mirror of
https://github.com/HandsOnLLM/Hands-On-Large-Language-Models.git
synced 2025-01-28 01:46:33 +03:00
5898 lines
1.5 MiB
5898 lines
1.5 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "PIa-kJ-Frdm-"
|
||
},
|
||
"source": [
|
||
"<h1>Chapter 5 - Text Clustering and Topic Modeling</h1>\n",
|
||
"<i>Clustering documents using a wide variety of language models.</i>\n",
|
||
"\n",
|
||
"<a href=\"https://www.amazon.com/Hands-Large-Language-Models-Understanding/dp/1098150961\"><img src=\"https://img.shields.io/badge/Buy%20the%20Book!-grey?logo=amazon\"></a>\n",
|
||
"<a href=\"https://www.oreilly.com/library/view/hands-on-large-language/9781098150952/\"><img src=\"https://img.shields.io/badge/O'Reilly-white.svg?logo=data:image/svg%2bxml;base64,PHN2ZyB3aWR0aD0iMzQiIGhlaWdodD0iMjciIHZpZXdCb3g9IjAgMCAzNCAyNyIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KPGNpcmNsZSBjeD0iMTMiIGN5PSIxNCIgcj0iMTEiIHN0cm9rZT0iI0Q0MDEwMSIgc3Ryb2tlLXdpZHRoPSI0Ii8+CjxjaXJjbGUgY3g9IjMwLjUiIGN5PSIzLjUiIHI9IjMuNSIgZmlsbD0iI0Q0MDEwMSIvPgo8L3N2Zz4K\"></a>\n",
|
||
"<a href=\"https://github.com/HandsOnLLM/Hands-On-Large-Language-Models\"><img src=\"https://img.shields.io/badge/GitHub%20Repository-black?logo=github\"></a>\n",
|
||
"[](https://colab.research.google.com/github/HandsOnLLM/Hands-On-Large-Language-Models/blob/main/chapter05/Chapter%205%20-%20Text%20Clustering%20and%20Topic%20Modeling.ipynb)\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"This notebook is for Chapter 5 of the [Hands-On Large Language Models](https://www.amazon.com/Hands-Large-Language-Models-Understanding/dp/1098150961) book by [Jay Alammar](https://www.linkedin.com/in/jalammar) and [Maarten Grootendorst](https://www.linkedin.com/in/mgrootendorst/).\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"<a href=\"https://www.amazon.com/Hands-Large-Language-Models-Understanding/dp/1098150961\">\n",
|
||
"<img src=\"https://raw.githubusercontent.com/HandsOnLLM/Hands-On-Large-Language-Models/main/images/book_cover.png\" width=\"350\"/></a>\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"### [OPTIONAL] - Installing Packages on <img src=\"https://colab.google/static/images/icons/colab.png\" width=100>\n",
|
||
"\n",
|
||
"If you are viewing this notebook on Google Colab (or any other cloud vendor), you need to **uncomment and run** the following codeblock to install the dependencies for this chapter:\n",
|
||
"\n",
|
||
"---\n",
|
||
"\n",
|
||
"💡 **NOTE**: We will want to use a GPU to run the examples in this notebook. In Google Colab, go to\n",
|
||
"**Runtime > Change runtime type > Hardware accelerator > GPU > GPU type > T4**.\n",
|
||
"\n",
|
||
"---\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# %%capture\n",
|
||
"# !pip install bertopic datasets openai datamapplot"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "lHIkQSBkV2Y3"
|
||
},
|
||
"source": [
|
||
