOjeD+O+C95Rnrnu6Qmg6dG8NHj8OgqfDDX67l3FoezsRCVDy4maHvveDtgenjtZhJxo4nBhZsuJGKLyl4UowEogjABNjNJlI8LERWCMRis2Ezm/Er5kav5yrhH+R+o18VEZGbmiakyZmCQ5HryJTNcAWr1XWIWSYvL6+r2pbZ+f/MM89Qo0aNLPcrWbKk07rZnP2Icg0mkCKj510Zy8WGtss67+rXrq7s6UMxGwbm8//H3QEvoBgQclE2w25gMpvoeHWli4jIdaDnGuZMwaHINahUqRJHjx4lLS0NDw+PbPMFBGRMNhEbG+vomQMICwvLs7Zk9iZ6e3vTpEmTPCsXsg9uRYSMx2HklMWs/0MiIlJ4aEIakWvQvn174uLi+PTTT122Xdzzlhm4ZU7ykmnhwoV51pZmzZoRHBzMvHnzshwSmpKSQmJi4jWV7e3tDUBcXFyu2igiIiKS3+yYXBZxpp5DkWvw0EMPsXnzZj799FP27NlDkyZN8PT05PDhwxw7dswxY2m7du2YPn06b7/9NkePHiUgIIDffvuNmJiYPGuLt7c348ePZ/To0XTv3p3OnTtToUIF4uPjOXr0KOvXr+e99967pgllateujdlsZs6cOcTFxeHt7U25cuWoU6dOnrVfRERERAoGBYci18Dd3Z2pU6eycOFC1qxZw/Tp0/Hw8KBixYp06tTJkc/Pz4/JkyczceJE5s6di7e3N61bt+bNN9+kVatWedaeZs2aMX/+fObPn8/q1as5d+4cAQEBlC9fnkceeYRbbrnlmsotU6YMr732GvPnz+edd97BarUSGhqq4FBEREQKHZs6CnOkR1mIiIjkIz3KQkTkxgh9/KRL2qpPyudDSwou3XMoIiIiIiIiGlYqIiIiIiJFn55zmDP1HIqIiIiIiIh6DkVEREREpOjToytypuBQRERERESKPJtJwWFONKxURERERERE1HMoIiJS0PhZ8rsFIiJFjyakyZl6DkVERPJR0ggAO2AABgFuEP+srt2KiOQ1GyaXRZzp7CMiIpKP3CwwM2AeAAMHDsTdXadmERHJHzoDiYiIiIhIkWdTR2GONKxURERERERE1HMoIiIiIiJFn12PssiRgkMRERERESny9JzDnCk4FBERyUcr/4OhcQMBGDoZagRa2f+4Ts8iInLj6Z5DERGRfNT9ewCTYzkQA+M3W/O1TSIiRZE1i0WcKTgUERHJJ+0/t0IWz9kat/XGt0VERETjVkRERPLJmoj8boGIyM1D9xzmTMGhiIiIiIgUeVbFhjnSsFIRERERERFRz6GIiIiIiBR91izu8RZn6jkUERERERER9RyKiIiIiEjRl66OwxwpOBQRERERkSIvXbOV5kjDSkVERERERETBoUhRsX37dho1asTKlSuvaf+UlBTee+89OnbsyJ133kmnTp3yuIUiIiIi+Sc9i0WcaVipiAAwf/58lixZQr9+/ahevTq+vr6Eh4ezcuVKWrZsSc2aNfO7iSIiIiJyHSk4FBEAtm7dSvXq1XnmmWccadu3b2f27NmULVtWwaHc3JJSwcMN0tLBzQIe7hnpCUlgNyAmAax2CPIHX08IOwO//we3lQNvL9gfBv+dhHSD1OPxxHuXIvysheLBdYkqVyp/j01E5CaRpHsOc6TgUEQAiIqKonTp0vndDJGCZesBeHw6/HP8QprZBKGNYMchCIu+4qKM8/96ALuDWhHhU4opbCbO25PXerfkTKBfnjZdREScJSs2zJGCQ5EizDAMvvrqK7799luOHDmC2WymVq1aDB48mEaNGgGwcuVKxo8fD0BYWJgjPSQkhIiICADGjx/vyNOgQQNmzZqVD0cjcoOlpUOXdyAyxjndbsCKP666uMzfJP/5VCPCpxScv4IdkJLG4z/9yf+6N89de0VERHJJwaFIEfbaa6+xZs0a7rvvPjp16kR6ejqrV69m+PDhvPvuu9x7773Ur1+fN954g4kTJxIYGMigQYMAuOWWW1i7di1z586la9eu1K9fH4Dg4OD8PCSRG2fHYdfAMA8c8ansCAwz1Qo7g8luYJh1WVtE5HpJQ9+xOdFspSJF1Pr161m9ejUvvvgi//vf/+jduzd9+/Zl/vz51KhRgw8++ADDMChfvjwdOnTA29ub4OBgOnToQIcOHbjlllto0qQJAHXr1nWkN23aNJ+PLEN0dDSpqamO9YSEBOLj4x3raWlpREVFOe2T2ROa3XpkZCSGYTjWVcdNXkf54tclWPO3Jrikxfh6XVKX3Wl7gX+tVIfqUB2q4wrrkILNZFz8CRCRQmv79u0MGzaM119/nU6dOjFmzBi2bdvGN998g9nsfB3oyy+/ZNasWXz11VdUqlQJgE6dOhESEuI0ZPTSMkVuOs98ClO+c023mMFmd02/AilmD5aX6YzNnDF4xw7Mvr8hm2pVcspnjNbgHhGRvGR61vU+ceNDjYi6mM48IkXU0aNHSUxMpG3bttnmiY6OdgSHIpKFyY9B58aw/h+IPAfRCXB7JRhyP+wLg/e+hT0n4FRsxk2F5YLBwwP2ncyyOBtgsrvRJGIve4tV4c8KZZjdvjFHSwXdyKMSEbk5abbSHCk4FCmiDMMgKCiIt956K9s81apVu4EtEimk7qubsVyqXPGs0y/Dcn6pfH7p8L41180TERHJKwoORYqoChUqcPz4cW6//XZ8fHyuqQyTrrCJiIiI3DQ0IY1IEdWxY0fsdjtTp07NcvulN5BnJTOojI2NzdO2iYiIiEjBo55DkSKqTZs2dOrUiS+//JJ9+/bRvHlzAgMDOX36NLt27eLkyZMsX778smVUqVIFX19fli1bhpeXF/7+/gQHB9O4ceMbdBQiIiIieUQjonKk4FCkCHv99ddp1KgR33zzDfPmzSM9PZ3ixYtz6623Mnz48Bz39/Ly4u233+bjjz9m4sSJpKWl0aBBAwWHIiIiUvgoNsyRHmUhIiKST0yXmZBGj7IQEclbptExLmnG+4E3vB0Fmc48IiIiIiJyE1DXYU40IY2IiIiIiIio51BERERERG4C6jjMkYJDEREREREp+hQc5kjDSkVERPKJe343QERE5CIKDkVERPJJ5BMArpOG6+QsInI9mLJY5GI6/4iIiOSTYN/MuzucA0SbHmMhIiL5QMGhiIhIPkp7Bp7x+A4/Ehhwm6HnG4qIXC/qOMyRgkMREZF8VsvrNB8EfMmstvndEhGRokzRYU4UHIqIiIiIiIgeZSEiIiIiIjcBdRTmSMGhiIiIiIgUfQoOc6RhpSIicnNLt+Z3C0RERAoE9RyKiEiRdzLeYOqfdsIS4MFqJhp6pOO+dgfl3luI6VAkthoV+O/2Zuy7vQZ3DaxBqYp+AOyLMghLMLi7nIlDMRCeYGA2QaCniYZldAlaRKRw0fd2ThQciohIkXQ8zsDLAhYzNJufRrOtW6kXfpR5lWryVEhlVs/5ki2lq7CrfSvCAwL5rEEL7BYLLDG4u3Qa8SkGu+IsQMbJ8tL+xboeyZRJiGG3V3HuqurB+60sVC6mHx4iIlJ4KTgUEZEiJSrZoMMX6WyLNoNhUN3HzsRZk+i5e6sjz0MPP0X9597PugCTiV9OOwd5WQ083ZXmzS4Pb7DDVwdh7zkbf/U14+ZmwmRSkCgiUuDoqzlHuudQRESKlMErzgeGACYTB5MtbK5ym2P7By1CWVy/eZ7XuycK6rwaS83x8Tz9RSJWu5HndYiISC6YTK6LOFHPoYiIFCrpNoMNJwz+t9XOH5FQ3h8eqwNRKSbCEwy+OeF6st8TWJOuvcdSO+Y/vrzjruvWtgMl/AH4Lwz+mJvG03e58UuYQZMQM71vNeFh0Q8REREpuBQciohIgWEYBul2HEHUP2cM/m+rnSOxBg9UMVGvJDy62iApyYrNbMZuNrMvGp7faGA44i7XAMw7LZ0n1v5J+xcfJTg5/oYcy+/RZn7/LqP3cNpfdqbsgEmtTWw8ATtPG4QlQPPyJp5veEOaIyIikiMFhyIikm82HLezYE/GxDGBngYf/w0xqdC+sol37zXRYrGdmNSMvL9HXBimWTE2iePFAxzrhsmEyTAwshkitLV6eXps3YNvairpZst1PSaHS9qy/TTcs9h5qOnvEQY7IqH3jWmRiIjIZSk4FBGR6+ZEnMHGk3be/M0gPAEaB9uY2NBGvVo+fPufnW7L7TiFS3Y7VaNj8fznFH3/CiEmsBgA1cPPUjImia23lscnNZ1zPp4udfmmpJHg7ZoOcKaYHwOe7HbZtnqlp1HpXBSHipfEasnd6bHt/r9odehf9pQqz+J6d5PulkV5doM2B8PYaAvhnoBALBhY7eCeq5pFRCRbGtmfI5NhGLpjXkRE8lRsqkHPFXbWHTPAMBy9aF7pVkrEJjJiw25mDLibowmuZ+qyMVHs+vBFYj19GNBrKL9XrpF1cHWJkJgEIgL9rqm9fXf8xqTlXxCUnESEfzEG9BnEjzVqX1NZb63+gld+/sax/nO12tw39LUsJz54fOtetpcvye5yQdiw4GE2GNXQxH3l4VCCmTaVTFQL1K8ZEZG8YBqb5JJmvOWTDy0puBQciohIrsWnGaw/buf3CDgUA/+eNfg3Kuu8TY6dYlvFUmCAYc468PFJS2HLtPF4padTe8x7VItOpERiCtvKF8d+yT5u6VZqnD7HnrIlrmnmudJxsRz9v+fxsNkcaWd8/ag49j3S3K6uH69YciKRbwzBy5rulH7fkFf5+ZbbnTMbFwXO2bbboGoxE/dWgDvLmLgzxEyD0goWRUSuhYLDnGlYaRbCwsKYOHEif//9NzExMYSGhjJu3Lj8blaRNXPmTGbPns2KFSsoW7ZsfjcHgB9//JFPP/2U48ePk5qayowZM2jUqFF+N0ukQEmxGkzaYWfbSRvW5YeoduIsf1cqzfraVS4bpP1VtgSBSamc8/XKNk+Shxd3DR/HqM2raX4kkgoJVnaV8ncJDAGsbhb2lCt5zcdx17GDToEhQMnEBGpHhvNn+UpXVVZwUoJLYAgQEnfONfMVTaNu4nAsHI4x+OXncCL9A/Eu7sOHLWHcbxCWALeXgM8eMFM92MzBcwZBXlDcWwGkiIgLfTXm6KqDw5MnTzJ//nx27txJZGQkHh4eFC9enNq1a9OpU6ci8QN6/Pjx/PfffwwaNIjixYtTvnz5K943JSWF3r17ExYWRs+ePXnhhRdc8uzatYu5c+eyf/9+YmNjKVGiBI0bN2bAgAFOdYWHh9O5c+cs66latSpffvnlFeXN9Oabb/LAAw841tPS0pgzZw7ff/89Z86coVSpUnTq1IkBAwbgdgVDuK7G9u3b2bFjBw8//DD+/v55WnZeO3bsGK+88gp169ZlzJgxeHh4UKVKletWX3h4OCtXrqRly5bUrFnzutUjcjmGYWBLN3DzcH787elEO1//Z1DSx0TdkgZTdsL3hw2ikyE2DQxg4vw13PfPEcc+S5vW4q3uLbOtK9XdQqp7zpPCpHh48n/3daHOqVjS3G3sLhMIQPPDe6gdeZKN1Wqxt3T5XD+namvFqqRa3PC0XXjUfZK7B0eCSzgNifWwpvPC+uU0OnGIBwe5frcDHClemt2lK3L7qeOOtER3T9bUrOec8aJyr4QJg59njic4KYE323Tn4cSujv1/j4Bb5tgJ9LATkwZuJuhcDVpXNHF/ZTM1gvVrqLCwJ1sxe+u6vYjkn6v6BtqzZw9DhgzBzc2Njh07UrVqVVJTUzlx4gS///47Pj4+hT44TEtL488//6RXr17069fvqvefMWMG585lcYX4vF9//ZWRI0dSvnx5evXqRWBgIIcOHeKbb77h559/ZvHixZQqVcppn1atWtGqVSuntEsDrKCgIN54440s63z33XdJTU2lWbNmTukvvfQSGzdupHPnztStW5ddu3YxY8YMTp48mec9pTt27GD27Nl06tSpwAeHO3bswGaz8dxzz3Hrrbde9/rCw8OZPXs2ZcuWVXAoWUpON9gcZhDia+L2klf3Q397pEFsqkGL8ibcLSY+32Nn1WGDcn7QuAxUDzRj/zeKuYvP4hOegFegO6c7VGW/xZuENPjzNOcnjMn6DoSaYWedAkOA7r/vYfZ9DTkVeNH/9asMhi52KMgXn3QbtSOP88XCSdx+6qRj2zOdBzCleYccy7BYrYz96WtmN72Ps74BmOx2Uj0yJq8JLxZE5Vfe5d/3XiU4ORG7ycTLD3Qjxsc3o93nffz1bAb9sYEkdw/8UpJJ8PLOsq6kxAqcc0vA3x7DnlLlGdXpUc76BThnusrXwjCZSfTwolzcOf7vh8WUiY/hxQ6PYLGbuO1sHB5WG4eD/YkJ8MFqwNcH4euDBmBjYG2Y80DG6T4t1cbyBeGcOpBA2i1BtA8tQa2y2f8USLcZzN5lsO6YgZ87jGpkon7pCxcQtkUYJKQbNC+X8fnKtv2GwW/hkG6He8qBJZvhxLvPGEQkZpTn7X5jgtrsjuFUosGOUwbRKbD2qEGABwyvb+a24s7tutL/n/ujDY7EGtwaDHP/MdgXnfFaVAs0ERJ5joBn1vLrGTPL77sD651ladnIjyfuMBGZCHuiDBqXMVHC5/KvybFYI8u8e6MMjsUZNA2BL/bBhhMGlQKgUWkT9UvDsTgo7mWifhZDliMTDXaeMqhXykRZP9ftCWkGW8IMyvgYzP0Hdp0xuL+yiacbmPHzMBGTYvBbuEGN4Iz7Z212g80nDbzcTDQte33eY7th8EtYRifR3eXApAedSyZ9FHJ0VcHh7NmzSUlJYdGiRdSoUcNl+9mzZ/OsYfklOjoawzAICAjIOfMl9u3bxxdffMFTTz3FpEmTssyzaNEizGYzc+bMITAw0JFerVo13nrrLX788Ucefvhhp32qV69Ohw6X//Hj7e2dZZ5du3aRkJDAfffd51Tfli1b2LhxI4888gjPPvssAF26dMHf35/PP/+crl27cscdd1zZgRcyiYmJ+Pr6Zrs9KirjRqlr+QwURDkdr2RITDNYuDfjx1v7yiZaVjTnvNNlGIbBtwczfhTVL2WiZ00Tbtn8IM5ktRssO5DxQ8w3KZ21/6QTngQRvl6knj+j+buDrzv0qGliQgszPu4mfjxqZ+APdiISINALvNzACzvpNoPjyRk9dO7mjB6lZNsllRpWzEYA9pqBmGoYNDl2Cr8NZ9hUs+IVHWeJ+ESXNDNw+/FIp+DQO81Ksue1zcOZ7OFGsocbxZI9CEhNcdr29g9fMKdxq2wDtQttMrjvv13EenmzsnZjDgc7X4Q77R9AndFvcP9/e/i1UjUOlzi/3WSiTHwSD+w7TrRvHb68I5B2+3/i9R+XMSbU9QKiyW7we9XqPHlPD3ZWKXf5A8sqYM4miG567AA1zkY41p/+5QdqR56kzbDX+KN8CUe6V1o6lc+d4mSx4o7XZO6/8PV/VkZziG8O+eGZbrC9YlXS4yw897mBv0c6H99v4a6yJrzdISYFvthnx8fNxIYTdn44eqEdC/caDKpjJzwB1h2FzI9TRX+Yep+ZrZEGwV4mHq2VEZwcjzMYtd7OtwcNbOfj7DK+8PvDZg7HwJhNdg6eg0BPOJsCiedH5Aa4w32V4PaSJnafMdh4Aixm6HqLibJ+YDaZeOQ2E1UDTew5a7Bgj50NJwwORGcEoCagTSV4op6ZjScNgjxNtKgAo9dn3BcL4G3JaH/C+TqDPKFmMJyIhzQbRCWDT0oKCV4Xhj/P2JlOi4pm7q1owmwycTTGzvw9XDg2H3igCoCJn08YeFrg/komluwzOOv80QXgy/2QceGlGG7du2F1O9+jHg/L19v53+9wOvmiz0EIdKpm5tHaJsr4wtL9Bn+eNrgtGMZuMQg//9/RBLzSFJ6ub+aFzQZz/8luegnn9EBPSLWef18NKO0L4QkZx2ci47vH3QJtK0Hvmiae/tngZIJrqRtOGry7zUaLCrD6CFjtGekeloxy086vF/OAfrdB1SATSw8Y/H0aKhWDee3N3Bli5n+/25i00yDVCgGecC4FgrzgpTshLs3M0Tg7u8/AgXPQrKyJJ+6ANUcMpu/KeA8BbgmCXx+yUMLHxKy/7Yz71U5CGrSsAElW2HUG7ipn4s27TCz7zyA2FXrWNNOoNCzelxFs31vBRIeq13ZOsNoNx/t0V1kTD1Y35TpYTUgz+GxPRsDfsaqZ5uXzLuKJSTFYsMcgMtGga3UzjUOKWjRV1I4n713VhDTdu3cnJiaGn376Kce8mcMcBw8ezNChQ522ZXWP2bhx41i1ahU//vgjkyZNYvPmzaSnp9O4cWNeeuklSpQowddff82iRYsIDw8nJCSEp556ipYtW15R22NiYpg5cyabNm0iKiqK4sWL06JFC4YOHeoImjLbcKkrud/MZrPRv39/SpQowfPPP0/nzp2zHFY6cOBADh8+zM8//4zFcmFY1ZYtWxg5ciSvvPIKXbt2dXkNBwwYgGEYeHllf49OVt544w1WrFjBRx995NRz+Oqrr7J69WpWrVpFmTJlHOmRkZGEhobSo0cPXnzxxRzLDw8P5+OPP2br1q3Ex8dTqlQp2rZty2OPPeZoa3ava+ZnI/PzsGzZMr777ju+++47zp07R+XKlRk+fDj33HOPy75r165lyZIl/Pfff9hsNqpXr06/fv1o06aNU75GjRoRGhpKhw4dmDlzJgcOHOC2225j1qxZWR5PVu9zSEgIK1euBCAhIYE5c+bw888/c+rUKXx9fbnzzjt58sknnYYEJyYmMn/+fLZu3crJkydJSkqidOnS3HfffQwePNjx2qxcuZLx48e71NmgQQNmzZrl2J7VZ3DIkCFEREQ42gbQqVMnQkJCGDVqFFOnTmX37t0UK1aMFStWAHD8+HFmz57Ntm3biI2NpWTJkrRp04YhQ4bg7X3hx3VkZCQzZ87kjz/+ICoqCj8/PypUqEC3bt0IDQ3N8rUrzFKtBs0W2fjz9IW09+8181zjaw8Qh6y1MXvXha/XrreY+PrByw+l7LHcxlf/GVhsduwmU7aTtWQaXNfEi3eaqP6JPZt+vevPKy2dNW8vIDAp1ZFmwUaHFx7heIngPK/v9ohj7Jo4xint1jEfsr9UDoEYYLLbMcxX956622w8u/kffNMvDDktHXeKob/PY2uF6gzv+hg7KlRz3sluQA7vXbYuDg7P/+2dlsqy+e/T4cDfLtnrjXyXv8tVBqDZ0f0s/nwSFWOiSPDw5OUHHuKje3LuVb1YZrPt1/CBMnEh1Cjvn3EfZOg3dkfAd7FgL4jOIli6Gj5uMKGFmVEb7KTbr659V6rK2bMcKVHCOTEXveB5JdAzo+d/3bHL57uWYy4I3M3wQUt4+ue8Ke/JetCivJk+q7L/oFz6WtUMgv0XDQQb09jEu/de/TNSu35r49uDF0oeeoeJGfdf+7NWk9MNmnxuY/dF/TFTWpt5qkHuLmhCRmDYaKGNQzEZ6yZg/gNm+tXOfdkFhem1ZJc0443LX1y82VxVz2H58uU5duwYP//8M61bt74uDXr66acpVaoUw4YN48SJEyxZsoQxY8bQqlUrvvnmGx588EE8PDxYsmQJL7zwAl9//TXlyl3+R0FCQgKDBg3ixIkTdO7cmVtvvZX9+/ezbNky/vjjD+bPn4+vry/dunWjRo0aTJw40Wko55Xcb7Zo0SKOHj3Ku+++e9l8TZs2Zffu3YwbN45+/fo5hpVOmjSJKlWq0LZtW5d9Pv/8cz755BMMw6B06dJ06tSJQYMG4eHhcdm6kpKS+PHHHwkJCaFJkyZO2/79919KlSrlFBgClClThpIlS7Jnz54cjzkiIoL+/fuTkJBAjx49qFixIjt27GDu3Ln8/fffTJ8+HTc3N7p160ZiYiLr169n1KhRjmD8lltucSpv3LhxuLm50bdvX9LT0/niiy8YPXo0X3/9tdNENdOnT2fOnDncddddDBs2DLPZzPr163nxxRd5/vnn6dWrl1O5e/bs4eeff6ZLly45BjZvvPEG69evd2qrj0/GLFaZn6PIyEg6d+5M1apVOXv2LMuWLWPAgAF89tlnhISEAHDmzBmWL19O69atad++PRaLhZ07d7JgwQL279/P1KlTAahfvz4DBw5k7ty5dO3alfr16wMQHHztP6pPnTrFE088QZs2bWjdujVJSRkzc+3du5dhw4bh7+9Pt27dKFWqFAcOHGDx4sX8/fffzJo1Czc3N6xWK8OHD+fMmTOO9zUhIYGDBw/y559/Fsng8JuDhlNgCPDW73aebnD5oXLZOR5n8Mku559k3/xn8NfpjKFZWfn7tMFX/2Xs42Y3SHXP+WS84F+DhLT8/fGX4uFOz2d7Mf3TVVSPjMaDdAJIwC817brUtzukEv+WLk/t80NLjwSV5ECJkCva92oDQ4CqUfFOgSHAqYDSHCpenq9ub8KukCx6WK80MMwqyLh4/fzfyR6ejHpwAA+896zLNW/ftIwIy2S3s/CLj6gYkzHywS8tlUkr5rO2xh1XFDhnupagMNPFu56Mh2fXZx0YQu4DQ8jo9Rn325UFhnD1/09KxcVjzmqnAjBEMSY158AQCmdgCBm9v//7Pe/KW38cNpy4/Afl0tfq4sAQYPJOgxfvNAi+ismedp4ynAJDgNm7DMY2NSjvf22fo6UHDKfAEGD8b3aerGfKdrj2lZr/r+EIDCHjNXn9V3uRCg7VcZizqwoOH3vsMbZu3crzzz9PxYoVueOOO6hduzYNGzbMswk7ateu7dLbtmjRIk6fPs2SJUvw88t4hlXjxo156KGH+OabbxgxYsRly5w/fz7Hjx/nhRdeoGfPno70GjVq8O6777JgwQKeeOIJ6tatS4kSJZg4ceIVDeXMFBYWxsyZM3n88ccpW7Ys4eHh2eYdOHAg586dY8WKFaxevdqRfvfdd/P22287Df8zm800btyYe++9l5CQEM6dO8ePP/7IJ598wq5du/joo4+ceh8vtXbtWpKSkujbty/mS34UnT17Ntv3rGTJkpw+fTrLbRebNm0a586dY9KkSY7evZ49ezJ58mQ+++wzVq1aRZcuXahbty7Vq1dn/fr1tGzZMtsZSQMDA/nwww8dwy0aNWpE//79+frrrx3v8b59+5gzZw4DBw5k+PDhjn379OnDc889x7Rp0+jYsaPT63j48GGmTZvmEiBnpUOHDpw4cSLLts6YMYOwsDDmzp3rNKy6U6dO9OnTh5kzZzru1SxXrhzfffed08Q+vXr14uOPP+bTTz/ln3/+oU6dOpQvX54mTZowd+5c6tate8WfucsJCwtj7NixdOnSxSn9jTfeoESJEixYsMDp9bnzzjsZM2YMq1evplOnThw5coRjx47x1FNP0b9//1y353qJjo7G19cXT8+M+8YSEhIwDMNxT2taWhrx8fEUL17csU9ERIQjgL94PdJ1ZCQxqRB25hwhQVdfxynKZPmjLCLBoIz9FKVLl3Z8zjOPIzLxwpBL2xWe4G0GJFvz/+ff6UB/eo3sxeBftvHK9z+SbnPnzoNh7ClXJuedL8Nks2Fc+h1nGKSbM9IOlAih70NPXVPQly27HS4qLyWLiXMMw6Dx029zzufKrzabrVbsFkuWwd+V2F+qHMeKFady7IXngxwoEcJvlTK+iyrERlE12vl722wYND+y96qCw7x0Ntngev8SS0y7fnUke7gz8LetTGh30YiUAtBreLPIy5e5ql8K+2KvbuTVpdJsEJUCwef/2196PomMjHT5bj8R4ws4f4fYDTiVCKU