"# **ArXiv Articles: Computation and Language**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 6820,
|
||
"status": "ok",
|
||
"timestamp": 1713954686818,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "VWSp_UCgWbr4",
|
||
"outputId": "e44563d7-16ee-455c-c534-7aba6f9a1233"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n",
|
||
"The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
|
||
"To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
|
||
"You will be able to reuse this secret in all of your notebooks.\n",
|
||
"Please note that authentication is recommended but still optional to access public models or datasets.\n",
|
||
" warnings.warn(\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Load data from huggingface\n",
|
||
"from datasets import load_dataset\n",
|
||
"dataset = load_dataset(\"maartengr/arxiv_nlp\")[\"train\"]\n",
|
||
"\n",
|
||
"# Extract metadata\n",
|
||
"abstracts = dataset[\"Abstracts\"]\n",
|
||
"titles = dataset[\"Titles\"]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "pcFT-b2QV3_r"
|
||
},
|
||
"source": [
|
||
"# **A Common Pipeline for Text Clustering**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "tBpD9d2EV6HJ"
|
||
},
|
||
"source": [
|
||
"## **1. Embedding Documents**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 49,
|
||
"referenced_widgets": [
|
||
"18e03962f36049e2869ea5f7dbda3973",
|
||
"5478cef31f6c4df89f37ab9619672b94",
|
||
"89655f0c32194549a5b6f910a806d64b",
|
||
"82bb3afe96b84887b6dec2836e346707",
|
||
"9977f43a9e514adda488325cb2eafa2e",
|
||
"1e474f19cfb44eee8f08193e70542313",
|
||
"4ef0e581a3134a37b035b1cedcc67065",
|
||
"13c85fbfa9e44714a2d9400fb6c21396",
|
||
"3b9fce1566c5461b82a2931087dfe096",
|
||
"44b60956730f45b0834c738b3ad83175",
|
||
"4ac21e7871f540df9b382a0d08d03141"
|
||
]
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 293293,
|
||
"status": "ok",
|
||
"timestamp": 1713954980110,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "woTpVEpCV5kH",
|
||
"outputId": "511a50d3-01be-4f27-b6b9-9d76c7a90f28"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "18e03962f36049e2869ea5f7dbda3973",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"Batches: 0%| | 0/1405 [00:00<?, ?it/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from sentence_transformers import SentenceTransformer\n",
|
||
"\n",
|
||
"# Create an embedding for each abstract\n",
|
||
"embedding_model = SentenceTransformer('thenlper/gte-small')\n",
|
||
"embeddings = embedding_model.encode(abstracts, show_progress_bar=True)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 396,
|
||
"status": "ok",
|
||
"timestamp": 1713954980467,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "QZwmECcNA519",
|
||
"outputId": "113498d9-df69-4bb5-f7e7-d00ef2fbf84f"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(44949, 384)"
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Check the dimensions of the resulting embeddings\n",
|
||
"embeddings.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "G_nsz_U7WEsw"
|
||
},
|
||
"source": [
|
||
"## **2. Reducing the Dimensionality of Embeddings**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 80138,
|
||
"status": "ok",
|
||
"timestamp": 1713955060601,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "fXeo08d1WvOJ",
|
||
"outputId": "4f388685-0ac4-450c-ec2c-d40b9e44f688"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/usr/local/lib/python3.10/dist-packages/umap/umap_.py:1945: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
|
||
" warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from umap import UMAP\n",
|
||
"\n",
|
||
"# We reduce the input embeddings from 384 dimenions to 5 dimenions\n",
|
||
"umap_model = UMAP(\n",
|
||
" n_components=5, min_dist=0.0, metric='cosine', random_state=42\n",
|
||
")\n",
|
||
"reduced_embeddings = umap_model.fit_transform(embeddings)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "dqzr_8LFWGld"
|
||
},
|
||
"source": [
|
||
"## **3. Cluster the Reduced Embeddings**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 4416,
|
||
"status": "ok",
|
||
"timestamp": 1713955064994,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "fwq6qDydgWSP",
|
||
"outputId": "b7e73337-bc2b-4abb-d1bb-e86b59c87a12"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/usr/local/lib/python3.10/dist-packages/joblib/externals/loky/backend/fork_exec.py:38: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock.\n",
|
||
" pid = os.fork()\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"156"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from hdbscan import HDBSCAN\n",
|
||
"\n",
|
||
"# We fit the model and extract the clusters\n",
|
||
"hdbscan_model = HDBSCAN(\n",
|
||
" min_cluster_size=50, metric='euclidean', cluster_selection_method='eom'\n",
|
||
").fit(reduced_embeddings)\n",
|
||
"clusters = hdbscan_model.labels_\n",
|
||
"\n",
|
||
"# How many clusters did we generate?\n",
|
||
"len(set(clusters))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "OZh8mgujoZH3"
|
||
},
|
||
"source": [
|
||
"## **Inspecting the Clusters**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "vi6ACUR4pU0f"
|
||
},
|
||
"source": [
|
||
"Manually inspect the first three documents in cluster 0:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 47,
|
||
"status": "ok",
|
||
"timestamp": 1713955064995,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "uiPK4m0rpJl7",
|
||
"outputId": "174ff96e-508c-419a-e0a6-7270500c1286"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" This works aims to design a statistical machine translation from English text\n",
|
||
"to American Sign Language (ASL). The system is based on Moses tool with some\n",
|
||
"modifications and the results are synthesized through a 3D avatar for\n",