8r/wcdXEdEQmuMzNHJ2e0z5Z07edByLi/9FIRCQapqal5cq6VwuGqzqh169Zl4cKFhIaGkpCQwMqVK3nnnXfo2bMngwcP5uTJkzkXkoOHHnrIaT2zJ6Vjx46OwBAyep18fX05fvw4OdmwYQNBQUGO4ZqZunXrRlBQEOvXr89Vm//3v/9Rrlw5+vbtm2Nes9lMyZIlufPOOxk7dizvvfceffv2Zdu2bbz88stYrReuUJcpU4aPP/6YPn36cO+999KlSxemTp1K165d2bZtG2vXrr1sXcuXL8dsNmc5i2lKSkq2PY+enp6kpFz+sq7dbmfTpk3UrFnTZdjngAEDMJvNbNiw4bJlXKpPnz5O4/Br166Nj4+P03u8evVqTCYTHTt2JCYmxmlp0aIFiYmJ7N6926ncGjVqXFFgeDmGYbB69Wrq169PqVKlnOr19vamTp06/P77hcuc7u7ujsDQarUSFxdHTEwMd955JwD//PNPrtpzOcWKFaNTp05OaQcPHuS///6jffv2pKenO7W/Xr16eHt7O9qf+f9sx44dREdHX7d25lZwcLDjZAUZ7b54sqPMmZQvdunJKXO9UzUTbpd8G95X0UTlMtdWR4PSUPmSW1aLe8O9FUyUKVPG6XOeeRwtypsocf5Hh/UKg8PSPvD0JUOJzPYLV8ct9ktvMMxB5nP3roHdYmFmi2a0Hz6ETk8N5O8KuX8sjZst6/bf+fT/KDd2BjWfn8QfFatnu//Tm1ZhMq6wW+k8n3Tnrq5jgX4cC/RzSvurXImrCgwB7G5uWf7a9U1OzSK3q9LxMRwP/P/27js8qip94Pj3zqT3kBASCCQQEiD03kORpkgTbLSAArKwUoRdRNcVXJHiUmwILpD8KCJKCyogRXoXaSo9BOkESO/JnN8fYwaGmZAEAgnwfp4nD+TcM/eee+bO5L73NG++rtOc096+LK3TjA6D3zUFxlddPbjhZDnZ1+9lyheqnEWpZ0jetxgFaBgvkIc1oQlAkoMDTpmZvLf2J6pevUbDmPM8fyz/XjWPivP9DeF9LOiA6a2L5r11toXI5514vWbh9nf313BNbwj2vJ14998Ta9/t7SraUequmLSiO9QtU7i/UXceo1tlHXd3aOlU0TiB04P8HQToHqyzeNTSM0RXZH9rxeOh0PMlV65c2dQ6cuXKFQ4ePEhUVBSHDh1izJgxLF68GFvb+//GuruLaO4FaK21yc3NjYSEhHz3efnyZapVq2axPIONjQ0VKlTgxIkT913etWvXsm/fPv73v/8VaPmHiRMncvToUZYtW2Yad9amTRv8/f2ZMmWKqbXtXl577TVWrVrFzp07zZamuFN0dDTHjh2jadOmFl1HARwcHMjMtN7tKyMjI9+xjXFxcaSmplKpUiWLbe7u7nh7e3Pp0qV77uNu1pYMcXd3N3uPz507h1KKXr165bmf3AllclWoULCJNe4lLi6OhIQE9u7dazGuMdfdrbPfffcdK1asIDo6GoPB/AY1KSnpgcuUl3Llylm0KJ87Z5xNcu7cucydO9fq63IDQT8/P1577TUiIyPp1KkTISEhNGzYkHbt2lG9evWHVu7iFOShsbyrjnHbDUTHw3OVNL5sd/93r3qdxvc99AzbnMOey1DXBz57Ro/TPWZfdLTV+PEFPW9uzuHgNQ1PO8WNDLhXq8i/m+poU0HHlJaK93Ypsgzgk5FC15PHcIlP4rX9u7jm6sqowYM57+hBYh5d/ABQCs+0ZOIcXSzSC/MI/4/yZUz/t8nOuT3BRmEZDATfusYfvubBTeDVeDxT0/ktwMdsbJ6mlEULokN2Fkor3PtosY6iprGoXjD1Lt2gTHIa5z1cOOqXf7dvfY6B2ueukmFrw+8BPtbzGAykONpb3XYn2+xsPomK4NOwzqyo1cRqnkwbW0Z1DSfi2y+x/euhwIKGrdkTmP8MyHZZ2eg0jfS/3itvR0jLAjSsdgt1tjFOVBL911ezBoysB4mZGktPKLwc4Z3GOobW1rDVGZhxUJl1V63pDR+30jH/mLHLnaONcdbOUG+NS0lwK03xUx5dJkM84UaasfXljdoa7zXR+Mc24wQadjpwsYULd0yQUssbzsSDu73xcrlsZfIUAAe9caKTW+lQyd04Gc31NHj/+WfpceQYf9uxm9OlvYls3NB0znc+RnGyMX5U0nOMx2lRDoI9oJSjxgvBGp8cVCw/rUwTsxSUp71xyZjc+rPVGc9lRD0dHQI13txsHCtdzweSM+H4LdBrxvJl/fUaRxtIy87zEHnSMJ5L7rE97SHujmcZrcvD6TjjWpsPqpwL2OvhXIJxwqI57XV0rawjLdvA29sNxKYZ6zg1G0o7Gicr2vwnpGZB/TLGMayb/oSkO25rfJygR2WNaa10uNlrjGusuJqaw1dHwIBxuZdW/hpHYo1jOD87pMjIuf3az5/RmLRX8ftNaF1eY077wv9NcLa7/b1+OBaalYXZ7fToHqBZtKqXxrIuOsbvMHA+ETpX0pjzAH+v7tTYTyOik44Juw1cSYGeIRqfP/MEdSkF6VZaAA+0mI6fnx/PP/88nTt3ZtCgQRw5coTff/+dOnXq3HMmppw8ngYDeXaTzCu9EPPpFLnMzExmzpxJ8+bN8fLy4sKFCwCmLpnJyclcuHABDw8PXF1duXr1KuvWreOll16yCL7atWvHlClTOHjwYL7BYZkyZdDr9cTHx+eZJyoqCoBu3bpZ3e7t7U1sbKzVbblrHj5qdwdXue5+jzVN49NPP80zf1CQ+eQQhZ3E515laNSoUYG6Wi5evJhZs2bRpEkTXnnlFby9vbG1tSU2NpYJEyZYBIt5uZ/PkbXzzS1/3759LZY0yXXn7KzDhg2ja9eu7Ny5k8OHDxMVFcWiRYvo378/I0aMKFDZHzfdKuvoVrno/gjWKK2x/ZXCfcU28tPY1/f2axIzFOvPGW+2m5WFzw7Bj9EGXGwhvLqOl6oayzuusZ5xpsZxT1RWM/jpNxjUi9BONTnqYEtKpuK9XQZ+ilH4OBpnPfzqmPFm2MkGxlXKwGnVYWKvxfFV02eId3TGJsdAtv7+6yTbRk/ds5c4FHQf3Rp1Ohr9eYo//lrHUJ9jYNzyXTQ+Zey2H+9sz8RXw4j2KwWahrLyWZnWxvr3373UuhzD/gDz2biz9Dr2VSj4d2LZm4nM+mo95W4Z75qPBPow9vWOpDrcfnCqKUW9C7EcCCiT126MDAaWLJnF/zVsw4+h9e+ZdUn9MLZUrkHrs79zwqccv/qbP7xrF6BR0xu+PKxIzwEnneLZ9Hheck6jfufSHDbY4mxrnF0zd+zS8ZuKg9cMnE+AnZeMN+5jGuiM1/cFxeUURYcAzTQOa34n8zJ93FrP5DDFxhhFWraxhSP3IUnHe4xGWXXawJR9Bmx1xiBQp2lU99asjtmd3d74k+tMnGLfFeMswaHet/PnGIxLcqRkwbMVNdKzYcN5RVlnjbDylvudsCuH1WdA/1JtWjety9+9oct5RWKG8Twyc4yv93PWCPO/9/d1k7KwFDhwRXE6XhGfbpxB1MUO3qqvkWXQuJCk+Giv4nqaMVD6oLnGPxvpuZys2HpBEeyhWcwcub+v9e+Y+HRl/Kw7QfOysOE8HL6u2H9FcSUVugZphHrBwt+NAWe9MuBso7H/moH4dI1Xq2n0DdURl67YEKPw/escD183LqsR5q9R3s18qYxfrylcbBUT9xjHcGtAdW9Y31OHt6PG92cNfH8WLiUrqntrtA/QSMyENuU1/KwskQEwsKaOgTUL9h2UkqlYH6MsruFcOk3jk7Y2fJLHlBnjGyuL6+HFIlhdqklZjQP9inbtyp4hunu2zD+I8Bo6wms8YQGhKJQiuVo1TaNGjRocOXLEFBjl3mgmJiZa5C9si9KDKleuHOfPnyc7O9usdS87O5s///wz3wlt8pKRkUFcXBw7d+5k586dFtvXrVvHunXrGDlyJP369TPVjbXAIPdG/16Bc65Lly6Rk5OT56QlWVlZrF27Fk9Pzzxnc61evTrr1q3j6tWrFrOVxsbGEhYWds8yeHp64uzsTHR0tMW2xMREbty4YTYur6jWGCpfvjy7d+/G19f3oS5MfzdPT09cXV1JSUkpUBfVtWvXUrZsWYsgdvfu3RZ571U39/ocXb58uUCt1XC79VSn0xW4i62/vz+vvPIKr7zyChkZGbz55pssXLiQvn37PtCEOaLg3Ow1Xqp6+/r4ZyP4Z6P8/2hrtjbwfB2zNGc7jRltzB+yfRSmuJxsfEpuq3eBrm24kap4M8fAh7sV30frcLCB5yqCk62GvV7x8QFj64hVVloZ2/52jiOBfhgKEGQ2/PMMjf88xYHyldkXEMLy2s1M+wv77bwpMATwSMlg0E+HeGfAM/eoiLyP2fy3P+l44AzL2tTg90Bj4KfPyUErgueNb6w7aAoMAWrHXKfn7j9Y1Pb28kBK06h2PZ5D/qXvHYDrdPz9hUG4p6fmmSUgNoGLXq7k6HTEepbi55YtaewH0+v9tdTJeUWVUtCtsnE5lcktFTfT+WvNutvjl4Ks7Lual0Y1L+sPZ4030Pl/t9voNJ6tVLi/AT2CdfQIvr8b1MqeGpU9LY+n12l0qng73ckWXqmad7kmNNczobl5WodA8/z3er01Df1uB3jD6lpuH1kfLicrvB3B7q++g2VdNHpXK9xxPBw0Xr6jbM8HGX/u1tNiVTLzOve8az91y2B1LUTjdWJM7xZsbP3V68Dd/nbeXlX09HqIS/k622n0DLn/e41Sjlqh30/xGJIxw/kqVHC4d+9eGjRoYHFDmp6ebhqvlNvN0NnZGS8vLw4cOIBSynQDfPHixUKPRXtQrVq1IiIigtWrV5t1R1y9ejVxcXG88MIL97VfR0dHpkyZYpEeHx/PlClTaNasGV27djXNyhkQEIBer2fr1q0MHz7crM927nIEoaGhZvu5c21CMAaWs2fPBsgzgNu2bRtxcXH06dMnz+ChY8eOrFu3jqVLl5rWOQRYunQpQJ7dVXPpdDpatmzJ+vXr2b17N82aNTNti4yMxGAwmAWmuTN+JiYm5jkhTUE899xzLFu2jC+++IKpU6datCjnLlNS1HQ6HZ06deK7775j06ZNVruW3rp1yxQ06fV6NE0za/XMzs4mMjLS4nW5dWOti3RuULd//36zGYLXr19PbGxsgfvxV6lShaCgIFasWMELL7xg0YU3OzublJQU3N3dSU5OxsHBwezasbe3JzAwkF9//ZXExEQJDp8QmqZR7q5hasaFs/XM6QhzrLxmQnPFJwcVn/1q4EKysVWijo/GrXTYfgHO39Fj2jM5jdWNqhYoMJy8dglvb4ky/T6rxXOMe+72OO5KV+MsXhP0V5pddg6uaRncdHXK9zgATY5f5J1vdgFQ/+w1Lnm5MLtLAw5X9mNfYMgDTzoSculm/mlK4ZucRp9DZ1hXxZ9YF0errZ8AAXE3WD9vEl81accfPuU47uPPsXIB2Njb0NJfY94bpbDVGbtP1vHBovtyo7tam+xtjGsFipLJ2kLzj5vCzOgphChZChUczpgxg4SEBMLCwqhcuTIODg5cu3aN9evX8+eff9K5c2cqV749OUDu7IwjRoygVatW3LhxgxUrVhAUFFSgpRKKSnh4OJs3b2batGmcPHmSKlWqcPLkSaKioggICKB///73tV8bGxurQULubKXlypUz2+7u7s6rr77K4sWL6dOnD927d8fNzY0jR46wfv16/P39zbqUTpo0iZSUFGrVqkWZMmWIj4/n559/5vjx47Rq1YpnnrH+xDx3Tbt7dU9t0aIFLVu2ZMmSJSQnJ1OzZk2OHTtGVFQUzz77LHXq1Mn3/IcPH86+ffsYO3YsvXr1onz58vz6669s3LiRevXqmS15UKNGDQA+/fRTnn32Wezs7AgKCjK7XgqievXqDBkyhK+++orevXvTrl07SpcuzY0bNzh+/Di7du0ymximKA0fPpwjR44wfvx4Nm/eTM2aNbG1teXKlSvs2rWLatWqmcbjPvPMM3z++eeMGDGCNm3akJKSwk8//WQ1WK9YsSLOzs4sX74cBwcHXF1dKVWqFA0bNiQwMJBGjRqxcuVKlFKEhIRw6tQptm7dSvny5c0mMLoXTdP44IMP+Nvf/sarr75qWoojPT2dixcv8vPPP/P3v/+dLl268MsvvzBp0iTatm1LQEAATk5OHD9+nKioKGrUqEFgYGAR1qp43Og0jdENNEY3sAz4snIU/9pp4PNDitRsiHNxJM4l/4lb/ONv8I+ta8zSRu5cy5zGz3LS19jt8qS/N+w/bZbndNlSNIm5RqtzV/jDx4PvqwcW6Bw6/nLW7PdyN5PpueMEhyv/9bDlAZ8sX/FypcIN89b+vSF3janWNOY2rkZAfDJptjZ5BoYaipBQL47++3Vi9WXJqBrEjLrWF732cbayAyGEEKIQChUcvvXWW2zbto3Dhw/z888/k5ycjIuLC5UrVyY8PNxihsTcNfDWrl3LwYMHqVixIu+99x7Hjx9/pMGhi4sL8+fPZ+7cuWzfvp01a9bg5eVFz549eeONN8ym9X/YRo4cSUBAAKtXryYiIoLMzEx8fHzo1asXQ4YMMZuRtXnz5qxdu5ZVq1aRkJCAnZ0dlSpVYty4cfTs2dPqmLurV6+yd+9eatWqlW+3yylTpjB//nzWrVvH2rVrTetLDhgwoEDn4ufnR2RkJHPmzGHdunUkJSVRpkwZBg4cyOuvv24WCNWpU4c333yTlStX8uGHH5KTk8PgwYMLHRyCcfH30NBQvvnmG5YuXUpaWhqlSpUiKCiIsWPHFnp/BeXi4sKCBQtYvHgxGzduZPv27ej1enx8fKhTp45ZMN6vXz+UUkRFRTF9+nS8vLxo3749Xbt2NVtOBYxjBCdNmsSXX37JjBkzyMzMpF69ejRsaJz44IMPPuDjjz9m/fr1rF27lrp16zJnzhwmT57MlStXClz+KlWqsGTJEiIiIti+fTsrVqzA2dkZPz8/unTpYjpecHAwbdq04eDBg6xfv56cnBx8fX0ZOHBggWbkFU8vW73G1FZ6prYyTom+/YKBUVsUV6wsFeJsA34uxtauSjevo797bDEQev2CKTjcFVqeemeu0OZoDDrgqoczGaVdeO7UBWKdHVhXteATT4XEGh/g5WgaWTY6HLJyLCeiuU++cYm4ZaaTbqfHIdPY//a8jxvrGlh+1yU42XPUyTghTWktgVjlDhgnbAmvDgodLwRrVPIoDbSmdZGUUAghnmLSqJ0vTRXnjC5CCCGeeOcTDLz0vYGj1wENXq8JM9vosdVrDFiXw7eH0rn04VA8025HkYn2jrQb9B4HAs2DKp/4FNxS07nu4cLYncZla6JCAzjob7n2lzVuaSmcmDieD5v2ZXG7WiQ6O1DnzBVqXj7PojDrM4HeSVMKx6wMPFKSuezpbbG92/4TPH/I2MLpkJGFQdNIcrLj7693znOfjX0VfVIWcdPgwvPdetCg7BO8RoEQQhQj7QPLpdrUvx984sIniUxHJIQQ4qEKcNexr68NaW/ZkDbahs/b2WD712Qb8zvqmNrJkWlj3+J6aWOAl+PvzYkv3+Ifr5Sh86nDaAYDNjk5lE24iV/Kdc74epDkaEecg3Gt1mS7AgZTSlEl9jJ/lnVhdrdGJDobbwgOV/ZjS63ggu1C00i1c+Cyh/WxzXfOSJpub0umnQ05Onjm1FGzNSgBnLPS+bR5DttfAnstm7L6eGoXLMYVQghxXzQrP+JORTu3rhBCCFEIep3Gm/U0qFcXJnwJ1+LR+7jTSK+nEfCigwc3P/wM29OXuFijChtjbXlu0QG+qdOcNaEtaH/mOqHX4zjp45H/wTSNAxWC+c8zlpOQXXQv5CRLeYwR3B1SnnZHoymVcvvptMEphU+jIlhRszH/1/ZZHGw1nndO4MPwctg425GVda8FKIUQQohHR7qVCiGEeHxs/Q31VgSG3y/ye41QXus8iGsGZ665OJJto8dGB1mFXGi8qLmmZhB24jzuKRkcquhLdEBpKrjB+0119Am1MpFPVhYREREADBw4EFtb6VYqhBAPg/afDIs09Z59MZSk5JKWQyGEEI+P1jXQfp2OHqgF7M4xLtKt04wLX9vqNZouzmbv1eIpXkU3uKy358d6Ifg5w9wOOroEyQgOIYQQjwcJDoUQQjy27PQazweZd/Hc+KKO+osNnLJcGvHhUIpQL40xDXW8VlOHUoprqVDa0dhtVgghhHhcSHAohBDiieJir+Pk6zpO3VKcjVfsvqz45apiYwzk5PPaf2yJwi8pjv+060WKnQN+9tmcz7k9k52/C1xLVmT9NYmBq41iWVcdz1bSm/JomoavrDkohBAljzyvy5cEh0IIIZ5IIaU0QkppPFvJ+PuxWMWYrTlsvwgZOWCjQbYCvQZDakHvajqudulBx7hzjD7/G7SuAWU8SMxQbDyv8HHSaOmvcTNNsfm8IsBdo7Gf3GkIIYR4ckhwKIQQ4qlQs7TGhhdtyDEobqRBaSeITwcHG3CyvTPIC4ImQabf3Ow1eobc3u7lqPFSVQkKhRBCPHkkOBRCCPFU0es0yvzV7bOUY/GWRQghxCOUxzJE4jaZQk0IIYQQQgghhLQcCiGEEEIIIZ4C0nCYL2k5FEIIIYQQQgghwaEQQgghhBBCCOlWKoQQQgghhHgaSLfSfEnLoRBCCCGEEEIIaTkUQgghhBBCPA2k6TA/EhwKIYQQQgghnnwSG+ZLupUKIYQQQgghhJDgUAghhBBCCCGEBIdCCCGEEEIIIZAxh0IIIYQQQoingYw5zJe0HAohhBBCCCGEkOBQCCGEEEIIIYR0KxVCCCGEEEI8DaRbab6k5VAIIYQQQgghhASHQgghhBBCCHGnCRMm4OLiUtzFeOSkW6kQQgghhBDiyadJv9L8SMuhEEIIIYQQQggJDoUQQgghhBBPAc3Kz306duwYHTt2xNnZGXd3d3r16sWff/5p2v7666/TsmVL0+83btxAp9PRsGFDU1pycjK2trZ8991391+QIibdSoUQjx2lFElJScVdDCGKRFZWFmlpaQAkJiZia2tbzCUSQoiHy9XVFe0x7uJ54cIFwsLCCAoKYvHixaSnp/Puu+/SqlUrjh49iqurK2FhYSxZsoT09HQcHBzYvn079vb2HDp0iKSkJFxdXdm9ezfZ2dmEhYUV9ymZSHAohHjsJCUl4e7uXtzFEKLIjRo1qriLIIQQD11CQgJubm6P/LhqbNGEPjNnziQrK4sNGzZQqlQpAOrWrUtoaCiRkZG8+eabhIWFkZGRwb59+2jVqhXbt2+nR48ebNiwgV27dtGpUye2b99OSEgIZcqUKZJyFQUJDoUQjx1XV1cSEhIe+XGTk5Pp3LkzP/7441M5g1lhSF0VjtRX4Uh9FY7UV8FJXRXO/daXq6vrQyzVw7djxw7atm1rCgwBqlatSu3atdm5cydvvvkmFStWxN/fn+3bt5uCw6FDh5KWlsa2bdtMwWFJajUECQ6FEI8hTdOK5YmjTqdDr9fj5uYmNw35kLoqHKmvwpH6Khypr4KTuiqcp7W+4uLiqFOnjkV6mTJluHXrlun33KAwMTGRI0eOEBYWRkpKCsuXLycjI4P9+/czePDgR1jy/MmENEIIIYQQQghRQKVKleL69esW6deuXTNrTQwLC2PPnj1s3boVb29vqlatSlhYGAcOHGDLli1kZGSYTVpTEkhwKIQQQgghhBAF1KJFCzZv3kxcXJwp7eTJkxw9epQWLVqY0nJbCmfMmGHqPlqnTh0cHR2ZMmUK5cuXJzAw8FEX/56kW6kQQhSQnZ0dgwcPxs7OrriLUuJJXRWO1FfhSH0VjtRXwUldFc6TXl85OTksX77cIn3kyJFERETQoUMH3n33XdLT0/nXv/5FhQoVGDBggClf1apV8fHxYdu2bXz66acA6PV6mjdvzrp16+jTp8+jOpUC05RSqrgLIYQQQgghhBAlxYQJE5g4caLVbYsWLaJWrVqMHTuWXbt2odfrad++PTNmzCAgIMAs74svvsjy5cs5fPgwtWvXBmDq1Km8/fbbzJ07lyFDhjz0cykMCQ6FEEIIIYQQQsiYQyGEEEIIIYQQEhwKIYQQQgghhEAmpBFCiELLyclh8eLF7Ny5k+joaJRSBAcHM3ToUOrWrVvcxSuR9u7dy/fff89vv/3GpUuXePHFFxk3blxxF6vYxcTEMG3aNI4ePYqzszPPPfccw4YNw9bWtriLViJduHCBRYsW8dtvv3H27FkCAgL49ttvi7tYJdKmTZtYu3YtJ06cIDExkQoVKvDyyy/TtWtXNE0r7uKVODt37mThwoVER0eTkpKCj48PrVq1YsiQIU/V+n33IzU1lV69enH9+nUWLlxIaGhocRdJPAAJDoUQopAyMjKIjIzk+eefJzw8HJ1Ox6pVqxg6dCiff/45DRs2LO4iljh79uzh9OnT1KtXj8TExOIuTomQmJjI0KFDqVChAh9//DHXr19n5syZpKenS+Cch7Nnz7Jr1y6qV6+OwWDAYDAUd5FKrCVLluDn58eoUaPw9PRk3759TJo0iWvXrpW4CTBKgsTERKpXr87LL7+Mu7s7Z8+e5auvvuLs2bN88cUXxV28Em3evHnk5OQUdzFEEZEJaYQQopBycnJISUnBzc3NLO3ll1+mfPnyzJw5sxhLVzIZDAZ0OuNIhi5dutCiRYunPgCKiIhgwYIF/PDDD7i7uwOwcuVKpk6dyg8//EDp0qWLuYQlz53X0YQJE/jjjz+k5TAP8fHxeHh4mKVNmjSJDRs2sGXLFlM9irytWrWKSZMmsW7dOvk85iEmJoZ+/foxatQoJk+eLC2HTwD5ZhBCiELS6/VmgWFuWnBwMLGxscVUqpJNbkQt7d69m0aNGpkCQ4D27dtjMBjYu3dvMZas5JLrqODuDgwBqlSpQkpKCmlpaY++QI+h3M9mVlZWMZek5Jo2bRo9e/a0WL5BPL7kW1YIIYpAdnY2x44do2LFisVdFPGYiImJITAw0CzN1dUVb29vYmJiiqVM4sl2+PBhfHx8cHZ2Lu6ilFg5OTlkZGRw4sQJ5s2bR1hYGGXLli3uYpVImzZt4uzZswwaNKi4iyKKkIw5FEKIIrBw4UJiY2Pp3bt3cRdFPCYSExNxdXW1SHd1dZVxmaLIHT58mA0bNjBq1KjiLkqJ1qVLF65fvw5As2bNmDRpUjGXqGRKT09n5syZDBs2TCbsecJIcCiEEEBycjI3btzIN1+5cuUsZpLcu3cvc+fOZdCgQVSrVu1hFbFEeZD6EkI8WteuXWP8+PE0aNCAV155pbiLU6J98sknpKWlER0dzfz58xk9ejRffPEFer2+uItWosyfPx8vLy+6du1a3EURRUyCQyGEwNg95sMPP8w33/Lly826Ap44cYJx48bRqVMnBg8e/BBLWLLcb32J29zc3EhOTrZIT0pKshjTKsT9SkpKYsSIEbi7uzNt2jQZt5mP4OBgAGrVqkVoaCi9e/dmy5YttGvXrphLVnJcuXKFxYsX8/HHH5u+w3LHsaamppKamoqTk1NxFlE8AAkOhRAC6N69O927dy/Uay5cuMCIESOoVasW77333sMpWAl1P/UlzAUGBlqMLcxtkZWAWhSF9PR0Ro0aRXJyMhEREdL9r5CCg4OxsbHh4sWLxV2UEuXSpUtkZWVZ7aI8dOhQatSoQWRk5CMvlygaEhwKIcR9uHHjBn//+9/x9fVl6tSp2NjI16konGbNmhEREUFSUpJp7OGmTZvQ6XQ0adKkmEsnHnfZ2dmMHz+emJgY/ve//+Hj41PcRXrs/Pbbb2RnZ1OuXLniLkqJUqVKFebMmWOWdurUKWbMmMH48eOpXr16MZVMFAW5mxFCiEJKT09nxIgRxMfHM2bMGM6ePWvaZmtrS9WqVYuxdCXTlStX+P333wFj/V26dIlNmzYBPLXdtXr27MmyZcsYM2YMr732GtevX+eTTz7hhRdekDXV8pCens7OnTsB4zWVkpJiuo7q16+Pp6dncRavRJk6dSo7duxg1KhRpKSkcOzYMdO2KlWqYGdnV4ylK3n+8Y9/UK1aNYKDg7G3t+fUqVMsWrSI4OBgWrduXdzFK1FcXV1p0KCB1W3VqlWTv4GPOU0ppYq7EEII8Ti5fPlynoPw/fz8+P777x9xiUq+77//nokTJ1rd9ssvvzzi0pQc586d4+OPP+bIkSM4OzvTuXNnhg0bJpP45OFen705c+bkecP6NOrSpQtXrlyxum3NmjWyPMNdIiMj2bBhA5cuXcJgMODn50fbtm3p27evdMctgF9++YWhQ4eycOFCQkNDi7s44gFIcCiEEEIIIYQQApmySgghhBBCCCGEBIdCCCGEEEIIISQ4FEIIIYQQQgiBBIdCCCGEEEIIIZDgUAghhBBCCCEEEhwKIYQQQgghhECCQyGEEEIIIYQQSHAohBBCCCGEEAIJDoUQQoh7GjBgAJqmFXcxAPjtt9+wsbFh48aNprStW7eiaRqRkZHFVzBRIkRGRqJpGlu3br2v18u1ZN3hw4fR6XRs27atuIsixEMnwaEQQjyFoqOjGTJkCFWrVsXJyQlPT0+qVatGeHg4W7ZsMcsbGBhIjRo18txXbvB048YNq9uPHz+OpmlomsaOHTvy3E9untwfBwcHgoODeeutt7h169b9negT5q233qJ58+a0b9++uIvySMTExDBhwgQOHz5c3EURj0h8fDwTJky47wD3ft3rWqtTpw7du3dnzJgxKKUeabmEeNRsirsAQgghHq1ffvmFVq1aYWtrS//+/alevTppaWmcPn2aDRs24OrqSps2bYrsePPnz8fV1RVHR0cWLFhAy5Yt88xbp04dxowZA8CtW7dYu3YtM2fOZOPGjRw8eBA7O7siK9fjZs+ePWzcuJHVq1ebpYeFhZGWloatrW3xFOwhiomJYeLEiQQGBlKnTp3iLo54BOLj45k4cSIArVu3fmTHze9aGzVqFK1atWLt2rV07tz5kZVLiEdNgkMhhHjKTJw4kdTUVA4fPkzt2rUttl+9erXIjpWVlcWiRYt48cUXcXd356uvvuLTTz/F1dXVav5y5crRt29f0+8jRoygS5cu/PDDD0RFRfHiiy8WWdkeN7Nnz8bb25vnnnvOLF2n0+Hg4FBMpRLi6dCyZUsCAwOZM2eOBIfiiSbdSoUQ4ilz+vRpvLy8rAaGAL6+vkV2rO+//57r168THh7OgAEDSElJYdmyZYXaR8eOHQE4c+ZMnnm+/PJLNE1jzZo1FtsMBgP+/v5mrQEbNmzg5ZdfplKlSjg6OuLh4UGHDh0KPKaodevWBAYGWqTHxMSgaRoTJkwwS1dK8eWXX1K/fn2cnJxwcXGhTZs2Fl1485Kdnc3q1atp166dRQuhtXFid6bNnj2bKlWq4ODgQM2aNfnhhx8AOHbsGJ06dcLNzQ0vLy9GjBhBVlaW1fOMjo6mW7duuLu74+bmRo8ePYiOjjbLazAYmDRpEmFhYfj6+mJnZ0eFChX429/+xs2bN62e14oVK2jdujUeHh44OTlRpUoVRowYQWZmJpGRkaYW7IEDB5q6GxekNSkmJoZ+/fpRpkwZ7O3tCQoK4p133iE1NdUs34QJE9A0jZMnT/LOO+/g7++Pvb09tWvXZu3atfkeB26P89u8eTMffPABAQEBODo60rhxY/bu3QvAtm3baNGiBc7Ozvj5+fGf//zH6r5Wr15N8+bNcXZ2xsXFhebNmxMVFWU17//+9z+qVq2Kvb09lStXZtasWXl2eUxISGDcuHFUrlwZe3t7SpcuzauvvmrxHhZWQev5XuN2NU1jwIABgPG6rVixImB8iJX7nud+1u78fC1dupRatWrh4OBAhQoVmDBhAtnZ2Wb7LujntCDXmqZpdOzYkfXr15OcnFzImhLi8SEth0II8ZQJCgri5MmTrFy5khdeeKFAr8nJyclzTGFGRkaer5s/fz4VK1akZcuWaJpG3bp1WbBgAYMGDSpweU+fPg2At7d3nnleeeUVRo8ezcKFC+natavZts2bN3Pp0iVTd1Uw3gzeunWL/v374+/vz6VLl5g3bx7PPPMMW7ZsuWfX1/vRr18/li5dSq9evRg4cCAZGRksWbKE9u3bs3LlSosy3+3gwYMkJyfTqFGjQh33iy++IC4ujkGDBuHg4MCnn35Kjx49+O677xg8eDCvvvoq3bt3Z8OGDXz22Wf4+Pjwr3/9y2wfKSkptG7dmsaNGzN58mROnz7N7Nmz2bt3L4cOHTI9TMjMzOTjjz+mZ8+edOvWDWdnZw4cOMD8+fPZuXOnRbfgd999l48++ojQ0FBGjx6Nn58fZ8+eZcWKFXzwwQeEhYXxzjvv8NFHHzFkyBDTe1KmTJl7nvP58+dp1KgRCQkJDBs2jODgYLZu3crkyZPZtWsXmzdvxsbG/PYnPDwcW1tbxo4dS2ZmJrNmzaJ79+6cOnXKanBhzdtvv01OTg4jR44kMzOT6dOn06FDBxYuXMjrr7/OkCFD6NOnD99++y3//ve/qVixolkr+ezZsxk+fDhVq1bl3//+N2C8Trt3787cuXMZMmSIKe+sWbMYPXo0tWvX5qOPPiI1NZX//ve/+Pj4WJQrISGBZs2a8eeff/Laa69RvXp1rly5wuzZs2ncuDG//PILAQEBBTrHB63n/FSrVo2ZM2cyevRoevToYfp+cnFxMcu3Zs0aoqOjGT58OL6+vqxZs4aJEydy/vx5IiIiCn0uBb3WmjZtyty5c9m5cyedOnUq9HGEeCwoIYQQT5Xdu3crW1tbBajg4GA1cOBANXv2bPXHH39YzR8QEKCAfH9iY2PNXnfp0iWl1+vV+++/b0qbNWuWAqweC1AdOnRQsbGxKjY2Vp06dUrNmDFD2draKnd3d3Xt2rV7nlevXr2Uvb29unXrlll63759lY2Njdnrk5OTLV5/9epV5eXlpZ599lmz9PDwcHX3n8tWrVqpgIAAi32cO3dOAWbnvHLlSgWouXPnmuXNyspS9evXV4GBgcpgMNzz3BYsWKAAFRUVZbFty5YtClAREREWaWXLllXx8fGm9CNHjihAaZqmVqxYYbafevXqKV9fX4vzBNTIkSPN0nPP6Y033jClGQwGlZqaalG+efPmKUAtW7bMlLZv3z4FqDZt2qi0tDSz/AaDwVQf1s4tP71791aA+vHHH83Sx44dqwA1b948U9r777+vANW5c2ez92D//v0KUG+//Xa+x4uIiFCAqlu3rsrIyDClR0VFKUDZ2NioAwcOmNIzMjKUr6+vatKkiSnt1q1bytnZWQUFBamEhARTekJCgqpUqZJycXFRcXFxSiml4uLilJOTk6pWrZpKSUkx5b1w4YJydnZWgNqyZYspfcSIEcrBwUEdPnzYrNwxMTHK1dVVhYeHm9IKU9+FqWdrn6FcgFkZrH2G7t6m0+nUwYMHTekGg0F1795dAWrPnj2m9MJ8Tgty7jt27FCA+u9//5tnHiEed9KtVAghnjJNmzbl4MGDhIeHk5CQQEREBMOGDSM0NJSwsDCrXc0CAwPZuHGj1Z8OHTpYPU5kZCQGg4H+/fub0vr06YOtrS0LFiyw+poNGzZQunRpSpcuTUhICG+99RahoaFs2LDBaqvIncLDw8nIyDDrtpqcnMyqVavo1KmT2eudnZ3N8ty8eRO9Xk/jxo3Zt2/fPY9TWIsXL8bV1ZXu3btz48YN0098fDxdunQhJibG1Dqal9jYWABKlSpVqGMPGDAAd3d30++1atXCzc2NsmXLWrQat2jRgqtXr1rtMvf222+b/d6jRw+qVKliNjmOpmk4OjoCxpbm+Ph4bty4Qdu2bQHM6nXJkiUATJ482WK8ZG6XvvthMBhYs2YNdevWtRibOX78eHQ6HatWrbJ43ciRI82O2bBhQ1xcXPJ9X+70t7/9zaxlNLf1qXHjxjRo0MCUbmdnR6NGjcz2vXHjRlJSUhgxYgRubm6mdDc3N0aMGEFycjKbNm0CjJ+R1NRUhg8fjpOTkymvv78/ffr0MSuTUoolS5YQFhZGuXLlzK4/Z2dnmjRpwoYNGwp8jrnut56LSvv27alXr57pd03T+Oc//wnwUI/r5eUFwPXr1x/aMYQobtKtVAghnkI1a9Y0jVE7f/4827ZtY968eezYsYNu3bpZdAF0dnamXbt2Vve1ePFiizSlFAsWLKBWrVoYDAaz8YLNmzdn0aJFTJ482aLbWePGjfnwww8BsLe3JyAggAoVKhTonHIDwIULFzJ06FDAOKYtJSXFLEAFOHv2LO+++y4//fQT8fHxZtuKek3D48ePk5SUdM/ukNeuXSMkJCTP7bllUoWcRr9SpUoWaZ6enpQvX95qOsDNmzfNuvF5eHhYHYdarVo1Vq9eTUpKiinY/vbbb5k+fTqHDh2yGL8YFxdn+v/p06fRNC3Pca/3KzY2luTkZKpXr26xrVSpUvj5+Vl9+GGtnry8vPIcK2nN3fvIrc/cMXR3b7tz3+fOnQOwWu7ctNxy5/5btWpVi7yhoaFmv8fGxnLz5k3TQxdrdLrCtxPcbz0XlWrVqlmk5Z77wzxu7uevpKx7KsTDIMGhEEI85QICAujfvz/9+vWjZcuW7Nq1i/3799OiRYv73ue2bds4e/YsAMHBwVbz/PDDD3Tv3t0szdvbO88gND82Njb07t2bWbNmcebMGSpXrszChQvx9PQ0G9OXnJxMWFgYKSkpjBo1ipo1a+Lq6opOp2Py5Mn8/PPP+R4rr5vDuyfEAOMNZenSpfn666/z3N+91pEETDf2hV3vUa/XFyodCh+A5lq5ciUvv/wyjRo14pNPPqF8+fI4ODiQk5NDp06dMBgMZvkfpIWwqOVVH4Wpi/up64ctt/zt2rVj3LhxxVaOwnxeSvJxcz9/eQXaQjwJJDgUQggBGG+kGjduzK5du7h06dID7WvBggXY29uzcOFCqy0Tb7zxBvPnz7cIDh9UeHg4s2bNYuHChQwePJitW7cyZMgQ7O3tTXk2b97M5cuXWbBgAQMHDjR7/d2TseSlVKlSHDx40CLdWqtFcHAwp06dokmTJhYTaxRUbvBYmG6ORSU+Pp6rV69atB4eP34cHx8fU6vhokWLcHBwYMuWLWbdHU+cOGGxz5CQENatW8eRI0fuOclOYYPH0qVL4+rqyu+//26xLS4ujitXrpTI9RJzWx1///13nnnmGbNtf/zxh1me3H9PnDiRZ95cpUuXxsPDg8TExPt+6GJNYes5tzv0rVu3zLpGW/u8FOQ9P378uEXa3fWUe9yCfk4LctzcHhD5PcwR4nEmYw6FEOIps3HjRqtPztPS0kzjj+7unlYYCQkJLF++nA4dOvDSSy/Rq1cvi5+uXbuybt06rly5ct/HsaZOnTrUqlWLxYsXs2jRIgwGA+Hh4WZ5clty7m4V2rBhQ4HHG4aEhJCUlMT+/ftNaQaDgZkzZ1rk7d+/PwaDgfHjx1vd17Vr1/I9Xt26dXFzczMtjfCoTZkyxez3VatWcfLkSbPgXq/Xo2maWQuhUsrUTfhOvXv3BuCdd94hMzPTYnvue5MbTBe0xVSn09GlSxcOHTrE+vXrLc7BYDDQo0ePAu3rUWrfvj3Ozs589tlnJCUlmdKTkpL47LPPcHFxoX379qa8jo6OfPHFF2ZLRly8eNGidVqn09GnTx/279/P8uXLrR77fsbPFbaec7tM546bzDV9+nSLfRfkPd+4cSO//vqr6XelFNOmTQMwuyYL8zktyHH37t2LjY0NzZs3zzOPEI87aTkUQoinzOjRo7l58yZdu3alZs2aODk5ceHCBb7++mtOnTpF//79qVmz5n3vf+nSpaSlpdGzZ8888/Ts2ZPIyEj+7//+z2KykwcVHh7OmDFjmDp1KiEhITRp0sRse4sWLfD19WXMmDHExMTg7+/P4cOHWbRoETVr1uTYsWP5HmPIkCFMnz6dHj16MHLkSOzs7Fi+fLnVoDt3+YrPP/+cX3/9leeffx5vb28uXrzInj17OHPmTL7jpPR6PS+88AKrV68mIyPDrCX0YfP29mblypVcvnyZ1q1bm5ayKFOmjNl6jr169WLFihW0bduW/v37k5WVxerVqy3WvANo1KgR48aNY+rUqdSrV4+XX34ZX19fzp07x/Lly9m/fz8eHh6Ehobi6urK7NmzcXJywsPDAx8fH9MkN9Z89NFHbNy4ke7duzNs2DAqV67M9u3bWbZsGWFhYRYPC0oCDw8Ppk2bxvDhw2ncuLFp3b/IyEjOnDnD3LlzTRMLeXp68p///IexY8fSrFkz+vfvT2pqKnPmzCE4OJhDhw6Z7XvSpEns2rWLl156iZdeeokmTZpgZ2fH+fPnWbt2LfXr1zdbI7OgClPPr776Ku+88w5DhgzhxIkTlCpVivXr11tdHsfLy4vKlSvzzTffEBQURJkyZXB2dqZLly6mPLVr16Zt27YMHz4cPz8/oqKi2LRpE/369aNp06amfIX5nOZ3rSmlWL9+PZ06dbrvHgBCPBaKZY5UIYQQxeann35Sw4YNU7Vq1VJeXl5Kr9erUqVKqdatW6v58+ernJwcs/wBAQGqevXqee4vd5r63KUsGjRooGxsbCyWlLhTenq6cnV1VSEhIaY0/lpS4EFdvXpV2djYKEB9+OGHVvMcOXJEdezYUXl4eCgXFxfVqlUrtX37dqtT7uc1Df+PP/6oateurezs7JSfn5/65z//qU6cOJHnNPwLFy5ULVq0UK6ursre3l4FBASoHj16qG+++aZA55W7/MPy5cvN0u+1lIW1afkDAgJUq1atLNJzl3U4d+6cKS13KYCzZ8+qrl27KldXV+Xi4qK6du2qTp8+bbGPr776SlWrVk3Z29srX19fNXjwYHXz5k2L5Qpyff3116pZs2bKxcVFOTk5qSpVqqiRI0eaLQnx448/qrp16yp7e3sFWC373aKjo1Xfvn1V6dKlla2trapYsaIaP3682dIPeZ1zfvV0t9ylLO5cPiJXXued1zW1cuVK1bRpU+Xk5KScnJxU06ZN1apVq6wed86cOSokJETZ2dmpoKAgNXPmTNOSJ3eXJSUlRX3wwQeqRo0aysHBQbm4uKiqVauqQYMGqb1795ryFXbpkILWs1JK7d27VzVr1kzZ29srLy8vNXjwYBUXF2e1jvbt26eaNWumnJycFGBajuLOJSi+/vprVbNmTWVnZ6f8/f3Ve++9pzIzMy2OW5jP6b2uta1btypA/fDDDwWqGyEeV5pS9znyXAghhBCPVKdOnUhJSWHHjh2P5HitW7cmJiaGmJiYR3I8Ie4lJiaGihUr8v7775u1Wj8KPXr04MKFCxw4cKDETKQkxMMgYw6FEEKIx8T06dPZs2fPfa1NJ4S4P4cOHSIqKorp06dLYCieeDLmUAghhHhMVK9e/aFP/y+EMFe3bl2LpViEeFJJy6EQQgghhBBCCGTMoRBCCCGEEEIIaTkUQgghhBBCCCHBoRBCCCGEEEIIJDgUQgghhBBCCIEEh0IIIYQQQgghkOBQCCGEEEIIIQQSHAohhBBCCCGEQIJDIYQQQgghhBBIcCiEEEIIIYQQAvh/G9t7vhsP3HkAAAAASUVORK5CYII="},"metadata":{}}]},{"cell_type":"code","source":"shap.plots.beeswarm(shap_values[:, :, 1])","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:58:23.204125Z","iopub.execute_input":"2023-12-29T15:58:23.204417Z","iopub.status.idle":"2023-12-29T15:58:25.227289Z","shell.execute_reply.started":"2023-12-29T15:58:23.204392Z","shell.execute_reply":"2023-12-29T15:58:25.226097Z"},"trusted":true},"execution_count":22,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x550 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAA4cAAAHxCAYAAADeCcljAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAACxgklEQVR4nOzdd3gU5drH8e9sek9IKKGEKiggRzCIjaaASDt0sCBFKSo2RLELtiMeXkQEBKNSRKSIVEUEpRxRqQoo0qSHhBYC6WV33j/WLCy7IUASUvh9rmsumGeemfvZDWT3nqeMYZqmiYiIiIiIiFzTLEXdABERERERESl6Sg5FREREREREyaGIiIiIiIgoORQRERERERGUHIqIiIiIiAhKDkVERERERAQlhyIiIiIiIoKSQxEREREREUHJoYiIiIiIiKDkUERERERExMnIkSMJDAzM89iBAwcwDIOvvvrqsq5/pecVNs+iboCIiIiIiEhJFBkZyS+//ELt2rWLuikFQsmhiIiIiIjIFfDx8eHWW28t6mYUGA0rFRERERERuQLuhodmZmby5JNPUqZMGUJDQxk8eDCzZs3CMAwOHDjgdH56ejpDhw4lLCyMyMhIhg8fTnZ29lV+FecoORQREREREXEjOzvbZbPZbBc954UXXmDKlCmMGDGCOXPmYLPZeOGFF9zWffnll7FYLMydO5chQ4bwf//3f3zyySeF8VIuiYaVioiIFIKsrCymTp0KQP/+/fHy8iriFomIXOOMrq5l5te5Vk9JScn1d3dAQIDb8oSEBD766CNeeeUVRowYAcA999xDq1atOHz4sEv9Jk2aMH78eABat27NqlWr+OqrrxgyZEher6ZQKDkUERERERG5gJ+fH2vXrnUp//jjj5k1a5bbc7Zv3056ejqdOnVyKv/3v//NDz/84FK/TZs2Tvt169blxx9/zEer80fJoYiIiIiIXAOMy6ptsViIjo52KV+6dGmu58TFxQFQtmxZp/Jy5cq5rR8aGuq07+3tTXp6+mW1syBpzqGIiIiIiEgBiIyMBODEiRNO5cePHy+K5lw2JYciIiIiInINMNxsBat+/fr4+vqyaNEip/KFCxcWeKzCoGGlIiIiIiJyDSj4ZPBC4eHhPProo7z99tv4+vpy0003MW/ePHbv3g3Yh6oWZ8W7dSIiIiIiIiXIu+++y6BBg/jPf/5Djx49yMrKcjzKIiQkpIhbd3GGaZpmUTdCRESktNGjLEREihmjp2uZOfeqhO7Tpw8//fQT+/fvvyrxrpSGlYqIiIiIiBSQNWvWsG7dOm6++WZsNhtLly7liy++YOzYsUXdtDwpORQRERERESkggYGBLF26lNGjR5OWlkb16tUZO3YsTz/9dFE3LU9KDkVERERE5BpQ+AvSANx88838/PPPVyVWQdOCNCIiIiIiIqKeQxERERERuRZcnZ7DkkzJoYiIiIiIXAOUHOZFw0pFREREREREPYciIiIiInItUM9hXtRzKCIiIiIiIuo5FBERERGRa4F6DvOi5FBERERERK4BSg7zomGlIiIiIiIiop5DEREREREp/Uw3PYfqS3SmnkMRERERERFRz6GIiEhB8xqTTTYA/QGT+7PAy6to2yQiIpIX9RyKiIgUIIsjMTT+2SwETSrSJomICHDu9/L5m5xPyaGIiEgBMou6ASIiIldIw0pFRERERKTU04I0eVPPoYiIiIiIiKjnUERERERErgXqJ8yLkkMREREREbkGKDnMi4aVioiIiIiIiHoORURERESk9HO3II04U8+hiIiIiIiIqOdQRERERESuBeo5zIuSQxERERERKfXMom5ACaBhpSKSq6NHjzJlyhR27dpV1E0RERERkUKmnkMRydXRo0eJiYmhYsWK1KlTp6ibI1KipZ7J5OQfp/DLyoIjp/HLTMerRgA+cQnQsi4cTQQ/H6hdEVLSIdsKJ89ClQhITIOwAEjLtN/WtZpgs8H6XeDvA3WrQGom2EyICAIvT/D3LeqXLCJSzGhYaV6UHIqUANnZ2VitVnx8fFyOWa1WsrKy8PXVF0GRYsuEcV034ZWRRfW9x2h87E+COA6YZJGOB2cLfijPDZXhl/9ASEBBX1lEREopwzRNDb8VyYesrCxmzZrF8uXLOXjwIJ6enkRFRdGhQwd69erlqHf06FE++ugj1q9fT1JSEuXKlaNNmzY8/PDDTondlClTiImJYc6cOSxatIiVK1dy8uRJJk2aRFxcHKNGjWLixIls376dJUuWEB8fzyuvvELHjh0xTZP58+ezcOFC9u/fj8VioW7dugwcOJDo6GiXtv/www/MmTOH3bt3k5WVRfny5bntttt4+umn+e677xg1apTLOY0aNeLjjz8unDdTpBQwxmS7Fpomb3+3EYAbY3fTZtd6p8MepOBJcsE3pmV9+PGNgr+uiEgJlGUMdCnzMmOKoCXFl3oORfIhKyuLoUOHsnnzZm699VbuvfdevL292bt3L6tWrXIkh3FxcfTt25fk5GS6d+9OVFQUmzdvZurUqWzdupVJkybh6en83/HVV1/Fx8eHBx54AMMwiIiIIC4uDoAPPviA7OxsunTpQkBAAFWrVgXgtddeY/ny5dx999107NiRrKwsli1bxuOPP857771H8+bNHdefOHEiU6dOpUaNGtx///1ERERw5MgRfvzxR4YMGULDhg3p378/U6dOpUuXLjRs2BCAMmXKXI23VqTUqn7qqEuZDe/CCfaL5guLiJyjYaV50YI0Ivkwa9YsNm/eTP/+/ZkwYQJ9+vShV69evPzyy0yaNMlRb+LEiZw+fZr//ve/PPvss/To0YN3332XPn36sGXLFpYuXepy7cDAQGJiYnjggQe4//77qVatmuNYeno6M2bMoF+/fvTo0YMGDRqwatUqli1bxgsvvMB//vMfevXqxYMPPsj06dOpXbs2//d//0fOQIE//viDqVOnEh0dzeeff86gQYPo2rUrTz75JAsWLCAwMJDKlSvTpEkTABo0aEC7du1o164dt956a+G+qZcoISGBjIwMx35ycjJJSUmO/czMTE6dOuV0Tk5yndt+fHw85w+mUAzFuJIYea2Hd8Yv0KXMwHrRc65YmD1WcX2vFEMxFOPaiyHFm4aViuTDfffdx7Fjx1i2bJnb+YAANpuNFi1aUKVKFb744gunY2fOnKF169bcfvvtjBs3Djg3rHTMmDG0aNHCqf6SJUsYNWoUw4YN4/7773c69txzz7FhwwYWLFiAxeJ832fu3Ll8/PHHzJ8/n6pVqzJmzBhmz57NtGnTqF+/fq6vb9OmTQwZMoTXX3+djh07XuK7InJty2tYaYUTJ+m+fSU+ZP1z0IYXp7Hg5rz8mvUM3Ne04K8rIlICZRqDXcq8zSlF0JLiS