|
||
"interpretation. First, we translate the input text to gloss, a written fo... \n",
|
||
"\n",
|
||
" Researches on signed languages still strongly dissociate lin- guistic issues\n",
|
||
"related on phonological and phonetic aspects, and gesture studies for\n",
|
||
"recognition and synthesis purposes. This paper focuses on the imbrication of\n",
|
||
"motion and meaning for the analysis, synthesis and evaluation of sign lang... \n",
|
||
"\n",
|
||
" Modern computational linguistic software cannot produce important aspects of\n",
|
||
"sign language translation. Using some researches we deduce that the majority of\n",
|
||
"automatic sign language translation systems ignore many aspects when they\n",
|
||
"generate animation; therefore the interpretation lost the truth inf... \n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"\n",
|
||
"# Print first three documents in cluster 0\n",
|
||
"cluster = 0\n",
|
||
"for index in np.where(clusters==cluster)[0][:3]:\n",
|
||
" print(abstracts[index][:300] + \"... \\n\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "F9izgGjMX1Go"
|
||
},
|
||
"source": [
|
||
"Next, we reduce our embeddings to 2-dimensions so that we can plot them and get a rough understanding of the generated clusters."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 42808,
|
||
"status": "ok",
|
||
"timestamp": 1713955107766,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "gzr6xbTEYcyl",
|
||
"outputId": "fbe9f434-560b-4118-edc8-b913974dd132"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/usr/local/lib/python3.10/dist-packages/umap/umap_.py:1945: UserWarning: n_jobs value 1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
|
||
" warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"\n",
|
||
"# Reduce 384-dimensional embeddings to 2 dimensions for easier visualization\n",
|
||
"reduced_embeddings = UMAP(\n",
|
||
" n_components=2, min_dist=0.0, metric='cosine', random_state=42\n",
|
||
").fit_transform(embeddings)\n",
|
||
"\n",
|
||
"# Create dataframe\n",
|
||
"df = pd.DataFrame(reduced_embeddings, columns=[\"x\", \"y\"])\n",
|
||
"df[\"title\"] = titles\n",
|
||
"df[\"cluster\"] = [str(c) for c in clusters]\n",
|
||
"\n",
|
||
"# Select outliers and non-outliers (clusters)\n",
|
||
"clusters_df = df.loc[df.cluster != \"-1\", :]\n",
|
||
"outliers_df = df.loc[df.cluster == \"-1\", :]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "w3bUq3HHyQcw"
|
||
},
|
||
"source": [
|
||
"### Static Plot"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 406
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 3096,
|
||
"status": "ok",
|
||
"timestamp": 1713955705852,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "nptZUr0mLWSN",
|
||