8NKRfLh0KFD1KlTJ9fEEOD06dOkpqZSo0YNl2MhISFEREQQGxvrciwqKirXa7o7duDAAVJSUmjTpk2u5yUkJFC1alUOHTqEYRhcd911udYVkYIVmp1O4MFEKh1JYA/VqcV+fEnGk7NYsNkrWQyoVxmC/eGvWEjLsPf+lQ+1j4Y6k2pfldQA4k6f66S0GPbNMCDEH265Dt6+H25y/b0jIiKSGyWHIsXUxVYfdXfMNE3CwsJ46623cj2vZs2ajr8bhoFhaOy9yFVhwGNr7irqVoiIXOP0vScvSg5F8qFq1aocOHCAzMxMvL3dLygRFhZGQEAA+/btczl29uxZTp48Se3atfPdlipVqnDo0CFuvPFG/P3982z3zz//zO7duy86rFTJo4iIiJQWppLDPGlBGpF8aNu2LWfPnuXTTz91OZYznddisdC0aVN27drFzz//7FRn2rRpjjmJ+dW+fXtsNhsTJkxwe/z8CeP33HMPAJMmTSIrK8ulbk7bc5LMM2fO5Lt9IiIiIlK8qedQJB/uu+8+/ve///Hpp5+yY8cOmjRpgo+PD/v27ePgwYOOFUsff/xx1q9fz/Dhw+nevTtVqlRhy5YtrFixgkaNGtGhQ4d8t6VVq1Z07NiRuXPnsnPnTpo2bUpoaCjHjx9n27ZtHDlyhEWLFgFQv359+vbty/Tp03nggQdo06YN4eHhHD16lB9++IHp06cTFBRE9erVCQgI4KuvvsLX15egoCDKlClD48aN891eERERESlelByK5IOXlxcTJkxg5syZLF++nEmTJuHt7U1UVJTT6p6RkZFMmzaNyZMns2zZMpKSkihfvjz9+/fn4YcfdnnG4ZV6/fXXiY6OZsGCBUybNo2srCzCw8O5/vrrefzxx53qPvHEE1x33XXMnTuXGTNmYLPZKF++PHfccYdjTqOvry9vv/02H330EWPHjiUzM5NGjRopORQREREphfQoCxERkQLk9lEWmJjDva56W0RE5Jx04zGXMl9zkpua1y71HIqIiIiIyDVAC9LkRQvSiIiIiIiIiHoORURERESk9NOjLPKmnkMRERERERFRz6GIiIiIiFwL1HOYFyWHIiIiIiJS6mlYad40rFRERKQA/drrwhKTBmFF0RIREZHLo+RQRESkADWp4ontWQ8alzMJ5Sz/9ZvJpoeKulUiIiJ5U3IoIiJSwAzDYN19MDr4K4K9soq6OSIign1Y6YWbOFNyKCIiIiIiIlqQRkRERERErgXqKcyLeg5FREREREREyaGIiEhhyrIaVJ4MvmOyWR+bXdTNERG5ZmnOYd40rFRERKSQbE0qxySzPTlDmW79EsI9szn5tD5+RUSuNiWDeVPPoYiISCGZZLbjwjkup9R5KCIixZSSQxERkUKju9QiIlJyKDkUERERERERzTkUEREREZHST3MO86bkUERERERErgFKDvOiYaUiIiIiIiKinkMRERERESn9NKw0b+o5FBEREREREfUcioiIiIhI6aeew7wpORS5imJjYxk7dixbt24lMTGRDh06sHTpUjp06MDIkSOLunkiIiIipZiSw7woORS5ikaNGsWePXsYMGAA4eHhVK5cmaVLlxZ1s0RERERElByKXC2ZmZn89ttv9OzZkz59+jjK161bh4eHRxG2TERERKT0M4u6ASWAkkORqyQhIQHTNAkODnYq9/HxKaIW2ZmmSVpaGv7+/kXaDpECk5oBX6yFv+Phnpug5Y0Xr5+eCf9dCMt+g1B/8PeBPw/by329ICEFMyEJbAZmYBAp1jKkp3iTjg8p+JPoFYLnbRU5Fl2RhAwL1rKBVKobTKPmQehjVkREShLDNE0l0SKFbOTIkW6Hj06ePJkhQ4a4zDm0Wq1MnTqVhQsXkpCQQFRUFAMGDGD//v3ExMSwePFiKlasCMCgQYOIi4tjyZIlTtc+evQonTp1YuDAgQwePBiATZs2MWTIEF5//XXS0tKYN28eR44coV+/fo4633//PXPmzGHPnj1YrVZq1apFnz59aNWqVSG9OyIFKCsbbn8RNv19ruzdB2FEV/f1rVa48Rn468glhzDxII2yZBBIGv6k48NJQtlTuTybo68Dwz6nJSDIg7fq13LsO11juJJGEZGrLcF4waWsjPluEbSk+NKnk8hV0LVrV2rXrs3YsWNp2bIlLVu2BKB69epu67/33nvMnz+f6OhoHnzwQRITExk9erQjIcyvL7/8kjNnztC5c2fCw8MpX748AJMmTeKzzz7j9ttvZ8iQIVgsFlatWsULL7zA888/T8+ePQskvkihWbzROTEEeOdreLoj+Hi51v/ut8tKDAEMrPhyhkwC8CGdLLzwJYND1co7JYIpSdYreQUiIlJotCBNXvScQ5GroEGDBrRo0QKAWrVq0a5dO9q1a0d4eLhL3b///pv58+dz2223MWnSJHr37s2QIUOYMmUKu3btKpD2xMfH8/nnnzNw4EC6du3KHXfcwc6dO/nss8/o378/48eP5/7776d3795MmTKF5s2bM3HiRFJSUgokfkFISEggIyPDsZ+cnExSUpJjPzMzk1OnTjmdExcXd9H9+Ph4zh9MoRglL0by37G4OJsKKeluY5zZddC1/iUwsGFgYsEEDDywke4u+XTLLBbvlWIohmIoRlHEkOJNw0pFrhJ3wzwBoqOjnYaVTps2jQkTJvDBBx9wxx13OF3jySef5Oeff873sNL77ruPZ5991qn++++/z6xZs5g3bx6hoaFOx9asWcObb77JhAkTuPXWWwvi7RApHAePw3VD7cNLczSvB6vfdF8/LgGqDAKr7ZJDmEA2oaQQQSbepOLPKYLZWPc6dtep5FT3/dvqaFipiEgxccp4yaUs3HynCFpSfOnTSaSYOXr0KABVq1Z1OVa1alV+/vnnfMeIiopyKdu/fz+madK9e/dcz7vw7qBIsVO1HHz9PDw/A/bGQ9ub4KPBudePLAMLRkC/DyEh2T7iyM0t03NFBtkEkkIYmXiRhi9n8SfN8MHDmol/Whppfr74BXjQ/N9leP9AQb9AERGRwqPkUKSEM9z0SoB9UZvc+Pr65nqt8ePHY7G4H3Fes2bNy2+gyNXWIdq+XaqOjeHUjItWOf9/mRcQ6qbOnRfsZ2VlwQeX3gwRESlcpuYc5knJoUgxkzNc9ODBg1SuXNnp2MGDrvOjgoOD2blzp0t5bKybuVcXUaVKFX7++WcqVKiQ60I5IiIiIlJ6aUEakWKmadOmAMyePRub7dw8qL179/Lrr7+61K9atSopKSn88ccfjjKbzcasWbMuK267du0AmDhxotteRw0pFRERESnd1HMoUszUrFmTLl26sGDBAh577DFatGhBYmIi8+bNo06dOvz1119OQ0m7dOnCzJkzee655+jduzdeXl788MMPFx1W6k69evUYNGgQH3/8Mffffz+tWrWibNmynDx5kr/++ot169a5TU5FRERESgINK82bkkORYuiFF16gbNmyLFq0iA8++ICqVavywgsv8Oeff/LXX3/h4+PjqFupUiXGjBnDpEmTmDx5MiEhIbRr145OnTpddHEZdwYNGkTdunWZPXs2X375JWlpaZQpU4aaNWsyfPjwgn6ZIiIiIlKM6FEWIiXIM888w8aNG1mzZg0eHh5F3RwRuYisrCy8PwB3D13WoyxERK6+48arLmXlzFwedXSN0pxDkWIoPT3dpWzPnj38/PPPNG7cWImhiIiIyGUz3GxyPt26FCmGli5dyrfffssdd9xBWFgYBw4cYMGCBXh6ejoeaC8iIiIiUpCUHIoUQ9dffz2rV69mzpw5nDlzhoCAAKKjoxk0aBDXX399UTdPREREpMTRXLq8KTkUKYbq16/PhAkTiroZIiIiInINUXIoIiIiIiKlnh5lkTclhyIiIiIiUuopOcybVisVEREpJJ6koFkuIiJSUig5FBERKSQTg+fid0GCaHtWj6IRESkaepRFXjSsVEREpBCNC55L//798fLSR66IiBRv+qQSEREREZFST3MO86bkUERERERESj3NAM+b5hyKiIiIiIiIeg5FRERERKT007DSvCk5FBERKWBf/pHN/d8B9Afgv5/BnsFF2iQREVFymCcNKxURESlg9sTw3FLpe5PgnZ+yi7ZRIiIieVByKCIiUoCiP3OXBBq8/OtVb4qIiJzHxHDZxJmSQxERkQK0OaGoWyAiInJlNOdQRERERERKPT3KIm9KDkVEREREpNTTMNK8aVipiIiIiIiIqOdQRERERERKP/Uc5k09hyIiIiIiIqKeQxERERERuRao5zAv6jkUKUWio6MZOXJkUTdDREREpNgx3WziTMmhSAmSlJTElClT2LRpU1E3RURERERKGQ0rFSlBkpKSiImJAey9hBdat24dHh4eV7tZIiIiIsWeFqTJm5JDkUtktVrJysrC19e3qJuSKx8fn6Jugojkk9Vq48zxTPxDPMFq4uXrgYeXhex0K7ZsG4bNxOJjwZZphWwTi48HFh8Psk+m4RHkjeFlwZaehe1UKoZhYokMgSwrZmIKHuGB4O0J2Vaw2ux/v/CGUmIyZGVDRAgYF3yRysq2b16e9i2nDM7tXyg1A+ITILIM+OXxOyo9094miwY2iYgUBcM0TQ23FbnAkiVLGDVqFBMnTmT79u0sWbKE+Ph4XnnlFTp06MD8+fNZuHAh+/fvx2KxULduXQYOHOjSmzdv3jxWr17Nvn37OH36NCEhIdxyyy08+uijVKxY0SXupk2b+Pzzz/njjz9IS0ujbNmy3HzzzTz55JPs3buXIUOGuJwTGRnJkiVLAHtvYocOHVzmHS5cuJB58+Zx4MABPD09qV+/PgMHDuSmm25yqpdzfteuXZkwYQI7duzAx8eHFi1a8Oyzz+Lv75+/N1bkGmCMyc71mDn84vdkP311L3t+O4tfZhaeViuGaWKxWimfkoT3sRQsNhPvNCuhp9PxxoYBGJj4kU4wqfiQhQdWDEw8ycKbdAA8ScePsxjYwNOCkZ0OWMHHC17qBq/1hG0H4O7X4WSSvTE+XjD9Ceh1J1it8MxU+Og7yLaBhwUGt7EnmNNWgcWAR1rB+/3PJZtnUqDpy7D90LkXeGttWPuWayIZewr6fQgrt0GFUHj7ARhw92W97yIiefnbeM+lrKb5fBG0pPhSz6HIRXzwwQdkZ2fTpUsXAgICqFq1Kq+99hrLly/n7rvvpmPHjmRlZbFs2TIef/xx3nvvPZo3b+44f+bMmdSvX59evXoREhLC33//zcKFC9m4cSOzZ88mNDTUUXf+/Pm8++67lCtXjm7duhEZGUl8fDz/+9//OHbsGNWrV2fYsGGMHTuWli1b0rJlS4A8E7bx48czY8YM6tWrx2OPPUZqaioLFixg8ODB/N///R933nmnU/3du3fzzDPP0LFjR+655x42b97MokWLsFgsvPzyywX35oqIk/XfnWDP1mR8s7LxslrthYaBzdOTU97+VDJTsNgg5HSGIzEE+zCpTLzwIhtP/jkPg2y8MbDhTSbepGHBZj+UbQO8gXTIyILXZ8MNleHxj88lhmA/dv/70LwezFkHH3577pjVBpO+c34BH34LNcrD0x3t+49Mck4MAX7dDS/OhDH9nMtzEkOA+ET7uTfXgH9Vv9y3UUQkVxpWmjclhyIXkZ6ezqxZsxxDSVetWsWyZct46aWX6Nq1q6Ne79696d+/P//3f/9Hs2bNMP4ZijV79mz8/PycrtmsWTMee+wxFi1aRN++fQE4duwYY8aMoVq1anz22WcEBQU56j/66KPYbDYsFgstWrRg7Nix1KpVi3bt2uXZ/gMHDvD555/zr3/9i8mTJ+Pl5QVA586d6dGjB6NHj+a2225zmqe4Z88epk6dSv369QHo1q0bKSkpLF68mGeeeUa9hyKF5NdvTwHgmZMYnifLxwubYeCTkY2Hm6832Xiely6eY8ULyMCTDDcRPYB/ejlnrYUTZ12r2ExYsRW+2XxpL2LJpnPJ4Xe/ua8z/xfn5DAj61ximMM07TGVHIqIXFUa1C9yEd27d3eaY/jtt98SEBBAixYtSExMdGzJyck0bdqUo0ePcujQuTvlOYmhzWYjOTmZxMREateuTWBgIH/88Yej3sqVK8nKymLgwIFOiWEOyxXOv1mzZg2mafLQQw85EkOAsmXL0rFjR+Li4ti1a5fTOTfeeKMjMczRuHFjrFYrR48evaJ2FIaEhAQyMs594U1OTiYp6VyvR2ZmJqdOnXI6Jy4u7qL78fHxnD/SXjEU40pi8M9QztzkFiO8on0+nu3CeX6AYbNhmCY2D8PtnW8DE4ubRdkNbI6jrs6rf10kpiWXO+pVy0JUxEVfU46siqGOv9sqhLivVK2c469xcXH2OYaRYW7jlpSfuWIohmJceoyipEdZ5E09hyIXERUV5bR/4MABUlJSaNOmTa7nJCQkULVqVQA2btxITEwMf/75p9MvV8Dpl+vhw4cBqFOnTkE1HcCRzNWsWdPlWE5ZbGwsdevWdZRXqlTJpW5IiP1L3pkzZwq0fflRpkwZp/3AwECnfW9vb8LDw53KIiMjL7pfoUIFxVCMfMeAiy9alVuMTgN9+fOXM2R4e+GRnnEuBTRNAk8nY5gmWT4epPt44JFhw+O8rzW+ZGD7Jz08l+KZeP3TY5hO4D9zDnPYIGcIauVwePbfGNk2eH+Jc2NvqwPN6kGFMJj/KySmnDsW9M+oiKS0f15YIF4v93ActowfCO3ecr6exYAJAx27jvfunQdgwER7jyFA41rQ/XbK+Hg5nV5cf+aKoRiKcekxpHhTcihyEReuTGqaJmFhYbz11lu5nHEu6frzzz8ZOnQolStXZujQoVSsWBEfHx8Mw+Cll17CZrMVatuv1MUehaH1q0QKT3C4Fy/PqMvs/x4kfk8KfrYsggItVKsfRI161Ti56SQpfybiaTPxPZuBeTgFS1omAVX9CajiA38eh3BvfCr7Yft5P5aDx/EwPDBql8MzwIr1eCKWOuUwWtbBiD8J+45B07rQ/y4I9oex/aFtQ3jnK0jJgIGt4eF/FoWpXRF2T4CPV8DmvyG6pv24zYTZP9mTvl53QLnQcy/o3kawawIMjYE/DsHNNeHjIfZVSy/U7y5oVMM+lDQqArrfbl8QR0SkQGnOYV6UHIpchipVqnDo0CFuvPHGPOfefffdd1itVsaPH+/UG5eWlubUawjneih3797t6HV0x3Az3OxicuL+/fffVK5c2enYvn37nOqISNELDPHmkbeuc3usZtur8H+1zU32zZ2yIfByd9fypzrkfr3aFeH71y8tdoNq9k1EpJBoQZq8ac6hyGVo3749NpuNCRMmuD1+/rj7nB64C3vbPvvsM5dew7vvvhsvLy9iYmJITk52uW7ONXLmMJ4962bhCDdyFsf5/PPPyc4+t7z+yZMnWbJkCZGRkQU+lFVERERESib1HIpchlatWtGxY0fmzp3Lzp07adq0KaGhoRw/fpxt27Zx5MgRFi1aBECLFi2YNWsWTz31FF26dMHLy4v169ezd+9ep0dYAJQvX55nn32W0aNH07t3b9q3b09kZCTHjx9nzZo1vPbaa9SpU4fQ0FCqVKnC999/T+XKlSlTpgx+fn40a9bMbXurVatGnz59mDFjBgMHDqR169aOR1mkpqby5ptvXnQYqYiIiEhpoZ7DvCk5FLlMr7/+OtHR0SxYsIBp06aRlZVFeHg4119/PY8//rij3k033cR7773HJ598wuTJk/Hx8eGWW27h448/ZuDAgS7X7d69O5UrV2bGjBnMnj2brKwsypYtS+PGjSlfvryj3ptvvsnYsWOZOHEi6enpREZG5pocAjz55JNUqVKFefPmMWHCBLy8vKhXrx5vvfUWDRs2LNg3R0RERERKLMPUChMiIiIFxhiTnesxc7juyYqIFJWdxliXsuvNYUXQkuJLn1IiIiIiIlLqaVhp3rQgjYiIiIiIiKjnUERERERESj/1HOZNPYciIiIiIiKinkMRERERESn9tApn3pQcioiIiIhIqadhpXnTsFIREZECdGyQ+3J94IqISHGnnkMREZECVC7YE8jGPoDJIGcgk3W4VxG2SkRE1HOYN93IFBERKWDmcE9+7ApBJHEXv5P5VFG3SEREJG/qORQRESkEd1aBMcHz/tm7qSibIiIiaEGaS6HkUERERERESj0NK82bhpWKiIiIiIiIeg5FRERERKT0U89h3tRzKCIiUsAysq1EToZHzz7AgfTQom6OiIjIJVFyKCIiUoC+3JaN7ziTUxkGNnz4T2YXoj4q6laJiIjpZhNnGlYqIiJSgO7//sISg/hMfQURESlqGlaaN/UcioiIiIiIiHoORURERETkWqCew7woORQRERERkVJPw0rzpmGlIiIiIiIiop5DEREREREp/bQ0WN7UcygiIiIiIiLqORQRERERkdJPcw7zpuRQRERERERKPQ0rzZuGlYpInjZt2kR0dDRLliwp6qaIiIiISCFRz6GIiIiIiJR6Ng0rzZN6DkVEREREREQ9hyIiIsWFLcvG/qWHSdx1Bq/TmaSviMVMTCcwwoOg6wLw2nEEMy4JT1/wy07C08jEs2IAHj5ZGFv3YJg2qFEBKodDpTKQZYUDx+1/tv4XPN3B/vcZq2F3LNhMqF4eHmoBFcvAvniYuRY8LNCnOUSVtTfs/PJ/3wKr/4CjCdCpMdxa59wLSM2AmWtg3zFo2xBa1C+Kt1FExC0tSJM3JYdS4mVlZTFr1iyWL1/OwYMH8fT0JCoqig4dOtCrVy9HvaNHj/LRRx+xfv16kpKSKFeuHG3atOHhhx/G19fXUW/KlCnExMQwd+5cFixYwPfff09ycjINGjRgxIgRVKtWjR9//JFPP/2UAwcOUKZMGfr370/Xrl2d2hUdHU2HDh249957+eijj9izZw+BgYG0bt2axx57DH9/f6f6l9q+kSNHsnTpUjZt2uTyXuTEHDlypOOanTp1YuDAgdStW5eYmBj27t1LUFAQ7dq14/HHH8fT0/nXwOrVq/n44485cOAAYWFhdOjQgYYNG17xz0dELt2Pg34mdnU83unZlD2WhuWf1RNS95v4bNyLJ5kAZAPJ2IggDo8jGVhIO3eRrQfs24V++gs+XWlfkeHwSedj/10IMY9Cn/H2BA/gvYWw7m1Iy4QWr50rf+1Le1IJ8J+v4ZPH4OFWkJkFTV+GLfvsx0YvgPceguc65/dtEREpEFqQJm9KDqVEy8rKYujQoWzevJlbb72Ve++9F29vb/bu3cuqVascyWFcXBx9+/YlOTmZ7t27ExUVxebNm5k6dSpbt25l0qRJLknSyJEj8fPzo3///iQmJjJz5kyeeOIJhgwZwvjx4+nevTvBwcEsWrSId955hxo1anDTTTc5XWPnzp388MMPdO7cmfbt27Np0yZmz57N33//zcSJE7FYLFfcvsuxbt06vvrqK7p160anTp1Ys2YNn3/+OUFBQQwYMMBRb9WqVTz//PNUrFiRRx55BA8PD5YsWcJPP/10xbFF5NIc33KK2NXxAASfyXQkhmC/232GAPz/SQ7tZR5k4o8/Zy49yKGT7ssTkuG5GecSQICzqTBmMSSlOZfbLvh6NXKOPTlcuOFcYpjj7a/gqfbg7XXpbRQRkSKjOYdSos2aNYvNmzfTv39/JkyYQJ8+fejVqxcvv/wykyZNctSbOHEip0+f5r///S/PPvssPXr04N1336VPnz5s2bKFpUuXulw7PDycyZMn07t3b4YMGcLQoUOJi4vjvffeY/r06QwcOJBevXoxceJEvL29mTt3rss19u7dy5tvvumIOXr0aHr37s3GjRtZsWJFvtp3Ofbt28f06dMZMmQI3bt3Z/z48dSoUYM5c+Y46litVsaMGUNwcDDTp09nwIAB9O3bl2nTpnHmzGV8+bxKEhISyMg494U1OTmZpKQkx35mZianTp1yOicuLu6i+/Hx8ZjmuS++iqEYVxIjr3vTucVIO5HuKPOwul7DikcuZQVzL9yWkORaGHca4k9f/MT4RDBNMg4ecz12JhVSzyW0pfVnrhiKoRiXHqMomRgumzhTcigl2nfffUdwcDCPPPKIy7GcXjmbzcbatWupU6cOd955p1Odfv36YbFYWL16tcv5vXr1wjDO/dLI6RVs1qwZFSpUcJSHhYVRtWpVDh8+7HKNqlWr0qJFC5eYgCPmlbbvcrRo0YKKFSs69g3DIDo6mlOnTpGamgrAX3/9xbFjx+jUqROhoaGOuoGBgXTr1i1f8QtDmTJl8PHxcewHBgYSFBTk2Pf29iY8PNzpnMjIyIvuV6hQwelnrhiKcSUxyOPLRm4xIm8vh1eQfYRAmr/rSIFAUi8oMfElFZOC6ZWztLvZtbBrE+jS5OIndmkChoFP9zvA64J2t6wPoQGO3dL6M1cMxVCMS48hxZuSQynRDh06RLVq1Zx+cV3o9OnTpKamUqNGDZdjISEhREREEBsb63KscuXKTvvBwcEATklWjqCgILe9a9WrV3cpi4iIICgoyBHzStt3OSpVquT22oCj3Tkxqlat6lLX3esQkYLlHeTF3Z/cQZn6oSSV8SE93AcTMDDxJRPDMLBh7yc0MfEjCRMDG37Y8HTtP/T2sOepOd/zQgPgi2dgyhCoEg6eFvD0gIggeOcBmPEkPN/ZXq9MILzWEwa1gWc6nisPD7Ing9XLgY8X9LoDJg+2X796efhqOFxfyZ4kdmoMM5++Gm+diMglUc9h3jTnUCQXOT2Pl1p+/jCMwnT+Hb3zZWdn53pObm2Gq9duEclb+VvK0nFJq8IPNKiN+/LRD9m383l4uC93p9Mt9k1EpBgqLd94YmNjWbt2LcePH6dbt25UrlwZq9XKmTNnCAkJwcPDdRrCpVLPoZRoVatW5cCBA2RmZuZaJywsjICAAPbt2+dy7OzZs5w8edJtz1pB2L9/v0vZyZMnSUpKcsS83Pbl9GBe2FNZUL2LBw8edDnm7nWIiIiIyNVjmibDhg2jevXqPPDAAwwbNozdu3cD9vmg1apV48MPP8xXDCWHUqK1bduWs2fP8umnn7ocy+kRs1gsNG3alF27dvHzzz871Zk2bRo2m81lXmBBOXjwoMt8wenTpwPQvHnzK2pfVFQUABs2bHCqO3PmzHy19YYbbqB8+fIsXryYxMRER3lycjLz58/P17VFREREilpJH1b63//+lw8++IDhw4ezYsUKp9FfISEhdO3aNd/f2TSsVEq0++67j//97398+umn7NixgyZNmuDj48O+ffs4ePCgY8XSxx9/nPXr1zN8+HC6d+9OlSpV2LJlCytWrKBRo0Z06NChUNpXq1YtXn31VTp37kxUVBSbNm3ihx9+oFGjRrRpc25Y1+W075577mHSpEm8/fbbHDhwgODgYH755RenhO5KeHh48Mwzz/Diiy/St29fOnfujIeHB4sXLyYkJIT4+Ph8XV9ERERErlxMTAwPPfQQ77zzjssqsQANGjRg2bJl+Yqh5FBKNC8vLyZMmMDMmTNZvnw5kyZNwtvbm6ioKDp27OioFxkZybRp05g8eTLLli0jKSmJ8uXL079/fx5++OF8PUPwYq6//nqeeeYZJk2axNdff01AQAA9e/bk8ccfd5oHeDntCwwM5IMPPmDs2LFMnToVPz8/7rrrLt58801atmyZr/a2atUKi8XCJ598wscff0yZMmXo0KEDDRs2ZOjQofm6toiIiEhRKmk9hRc6fPgwt99+e67HAwICOHv2bL5iGKZWoxApFNHR0XTo0IGRI0cWdVNE5CoyxrhbHMrEHK4HwYuIFKXVxmcuZS3MAUXQkisTFRVFv379eOONNzh16hRly5Zl5cqV3HXXXQAMGjSINWvWsGvXriuOoTmHIiIiIiIixVzXrl2ZPHmy0yKGOavYf//990ybNo0ePXrkK4aSQxERERERKfVK+oI0o0aNIjIykptuuomHHnoIwzAYPXo0d955J/feey8NGjTgpZdeylcMJYciIiIiIiLFXEhICL/++ivPP/88sbGx+Pr6smbNGhITE3n99df53//+h7+/f75iaM6hiIhIAdKcQxGR4ulHY6pL2V1m/yJoSfGl1UpFRERERKTUK2nDSIuCkkMREREREZFibsCAvFdWNQyDTz/99IpjKDkUEREpQJ6Au4GlIiJStEp6z+GPP/7oWJ00h9VqJS4uDqvVStmyZQkICMhXDCWHIiIiBShruCd+/5dNumNKv0nGkyX7C4mIiBS9AwcOuC3PyspiypQpjBs3jhUrVuQrhpJDERGRApb2rCdZWVlMnWpf/MAwtOCBiEhRsxV1AwqJl5cXQ4cOZceOHQwdOpRvvvnmiq+lR1mIiIiIiEipZ1oMl600+de//sXatWvzdQ0lhyIiIiIiIiXcihUr8v2cQw0rFRERERGRUs8s4R2Fb7zxhtvyxMRE1q5dy5YtW3jhhRfyFUPJoYiIiIiISDE3cuRIt+VhYWHUrFmTyZMnM3DgwHzFUHIoIiJSSAaffQjwYPAHANmYw/WxKyJSVEr6HEObrfCX1NGcQxERkULg/QHY78Ea/2xgjNETEEVEioppcd3EmW5hioiIiIiIFDOHDh26ovOioqKuOKaSQxERERERKfVMj5I1rLRatWoYxuW32Wq1XnFMJYciIiIiIiLFzGeffXZFyWF+KDkUEREREZFSz1bCFqTp16/fVY+p5FBEREREREo9LUCTNyWHIiIiIiIiJcS6devYsmULZ86ccXm8hWEYvPrqq1d8bSWHIiIiIiJS6pX05xwmJCTQvn17NmzYgGmaGIaBaZoAjr/nNzlU56qIiIiIiEgx99xzz7Ft2zZmzZrFvn37ME2T5cuXs3v3boYMGcJNN93E0aNH8xVDyaGIiIiIiJR6puG6lSTffvstgwcPplevXgQFBQFgsVioVasWEydOpFq1ajz99NP5iqHkUOQa1bFjRwYNGlTUzRARERG5KkyL4bKVJImJidSrVw+AwMBAAJKTkx3H27Rpw/Lly/MVQ8mhiIiIiIhIMVexYkXi4+MB8PHxoVy5cmzdutVxPDY2Nt/PRdSCNCLXqPnz51/1B6tKCZSRBZ4W8PCAbCuYJnhd8NGRmQUWC3h62PcTksBmgyB/+7nZtnPXyEt6Jnh72q8HkJZhj+nnA4Zh3/fzOVffNOFsKgT4YktOBw8LhqcHhp+3/XBaFjZMyLBi8ffG8PbAzLJiS83CEuSDmWXDtJpkpWRheBjYbCY+oT7YrKY9XFI2nt4e+AZ5kpFmxeIBFg8LVqsJhoG3l/4PiYiUFLYS/iu7WbNmrFixgpdffhmAXr168d577+Hh4YHNZmPcuHHcc889+Yqh5FDkGuXt7V3UTZDi7EwKPDIJFqyHID+oXwW27LcniA+1gAkDwWqDwZNh9k/g6wX9W8LsdXDi7LnreFrAakKwHzzXGV7u7j7e0QTo9yGs2ArlQ+HJ9vD1r7D5b/vxYD8ID4L9x6FWJEx4BM6kwoBJmCnpmHhj4oOBgRUDW70o0gkg7c8zWPHEAEwMMsuV4cwJwAQbBsmGN0nevtgMg5RgL7K9LZgWgzRfLxLLhmLzsCeppsUgITAQq5cn2RaD+IAAbBYL/6rnyxODIggJvoTEV0REilRJG0Z6oWHDhrFixQoyMjLw8fFh5MiR/Pnnn47VSZs1a8aHH36YrxiGmbP+qYiUGhkZGUybNo3ly5dz7NgxvLy8KF++PLfffjtPPfUUYJ9zGBkZyccff+w4L6fspZde4v333+e3337DMAyaNGnC888/T0RERFG9JLnaHpkIn/6Q+/GRvew9dmOXXN51F74A/77FtbztG7D890u/jp83pGeBaWBiwcQfOPehb8MgA3/O4vxvNhsPEggFwATivYOxGRaSg73I8nVO8E5EhpFxXi+l1YBTYfZzUzw9ORXgD0DjRn48/0Q5lyYaY7Kc2pTDHK77siIiReGr8rNdyrof610ELSlYiYmJeHh4OBapyQ99QomUQqNHj2bx4sW0b9+eBx54AKvVyuHDh9m4cWOe5544cYLBgwfTokULnnzySfbs2cPXX39NSkoKEydOvAqtl2Jh6eY8jm+CpPQruO4m1+QwKxu+3+q+fm7SMv/5i4H9o8w5CTMwsbr5iPPEigUrNjzINDywGfaewSxv1yn4vqkZTsmhh83EME1Mw8AvO9tRvmVr2uW1XUREikRJW530Qjt27KBu3bou5aGhoQUWQwvSiJRCq1ev5vbbb2fUqFF069aNnj178uyzzzJz5sw8zz18+DDDhw/nxRdfpHv37o4/169fz4EDBwq/8ZcoISGBjIwMx35ycjJJSUmO/czMTE6dOuV0Tlxc3EX34+PjOX8wxbUcI7NiCBeTXi4IM+oKepLPO8fRbi9PqBh2+ddysLkttWB1W9P2z0efh2mzz1kELDbXQTRWT+eeRBODnFrW8+brhl7wVl3487hQcf2ZK4ZiKIZiXI0YcuXq169PgwYNeOedd9i7d2+hxNCwUpFSqFOnTo6JybVq1XJbJ7dhpdnZ2Sxbtsyp7g8//MCIESN4//33adq0aaG2XYqJ5b9Bp/9A5j89ZBYDchKoYH9Y/QakZkCbf/4E+7zAsxfpRateHta/C2XdJJ4zVkG/CY5kjSrhcPiUa70c3W+D2AT4Zfc/SZs/YE/mTMCGB6kEkkoI5/cqpuFNEueG3Zzy9Cfdw5tMbwspIV72RW+AbA8LxyqHY+YsomOapPp4kxwYgAmc8Pcj3csLiwFPDo7gjiYBLk3UsFIRkeJlbuQcl7Kecb2KoCVXZsqUKcydO5c1a9ZgmiY33XQTvXv3pmfPnlStWrVAYugTSqQUGjZsGK+//jq9e/emUqVKREdH07RpU5o1a4bFcvEBA5UqVXIpCwmxf5k/c+ZMobRXiqF7GsKO8fZFYcICoFUD+GaLfQhozzugYhl7vZ0fwtx1EOALve+E7Qfhhc8hMQVurAr/qmZfuKZ8qP14kJ/7eA+1hIY17MNOq0TYk78/DsFnP8DpFOjUGMqHwC+7oUFVaH+zPZH87AeMBRswy4ZAkg3zRCpmgyg8+t5OgNWCx+xtZGyKx5qSjdftUYQNaMjJmJ1kHkrCUiMUv1STs8cyOb3rLF6Y2CoFEHZzBB5RgQTvSyX+aBae/p7UbFmOQ8dseHhZCKziz5FTNspEeNHsjkCqVNLiTiIiJUFJX6108ODBDB48mGPHjjFv3jzmzp3LCy+8wAsvvMAtt9xC79696dGjBxUrVrziGOo5FCmlzpw5w7p169iyZQsbNmzg6NGjNGzYkEmTJuHl5XXRBWnOLwPYtGkTQ4YM4fXXX6djx45X+6WIlEjqORQRKV5mV3TtOex9tOT0HLoTGxvrSBQ3bNiAYRhkZWVd8fU051CklAoJCaFdu3a88sorLFq0iIceeojffvuNNWvWFHXTRERERK4602K4bCVdZGQk9erV44YbbsDf3x+bzf08/Eul25cipYzVaiU1NdVpOWPDMKhTpw6goaEiIiIiJZlpmqxevZo5c+awYMECTp48SVhYGL1796ZXr/z1hCo5FCllUlNTadu2Lc2aNaNOnTqEhYVx9OhRvvrqK4KDg2nWrFlRN1FERETkqivpj7L43//+x9y5c/nqq684fvw4wcHBdO7cmV69etGqVSs8PfOf2ik5FCllfH19ue+++9iwYQMbNmwgNTWViIgImjVrRv/+/SlbtmxRN1FERETkqjONkp0dNm/enMDAQDp27EivXr1o27Yt3t4FuyiaFqQREREpBFqQRkSkePkiap5L2QOHehRBS67M/Pnzad++Pb6+voUWQ59QIiIiIiJS6pX0R1l069at0GNotVIRERERERFRz6GIiIiIiJR+JX3O4dWg5FBEREREREq9kr5a6dWgYaUiIiIiIiKinkMRERERESn9bBpWmif1HIqIiBSC9+8AcH5aVK/riqQpIiJSSpw9e5Z3332Xe+65h4YNG7JhwwYAEhISGDt2LHv37s3X9dVzKCIiUggejwafrVMZmdwJ78BwdvY3CPDRx66ISFEp6XMOjxw5QvPmzTl8+DDXXXcdO3fuJDk5GYAyZcowZcoUDh48yAcffHDFMdRzKCIiUkg8LPBm8GL2PYwSQxGRImYahstWkjz33HMkJSXx+++/s2bNGkzTeXRK586dWblyZb5iKDkUEREREREp5r7//nuefPJJ6tati+Emsa1RowaHDx/OVwzdxhQRERERkVKvpPUUXigtLY2yZcvmejwpKSnfMdRzKCIiIiIiUszVrVuXtWvX5np84cKFNGzYMF8xlByKiIgUgnpTYcjZPqxLiSrqpoiICPYFaS7cSpKnn36a2bNnM3r0aM6cOQOAzWZj79699OnTh19++YVnnnkmXzEM88KZjCIiInLFUtKzCZxwfon9Y9Yc7lUk7REREbuPr1/oUjZoZ+er3o78ePvttxk5ciSmaWKz2bBYLJimicVi4a233mLEiBH5ur7mHIqIiBQg58QQwABMTNN0u4CAiIjIpXr55Zfp06cP8+fPZ+/evdhsNmrWrEnXrl2pUaNGvq+v5FBERKTQGbT/wsq3D+pjV0SkqJTkBWlSU1Np2rQpAwcOZMiQIfkePpobzTkUERG5CrbFF3ULRESkpPL392f//v2FPgJFyaGIiIiIiJR6psVw2UqStm3bsnz58kKNoeRQRETkKrAWdQNERK51huG6lSCvvvoqu3fvpk+fPvz000/ExsaSkJDgsuWHJj+IiIhcBbobKyIi+VGvXj0AduzYwaxZs3KtZ7Ve+e1IJYciIiIiIlLqlbRhpBd67bXXCn3OoZJDERERERGRYm7kyJGFHkPJoYiIyFWgYaUiIkWrJD/K4mpRcihyDdq0aRNDhgzh9ddfp2PHjnnWHzRoEHFxcSxZsuQqtE6kdLIVdQNERK5xplGyb9O98cYbedYxDINXX331imMoORQRERERESnmLjas1DAMTNNUcigil69Ro0asW7cOT0/9ChC5WsyiboCIyDWupC9IY7O5jkGx2WwcPHiQiRMnsnbtWpYtW5avGPpmKHINslgs+Pj4FHUzRK4pJia/bEplz74MalX3ocnNfsRvOMn6t7aReTCJ4AAPyltMfHwtlGtdHt+44xhLtuBx4BieZOBBGoaRhaVWBHz3KtSoADYbTPkeZq6BsiHwzgNw5BT8sA1qV4QHmoGvt2tj/jgIc3+GYD/ofSfM+h8s3gi1KsDbD0Cl8Iu/mNhTMGM1ZGbD/U3hdAosXA+RYdCnBYQGFMZbmLudR+DLn8DfGx5qAZFlrm58EZEiYrFYqF69OmPGjOGBBx7giSeeuOhjLvJimKapm5kixVxKSgrTp09n/fr1HDlyhNTUVMqXL8/dd9/NwIED8fX1ddQ1TZOFCxeycOFC9u3bB0DFihVp2bIlQ4YMAXKfc3j27FnGjx/PqlWryMjIoG7dujzzzDO8//77mnMocomMMdluy0OzTnPXnjTH/m3h6YQu/BP/tCxy7mVbrDbKnkjF22qlPjvxJQUPzj2vyiATT9KAbDgSA09+Cl//el5wnLsob68Da98CD49zZcu2QKf/QPY/1/X0OPd3AF8v2Pq+Pbl0Z1cs3PYinE6273t5QNZ5518XCRvfg5CrlCD+uB3ufdOeqAJEBMOG0VC9/NWJLyIlxoc3L3cpe2LzPUXQksIxZcoURowYQWJi4hVfo2TPyhS5Rpw4cYJFixZRt25dHnnkEZ555hmuv/56ZsyYwfDhw53qvvbaa7z99tsYhsGAAQN46qmnaNy4MT/88MNFY2RnZzN06FAWLlzIHXfcwVNPPUXVqlV57LHHOH78eGG+PJFrguexdKf99HWx+GRkc/4gJ5uHhZQAL2xYOEOQU2IIYOKNiQWwwODJzomhvYKzn3fBd785l70x1zkZzL7gYcnpWfCf+bm/kPeXnEsMwTkxBNgTB5+vyf38gvbWvHOJIcDJszD+m6sXX0RKDsPNVops2rQJiyV/6Z2SQ5ESoFKlSnzzzTeMGDGC++67j549e/Luu+8yYMAAfv31V/744w8AVqxYwbJly7j33nv57LPP6N+/P927d2f48OHMmTPnojEWL17Mjh07GDhwIG+88QY9evTg5ZdfZuDAgRw5cuRqvMzLkpCQQEZGhmM/OTmZpKQkx35mZianTp1yOicuLu6i+/Hx8Zw/mEIxFONKYuS2LqnfBcXemdlY3AzesXrYP5qzcpn5YeZ8mzl00u1xF3GnnV9HfGLe5xw+lft7dSnnx52+aj+P7FjnGDnxCzJGcfh3pRiKUVpiyJWbMWOG2238+PF0796dTz/9lO7du+crhoaVipQw2dnZpKamYrPZ+Pvvvxk8eDDDhw+nd+/eDBs2jLVr17J8+XLCw3OfM+RuWOmTTz7J+vXr+eGHHwgMDHTUzczMpHXr1gQHB2tYqcglyG1YaeXYeG45cy5DrBMfT+2/DuNzQc9bmVNp+KVncQO7CeH0BTe2bXiShIEVlrwAD0+E42dzb4yPF+z/yHkO3rCp9t6/i5n+BDzUMpdjq6Dfh7mfaxj2YZ3RtS4eo6C8/AW8c0FP55xnoecdVye+iJQY4xt/71L25MY2RdCSK3OxXsGIiAgeeeQRXnvtNafpRpdLC9KIlBDz5s1j/vz57Nu3z2W1qpy7eIcPHyYiIuKiiWFuYmNjiYiIcEoMAby9valUqZLTnUIRuXzWSuHUKXuGvfszqVXNmwGvNOCPl9M58+txvLJsWGwmwUkZ+KdnERBqwBkPskxfPMnEwIaBFQ9SMbDBQ82hQ2NY+za0ewv2HQMPC3SMtg8LXbkN6lSEMX1dF2d5+35IzYCZa+0L0vy7Mcz/FU6ctc8ffKJd7okhQN+W9kVvxi21D+d8oCkkJMPCDVCxDIzqdfUSQ4DXe8LZVJi2CgJ8YVhHJYYi4lZJX610//79LmWGYRAWFkZQUFCBxFByKFICzJw5k3HjxnHrrbfSu3dvIiIi8PLy4sSJE4wcOdLt0sYiUrzY8OKdlyo4ldX6slme55n//P92fKU5/85xnUrw90eX1xA/H5g8xL7l+GhI7vXdebm7fSsOvL3gw4H2TUSkFDMMg7Jly+Ln5+f2eFpaGidOnCAqKuqKY2jOoUgJ8O2331KxYkXGjx9P586dufPOO2nSpAllyjj3CERFRXHy5EmX8f+XolKlSpw8eZLk5GSn8szMTGJjY/PVfhG58ruxhsWCYbHYk8J8LjQgInItMw3DZStJqlevzoIFC3I9vnjxYqpXr56vGPqUESkBPDw8MAzDaZJ4dnY206ZNc6p37733AjB+/HiX3sS8phc3b94cq9XKF1984VT+1VdfkZKSko/Wi4iIiEh+5fVdLisrK9+rlWpYqUgJcPfddzNhwgSefPJJWrZsSUpKCsuXL8fT0/m/cKtWrWjdujXffPMNhw8fplmzZgQFBXHo0CF++eUX5s6dm2uMTp06sWDBAmJiYoiNjaVBgwbs2rWLlStXUrlyZaxWa67nikjeNPhbRKRolbSeQrA/g/r85xaeOnWKQ4cOudRLTExk9uzZREZG5iuekkOREqBPnz6YpsmiRYv4v//7P8LDw2ndujWdOnWiR48eTnXffvttGjZsyKJFi4iJicHDw4OKFSvSqlWri8bw8vJi4sSJfPDBB6xZs4Yff/yRunXrMnHiRMaNG6elqEXySUN1RESKVklMDt9//33eeOMNwD7n8Omnn+bpp592W9c0Td566618xdOjLERERApQbo+yKA/ED9c9WRGRojL29h9dyob9fFcRtOTS/fLLL/z888+Ypsnzzz/PfffdR6NGjZzqGIZBQEAAN998M9HR0fmKp08pERGRq8C7qBsgInKNK4k9h7fddhu33XYbACkpKXTr1o369esXWjwlhyIiIleB+/5EERGRS/P6668XegwlhyIiIleB5hyKiBStkthz6M66devYsmULZ86ccVmd3jAMXn311Su+tpJDERGRq0AT/EVEilZJTw4TEhJo3749GzZswDRNp8ec5fw9v8mhbmSKiIhcBb5eRd0CEREpyZ577jm2bdvGrFmz2LdvH6Zpsnz5cnbv3s2QIUO46aabOHr0aL5iKDkUEREpdCbTOxZ1G0RErm2mxXDZSpJvv/2WwYMH06tXL4KCggCwWCzUqlWLiRMnUq1atVwfc3GplByKiIgUoPZR7svvrKGZHCIicuUSExOpV68eAIGBgQAkJyc7jrdp04bly5fnK4aSQxERkQK0tKcn14WCfZahCdg40K8oWyQiImCfc3jhVpJUrFiR+Ph4AHx8fChXrhxbt251HI+NjcXI52vSbUwREZECtvsRT7Kyspg6dSoAFUP6F3GLRESkpCWDF2rWrBkrVqzg5ZdfBqBXr1689957eHh4YLPZGDduHPfcc0++Yig5FBERERERKeaGDRvGihUryMjIwMfHh5EjR/Lnn386Vidt1qwZH374Yb5iKDkUEREREZFSr6T3HN54443ceOONjv2wsDBWrlxJYmIiHh4ejkVq8kPJoYiIiIiISAkVGhpaYNfSgjQiIiIiIlLqlfQFaQAOHTrEkCFDqFOnDmXKlGHt2rUAnDx5kieffJLffvstX9dXz6GIiEgB23Q0m8azAOwL0bwdAwcfK9ImiYhc80piMni+HTt20LRpU2w2G02aNGHv3r1kZ2cDEBERwU8//URKSgqffvrpFcdQz6GIiEgBsyeGhmM7lApd5mcXbaNERKREe/755wkNDWX37t3MnDkT0zSdjrdv357//e9/+Yqh5FBERKQAfbrZXRJosHD/VW+KiIicp6QPK127di2PPvooZcuWdfs8w6ioKGJjY/MVQ8mhiIhIARq+qqhbICIipZHNZsPf3z/X4ydOnMDHxydfMZQcioiIFKCsom6AiIi4ZRquW0nSqFEjvvnmG7fHsrOzmT17Nrfeemu+Yig5FBERKUBKDkVEiqeSPqz0xRdf5LvvvuPRRx/ljz/+AODYsWOsXLmSNm3a8Ndff/HCCy/kK4ZWKxURESlAHkXdABERKZXuvfdepk2bxlNPPcXHH38MwIMPPohpmgQHBzNjxgyaNWuWrxhKDkVEREREpNQraT2F7vTp04euXbvy/fffs3fvXmw2GzVr1uSee+4hKCgo39dXcigiIlKAzLyriIiIXJKXXnqJ3r1706BBA0dZQEAAXbp0KZR4mnMoIiJSgDSsVESkeLIZhstW3L377ruO+YUAp06dwsPDgx9//LFQ4ik5lGtWbGwszz77LK1atSI6OpqRI0de1vnuzunYsSODBg0quEbmsz0icvXpUfciIsWTieGylUSmWXhjVDSsVK5Zo0aNYs+ePQwYMIDw8HAqV65c1E0SkVJAPYciIlJSKTmUa1JmZia//fYbPXv2pE+fPkXdnAKxbt06PDz0tVSkqOl/oYhI8VQaFqQpbEoO5ZqUkJDgWPa3tPDx8SnqJogIYM3tgM3GomaLqXrsGBUqWQkLTcW7cSUMiwVsBoQHQ+0KUC8KvL3A0wI+3mCzwelkKB928cBpGeCn3wMiIqXNgQMH2LJlCwBnzpwBYM+ePYSGhrqt36hRoyuOpeRQrjkjR45k6dKlAMTExBATEwPA5MmTuemmm5g5cybffPMNsbGx+Pn50bBhQ4YMGUKtWrWuOObq1auZMWMGu3fvxjAMrrvuOh566CFatGjhqDNq1CiWL1/OqlWrHInetm3bGDBgAMHBwaxcuRKLxT5NeN26dTz11FO88847tGnTBrDPOezQoYPTvMOcsq5duzJhwgR27NiBj48PLVq04Nlnn8Xf39+pnZs3b2bChAns3r2bwMBAWrduTZcuXejVqxcDBw5k8ODBV/weiFwrcpsJ4mGzUWPDXspkJBKy+zDenIEFBualznoJC4QVr8PNNZ3LV/wOj8XA3jhoWB0+fRwa1sjfixARKYVKas/hq6++yquvvupU9thjj7nUM00TwzCwWnO9TZknJYdyzenatSu1a9dm7NixtGzZkpYtWwJQvXp1Xn31VVasWEGTJk3o1q0bp06dYt68efTv35+YmBiuv/76y443b948Ro8eTbVq1XjkkUcAWLp0KcOHD+ell16ia9eugD2RW7JkCVu3buWWW24BYMOGDVgsFs6ePcuuXbu44YYbANi0aROGYRAdHZ1n/N27d/PMM8/QsWNH7rnnHjZv3syiRYuwWCy8/PLLjnq///47Q4cOJTg4mL59+xIUFMSKFSvYunXrZb9mEXHVdNcBwjJSCOUofpz5p/QyFhU4nQxt34AT08+VJaZAl/cgJd2+/9t+6DIa/p4EGmYuIuKkJCaHU6dOvarxlBzKNadBgwZEREQwduxYatWqRbt27QD49ddfWbFiBa1bt+add97B+OcXSOvWrenTpw9jxozhk08+uaxYZ8+eZfz48VSuXJlp06YRGBgIQPfu3XnggQcYN24crVu3JigoiMaNGwOwceNGR3K4adMm7rzzTjZv3syGDRscyeHGjRupUaMGZcqUybMNe/bsYerUqdSvXx+Abt26kZKSwuLFi3nmmWccvYdjx47FMAw+/fRTx+I8PXr0KLLVV0VKqtxSsrv+2geAL2ev/OInkyA1A/z/GT66avu5xDDHwROw/RDcVP3K44iISLHQt2/fqxpPj7IQ+cfq1asBGDBggCMxBKhduzZNmzbl999/5/Tp05d1zfXr15OWlkbv3r0diSFAYGAgvXv3JjU1lfXr1wNQrlw5oqKi2LRpEwAZGRls376d2267jUaNGrFx40YAkpKS2L17tyOZzMuNN97oSAxzNG7cGKvVytGjRwH7M3N27NhB8+bNnVZt9fT05L777rus13y1JCQkkJGR4dhPTk4mKSnJsZ+ZmcmpU6eczomLi7vofnx8vNPy0IqhGFcSI50E3PmpdjUArHi5PX5JPCzg63UuZtWyrnW8PDntZ5SI90oxFEMxrr0YRck0XDdxpp5DkX8cPXoUi8VC9equd9tr1KjB6tWriY2NJSwsj0UhzhMbG+s43901z68D9qRt4cKFpKSksGPHDjIyMmjcuDGZmZl89NFHZGVlsXnzZmw22yUNKQWoVKmSS1lISAhwblJzTpJYtWpVl7ruyoqDC3tNz0++Aby9vQkPD3cqi4yMvOh+hQoVFEMx8h3DkzJun3W4pWpFTOAskYSzH+OfIaUmXPqTth69ByyWczEb1YSet8Pcn8/VebYTYXWq5ft1lJafh2IohmIUrxhSvCk5FClGGjduzPz58/ntt9/Ytm0bZcuWpVq1amRmZvL++++zfft2Nm7ciIeHBzfffPMlXfNij7cozIeoilyrvIB0N+Vn/XzZXKE6N8YfxIaFYI7hRSoeF65v6usFVSIgPBDubQSHTkLcaXi0LXRwc1Poy2HQpwVsPQB33gDN6xX8ixIRKQVsJXDO4dWm5FDkH5UqVcJms7F//36uu+46p2P79+931LkcOUM09+3b55hHeLFrRkdHYxgGGzZsYPv27Y7eweuuu47Q0FA2btzIpk2bqFOnDkFBQZf3Ai8i567ewYMHXY65KxOR3GXlUp7p7UnnuAcLPqDFYk8a3SWOIiLiUBIXpLnaNOdQ5B/NmzcH7KtCnd+jtnfvXtauXctNN910WUNKAZo0aYKfnx9z5swhJSXFUZ6SksKcOXPw9/fn1ltvdZSHhoZSq1YtfvrpJ3bs2OGYV5izMunKlSvZt2/fJQ8pvVQRERHUrVuXNWvWcOTIEUd5dnY2X375ZYHGEinttEaoiIiUVOo5FPnHrbfeSuvWrfn+++9JSkrizjvvdDzKwtvbm+HDh1/2NYOCgnjyyScZPXo0/fr1o0OHDoD9URaHDx/mpZdechm/Hx0d7UjIzl90Jic5vLC8oDz11FM8/vjjPPzww3Tv3p3AwEBWrFhBdrZ99pShu20il8TdfEMRESl66jnMm5JDkfO8+eab1KlTh6VLlzJu3Dj8/Pxo1KgRjz76KLVq1bqia/bo0YOIiAg+//xzYmJiAPsKqGPGjKFFixYu9Rs3bsyXX35JpUqVnCZx5wxL9fT0pGHDhlfUlou5+eab+fDDD5k4cSJTp04lKCiI1q1b07ZtW/r164ePj0+BxxQpjbyAjDxriYjI1aY5h3kzTK1IISIX8cMPPzBixAjefvtt7rnnnqJujkix5z8mm7RcjpnDdU9WRKSoDO+y3aVszIIbi6AlxZfmHIoIYF+59PxnGYF9zuEXX3xxWaujilzrrHlXERGRIqDnHOZNtzBFBLA/yLZjx460bduWqlWrcubMGVasWMGePXvo27cvERERRd1EkRLBE8gs6kaIiIhcASWHIgLY5zLecccdrFmzhpMnTwJQtWpVRowYQY8ePYq4dSIiIiL5Y6KuwrwoORQRADw8PHj99deLuhkiJZ6tqBsgIiJuaUGavGnOoYiISAHSB6uIiJRU+gwTEREpQA3DiroFIiLijmkYLps4U3IoIiJSgNb210eriIiUTJpzKCIiUoAsFgs+2MjABMfiBybWYR5F2SwRkWueegrzptubIiIiBSx9uCc/94JgkmjMX2Q+ZU8aRUSk6NgM102cqedQRESkEERXgP8Gz/tn7/oibYuIiMilUHIoIiIiIiKlnoaV5k1jXEREREREREQ9hyIiIiIiUvrZUM9hXtRzKCIiUkj+SCvHo2cfpMYnYLXZiro5IiLXND3nMG9KDkVERApB8AfwYVZ7bHhzJMXAc6yNP+Kzi7pZIiIiuVJyKCIiUgjSAS4YwnTjzKJoiYiIgB5lcSmUHIqIiIiIiIgWpBERERERkdLPpjmGeVJyKCIiIiIipZ4WoMmbhpWKiIiIiIiIeg5FRERERKT00wI0eVPPoYiIiIiIiKjnUERERERESj8TdR3mRcmhiIiIiIiUelqtNG8aVioiIiIiIiJKDkUkd0lJSUyZMoVNmzYVdVNERERE8sVmGC6bOFNyKCK5SkpKIiYmhs2bNxd1U0RERESkkGnOoYi4SE9Px9NTvx6uWRlZMPsn2HEYmteDdjcXbjybDb7+FTbsheia0O1W2H4QXv0S9sSBxQLXV4LXesJN1Z3P3XYA5v0MoQHwUAs4lgj/+RqOJkDNCpCYAvuOQZlAGNgaet4Bc9fByLmYZ9Ixq0WS6R1Kxp4kss7ayPLwIT3bi/QMTzJNDzJMC8c9Akgu40O2pwemh0FyZCCWyBCimpbDVimEtT8n81eqB6c8vfDys1DvRl8CK/iCaUFrH4iIFB96lEXeDNM0zaJuhIhcuoyMDKZNm8by5cs5duwYXl5elC9fnttvv52nnnoKAJvNxvTp01mwYAEnT56kcuXK9O/fn0OHDhETE8PixYupWLEiACNHjmTp0qWsWLGC8ePHs27dOk6fPs1rr73GqFGjXOJHRkayZMmSq/qa5SoyTWg1En7cfq7s+c4w+qHCi9nvQ5i+6tx+83qw9k+48NPJMGDpS+eS1cUboOt7YLXZ98sE2pNB20U+1hrVgC0HAA9HURY+JFKFbDxJw5dU/LCed/xwWAing/zOXcM0ia8QTmyVCtgs9gE4NmB7aDBnvb3ANDnh6UFslRB7my9gDteNFxGRotC77wGXstnTq131dhRn+oQSKWFGjx7N4sWLad++PQ888ABWq5XDhw+zceNGR53333+fL7/8kkaNGnH//feTkJDA6NGjqVSpUq7XffzxxwkPD+fhhx8mLS2N22+/nWHDhjF27FhatmxJy5YtAfD39y/01yhFaNUfzokhwLilMKILlAkq+Hh/xzsnhgBr/nRf1zThxZnnksNRc88lhgAJyXnH27KPCz/6vMjAi3RSKYMVD6fE0ATO+ns7X8MwsNhsjsQQ7HM0qqSm8ae3FxgGZbOtxObdGhERkWJFcw5FSpjVq1dz++23M2rUKLp160bPnj159tlnmTlzJgAHDhxg9uzZNG7cmI8++ojevXvz2GOPMXnyZHbv3p3rdWvWrMmHH35Ir1696NevH+Hh4bRo0QKAWrVq0a5dO9q1a+coK2oJCQlkZGQ49pOTk0lKSnLsZ2ZmcurUKadz4uLiLrofHx/P+YMprskY8adxkZnN8Z37Cud1uIt3EeZ59W1xl3fuOa69eRayMTFcnoFlAlaL60elxU3vpLfN5lLmTrH7mSuGYiiGYlzFGEXJNAyXTZxpWKlICdOpUydsNhvjxo2jVq1aLsenT5/Ohx9+yLhx47jzzjudjg0dOpRff/3V7bDSL774gjp16jjVP3r0KJ06dWLgwIEMHjy48F6UFB+nkqDqYEhJP1d2Y1XY9n7hxMvKhupDIDbhXJmfN6Rluq//RDsY/8g/f4+BCcsuL56XJ2TB+QmiiUEC1UnDj0y8ScLf6fjf5cJI8fU5dw3TJL5CGQ5Xde6JPxDgx+EAe896JrCjWpiGlYqIFCO9+h10KZszrWoRtKT4Us+hSAkzbNgwkpKS6N27N//+97958803Wb16NbZ/ei1iY+2D2apVq+ZybvXq1V3KclStql+OAoQHwZIX4V/VwNMDWjWABSMKL56XJyx9GW6vY493a234cRR0iHZOrAygSxMY3edc2eiH4JFW4O8DFcvA2P7wQDPw+OejzcvDKRT1qsD/3oJaZTGxYWJiAmmEYQLeZOBFJv6kYcEKmNgAr7RsDJtpH9ZqmmR6emB4eVAmLQVPLwMbEO/rQ6yfL5gmpgH7An0QEZHixWa4buJMty9FSpgWLVqwePFi1q1bx5YtW9iwYQOLFi2iYcOGTJo06Yqv6+vrW4CtlBKt5Y3w+9irF++m6rDuP85lS17K+zx/H4h5zL6db+bTFz9vz0SnwaP+/2zumDaTm+BcR6IJhsX124TNZmKxGI4/AYwxWXm9AhERuYr0XMO8KTkUKYFCQkIccwBN0+TDDz9kxowZrFmzxrHozIEDB6hcubLTefv377+sOIZ+ico1ziURzOW/RE5CaHGTOIqIiJQUGlYqUoJYrVanieBgT+By5gqeOXOG5s2bYxgGX3zxBVar1VFv586dbNiw4bLi+fnZl+8/e/ZsPlsuIiIiUrRsGC6bOFPPoUgJkpqaStu2bWnWrBl16tQhLCyMo0eP8tVXXxEcHEyzZs0oW7YsPXr0YO7cuTz66KPcddddJCQkMHfuXK677jp27dp1yfFCQ0OpUqUK33//PZUrV6ZMmTL4+fnRrFmzQnyVIiIiIlIUlByKlCC+vr7cd999bNiwgQ0bNpCamkpERATNmjWjf//+lC1bFoDhw4cTHh7OggUL+OCDD6hSpQojRozg0KFDl5UcArz55puMHTuWiRMnkp6eTmRkpJJDERERKXGs6ijMkx5lIXINmTJlCjExMU6PshCRwmFfkEaPshARKS46PHLEpWzpJ5Xd1Lx2ac6hiIiIiIiIaFipiIiIiIiUfnquYd7UcygiIiIiIiJKDkWuJYMHD2bTpk2abygiIiLXHD3KIm8aVioiIiIiIqWe1VAymBf1HIqIiIiIiIh6DkVERK6WSr5F3QIRkWuXFqTJm3oORURECsGZxwBsgAmYlPOBI0N1T1ZEpKhYMVw2caZPKRERkULg5wVTgqcB0L9/f7y89JErIiLFmz6pRERERESk1LOqozBPGlYqIiIiIiIi6jkUEREREZHSz6ZHWeRJyaGIiIiIiJR6es5h3pQcioiIFLBnV2Yz9neA/gCs+ga+7FyEDRIREbkEmnMoIiJSgGw22z+JoeHYZu+FxNTsIm2XiMi1LtvNJs6UHIqIiBQgj7E2N6UGYZOuelNEREQui4aVioiIiIhIqac5h3lTcigiIiIiIqVetnLDPGlYqYiIiIiIiKjnUERERERESr9s1HWYF/UcioiIiIiIiHoORURERESk9MtSx2GelByKiIiIiEipl6XVSvOkYaUiIiIiIiKi5FCKtyVLlhAdHc2mTZsK9LqDBg2iY8eOl1R306ZNREdHs2TJkgJtQ2Ho2LEjgwYNKvDrlqT3QERERMSdLDebOFNyKCIiIiIiIppzKCIicjVUO3KC3zuvo3Jlk9Dsk3hWLQshvlAmCPx9IcAXklOhaT0ICwLNjRERKVCp+r2aJyWHIiIiV0Gro6dZfjKCzj8uJyLpb0xMwOr+qVsGsOhF6Nj46jZSRKQUS1NumCcNK5USwWq1MmXKFDp06MBtt91G7969Wb58uUu91atXM2DAAO68806aNm3KgAEDWL169SXHWb16Nffffz+333477du356OPPiI7O9ulXkZGBlOmTKFr167ccccdtGjRgl69evHBBx8AkJWVRatWrRgwYIDbODNmzCA6OpotW7YA5+ZWbtiwgZiYGDp06MAdd9xB37592b59OwCbN2/m4Ycf5s477+See+7hk08+yfV17Ny5kyFDhtC0aVPuuusuXn/9dRISElzqJSYmMnr0aNq3b8+tt95K+/btGT16NImJiZf8nolI3sonpRKWmc2p8DC+r9GMVIsvBgYGHu5PMIHO78LxxKvZTBERucap51BKhA8//JC0tDS6d+8O2JOpl19+mczMTMfCMvPmzWP06NFUq1aNRx55BIClS5cyfPhwXnrpJbp27XrRGKtWreL555+nYsWKPPLII3h4eLBkyRJ++uknl7qjR49m8eLFtG/fngceeACr1crhw4fZuHEjAF5eXnTo0IGZM2dy4MABqlWr5nT+4sWLiYqKolGjRk7lEyZMwGq10rt3b7Kzs5k5cyZDhw5l1KhRvPnmm3Tp0oV7772XFStWMHnyZCpWrEi7du2crnH8+HEeffRR7rrrLu6++2527tzJ4sWL+euvv5gxYwa+vr4AJCcnM2DAAA4fPkynTp24/vrr2bVrF1999RUbN25k+vTpBAQEXOJPSEQu5ligHyleHgRkWUkJ8ifOrzw1Uw6C+35DO5sJK7fB/c2uWjtFREqzzIv9zhVAPYdSQiQmJjJ9+nT69etHv379mD59OhUqVOD9998nPT2ds2fPMn78eCpXrsy0adMc9aZNm0alSpUYN24cSUlJuV7farUyZswYgoODmT59OgMGDKBv375MmzaNM2fOuNRfvXo1t99+O6NGjaJbt2707NmTZ599lpkzZzrqdOnSBYBFixY5nfv7779z4MAB/v3vf7ttx7Rp03jwwQfp168fr776KikpKYwYMYIPP/yQoUOH0r17dyZMmEB4eDjz5s1zucaRI0cYOHAgr776Kj169ODVV1/l6aefZt++fcyePdtRb/r06Rw6dIjnn3/eUfeVV17hueee48CBA8yYMSPvH0wRSkhIICMjw7GfnJzs9DPOzMzk1KlTTufExcVddD8+Ph7TNBVDMfIVA1xHG2AYbCsfCoBnVhYB2an/HDBd654vqmyRvQ7FUAzFUIzCiCHFm5JDKRG6d+9OYGCgYz8wMJBu3bpx9uxZNm/ezPr160lLS6N3794u9Xr37k1qairr16/P9fp//fUXx44do1OnToSGhrrEuVBgYCD79u1j7969uV6zatWqNGrUiG+//dZpaOqiRYvw8PCgQ4cObl+nl5eXY79hw4YA1K9fn7p16zrKvby8qFevHocOHXK5RkBAAD169HAq69GjBwEBAaxatcpRtnr1asLCwhxJbI6uXbsSFhbmVLc4KlOmDD4+Po79wMBAgoKCHPve3t6Eh4c7nRMZGXnR/QoVKmCcN1ldMRTjSmLkNiinfHI6/imp1Dp6kAoZJ/6Zc2hzWxeAFnXhzhuK7HUohmIohmIURowiZbjZxImSQykRLhyWCVC9enUAYmNjiY2NBaBGjRou9XLKcuq4k3OsatWqucY537Bhw0hKSqJ37978+9//5s0332T16tXYbM5f9Lp27cqpU6ccQ1NTUlJYuXIlTZs2dfllClCpUiWn/eDgYAAqVqzoUjc4ONhtr2alSpWcEkyw//KuVKmS03tw9OhRqlatiqen8xdZT09PoqKiLvp+icjl80lKpsHWnTQ/vBErFkysuO059PKAyYNg5air3kYRkVLNMFw3caI5hyJXoEWLFixevJh169axZcsWNmzYwKJFi2jYsCGTJk1yJGd33XUXISEhLFq0iBYtWrBixQrS0tLo3Lmz2+taLO7v13h45LJohYiUGLNuq8cX8/8F9CvqpoiIiLilnkMpEQ4cOOBStn//fsDeU1a5cmUA9u3bd9F6uck5dvDgwVzPv1BISAjt2rXjlVdeYdGiRTz00EP89ttvrFmzxlHH29ub9u3b8/PPP3PixAkWLVpEuXLluO2223JtS37FxsaSlZXlVJaZmUlsbKzTe1CpUiUOHjzoshprdnY2hw4duuj7JSIiIiKlj5JDKRG++uorkpOTHfvJycnMnz+foKAgbr75Zpo0aYKfnx9z5swhJSXFUS8lJYU5c+bg7+/Prbfemuv1b7jhBsqXL8/ixYudHuOQE+d8VqvVZXEbwzCoU6cOgMtQzy5dumC1Whk/fjzbt2+nQ4cOhdoTmJKS4rJQzbx580hJSaFFixaOsubNm3P69GkWLlzoVHfhwoWcPn2ali1bFlobRURERKT40bBSKRFCQ0Pp27ev47EVS5YsIT4+nldeeQVfX198fX158sknGT16NP369XMs9rJ06VIOHz7MSy+95LRQzYU8PDx45plnePHFF+nbty+dO3fGw8ODxYsXExISQnx8vKNuamoqbdu2pVmzZtSpU4ewsDCOHj3KV199RXBwMM2aOS87X716dW666SaWLVuGYRh06tSpEN6hcypXrkxMTAx///03N9xwA3/99ReLFy+mWrVq9O7d21Gvb9++/PDDD7z33nvs2rWLOnXqsGvXLhYtWkTVqlV56KGHCrWdIiIiIleV5hjmScmhlAhPPPEEv//+O/PmzSMhIYGoqCjeeust2rZt66jTo0cPIiIi+Pzzz4mJiQGgdu3ajBkzxqnHLDetWrXCYrHwySef8PHHH1OmTBk6dOhAw4YNGTp0qKOer68v9913Hxs2bGDDhg2kpqYSERFBs2bN6N+/P2XLlnW5dpcuXfj999+Jjo52DIEtLOXKlePdd99l3LhxLF++HC8vL9q2bcvTTz+Nn5+fo15gYCCffvopU6ZMYe3atSxevJjw8HC6devG4MGD9YxDERERKV2UG+bJMM9/mImIFIoVK1bw4osvuiS0IlL6GGPcPOfwH+Zw3ZMVESkqxvBElzJzTOhVb0dxpk8pkatg3rx5hIaGctdddxV1U0RERESuUeo6zIuSQ5FCkpCQwIYNG/j999/ZsmULQ4cOxdvbu6ibJSIiIiLilpJDkUKyb98+XnnlFYKCgujWrRsPPvhgUTdJRERE5NqljsM8KTkUKSTR0dFs2rSpqJshIiIiIqDk8BLoOYciIiIiIiKi5FBERKQgvXuHu1KTXrWudktERMSZ4WaT8yk5FBERKUAjbsuZsWE6/Tm7s2ZyiIhI8abkUEREpICZwz2Z0w7Kcpq+XqvJfKqoWyQiIuo4zJtuY4qIiBSCLtdBYvCCf/ZaFGVTREQEUDaYN/UcioiIiIiIiHoORURERETkGqCOwzwpORQRERERkdJPyWGeNKxURERERERE1HMoIiJFY3O8yYi1Nv48ZXJzeWhW2eDm8gZ3RRkYxuXd3s3IttHvO5OVB03K+MJzjS080kD3P0VE5HzqOsyLkkMREbnqzmaYtJpnJTHDvv/NPvhmnwmYBHnBxFYGfep5XPK1qsfYSEi3759Mg4Hf2yjnD51qnUsQ/zpl8uMhkxvCoWWVy09ARURESjslhyIictXN/svmSAwvlJQFDy0zqRJko0VU3r1/76w/lxier8diG8OiTd6608ITP9j4aKvpONawLDwdbaHLdQZB3koSRUSuCfp1nyclhyIiUuBspsny/Sa7T8PdUQb1yzp/Is/eZeZy5jlzdpm0iILFe228ts7G4SSoEwY3l4f/xcLhJOhQw2DNYffXyrTBuxtMTqRa+fQP52O/nYC+y2wM+A6eamQwpoVFPYkiIqWdfs/nScmhiIgUKNM06bTA9s8wUbtyfjC5tYUute09gdtO5H2d6X+anM2wMmeXifWfS/0SZ99yzNiRd5I5/c/cj1lNGLvZ5KOtVioFwktNLPS/0d5Gm2ny7b5zCe6/yulLhYiIlG5KDkVEpECtPGg6JYYAx9Og62IbNUNsxKdCSlbe10nLhlk7807+8pJ9CZdIy4a9iTBguY3HVtrw+Gc06/nt9PWA6iHwxh0WutfRYjciIlL66NNNRESuyNydNmp/mo3f+9ncPCObX2JtAPydmPs5f5+5tMSwKKVb7W28sJ3pVvgrAXovtbH9xLmM8z+/WinzYTb+47J5ZLmVrH+6ObOssDmrGsszbmTrJfSUioiIFDXDNM3835YVEZFrwo6TJq+us/HDQZMzma7Hm1WG7SfgdC6LzZQWI2+38PrtFj7dZuWR750/Rsv4wpl08LCYZNpyhqKa3FHRYHl3DwK0AI6ISJEwXklxKTPfCiiClhRfGlYqIiJ5WnXIxlu/2Pjx8MXrrT1yddpT1DKtJu/8amPCb673V3NWTrXazk8CDdYdhWGrrUxpo4/e4mpzvMl3B0yqh0C36wx8PJXIi5Qu+j+dF/Uciohcw/4+bWPebgj0gvtvMAjzBcMw+G6/jWdW2diVAMHeuO0llMsX5AVnn3JODq02G0v3we/H4faK0Lpa3jM+TNO86qurFnbM1YdsrD5sUj/CoPN1Bp4W97HSskzm7jI5lATtq0OjCufery3H7PNdo4Kg1/UGvpeQ3L23wcaYjfbHoVjP+0Z0W0VY08sDL49Lf82/HTN5dKWV9XH2+altqhoMamA4tTFPpqkVFUUKifFKqkuZ+ZZ/EbSk+FJy6EZsbCxjx45l69atJCYm0qFDB0aOHFnUzSq1pkyZQkxMDIsXL6ZixYpF3RwAVq5cyaeffsqhQ4fIyMhg8uTJREdHF3WzRK7InydtLNgDYb7wwA0GiRkwfouN2TtN4s4bYWMx7N9LPYxLW8RFrszRIRYiAy1kZJs8vcpGzDbTKSn5d01oWtkgy2bQqw5UCzEcSdnCPfYFc+JS4KaysKCzB9VCLj+RsJkmlktIQE6m2nh3g8kXO0ziU6FxBfiolQc3V7Cfa7WZGIb9Xry7xNFqMzmcBLN3mnhbTO6/waBCoHOilGU16bzAyrcHzpWV94fvu1toUM657qlUG40+t3Eo6VxZtWB4qK6Bh8Xk9Z/PlVsM+7/lppVhficLob6uCdr83Ta6L7bl+vqbVoI21Qzuu8FCzVDX13cy1eSLv0xSsuDfNU1af+X8fypHxQCY2d5CyygLKZkmX+40iU2GjjUNGpU3OHTWypwtmZjzf+G+L+dQxdcKo3pj7X83Hm6S5Ev5+Z3NMJn1l8mxVJOu11m4sawSThHjVTfJ4ZtKDs932cnhkSNHmD59Olu2bCE+Ph5vb2/Cw8OpV68eHTt2LBVfoAcNGsSePXsYMGAA4eHhVK5cmQYNGlzSuenp6fTq1YvY2Fh69OjBiBEjXOps27aNqVOnsmvXLs6cOUNERASNGzemX79+VK5c2VHv6NGjdOrUyW2cGjVqMHfu3Euqm+PNN9/k3nvvdexnZmby2Wef8e2333LixAnKlStHx44d6devH56eBTvsadOmTWzevJn777+foKAgp2PFLTk8ePAgPXv2pEGDBrRv3x5vb2+aNGlCeHh4ocQ7evQoS5YsoUWLFtSpU6dQYkjJlfPl+8IvgllWk/l7TP44aXJrpEGHmq5ffOOSbXRdZOPX8x79UN7fPuwxK/fvw1LIPAz47SELMdtMPnQzLPVCXhYY1MDgucYG1WKcf3AWA6a0ttC/vsHXe0y2njCJDIATKSYhvgYP1jUo63/u38bZDJNeS2x8f9DE3xNevtXgpnIGa4/YqBsOTSsZzNttsDneZPVhe0J4oUAv6FEbVhyEI8n2Nvh7QseaEBUE9SIM6obDU6tM1sW6nl8/HAY2MOhb38KYjVbeXZ/7zQhfT7irCrzb1EKNUCg3yUZqdp5vmds27+hvoaw/LD8AG+JM/DwN3ltvI+kSrze4AXx497mexM3xNlrOtZF0ib3qXhb4oYfBYytN/jh1rtwDsJ5fLzuLQb+sYGf5yvxQ+0Yi/AzurAj9brTQsgr0WGyy8tC5n98LTTwc55qm/UZDciZEf27l7zPnrtu5Fizo7Em2zcTDcE3mc/tdI1KaKDnM22VlADt27GDQoEF4enrSvn17atSoQUZGBocPH+bXX3/F39+/xCeHmZmZ/Pbbb/Ts2ZM+ffpc9vmTJ0/m9OnTuR7/+eefefrpp6lcuTI9e/YkNDSUv//+mwULFvDjjz8ye/ZsypUr53ROy5YtadmypVPZhQlWWFgYb7zxhtuY7733HhkZGdx2221O5S+++CJr1qyhU6dONGjQgG3btjF58mSOHDlS4D2lmzdvJiYmho4dO7q0vbjZvHkzVquVZ599luuvv77Q4x09epSYmBgqVqyo5LAUstrsX9a8zxualmW1fwnLbdgcwJl0G0+tsvdKWIAH6xp8co/9Qe3p2SbdFtn4dn/ON2oTf08bk1rZezj2JZr0XWZjQ7zrdY+5+bIvV5fVhEaf28i+xAQ9ywYTfzf56HfXDMpmwitfneKdX8PYf/bCoybDVpu0rmpjYAPYEAff7LOvuAqQnAUv/s8ETKdznPddJWfB1POeHWkz7WVf7jz/Grn745Q9cXx6lTWPmpCeDd/uh2/32/D1sK8YeyWSs6Dqx7YL4l1e9/iUbTBlm5UK/tD1Ovjsj8trT5YNms1xjXnhJbI8vZjYtJ1j/2QaLPwbFv5tw/O8Xv2cn9/+M9mU8TWITzFZuBfOZkJZP9f/6wv3QviEbBLS7cObm0RC7+sNUjJNZvwF20/aE9iBNxq8chvM3mm/ZudaBvUi3A/RXRdr8u0+G9VC7L3cfp7GuWG4a/8k65vf8KpdAe5vSrqXt9trpGebTuUX/n68lN+XIpdM/4zydFnJYUxMDOnp6cyaNYvatWu7HD958mSBNayoJCQkYJomwcHBl33uzp07+fLLL3niiScYN26c2zqzZs3CYrHw2WefERoa6iivWbMmb731FitXruT+++93OqdWrVq0a9eOi/Hz83NbZ9u2bSQnJ3P33Xc7xfvpp59Ys2YNDzzwAM888wwAnTt3JigoiC+++IIuXbrwr3/969JeeAmTkpJCQEDuK1OdOmW/pXsl/waKo7xer9ilZJrM/Mtk/xmTttUMWkTZe1uOpZjM+NMkKdOk1/UW6kXk/sny+3GTr3bbCPc1eKiewaTfTUZvsJGaBQ3Lw7wOBqM3wtQ/TEzTPtxtXicL4X7nenY+3W7l+TWmY1GTHJ/9YfLLUSupWXAwCRep2dDvO5N+313ht2e5qi41MTyf21NME29rlpvE8JwVB+1bcXO5I5evNDG80ni5iU+FSVsL6GKXyV0P68fb4MJXl9tNoJzfK0lZsPIQrDzkfF6mFcZtMflgC5j/XPOtX+1/tqgC0+/1YG+iyfcHTDbHm6w8lHOmyZDvwWKBeuEwbus3tHh/Ol7Ayutu5NGD9dgbXJby/vBstEGPOgZj1ltZ8DccTTEo4wtdrzPItJrM2QWeFhha+SzH9iUyi0p4eRo83siDd5vZb5D9dMTkm302ooIN+tQ1CNQKwAUmMd1kxg6T+BSTLrUsNI4sbe9taXs9Be+yksNDhw4REhLiNjEEiIiIcPw9Z5jjwIEDGTx4sFM9d8MIR44cydKlS1m5ciXjxo3jf//7H1lZWTRu3JgXX3yRiIgIvv76a2bNmsXRo0eJjIzkiSeeoEWLFpfU9sTERKZMmcLatWs5deoU4eHhNGvWjMGDBzuSppw2gD0RjomJAbik+WZWq5W33nqL2267jbvuuivX5DAlJQUfHx+X3rOc987Pz8/teRkZGZimia+v7yW93hwLFy4E7Inf+ZYvXw7Afffd51R+33338cUXX7Bs2bJLSg6PHj3KRx99xPr160lKSqJcuXK0adOGhx9+2NHW89/X84e+XvhvIzMzk4kTJ/LNN99w+vRpqlWrxuOPP86dd97pEvf7779nzpw57NmzB6vVSq1atejTpw+tWrVyqhcdHU2HDh1o164dU6ZMYffu3dxwww18/PHHbl/P+T/nnLZGRkayZMkSAJKTk/nss8/48ccfOXbsGAEBAdxyyy089thjTkOCU1JSmD59OuvXr+fIkSOkpqZSvnx57r77bgYOHOh4b5YsWcKoUaMAGDVqlOPvjRo14uOPP3Ycd/dvcNCgQcTFxTnaBtCxY0ciIyMZNmwYEyZMYPv27YSEhLB48WLA/n84JiaGDRs2cObMGcqWLUurVq0YNGiQ07+9+Ph4pkyZwsaNGzl16hSBgYFUqVKFrl270qFDB7fvXUmWkW3SdLaV347b90dvMBnTHHrUMbhlptXxRevdDVaWdrXQxs2CIfN32+i5xIbNBDB5Z739jn+OLceg7jSTjPO+4K46DHU+tbH7YYMyfgYL99h4ZHnuX2FzenxEHAyDw2Hl8q4n+GWkk+ZzeZ+hxVVQeipJPn6FtnCNu99Cqw9D89lWDuRyI8IG2Gyw9QR8tzOLFkCirz9dHhpOsq/98+VYKjy/xsbrP2SS5uXjODchHT7Zfi6qkZ7Je/sCMQ37TdpMK7y30aRWmElGtskTP+bcKjGZ9Dusf8ADfy996c+vxHST6JlWx7Nq311vZfq9FvrU02PRryWXlRxWrlyZgwcP8uOPP3LXXXcVSoOefPJJypUrx5AhQzh8+DBz5szhueeeo2XLlixYsIB///vfeHt7M2fOHEaMGMHXX39NpUqVLnrN5ORkBgwYwOHDh+nUqRPXX389u3bt4quvvmLjxo1Mnz6dgIAAunbtSu3atRk7dqzTUM7q1avn2e5Zs2Zx4MAB3nvvvYvWu/XWW9m+fTsjR46kT58+jmGl48aNo3r16rRp08blnC+++IJPPvkE0zQpX748HTt2ZMCAAXh7e180VmpqKitXriQyMpImTZo4Hfvzzz8pV64cFSpUcCqvUKECZcuWZceOHXm+5ri4OPr27UtycjLdu3cnKiqKzZs3M3XqVLZu3cqkSZPw9PSka9eupKSksGrVKoYNG+ZIxq+77jqn640cORJPT08efPBBsrKy+PLLLxk+fDhff/2101zESZMm8dlnn3H77bczZMgQLBYLq1at4oUXXuD555+nZ8+eTtfdsWMHP/74I507d84zsXnjjTdYtWqVU1v9/e1j0XP+HcXHx9OpUydq1KjByZMn+eqrr+jXrx+ff/45kZGRAJw4cYJFixZx11130bZtWzw8PNiyZQszZsxg165dTJgwAYCGDRvSv39/pk6dSpcuXWjYsCEAZcqUyfP9z82xY8d49NFHadWqFXfddRepqfbM5q+//mLIkCEEBQXRtWtXypUrx+7du5k9ezZbt27l448/xtPTk+zsbB5//HFOnDjh+LkmJyezd+9efvvtt1KZHC7YazoSwxxv/WojLtn5DnyWDd78xeY2ORz5c05iaHd+Ypgjw03Px6l0mPanybBog5d/0kRAkcIQmpZCot/VH0Fx/bEjPPDbTxwIK8unTe7O9/VuObSHT+ZN5sb4w+wNL8+jXQeysvalrYlQEHJLDC+0onYD3l02i9U16zkSQwfDcEoM3Un3cv/9ZsnfNn456lz2x0mYt8ukb30lh/k1/U/TkRiC/SbB6z/bSldyqH8mebqs5PDhhx9m/fr1PP/880RFRfGvf/2LevXqcfPNN19SAnUp6tWr57KIy6xZszh+/Dhz5swhMDAQgMaNG3PfffexYMEChg4detFrTp8+nUOHDjFixAh69OjhKK9duzbvvfceM2bM4NFHH6VBgwZEREQwduzYSxrKmSM2NpYpU6bwyCOPULFiRY4ePZpr3f79+3P69GkWL17MsmXLHOV33HEHb7/9ttPwP4vFQuPGjWnevDmRkZGcPn2alStX8sknn7Bt2zY+/PBDPDw83IUB7L1rqampPPjgg1gszv+xT548mevPrGzZshw/ftztsfNNnDiR06dPM27cOEfvXo8ePfjggw/4/PPPWbp0KZ07d6ZBgwbUqlWLVatW0aJFi1wXnQkNDeX99993TJKPjo6mb9++fP31146f8c6dO/nss8/o378/jz/+uOPc3r178+yzzzJx4kTat2/v9D7u27ePiRMnuiTI7rRr147Dhw+7bevkyZOJjY1l6tSpTr3nHTt2pHfv3kyZMsUxV7NSpUp88803Tgv79OzZk48++ohPP/2UP/74g/r161O5cmWaNGnC1KlTadCgwSX/m7uY2NhYXnnlFZfe4jfeeIOIiAhmzJjh9P7ccsstPPfccyxbtoyOHTuyf/9+Dh48yBNPPEHfvn3z3Z7CkpCQQEBAAD4+9i8ZycnJmKbp6JXPzMwkKSnJaSGhuLg4RwJ//n68m9UFEzNg/+lMwPlLSmzSuQTu/BjurnGpjpzJBrxJybrya4jkh09WJhm5fCEv8UxbkSSGgelpbPrgBQKyMhnZukfuFS94dMUth/awNbKqy8/D05rN19PHUOmsfV2DWqeOMX/G/xH2xmfYLBd8FzBtYBTdF/qAzAwAohJdpxsZpol5hT2elQINTqXZuPAb/q74s1A/1LF/4e/6+Ph4ypcv7/h+UZCfH6UpRnyKa59xXLJJRkZGgb4OKd4u6zdHgwYNmDlzJh06dCA5OZklS5bw7rvv0qNHDwYOHMiRI/l/+vGFwxxzelLat2/vSAzB3usUEBDAoUOHyMvq1asJCwujS5cuTuVdu3YlLCyMVatW5avN//nPf6hUqRIPPvhgnnUtFgtly5bllltu4ZVXXuG///0vDz74IBs2bOCll14iO/vcsmkVKlTgo48+onfv3jRv3pzOnTszYcIEunTpwoYNG/j+++8vGmvRokVYLBa3q5imp6fn2vPo4+NDenq622M5bDYba9eupU6dOi7DPvv164fFYmH16tUXvcaFevfu7bR6Wr169fD393f6GS9btgzDMGjfvj2JiYlOW7NmzUhJSWH79u1O161du/YlJYYXY5omy5Yto2HDhpQrV84prp+fH/Xr1+fXX3911Pfy8nIkhtnZ2Zw9e5bExERuueUWAP744498tediQkJC6Nixo1PZ3r172bNnD23btiUrK8up/TfddBN+fn6O9uf8P9u8eTMJCcV3HGOZMmUcH1Zgb/f5w7VzVlI+34UfTjn7HWsaeF7w2/DuKIM+N7oOQete59yXsPNjdLnO9cuOj5vfsO4emdb9ei8A7rtetzTlClzJE6nOO6ds8hlWfzSS4NTkAmxU8eFlteKVfQVLnOZTsq+fo1ev6ukTuda7b8v/uO7EUTysVjrs2MyC6WPo8scGl3oNYw84EsMcwRlpRB/+26ksLDWJ51ctKoBX4KpmyKXV+6tsRZbe0IgGcQe5d+cWp2P14/L+3uZOOWsazze2cG9151+sHgb0aejcsAt/11eoUMHp+0VBfn6Uphidr7O4dKx1q20p8NchxdtlP6+gVq1ajt6RuLg4Nm/ezKJFi/jtt9949tlnmTlzJl5eXlfcoAuHiOb8A3TX2xQcHMyZM2dcyi909OhRbrjhBpfHM3h6ehIVFcXOnTtzOTNv3377LevXrycmJuaSHv8watQotm3bxpw5cxzzzlq2bEnlypV59913Hb1tFzNgwAAWLFjATz/95PRoivPt27eP7du3c9ttt7kMHQXw9fUlM9P9+tsZGRl5zm08ffo0qamp1KhRw+VYSEgIERERxMa6WcP8Is6fs3f+tc7/Ge/fvx/TNOnevXuu18lZUCZHVFTUZbXDndOnT3PmzBl+/fVXl3mNOS7snZ03bx7z589n37592GzOwwWTktysKFJAKlWq5NKjvH//fsA+33fKlCluz8tJBCMjIxkwYADTpk2jbdu21K5dm8aNG9OqVSvq1atXaO0uSjVDDb7qZGHEWhv7EqFdDYOPWlmIDDQY2wLe22hfrv6hugZv3OH+ntrYFhayrDbm7DIJ94NXb7XQtjr0WGxjy3H7IyTeutPCrf/f3p2Hx3S2Dxz/nplskkwWCRJbYolIiK32JZbaWkUstRNaVGmD8qtq376lb9VWSxdKXyRvbF1s0TbUUvtaimprK02ragmSkCAk8/z+SGcYM5EEySD357pyMc85c879nFnveTZ/6BNv5KfErLJ3G+loWCrr43hcQx1XbhqJ/llxKwNsfZ110mWtu+bqoPjyeL5dEvE4yakVxtai6ppGxcS/SXUuwrbZ/6bipfN0O7yHeQ+h6+Oj5paDI5H7NvO/2s3MZTqjEZ0ykqF/uMs23e2CW1bS0uPgDj5u2JYDZSw/M/WZGSz8Yhb6uxL84qnW/TdPe/mQodPhcNfnSdo/4yj77/2eBn+eoMfBnRjSr+OSmcEHTdtzzSlv4yx1WE9+VNodJjTR8XRZjSHrjXyXoCjikDURlrczJN7Vjf6iwZP2L7xhUab981fVT0enLauYVbsF1x0ccc+4SbLBgxJuGsNqaPyeAvMPK/PkOz5pVxl97VcGjqmNr5dGdFsdL28w8s0pRVkDvN9ER4iP/LD2MNTzz7q+43ZmraXapZLGJ08/QV1KQbqV5sIDvSv6+/vz3HPP0a5dOwYOHMihQ4f45ZdfqFGjhs3FcE0yM7Ofciy7bpLZledxmcaH6ubNm8yYMYNGjRrh4+PD6dOnAcxdMlNTUzl9+jReXl4YDAbOnTvHmjVr6Natm1Xy1bJlSyZNmsT+/ftzTA5LlCiBXq8nOTk5233i4rJ+NezYsaPN7b6+viQm2v4l07TmYUG7O7kyufsx1jSNjz76KNv9K1SoYHE7r5P43CuGunXr5qqr5aJFi5g5cyb169enR48e+Pr64ujoSGJiIuPGjbNKFrNzP68jW/U1xd+nTx+rJU1M7pyddejQoXTo0IHt27dz8OBB4uLiWLhwIf369SMqKipXsT9uOlbU0bGi9XNqZG0dI2vn/OHo7qQR/Yye6Lt+r9nTx/q++/raPp6zg8aslnpmtYSUdEXN/2VazEI5KAzmtNaj0zSUUhyOzrSYpMbVIWvihtKG3I8NEk++Kr4av140ou7oZqgZjVxw9+RKETcaDfsP3Q7t4pqDY9aMItm8t9ryIMtL5EbNYvB0AEzfj8WY3rzqPDiMahMWkapzxPtaKqtDa7MhOO8zcuu1rDpfy8h59lOHzEyeO7IfgCIZt9g5+20WDR3CnNpN2H8+a59MvQMbgqrR5vjt6U9v6vWsrmI9Cd45D2+mN3mO17esNpctqtOUC+XK0rW0xtvVAinfJQbSs3r+DNqzkfl1WlgkhzpgcHUNR51i7iG4ecdHkcEJugdnJQP7zsOW04qwYtCuvGax9uHXna2/j/2cqPj2lKKMB3QJ0th/Hrb8pSjjDknpCoVGt2ANPzcNKAeR3oz/ckfWc61bQyhm2ajwel3FihMKbxfoFuyFwamReVtxN43lHbMfUiMeTGRVHZFVn7CEUOTJQ/nJTNM0qlatyqFDh8yJkemL5pUr1t9Q8tqi9KBKlSrFH3/8QUZGhkXrXkZGBn/++WeOE9pkJz09naSkJLZv38727duttq9Zs4Y1a9YwfPhw+vbta742thID0xf9eyXOJmfOnCEzMzPbSUtu3bpFfHw83t7e2c7mWqVKFdasWcO5c+csWhbPnTtHYmIi4eHh94zB29sbNzc3Tp06ZbXtypUrXLx40WJc3r2SnLwoU6YMO3fuxM/P76GNc80Nb29vDAYDaWlpueqiGh8fT8mSJa2S2J07d1rte69rc6/X0d9//52r1mq43Xqq0+ly3cW2dOnS9OjRgx49epCens6rr75KbGwsffr0eaAJc0TueDpr/DxAz7LjiovXoWNFjQpet58rmqZxuL+er08qjl2GpwM0avtlbb90XRH4WSapd4xh1Hh4U/mL/FWsiGVLjK8LXLx3T38gK3Ep/s9SAZ7OGmm3sn75L23QeHVlKp+cvJ0kdHBL5u1+viw5ovguwYv53s9QqwRsbKRjxfGsL+ZncxhHG+YL+/vqeXObkQ/2WT+79Bp4uWQldfX8shafz8tzUAO29NRjcNLoFmyk/hLjfSWIFb2gffPiJDWI5KvjiluZsChYY+4hxTs7cz8JVPMyMLe1niBvjV8vGXkq1njPxNgIxD4Vzot7N3HTwYED7Vsy8MPmDASm7s3k9a1Zlenb8xVmrZzPs0cOcMqnOGOf6UVCUcsfaF30Wdfx3U592FK9Fi9dO0HbTuXo80xN+pg/QyrBsU9g2S6Mzo60SavHGaPlWMvvuupo+c+EWuMaKvP1eD5Yo4Tb7feXRqWgUancf25XLaZRtdjt/RuWwtwjwqYSXvBqu2w3l/fSGF1HmnhEPsinGX6fJHlKDnfv3k3t2rWtvpDeuHHDPF7J1M3Qzc0NHx8ffvjhB5RS5i/Af/31V57Hoj2opk2bEh0dzapVqyy6I65atYqkpCQ6d+58X8ctUqQIkyZNsipPTk5m0qRJNGzYkA4dOphn5QwICECv17N582aGDRtm0WfbtBxBaGioxXHuXJsQshLL2bNnA2SbwG3ZsoWkpCR69+6dbfLQpk0b1qxZw9KlS83rHAIsXboUINvuqiY6nY4mTZqwdu1adu7cScOGDc3bYmJiMBqNFompacbPK1euZDshTW48++yzfPHFF8yaNYvJkydbtSiblil52HQ6HW3btuWrr75iw4YNNruWXr582Zw06fV6tH9ad0wyMjKIiYmxup/p2tjqIm1K6vbu3WsxQ/DatWtJTEzMdT/+4OBgKlSowPLly+ncubNVF96MjAzS0tLw9PQkNTUVFxcXi+eOs7MzgYGB/Pjjj1y5ckWSwwLi6pi1XmJ29DqNCBtjHX2KaMR30TN6cya/XoLmZTXebaix62xWK3IRB42/UxU/nFNs/gv83eDqTTjzZA45e+SUdMuazbZacTiZBElZc3eg1+CL5zQ6V9Kx/g/FoQvQpLRGHT/49pTieBL4ucHM/UYOJ2YlH6b1Er1dYEt3PWHFbD9fPu7kTpc/jfxwDur6azQtk5V8POUH0+7at0VZ+KRl1rqdURsz+eFcVmv0lKY6gr011vyuKOcJHSpqOOg0pjbT0zVYsfW0oryXIukGpGdqdKlkainKcuSSIv6UIsAjq0v161uN/HwxKxF5uixM3ps1ey9kJYYzmmsY/lm/ro6/jhUd4a1tRk6lQBEHLNYC/Vd9jcRrMPen2++5Oi3ruJ+2yno/LloEXqp+O55/N9RoU05jyl4jK05kn3UWdYGEQToMdwwiDvXR8X13jdc2ZXI4ESp6Q4cKGrVLwOD1ivPXwKjX80a7PrzRrg8asLfP7c+r/6urJyJIMfuAkTW/ezJgwGs0LKUxoAqc3qtwSYay7lmP/zPlNTpUuGNxear982dDyaIQ1Q4dsOySYuiGTHb/DaUMMOvp24khQNEimsX1EEIIyGNyOH36dFJSUggPD6dixYq4uLhw/vx51q5dy59//km7du2oWLGieX/T7IxRUVE0bdqUixcvsnz5cipUqJCrpRIelsjISDZu3MiUKVM4duwYwcHBHDt2jLi4OAICAujXr999HdfBwcFmkmCarbRUqVIW2z09PenZsyeLFi2id+/eRERE4OHhwaFDh1i7di2lS5e26FI6YcIE0tLSqFatGiVKlCA5OZnvv/+eI0eO0LRpU55+2vbYENOadvfqntq4cWOaNGnC4sWLSU1NJSwsjMOHDxMXF8czzzxDjRo1cqz/sGHD2LNnD6NHj6Zr166UKVOGH3/8kfXr11OrVi2LJQ+qVq0KwEcffcQzzzyDk5MTFSpUsHi+5EaVKlUYPHgwn332Gb169aJly5YUK1aMixcvcuTIEXbs2GExMczDNGzYMA4dOsTYsWPZuHEjYWFhODo6cvbsWXbs2EFISIh5PO7TTz/NJ598QlRUFM2bNyctLY3vvvvOZrJerlw53NzcWLZsGS4uLhgMBooWLUqdOnUIDAykbt26rFixAqUUlSpV4vjx42zevJkyZcpYTGB0L5qm8e677/Lyyy/Ts2dP81IcN27c4K+//uL777/nlVdeoX379uzbt48JEybQokULAgICcHV15ciRI8TFxVG1alUCAwMf4lUV+aVJaY09fSyfbzVKZL9/plHxzSnF4UTFoUTF5j9z11ol8qZxKdjcXY9el/WlPCVdsfy44pYxqzuer2tWeetAjdaBt+/XoeLtL/F9QrO+4F9JVyyzcd/sNCuro1kehmDXKK6xtaf1e1aor/V56vlr1MthsewQH81ibNiu3pZd116tpVh54nZLeVkPy+Pd3fX7+z+NHLyQ1cJlOvcLYYrtZxTVi0GLslqOvVbq+WssfFbHn59nsu+frp6mFtirN6F+SY2ZzXUYnK2P06Ckxq7e1tendTnF0iNG5h1W/HoJSrrDvxvozC37JkHeGjNa6Jlx1/17hvJQhPhobOqev2MqhRBPnjy9a7z22mts2bKFgwcP8v3335Oamoq7uzsVK1YkMjLSaoZE0xp48fHx7N+/n3LlyvH2229z5MiRAk0O3d3dmT9/PnPnzmXr1q2sXr0aHx8funTpwksvvWQxrX9+Gz58OAEBAaxatYro6Ghu3rxJ8eLF6dq1K4MHD7aYkbVRo0bEx8ezcuVKUlJScHJyonz58owZM4YuXbrYHHN37tw5du/eTbVq1XLsdjlp0iTmz5/PmjVriI+PN68v2b9//1zVxd/fn5iYGObMmcOaNWu4evUqJUqUYMCAAbz44osWiVCNGjV49dVXWbFiBe+99x6ZmZkMGjQoz8khZC3+Hhoayueff87SpUu5fv06RYsWpUKFCowePTrPx8std3d3FixYwKJFi1i/fj1bt25Fr9dTvHhxatSoYZGM9+3bF6UUcXFxTJs2DR8fH1q1akWHDh0sllOBrDGCEyZM4NNPP2X69OncvHmTWrVqUadOHSBrCYqpU6eydu1a4uPjqVmzJnPmzGHixImcPXs21/EHBwezePFioqOj2bp1K8uXL8fNzQ1/f3/at29vPl9QUBDNmzdn//79rF27lszMTPz8/BgwYECuZuQVjye9TqNjRY2Od7wkz1xVTNht5NND0iE1O3oNMnN5eVoFwJoutxNDyOo+/ELY/bXeeDzAfR9FLg4aPUNyX58WZXW0uCvZreuvUTeHJPVuro4aO3vpWX1ScTYVnqugEeh5/9fVxUFjQJieAWH3fQghRH55ct4y842m7DmjixBCiEfef38yMmmPkcs3oGVZiH5G442tMOug9ceHwTFrLNrO3P9u8dhy0kHPEI3//ZLzx2iH8oq4zvc/k7cQQogHp71r3SVG/fvBJy58kkh/AyGEEPc0qJqOQdUseyp80hLCSxt5f4+RxGsQVgyer6TRrbKO/+zMLBTJ4UvVIaqWju8SMjn3z+Qt/m7g4QQnkkGHohjJdHXZw7T2bewaqxBCCJCmw5xJciiEEOK+dKuso1tl6+7t5b1ynhs1L90xC5KrQ1ZyV84LEq/Bb8mW23UaeDplJYbvNc7qInr8RT2rf1PotKxJSdz+mUTl1q1bREevLPA6CCGEEPdLkkMhhBAP1QthOv61PdM88ySAoy5rseybRmhXHhqVhKEb732cUJ+s33hNs6im3YJbuV95AAAHDfNi2veiAc+VhwVt9eaJXYxKsT5BcSpZoTQo6qLRvvzt5M/E4KTRO1R+jRZCiEeevFXnSJJDIYQQD5WTXuP4izr6xhvZcxZCfGBKUz0NSt7+VH57eybZtS5qwM5eeuqXtPwUzzQqBq8z8s1JRabKWsahhBu801BH5LdGbM3d+0x5eDFMx96zivf32D5fpyBY0EaPl4vl+XRa1lIHQgghRGEhyaEQQoiHrmgRHd92se5yalLVN/uup6UNWCWGkDWj6vy2ehv3gIm7jfx8ybq8Z2XtnyUQ4FRKJp8fvX1OHxd4u4HG8KdsH1MIIYQobCQ5FEIIUeA6B2k8Uy5rQfW7ja2XfVKZnW7BGj/vtDxW1myitxO/pc/pGV5LcSJJ0aKsRimDtAoKIUShIm/7OZLkUAghRIFz1GvEd9Gz7S/Fl8eM7PpbkWHM6gL6co28J4ej6uj46ngmhy/+c3wdbOxmfZz6JTWbrZJCCCGEkORQCCGEHTUprdGk9IN363R11DgUqWfLacWlG9A6UMPgJEmgEEIIkReSHAohhHgiaJpGs7KSEAohhMiGJp8ROcl73x0hhBBCCCGEEE8caTkUQgghhBBCPPmk4TBH0nIohBBCCCGEEEKSQyGEEEIIIYQQ0q1UCCGEEEIIURhIt9IcScuhEEIIIYQQQghpORRCCCGEEEIUBtJ0mBNJDoUQQgghhBBPPskNcyTdSoUQQgghhBBCSHIohBBCCCGEEEKSQyGEEEIIIYQQyJhDIYQQQgghRGEgYw5zJC2HQgghhBBCCCEkORRCCCGEEEIIId1KhRBCCCGEEIWBdCvNkbQcCiGEEEIIIYSQ5FAIIYQQQggh7jRu3Djc3d3tHUaBk26lQgghhBBCiCefJv1KcyIth0IIIYQQQgghJDkUQgghhBBCFAKajb/7dPjwYdq0aYObmxuenp507dqVP//807z9xRdfpEmTJubbFy9eRKfTUadOHXNZamoqjo6OfPXVV/cfyEMm3UqFEI8dpRRXr161dxhC3NOtW7e4fv06AFeuXMHR0dHOEQkhxKPBYDCgPcZdPE+fPk14eDgVKlRg0aJF3Lhxg7feeoumTZvy008/YTAYCA8PZ/Hixdy4cQMXFxe2bt2Ks7MzBw4c4OrVqxgMBnbu3ElGRgbh4eH2rpKZJIdCiMfO1atX8fT0tHcYQuTaiBEj7B2CEEI8MlJSUvDw8Cjw86rRDyf1mTFjBrdu3WLdunUULVoUgJo1axIaGkpMTAyvvvoq4eHhpKens2fPHpo2bcrWrVvp1KkT69atY8eOHbRt25atW7dSqVIlSpQo8VDiehgkORRCPHYMBgMpKSn2DiNXUlNTadeuHd9++22hnPVM6i/1L8z1B7kGUn+pv636GwwGO0b14LZt20aLFi3MiSFA5cqVqV69Otu3b+fVV1+lXLlylC5dmq1bt5qTwyFDhnD9+nW2bNliTg4fpVZDkORQCPEY0jTNLr843g+dToder8fDw6NQfjGQ+kv9C3P9Qa6B1F/q/yTWPykpiRo1aliVlyhRgsuXL5tvm5LCK1eucOjQIcLDw0lLS2PZsmWkp6ezd+9eBg0aVICR50wmpBFCCCGEEEKIXCpatCgXLlywKj9//rxFa2J4eDi7du1i8+bN+Pr6UrlyZcLDw/nhhx/YtGkT6enpFpPWPAokORRCCCGEEEKIXGrcuDEbN24kKSnJXHbs2DF++uknGjdubC4ztRROnz7d3H20Ro0aFClShEmTJlGmTBkCAwMLOvx7km6lQgiRj5ycnBg0aBBOTk72DsUupP5S/8Jcf5BrIPWX+j/O9c/MzGTZsmVW5cOHDyc6OprWrVvz1ltvcePGDf71r39RtmxZ+vfvb96vcuXKFC9enC1btvDRRx8BoNfradSoEWvWrKF3794FVZVc05RSyt5BCCGEEEIIIcSjYty4cYwfP97mtoULF1KtWjVGjx7Njh070Ov1tGrViunTpxMQEGCx7/PPP8+yZcs4ePAg1atXB2Dy5Mm88cYbzJ07l8GDB+d7XfJCkkMhhBBCCCGEEDLmUAghhBBCCCGEJIdCCCGEEEIIIZAJaYQQosBkZmayaNEitm/fzqlTp1BKERQUxJAhQ6hZs6a9wysQu3fv5uuvv+bnn3/mzJkzPP/884wZM8beYeWLhIQEpkyZwk8//YSbmxvPPvssQ4cOxdHR0d6h5bvTp0+zcOFCfv75Z06ePElAQABffvmlvcMqMBs2bCA+Pp6jR49y5coVypYtS/fu3enQoQOaptk7vHy3fft2YmNjOXXqFGlpaRQvXpymTZsyePDgJ2qtu9y6du0aXbt25cKFC8TGxhIaGmrvkPLV119/bXOsXmRkJK+++qodIhJ5IcmhEEIUkPT0dGJiYnjuueeIjIxEp9OxcuVKhgwZwieffEKdOnXsHWK+27VrFydOnKBWrVpcuXLF3uHkmytXrjBkyBDKli3L1KlTuXDhAjNmzODGjRtPbDJ8p5MnT7Jjxw6qVKmC0WjEaDTaO6QCtXjxYvz9/RkxYgTe3t7s2bOHCRMmcP78+Udu8on8cOXKFapUqUL37t3x9PTk5MmTfPbZZ5w8eZJZs2bZO7wCN2/ePDIzM+0dRoH7+OOPLX4MKFasmB2jEbklyaEQQhQQZ2dn4uLi8PDwMJfVq1eP7t27s2TJkkKRHA4fPpyRI0cCsG/fPjtHk3+WL19OWloaU6dOxdPTE8hqOZ48eTIvvPDCE/8lKTw8nGbNmgFZM/79+uuv9g2ogM2YMQMvLy/z7Tp16pCSksLixYsZOHAgOt2TParn2Weftbhdu3ZtnJycmDBhAomJiU/88/9OCQkJfPXVV4wYMYKJEyfaO5wCFRISYvE6EI+HJ/vdSQghHiF6vd4iMTSVBQUFkZiYaKeoCtaT/qXYZOfOndStW9ecGAK0atUKo9HI7t277RhZwSgsj3N2bH0hDg4OJi0tjevXrxd8QI8A02vh1q1bdo6kYE2ZMoUuXbpYLW8gxKOqcL97CyGEnWVkZHD48GHKlStn71DEQ5SQkEBgYKBFmcFgwNfXl4SEBLvEJOzr4MGDFC9eHDc3N3uHUmAyMzNJT0/n6NGjzJs3j/DwcEqWLGnvsArMhg0bOHnyJAMHDrR3KHbRrVs36tatS8eOHYmOji6UXWsfR9KtVAgh7Cg2NpbExER69epl71DEQ3TlyhUMBoNVucFgeKLHWgrbDh48yLp16xgxYoS9QylQ7du358KFCwA0bNiQCRMm2DmignPjxg1mzJjB0KFDC90kPL6+vrz00ktUrVoVTdPYsmULn376KRcuXCgUY64fd5IcCiHEA0hNTeXixYs57leqVCmrWSp3797N3LlzGThwICEhIfkVYr56kPoLURicP3+esWPHUrt2bXr06GHvcArUhx9+yPXr1zl16hTz589n5MiRzJo1C71eb+/Q8t38+fPx8fGhQ4cO9g6lwDVo0IAGDRqYb9evXx8XFxeWLFnCiy++iK+vrx2jEzmR5FAIIR7Ahg0beO+993Lcb9myZRbdDI8ePcqYMWNo27YtgwYNyscI89f91v9J5+HhQWpqqlX51atXrcadiifX1atXiYqKwtPTkylTphS6sZhBQUEAVKtWjdDQUHr16sWmTZto2bKlnSPLX2fPnmXRokVMnTrV/D5gGmt67do1rl27hqurqz1DLHAtW7Zk4cKFHDt2TJLDR5wkh0II8QAiIiKIiIjI031Onz5NVFQU1apV4+23386fwArI/dS/MAgMDLQaW2hqZS1MSXJhduPGDUaMGEFqairR0dGFrmvh3YKCgnBwcOCvv/6ydyj57syZM9y6dctmN+IhQ4ZQtWpVYmJiCjwuIXJDkkMhhChAFy9e5JVXXsHPz4/Jkyfj4CBvw0+ihg0bEh0dzdWrV81jDzds2IBOp6N+/fp2jk7kt4yMDMaOHUtCQgL//e9/KV68uL1Dsruff/6ZjIwMSpUqZe9Q8l1wcDBz5syxKDt+/DjTp09n7NixVKlSxU6R2c+6devQ6/UEBwfbOxSRA/lWIoQQBeTGjRtERUWRnJzMqFGjOHnypHmbo6MjlStXtmN0BePs2bP88ssvQNb1OHPmDBs2bAB4orqadenShS+++IJRo0bxwgsvcOHCBT788EM6d+5cKNZ4u3HjBtu3bweyHvO0tDTz4/zUU0/h7e1tz/Dy3eTJk9m2bRsjRowgLS2Nw4cPm7cFBwfj5ORkx+jy3//93/8REhJCUFAQzs7OHD9+nIULFxIUFGRe//JJZjAYqF27ts1tISEhT/x7/SuvvELt2rWpWLEiAFu3bmXlypX06NFDupQ+BjSllLJ3EEIIURj8/fff2U5O4O/vz9dff13AERW8r7/+mvHjx9vctm/fvgKOJn/9/vvvTJ06lUOHDuHm5ka7du0YOnRooZiY517P9Tlz5mT7xflJ0b59e86ePWtz2+rVq5/45RxiYmJYt24dZ86cwWg04u/vT4sWLejTp0+h7V67b98+hgwZQmxsLKGhofYOJ1998MEH7Ny5k/Pnz6OUomzZskRERNC9e3c0TbN3eCIHkhwKIYQQQgghhKBwTZslhBBCCCGEEMImSQ6FEEIIIYQQQkhyKIQQQgghhBBCkkMhhBBCCCGEEEhyKIQQQgghhBACSQ6FEEIIIYQQQiDJoRBCCCGEEEIIJDkUQgghhBBCCIEkh0IIIcQ99e/fH03T7B0GAD///DMODg6sX7/eXLZ582Y0TSMmJsZ+gYlHQkxMDJqmsXnz5vu6vzyXbDt48CA6nY4tW7bYOxQh8p0kh0IIUQidOnWKwYMHU7lyZVxdXfH29iYkJITIyEg2bdpksW9gYCBVq1bN9lim5OnixYs2tx85cgRN09A0jW3btmV7HNM+pj8XFxeCgoJ47bXXuHz58v1V9Anz2muv0ahRI1q1amXvUApEQkIC48aN4+DBg/YORRSQ5ORkxo0bd98J7v2613OtRo0aREREMGrUKJRSBRqXEAXNwd4BCCGEKFj79u2jadOmODo60q9fP6pUqcL169c5ceIE69atw2Aw0Lx584d2vvnz52MwGChSpAgLFiygSZMm2e5bo0YNRo0aBcDly5eJj49nxowZrF+/nv379+Pk5PTQ4nrc7Nq1i/Xr17Nq1SqL8vDwcK5fv46jo6N9AstHCQkJjB8/nsDAQGrUqGHvcEQBSE5OZvz48QA0a9aswM6b03NtxIgRNG3alPj4eNq1a1dgcQlR0CQ5FEKIQmb8+PFcu3aNgwcPUr16davt586de2jnunXrFgsXLuT555/H09OTzz77jI8++giDwWBz/1KlStGnTx/z7aioKNq3b88333xDXFwczz///EOL7XEze/ZsfH19efbZZy3KdTodLi4udopKiMKhSZMmBAYGMmfOHEkOxRNNupUKIUQhc+LECXx8fGwmhgB+fn4P7Vxff/01Fy5cIDIykv79+5OWlsYXX3yRp2O0adMGgN9++y3bfT799FM0TWP16tVW24xGI6VLl7ZoDVi3bh3du3enfPnyFClSBC8vL1q3bp3rMUXNmjUjMDDQqjwhIQFN0xg3bpxFuVKKTz/9lKeeegpXV1fc3d1p3ry5VRfe7GRkZLBq1Spatmxp1UJoa5zYnWWzZ88mODgYFxcXwsLC+OabbwA4fPgwbdu2xcPDAx8fH6Kiorh165bNep46dYqOHTvi6emJh4cHnTp14tSpUxb7Go1GJkyYQHh4OH5+fjg5OVG2bFlefvllLl26ZLNey5cvp1mzZnh5eeHq6kpwcDBRUVHcvHmTmJgYcwv2gAEDzN2Nc9OalJCQQN++fSlRogTOzs5UqFCBN998k2vXrlnsN27cODRN49ixY7z55puULl0aZ2dnqlevTnx8fI7ngdvj/DZu3Mi7775LQEAARYoUoV69euzevRuALVu20LhxY9zc3PD39+c///mPzWOtWrWKRo0a4ebmhru7O40aNSIuLs7mvv/973+pXLkyzs7OVKxYkZkzZ2bb5TElJYUxY8ZQsWJFnJ2dKVasGD179rR6DPMqt9f5XuN2NU2jf//+QNbztly5ckDWj1imx9z0Wrvz9bV06VKqVauGi4sLZcuWZdy4cWRkZFgcO7ev09w81zRNo02bNqxdu5bU1NQ8XikhHh/SciiEEIVMhQoVOHbsGCtWrKBz5865uk9mZma2YwrT09Ozvd/8+fMpV64cTZo0QdM0atasyYIFCxg4cGCu4z1x4gQAvr6+2e7To0cPRo4cSWxsLB06dLDYtnHjRs6cOWPurgpZXwYvX75Mv379KF26NGfOnGHevHk8/fTTbNq06Z5dX+9H3759Wbp0KV27dmXAgAGkp6ezePFiWrVqxYoVK6xivtv+/ftJTU2lbt26eTrvrFmzSEpKYuDAgbi4uPDRRx/RqVMnvvrqKwYNGkTPnj2JiIhg3bp1fPzxxxQvXpx//etfFsdIS0ujWbNm1KtXj4kTJ3LixAlmz57N7t27OXDggPnHhJs3bzJ16lS6dOlCx44dcXNz44cffmD+/Pls377dqlvwW2+9xfvvv09oaCgjR47E39+fkydPsnz5ct59913Cw8N58803ef/99xk8eLD5MSlRosQ96/zHH39Qt25dUlJSGDp0KEFBQWzevJmJEyeyY8cONm7ciIOD5defyMhIHB0dGT16NDdv3mTmzJlERERw/Phxm8mFLW+88QaZmZkMHz6cmzdvMm3aNFq3bk1sbCwvvvgigwcPpnfv3nz55Zf8+9//ply5chat5LNnz2bYsGFUrlyZf//730DW8zQiIoK5c+cyePBg874zZ85k5MiRVK9enffff59r167xwQcfULx4cau4UlJSaNiwIX/++ScvvPACVapU4ezZs8yePZt69eqxb98+AgICclXHB73OOQkJCWHGjBmMHDmSTp06md+f3N3dLfZbvXo1p06dYtiwYfj5+bF69WrGjx/PH3/8QXR0dJ7rktvnWoMGDZg7dy7bt2+nbdu2eT6PEI8FJYQQolDZuXOncnR0VIAKCgpSAwYMULNnz1a//vqrzf0DAgIUkONfYmKixf3OnDmj9Hq9euedd8xlM2fOVIDNcwGqdevWKjExUSUmJqrjx4+r6dOnK0dHR+Xp6anOnz9/z3p17dpVOTs7q8uXL1uU9+nTRzk4OFjcPzU11er+586dUz4+PuqZZ56xKI+MjFR3f1w2bdpUBQQEWB3j999/V4BFnVesWKEANXfuXIt9b926pZ566ikVGBiojEbjPeu2YMECBai4uDirbZs2bVKAio6OtiorWbKkSk5ONpcfOnRIAUrTNLV8+XKL49SqVUv5+flZ1RNQw4cPtyg31emll14ylxmNRnXt2jWr+ObNm6cA9cUXX5jL9uzZowDVvHlzdf36dYv9jUaj+XrYqltOevXqpQD17bffWpSPHj1aAWrevHnmsnfeeUcBql27dhaPwd69exWg3njjjRzPFx0drQBVs2ZNlZ6ebi6Pi4tTgHJwcFA//PCDuTw9PV35+fmp+vXrm8suX76s3NzcVIUKFVRKSoq5PCUlRZUvX165u7urpKQkpZRSSUlJytXVVYWEhKi0tDTzvqdPn1Zubm4KUJs2bTKXR0VFKRcXF3Xw4EGLuBMSEpTBYFCRkZHmsrxc77xcZ1uvIRPAIgZbr6G7t+l0OrV//35zudFoVBEREQpQu3btMpfn5XWam7pv27ZNAeqDDz7Idh8hHnfSrVQIIQqZBg0asH//fiIjI0lJSSE6OpqhQ4cSGhpKeHi4za5mgYGBrF+/3uZf69atbZ4nJiYGo9FIv379zGW9e/fG0dGRBQsW2LzPunXrKFasGMWKFaNSpUq89tprhIaGsm7dOputIneKjIwkPT3dottqamoqK1eupG3bthb3d3Nzs9jn0qVL6PV66tWrx549e+55nrxatGgRBoOBiIgILl68aP5LTk6mffv2JCQkmFtHs5OYmAhA0aJF83Tu/v374+npab5drVo1PDw8KFmypFWrcePGjTl37pzNLnNvvPGGxe1OnToRHBxsMTmOpmkUKVIEyGppTk5O5uLFi7Ro0QLA4rouXrwYgIkTJ1qNlzR16bsfRqOR1atXU7NmTauxmWPHjkWn07Fy5Uqr+w0fPtzinHXq1MHd3T3Hx+VOL7/8skXLqKn1qV69etSuXdtc7uTkRN26dS2OvX79etLS0oiKisLDw8Nc7uHhQVRUFKmpqWzYsAHIeo1cu3aNYcOG4erqat63dOnS9O7d2yImpRSLFy8mPDycUqVKWTz/3NzcqF+/PuvWrct1HU3u9zo/LK1ataJWrVrm25qm8frrrwPk63l9fHwAuHDhQr6dQwh7k26lQghRCIWFhZnHqP3xxx9s2bKFefPmsW3bNjp27GjVBdDNzY2WLVvaPNaiRYusypRSLFiwgGrVqmE0Gi3GCzZq1IiFCxcyceJEq25n9erV47333gPA2dmZgIAAypYtm6s6mRLA2NhYhgwZAmSNaUtLS7NIUAFOnjzJW2+9xXfffUdycrLFtoe9puGRI0e4evXqPbtDnj9/nkqVKmW73RSTyuM0+uXLl7cq8/b2pkyZMjbLAS5dumTRjc/Ly8vmONSQkBBWrVpFWlqaOdn+8ssvmTZtGgcOHLAav5iUlGT+/4kTJ9A0Ldtxr/crMTGR1NRUqlSpYrWtaNGi+Pv72/zxw9Z18vHxyXaspC13H8N0PU1j6O7eduexf//9dwCbcZvKTHGb/q1cubLVvqGhoRa3ExMTuXTpkvlHF1t0ury3E9zvdX5YQkJCrMpMdc/P85pef4/KuqdC5AdJDoUQopALCAigX79+9O3blyZNmrBjxw727t1L48aN7/uYW7Zs4eTJkwAEBQXZ3Oebb74hIiLCoszX1zfbJDQnDg4O9OrVi5kzZ/Lbb79RsWJFYmNj8fb2thjTl5qaSnh4OGlpaYwYMYKwsDAMBgM6nY6JEyfy/fff53iu7L4c3j0hBmR9oSxWrBhLlizJ9nj3WkcSMH+xz+t6j3q9Pk/lkPcE1GTFihV0796dunXr8uGHH1KmTBlcXFzIzMykbdu2GI1Gi/0fpIXwYcvueuTlWtzPtc5vpvhbtmzJmDFj7BZHXl4vj/J5Ta+/7BJtIZ4EkhwKIYQAsr5I1atXjx07dnDmzJkHOtaCBQtwdnYmNjbWZsvESy+9xPz5862SwwcVGRnJzJkziY2NZdCgQWzevJnBgwfj7Oxs3mfjxo38/fffLFiwgAEDBljc/+7JWLJTtGhR9u/fb1Vuq9UiKCiI48ePU79+fauJNXLLlDzmpZvjw5KcnMy5c+esWg+PHDlC8eLFza2GCxcuxMXFhU2bNll0dzx69KjVMStVqsSaNWs4dOjQPSfZyWvyWKxYMQwGA7/88ovVtqSkJM6ePftIrpdoanX85ZdfePrppy22/frrrxb7mP49evRotvuaFCtWDC8vL65cuXLfP7rYktfrbOoOffnyZYuu0bZeL7l5zI8cOWJVdvd1Mp03t6/T3JzX1AMipx9zhHicyZhDIYQoZNavX2/zl/Pr16+bxx/d3T0tL1JSUli2bBmtW7emW7dudO3a1eqvQ4cOrFmzhrNnz973eWypUaMG1apVY9GiRSxcuBCj0UhkZKTFPqaWnLtbhdatW5fr8YaVKlXi6tWr7N2711xmNBqZMWOG1b79+vXDaDQyduxYm8c6f/58juerWbMmHh4e5qURCtqkSZMsbq9cuZJjx45ZJPd6vR5N0yxaCJVS5m7Cd+rVqxcAb775Jjdv3rTabnpsTMl0bltMdTod7du358CBA6xdu9aqDkajkU6dOuXqWAWpVatWuLm58fHHH3P16lVz+dWrV/n4449xd3enVatW5n2LFCnCrFmzLJaM+Ouvv6xap3U6Hb1792bv3r0sW7bM5rnvZ/xcXq+zqcu0adykybRp06yOnZvHfP369fz444/m20oppkyZAmDxnMzL6zQ35929ezcODg40atQo232EeNxJy6EQQhQyI0eO5NKlS3To0IGwsDBcXV05ffo0S5Ys4fjx4/Tr14+wsLD7Pv7SpUu5fv06Xbp0yXafLl26EBMTw//+9z+ryU4eVGRkJKNGjWLy5MlUqlSJ+vXrW2xv3Lgxfn5+jBo1ioSEBEqXLs3BgwdZuHAhYWFhHD58OMdzDB48mGnTptGpUyeGDx+Ok5MTy5Yts5l0m5av+OSTT/jxxx957rnn8PX15a+//mLXrl389ttvOY6T0uv1dO7cmVWrVpGenm7REprffH19WbFiBX///TfNmjUzL2VRokQJi/Ucu3btyvLly2nRogX9+vXj1q1brFq1ymrNO4C6desyZswYJk+eTK1atejevTt+fn78/vvvLFu2jL179+Ll5UVoaCgGg4HZs2fj6uqKl5cXxYsXN09yY8v777/P+vXriYiIYOjQoVSsWJGtW7fyxRdfEB4ebvVjwaPAy8uLKVOmMGzYMOrVq2de9y8mJobffvuNuXPnmicW8vb25j//+Q+jR4+mYcOG9OvXj2vXrjFnzhyCgoI4cOCAxbEnTJjAjh076NatG926daN+/fo4OTnxxx9/EB8fz1NPPWWxRmZu5eU69+zZkzfffJPBgwdz9OhRihYtytq1a20uj+Pj40PFihX5/PPPqVChAiVKlMDNzY327dub96levTotWrRg2LBh+Pv7ExcXx4YNG+jbty8NGjQw75eX12lOzzWlFGvXrqVt27b33QNAiMeCXeZIFUIIYTffffedGjp0qKpWrZry8fFRer1eFS1aVDVr1kzNnz9fZWZmWuwfEBCgqlSpku3xTNPUm5ayqF27tnJwcLBaUuJON27cUAaDQVWqVMlcxj9LCjyoc+fOKQcHBwWo9957z+Y+hw4dUm3atFFeXl7K3d1dNW3aVG3dutXmlPvZTcP/7bffqurVqysnJyfl7++vXn/9dXX06NFsp+GPjY1VjRs3VgaDQTk7O6uAgADVqVMn9fnnn+eqXqblH5YtW2ZRfq+lLGxNyx8QEKCaNm1qVW5a1uH33383l5mWAjh58qTq0KGDMhgMyt3dXXXo0EGdOHHC6hifffaZCgkJUc7OzsrPz08NGjRIXbp0yWq5ApMlS5aohg0bKnd3d+Xq6qqCg4PV8OHDLZaE+Pbbb1XNmjWVs7OzAmzGfrdTp06pPn36qGLFiilHR0dVrlw5NXbsWIulH7Krc07X6W6mpSzuXD7CJLt6Z/ecWrFihWrQoIFydXVVrq6uqkGDBmrlypU2zztnzhxVqVIl5eTkpCpUqKBmzJhhXvLk7ljS0tLUu+++q6pWrapcXFyUu7u7qly5sho4cKDavXu3eb+8Lh2S2+uslFK7d+9WDRs2VM7OzsrHx0cNGjRIJSUl2bxGe/bsUQ0bNlSurq4KMC9HcecSFEuWLFFhYWHKyclJlS5dWr399tvq5s2bVufNy+v0Xs+1zZs3K0B98803ubo2QjyuNKXuc+S5EEIIIQpU27ZtSUtLY9u2bQVyvmbNmpGQkEBCQkKBnE+Ie0lISKBcuXK88847Fq3WBaFTp06cPn2aH3744ZGZSEmI/CBjDoUQQojHxLRp09i1a9d9rU0nhLg/Bw4cIC4ujmnTpkliKJ54MuZQCCGEeExUqVIl36f/F0JYqlmzptVSLEI8qaTlUAghhBBCCCEEMuZQCCGEEEIIIYS0HAohhBBCCCGEkORQCCGEEEIIIQSSHAohhBBCCCGEQJJDIYQQQgghhBBIciiEEEIIIYQQAkkOhRBCCCGEEEIgyaEQQgghhBBCCCQ5FEIIIYQQQggB/D+9VZmh+JR73AAAAABJRU5ErkJggg=="},"metadata":{}}]},{"cell_type":"code","source":"shap.plots.beeswarm(shap_values[:, :, 2])","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:58:25.228450Z","iopub.execute_input":"2023-12-29T15:58:25.228762Z","iopub.status.idle":"2023-12-29T15:58:27.265524Z","shell.execute_reply.started":"2023-12-29T15:58:25.228734Z","shell.execute_reply":"2023-12-29T15:58:27.263998Z"},"trusted":true},"execution_count":23,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x550 with 2 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"code","source":"shap.plots.beeswarm(shap_values[:, :, 3])","metadata":{"execution":{"iopub.status.busy":"2023-12-29T15:58:27.267082Z","iopub.execute_input":"2023-12-29T15:58:27.267831Z","iopub.status.idle":"2023-12-29T15:58:29.307789Z","shell.execute_reply.started":"2023-12-29T15:58:27.267790Z","shell.execute_reply":"2023-12-29T15:58:29.306850Z"},"trusted":true},"execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 800x550 with 2 Axes>","image/png":"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"},"metadata":{}}]},{"cell_type":"markdown","source":"We see how certain words contribute to certain classes which can help ","metadata":{}}]}