"outputId": "7d2766c9-5aee-4e30-f09c-2b53327104e2"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAGFCAYAAABg2vAPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8fJSN1AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9d5hd2Xmfib5r55NDnUqoQiikRugcyW6SzSSSoiiJIkWaliV7LI91PWNLnrE943vnmefOOI2vx5Zl2bKvr2xLliyRlGSZYpYoxm6yczc7AWhkoAqV6+Sw8173j1NnVxWqADSaaADd2G8/QKNO7bD2Pufs9a0v/D4hpZQkJCQkJCQk3LIoN3oACQkJCQkJCTeWxBhISEhISEi4xUmMgYSEhISEhFucxBhISEhISEi4xUmMgYSEhISEhFucxBhISEhISEi4xUmMgYSEhISEhFucxBhISEhISEi4xUmMgYSEhISEhFucxBhISEhISEi4xUmMgYSEhISEhFucxBhISEhISEi4xUmMgYSEhISEhFucxBhISEhISEi4xUmMgYSEhISEhFucxBhISEhISEi4xUmMgYSEhISEhFucxBhISEhISEi4xUmMgYSEhISEhFucxBhISEhISEi4xUmMgYSEhISEhFucxBhISEhISEi4xUmMgYSEhISEhFucxBhIeMuxvLx8o4eQkJCQ8LZCu9EDSEi4Gn7z1/43mgtHyY/s45f+zv+NEOJGDykhISHhLU/iGUh4yzA7c5bahReRXpPG3CucP3PsRg8pISEh4W1BYgwkvGXI5opINYMUGpGSplAaudFDSkhISHhbkIQJEt4yFIol7v/gL3LmtRfZfdudlMqVGz2khISEhLcFQkopb/QgEhKuhna7TS6Xu9HDSEhISHjbkBgDCQkJCQkJtzhJzkBCQkJCQsItTmIMJCQkJCQk3OIkxkBCQkJCQsItTmIMJCQkJCQk3OIkxkBCQkJCQsItTmIMJCQkJCQk3OIkxkBCQkJCQsItTmIMJCQkJCQk3OIkxkBCQkJCQsItTmIMJCQkJCQk3OIkxkBCQkJCQsItTmIMJCQkJCQk3OIkxkBCQkJCQsItTmIMJCQkJCQk3OIkxkBCQsLbmm63e6OHkJBw06Pd6AEkJCQkvFk88cQTLC4uMjo6ysMPP3yjh5OQcNOSGAMJCQlvS7rdLhcuXKDb7eL7Pt1ul0wmc6OHlZBwU5IYAwkJCW9LUqkUpVKJIAgolUqkUqkbPaSEhJsWIaWUN3oQCQkJCW8GnU6Her1OqVQim83e6OEkJNy0JMZAQkLC25ooilCUJFc6IeFyJMZAQkJCQkLCLU5iLickJCQkJNziJMZAQkLC2xIpJb4f3ehhJCS8JUiqCRISEt52HDtW5YmnWgBkMvCZT0/d4BElJNzcJJ6BhISEtx0DQwCg2wXfD2/gaBISbn4Sz0BCQsJNycuvLPPscx0Ahivw4Q/twDTVK+53+nRn02tHjra4844iiiKu+TgTEt4OJJ6BhISEm5KBIQCwvAKzc/YV97HtkGeeq256/cKsTaPhX9PxJSS8nUiMgYSEhJuOVmvzxN1q+1SrLltVQ0spkVLS7QZE63IGFQXSaYVMWiOVurJXISHhViUJEyQkJNx0tNubjYFjx9rMzNjsmEyxf38+ntyrNZdXj7QwDYXDh/Lsmcowt+AwMW6xb18O35fkcokxkJBwORJjICEh4aYiiiS9XkixqNFoBABoGgRBRKPh4dgh3V7IO98xhBCCmZkei4s2nicByUMPDQF9b8ETT1aZn7eZ2pXhnnvKqGqSM5CQsBWJMZCQkHBTsbzscuJUB2RAueSgKBLLSqGqKVaqLrYTMDPTZWzMoljQSacVut2QKILTZ7ocPJinkDf47OfO4bj9Y770SgszpXLH4eINvbaEhJuVxBhISEi4qVBUQWDPE3ZOAiv4RgpBhfvuu48Tp3Tm5iI63YjvfHcZgPExA8MQeJ5EUQQCwdxcNzYEBrz8cp3du7IIAel08uhLSFhP8o1ISEi4afDdNqp/ikz3X2KFdaTUqHkH8bQ8p093qVYtXHdjAuH8gsee3Wl8H7bvSJHNavzgieVNx3Yc+MIXL2AYKvfeU2Lvnst3Mez1fHw/olAwr+k1JiTcjCTGQEJCwk1BFAWcev43mT/3HPgzRIwSkSNS3kWzvYdmWwe2Fg/yA8mPfXCMlRWXL3/1AisrHjDID1jLE3BdiesGPPd8lYltFqnU5kdgq+Xwx1+Yj6sSDh3M8c53VK7txSYk3GQkxkBCQsJNQRR4dJuzeG4bIdP4YgKPXbjsAUxAsn5iX4/dC1lZcXjs+yvU68FF223er9uN+OznZ7As2LkjTblssXdvDkNX+Oa3FjeUJ5463U6MgYS3PYkxkJCQcFOgGWm27f9JVhb/LT2xjwYfI2IXlzIA1rNS9fjK1+YJr1J12HHg+Ike0KPRcLnn7iEcd2Nzo3wueUwmvP0RcisFj4SEhIQbgOMEfO7zx4mkQX9Ff/FEfDWlgf1HW57+5N5Cucr9wTTh5z6zE0VJ9NkS3t4kJm9CQsJNQRRJnnq6SiRTg1e4XGjgyghMIqbohw3OImhd5bF2bE8lhkDCLUHyKU9ISLgp6PVCavVB4p8AVIhX8wIp2VKK+HKkkPFR3ggnT125H0JCwtuBxBhISEi4KUinVQoFA3VVNVhV+sqDADKKiJwOIK/KIGigcAKNGdSr9goApFKJYmHCrUFiDCQkJNwUKIrgkXcOMTqik7KgWNQ4cFuOXFYhbF4g6K7AVac4CTqorKDyRsINd99duup9EhLeiiQJhAkJCTcV1VqL8+e7WKbOiy93se0IGUVIGQICIRTEdYrjFwoaD95fZseOzHU5X0LCjSLxDCQkJNw0hGGIZars3ZOhUjHwvH4lgFAUhKIhFHULQ0Be9Ofa0WwGfPNbSyyvONf0uAkJNxuJMZCQkHBD8DyPpaUlwjAkDEM6nQ5LS0s0Gg2iKOLU6R7r530hBEJc/xi+BF58qXHdz5uQcD1JSgsTEhKuO2fOnOELX/gC3W6XdDrNBz/4QbLZLKqqoqoqiqLgui6aFuL7a/oAu3daXLjg4AUSrqNhsLBgE0X9RkgJCW9HEmMgISHhuuJ5Hq+99hqdTgeAbrfLM888w5133snExASmaaLrOuNjIUHgIJAUikXGxzJUv7VIZ9bGNzS8YpquegXn5vqUqB/BeMjntetpeyQkXHeSMEFCQsJ1Rdd1JiYmNoj5FAoFJDpCpMnlctiOiqZn2T2VZs+eLPv25hgqplhqBbQLady0gcl62WCx7s+Ai/IH1hsGfdGC1zVew4D3v3fshoQoEhKuF0k1QUJCwnVFSkmz2aTT6XDhwgVUVaXT0bgwW0RKGB83iKRKGEr2782wZ08OgDNnuzz/jQs4KAS6ihAQic2dCS862UYRQyEAudFOuMIkb5rw0Y9so1g0kjBBwtuWJEyQkHAT4Xsuv/9r/x3tZo3P/M3fYHhi340e0jVHCEE6nUbXdUZGRnBdyVe+toDn91f6C4s+hYJARhLbieIV+dycjZs18T0J4irqBmKHwepEfpXLH9eFr359nh3b0zz8ziF0Xb26AyQkvAVIPAMJCTcRv/or9274+X/+tWdQ1LenzS6lRAjBhdkejz2+hG33H0WTkxbDFYt222X7ZJog7C/wo0hy5kyHlRWP4Cq7E1504o0/X6X7/2d+eoRyOdEdSHh7keQMJCTcxDzx9f94o4fwpjFY8ZeKBmNjaYoFjf37s9x7d5Yfvtjg1Gmb73yvyuPfr/L9H1Sp1Vze/74xPvKRMXQFRBRd4Qwb0fX4xOsHcdXj/sIXl6hWO1e9X0LCzUxiDCQk3CS49uYJZn76lRswkutLJqPx7kcqfPTHt3Hgthxf+srKltudn7ZJpVRou0xOL7Pz/Aqm473u8/j+uh+E+JGqC/7kS8tX3TQpIeFmJjEGEhKuM1JKXNfF932idavbUy9/Z9O2E7vvvo4ju3HoukIqpVJdufTknk6rVGst5l5cIOv5WK5PvvXmdBVUVTCNyxsLrnt1nomEhJuZt2cwMiHhJsXzPI4dO8bZs2cRQrB7926mpqbIZrMoisrojsMsTh9Z3Vogw5BTrzzG4sxRDj/4kxQrEzd0/G82lYpJoQDN5tprAkilBQ/en+HYsQb1rqBkaqimwM0a13wMe/akKZdNdu3IIISk0fAJI/jWt5c2bFeruWzblr7m509IuBEkxkBCwnVCSkm322V+fp5qtYqiKOTzeYaHh0mn0+y9630oms5Tf/ofqS9Poxspoijkq7/z/yLwbJ7/9u/xC3//s5SGd9zoS3nTqFRMfupjO5FSoutr8sO2bROGIUKoeFmLxqEx9u3OUptz8Jo+jnNtXPa6Du9+ZARVFXGCYy7XNzj+6l/ZxZe+fIFGMyCdUkmlksdnwtuH5NOckHCdGJTU5fN56vU6iqIwNDS06hVQUIwUt93zY+TL2zjy1BcZ23k7YegTeP0mOb5nc/74M29rYwDAMDZHLzWt/6i6/XCZobKHZWnouiCadZFyVTvgR0TX4J57Sqiq4OjReU6fqXLgthH27RsBVlssPzLC+fNdKkMGxaJ+hSMmJLx1SIyBhFuSKJKcPLlMq+0RBiGptMHhQ6No2pubRhP6Pcxwkdt2lti+7z7K5TKqula33m1VeeF7n6XbXKFQmeCuRz7F03/2n2g3l0ilC+y5/T1v6vhuVgzDQNd10mlBoZACwPMiRoZNhIDFRfcNHzufV/mpj03g+5JMRqXVcvjil46xtNzl2LFlfumvpygW+8JHwxWT4Yp5Ta4pIeFmIjEGEm5J/tE/+XNefnktBnzHcBbnx27jwZ+6DXElvfsfgZd/8MeceuUxDCvNyNg21OHhDb9vNxbpNJbx3S4r82cwrDS/+L//NxZmjjE8sR/TunXr2wchg4H7HgJuP2yhqlm+/JVFWu2rFx8wDLjv3jKmqWKuzvGKIlBVBRmFVGsrPP7440xN7eD222+/hleTkHBzkVQTJNxySCl5+eXFDa/NLnfoPLlA80j1TT134LkgQ5ARitjs2q6M72HXgYcoj05x8P4fB0AzLCb33HNLGwIDPM/Dtm1c1yUIAqIoIopCxsasy+5nWWJDO+QBBw/kmdq18b5msyaf/MTtPPTQCPv3SWy7w/LyMo7jXMtLSUi4qUg8Awm3HH/zf/xDLtaybwDz1RbHX57mgdsrb5oG/Z2PfIJMfohMvsLYzs0rTU03eehDf+1NOfe1YFBb73Y6/PDLX8Rutrj34z9DcXz8upw7CALCsO8BcByo1QMqFY0HHxzi1OkuW+kQKQr4ntz0O00T3HVnccsGRHv2VCiVFF56ycVxHIaHh7GsyxscCQlvZRJj4G2K57scOf97AJQy+9k1/u74QX4rd1+zbZ+lFZeLnWKZsMv5ucc5/8c+XfPTvP9TH3lTzp8vj3PPo595U479ZvNPf+wDRM5aXb+VzxP5AYunTvLpf/bPUbVr+zhZqbocPdbCMhXuurOIaapxIqGUCq8cadNsepRLAYWCtqUhAFzy9XxGIYoCYOteA+Vymfe85z34vp8YAglvexJj4G1I2O1y7MjvQan/kKt3T9A8PYOUPmljnJ2j78E0b72HW63e49f/9feRDLLP14wiEaxg+8uYCJaOvoyUH75hRpOUkjAM44nvRhMGAb/5l39+gyEA4DsOiqridrs05ucpT05e03t2frpHreahKDC25LJjezpOJHScCNcJceyI5dBj5kLv9R9YSsqOw1RZJwzDdTkIm1FVdUOCZ0LC25UkZ+BtyPIPHiPKrXtrpSSSNq16hvPnPY4ef+2WlFL93d99gVdfXWLQxi6X0/nv/vKdPPjgJJWp3WRHtzE0Mcpt77wb27bxvNcvdXut8DyPc+fO8fjjjzM/P3/dz38xURjy+G//J2oz05t+Z1gWu+6+FyOd5pv/5tc59p1vX9NzF/MapqmQTmnksmuGkRACy1IYG7OIpMT3w6tSA9zR63Cw12U40/c03MqesoSEATfH0iPhikRRhONV0bUsupa65HYzS8+zUF7AcBSi7OqEH0lc3wQBhukxO2dz6DYP07x1SqSklKxUuxteO3RwlP37x3n62QWEVSB138f5yZ/ehTAtbNsmlUqh6/p1myyklLTbbX73d38XgO9///v83b/7d0mnb5zKnd1qsnDixJa/O/SBH+O29zzK9/7TbxL6ARdeeYVD7//ANTv37t1ZSiUT3RDkshtr+ptNn3a732xAUQT5vE6z6V8yJABQGTJ4/6MVouk2oReQPzSEZiRaAQkJkBgDbwnC0Ofls58Fgvg1Ux3itp0fQwiB57fRtQxh5HFu5gyZVIS+AKEnUDyJVxQoqkQ3XCQCK1Oj0WhQKpUwjGsv53ozIoTggx/Yy/HjK0RR30hqdzy2by+wZ3eZpeUO9z20g3SxEHsEVFW97qvG06dPx/+OoogzZ85w+PDhK47DtTucPfoDdDPF1MGHr1nb43ShyM5778VuNZk7dixu/zt+6DDv/xt/g8DzGd27n26typ53vOOanHOAEIJyefPns9sLePqZKnPzDlEEmgYf/rFRFhY9zpzt0G776LpCLqvSsyNsO0JRoFIxyOR0lDsq13ScCQlvBxJj4C1AszfDekMAwA2rvHzmdy7a0kDTIzDA3Q64oCPAlOhKfxUVhSqZfItqrUomk7muK98bzaPv2c3KSo+vfu01DEPlEx8/TDpt8Jd/4V48LySV0nFdlzAMUVX1mnpOotAj8rqoZp4oCpCRj2ZkN2wjpWRkZGTDa5lMBs+7shfn6LNf5dhzX0PTTTTdZOdtD12TcQtF4R2f+Tnu+dhPoadS1GamaS4usu3AQYx0BiMNH/7b/xOB72OkLu2xulouF8f3vQg/WKsOCEOoN3xuP5wnlVI4eqxFrxegGyr3HSxw5mwXIQTdXsBTTy9z150FMplbL2cmIeFyJMbAWwBTL76+DaWHufo8lgKwwLeIW7Xqhg/Sx2uP0u10cRyHbDZ7ycO93RBC8LOfvINPfuL2+GcAVVVIpfo5FqZpXnYiulqklHSXXqU79ywyXJ+Ap5CdfAfZsXs2jC+dTvOpT32K48ePs2vXLoQQBEGAYRiXHZOUIVJGyCgiCoNLbvdGEEJg5VYV+KZ2Mzy1e8PvFU3DuIbJjs1mE03T0HV9S89VoaBz8EAeu1ej2wtJWSrFgoGmKWwbT3H2XJdoVX9o544Me3Zn+cETKywve9g2rKw4pNPmLWMEJyS8HhJj4C1AxiqTt/bTcraO3cYI2KRjIzb+UM7egyPTqErfBR5FEcpWaixvY640CVzLScLrzNOZ+T5wcTA7ord8bJMxUCgUkNJY1cgP0DTtdSW5Hbz/o+hGGsNMs2P/g0Sehwwj1NRbawX8wgsvcPz4ccbHx7n77rsv6bnaszvL9sk0s3M9TFONRYcsS0URAtsJiaRkeqa72hBKp9XyMUwoFBJDICHhYhJj4C2AlJLx8n1ozRT17lEk/qU3Xt+z5aLnna7kyZk7SWshiqJgmuZNaQhcy5X5jSb0HeQ6Q2D9VUVunZXjX6K872MoioLv2jz11CJ+cxohFCb372XXrtLrClekMkXueOfHAfCWlln+4teRnkf5w+8nvXf35Xe+SbBtm8cff5xWq8X8/DwHDhygUCjEv5dSUq32FSLz+TyGYTC1a6NnS9cVhodNmi0f3wt5+pkaqZTC6EiKd75jCMtKug0mJGxF8q14CyCEQNM0Stk9BFGDnrtEENmX2WGL1yS4DszNzTE2NkY6nSZ1DWO814rf+u2n+OrXTsU//8a/+SnGx/I3cERvnFarxfyiTTaCgaChFBvfnqA9w8qxPyJVuZ36zGn2WDMoqb4fob1Sw9j/kxuOKaUkqDeo/tm3CWp1Cu98kMzdt6MoCr2ZC9T+/HtErkswvwCKgn3yzDU1Brpdj3rdZnw8h3qNezi4rovneURRhO/7KIoSG4We5/GNb3yDo0ePoigK999/P48++ugGo3FgRG7fnub8dI9OO0AiCUPJUFlSLF4+1JKQcCuTGANvEQZiK6b1EOcWvkvgbmEMXOwRWP+zhMg38UIPKeXaHyK6zjK6msIyCpuPeR2p1robDAGAv/XLX+Lv/M/v4pGHd92YQb1Bms0mCwsL1Jttlpp5dhdbW2rjA0R2Dad2Ao05xOo2KlAwZlg++U2Kk/djpEs4to0zv0jzz75F77kXkVLSeP5FFEVB3z5JcH6jFoAxMY41tfOaXE+r5fCDJ87z/e+fo9tzyeVM7rtvgq997Ti1mo1lafz8X7qb9z66B8t6Y+V6xWKR2267jdnZWSYmJuJkSikl9XqdCxcuYNv9z/2pU6d44IEHyGT6fQU8zyMI+mGVypDJ5ESKZtMjivotkW8/XEgMgYSEyyDkrag+8xbnzNy3afbObv7FZd5JGSko0Q6G8wcolUqoqkrPn+PJU/8GWC2lo8DDt/0KWWvkuj84Pc/j1SPz/JP/6/Etf79nT5l/8o8+jK7f/GpwjuOwvLxMt9ul0+mgKAqpcJqCmEOs6h9uRAehEklnU86HlOApGdLDd9B94ijOCyegWidikB8iQYgtnUEAuXc9xOQv/sIbvpZGw+bPv3mKY68tsrDQYWWlSxhe+oNWqaT5G7/0EPfcM3HZ4wZdn8gN0Uub4/eNRoNisRj/LKWkVqvxta99jXPnzqEoCnfccQcf+tCHsCwLKSW2bcdVIKlUCscJ+cETSzhOyO2Hc+zcmRgDCQmXIzEG3oIs1o8wV31q619e5A0YvBRGAbbfYSR/F9uKD1Kzj3F0/rPAxravhprnrp2/wHD+4Js0+i2GvPow/9rXj/O5zx+57LaplMb/+r88yshIlrHR3HUa4etHSkmz2aReryOlZGhoiEwmQ7NRw2+chO5ZCG2QEQgNTy2j+QuIixMM5fpjQiAF7vcW8E82EGFEICEKA/R1Urlxi991hxHA1D/837Amt131dXzvsbN86ctHWVrqAGAYGt2uRxBcWtlHVQXve+8e/oe/saY5IKWk/uoKzVdWaLgBmfE0Bd0gCiKyewrk9hY3nXt9eMDzPNrtNp7nsbS0hJSSXC7H0NAQw8PDfa0Nz8P3/Q0VCOu9BZqm3ZT5MQkJNwtJmOAthpSSjj1P/60LEeQxNRMvsIlwVkME/V7viAgkqyGBECEiap1TpNjNTOf7XGwIAHhhh667xDDXzxgY5EQsL/dQlEs3lgGw7YB//i++x+FDo/z8X7qXyckbG9q4FJlMBk3TyOf7+Q6qZhAIkEJFaGmEUcZWRmm0fUaYW53BL57G+68JIVCRaKMmwYn+NgrRlpr5F1v2EmgePf66jIG5+RZPPHGeet1m584izz57geXlLq4bomkCy9LYNp7l1Okavh+h64JCPkW11htoEZFK6Rw6tObedxZ7LD52AdmNkFJSQEXOOjSwSeVNvKpLOBkQBRF61tgwgeu6ju/7SClRVZV0Os2+ffvodrt4nnfFvgKD0Fq326XdbmOa5i1VSpuQcDUkxsBbjJ6zjO0uIwBV5JgYehfZdJlGZ5pq+whB4CGlACJCesgoQsr+BCtliKFbCCXAULdeVWf0bVRyt13XawKw7YiFxR6KoqAoMDKcwfMDVlY250Y4TsDiYodqtXfTGQMDrQBd1zeUxaXTaWTbJHA1ZOCC30BXAlLpHdCFTdN4bAuIwYFRxoeQRg3huGwVGNjKxScBt1wgiiKEEJecOG3b5w/+4CVefGkeJFyYLVEsWORyJooikBI0TcE0DX7lb72LJ586x/Bwlk/8zGGyWZMzZ6rMzDTYvXsofk/8hsvy4/PI7kbrTgiBjiDsBgQ9j+UfzBEGEdn9efRRK25RLKXE9/uVM6lUasO/TdPEsiwURYlbG0dRRBAE6Loen0dKieu68b7pdDrxECQkbEFiDLzF8EMbVbWIIokq8ri2JJOSZNIFGj2jv5LyC5jaEJoRUndOEUQ9NMMkp49i6gWy2RT7ch8lXOjSsPvytwpp7pz8OcaH7kSI6/+wrFa7IGGonAYh+amfOoQQ8LnPv0S362EYCp4XAgJdUykUUuzff3PKyg5WpIHvIKMIoSgYhoE6fjtuOk9v6VXCwEGJelSGsnhuFum3tz6YAIFAT+/FPddGpGfAceOJLt5MiA3GgKRfkWCPVlDSFsvLy/EEulU73jCMsB0PISCSknRK51OfupNWy6Xddvje984wv9Cl24uoN+AXfv5eRkbWVtm7dw+xe/fQhmN2211C9/JlsE7NZvqlM2QrecgJsuU1CWjbtvF9P57kW60WmUyGUqlEKpVC0zSmX3qRo9/6JoXJSW7/yEfRNA3f9wmCAFVV0YSGLnQkEVp4/eWlExLeKiTGwFuMbGqMnLWdbtRCBMOEYYjv+6hqFpNd9Oxlem2FKAVGro5m2mvd2kWEGzRot5sIRbKr9OM00ycgMhjNPUA2m0MI5YbU+W/fXuSOO8aYnmnw3kd3c+89E5w5U2NsNEuj4fDAA5McOjjCl758DMcNmNxeoF63SaWuX6OZq7kvZ448zqtPfYl8eZyHf/z/gZnKEoQCaU1AzkHpnEcxchSGJgnzP0n16B8TRU6/n+LqOQQawsiSGbmT1p+9Snj2PLTXWvVeaiyhptIdqcBIBeXwbRimieu6dLtddF2nWCySy230DOk6vP+9OxgfS5PNpnj4nVNMTBRgNQ9w/74Kv/XbP0DXs8zOLVM56zI8vPfSYwhDfCvEHQrRFwSCtTLBQSVLFEYc+cYLtJYbCEWhK3oYfg4ncDEyBsVikUwmg6qqzM7Osri4iK7rbN++neHhYQqFAi9+5UssnTnL0tmzTBy6nclDh/pGhONhH+ngzdsoqoKSVvE1BVttEXR9jJLF0IOjdFpdesc7pLelyO0qJl6DhFuWxBh4i6EqBuXsIdKag+v2V4i+7/cNAnKoBKhqD1WDQNZBXJy9HlFzno5D1EIxMJQSrtfF9PuZ2VfS5n8zjAVdV/nZT96x4dhnz9XodD2aLYcnn5rm6LElHDtgeaVLtdqj3XL45b/1CJr25j/APc+jN3OBxaefY+f7H8UaG73s9qdf+R7t+gJ2p8bK/GkqEwfodPqJeFp2B1phJ4qqo+omfijBGkE6dUIUNC2FQg9Uk9TofajmCG7tcWQQgCrA3zq7QAiQdx4i+9D9jEztjOPuURThOA5BEMTXsl55cvCe798/xL59ZTKZzCbvQRj2kNEZJLvotG26vTJBsCt2yV98rwYr82A7hCIgPW/E53K6Xc4fO41QFNrVZv/1KMKb7jGeHUfKDF3Ro7arRulQiSiKYDFg+8ooOhrqvE+1vIh7r4tVHkKZnsHIZPCFYGlpCcdx8FcctBkJXj9gRnujh8KvenRPteKfnZMtuufabHv/tSnFTEh4q5EYA29BNE3Dsiw0TYsf7Kqqxklr/Ye+pO1XcUKbrRIFgdWKAw8vWqTnL1DWRgnDMK7lBjYZBHa7RnvheaLuPFp6iNLuD6Bq107ydr2RsX2yQLGQotVyMQwFxwlotV08L8T3Q+YXLuFav8ZIKXGqNc79k3+JDpz+5mMMfeZnGPvQpdv1jk/dSbuxhJXOEUUhnrfm2k+lUjSbTRynSTqdRvgNpNBAz2OV9qAp4NePIIMOzuKz9DK34ZSLEPiwfw9874m4eyCsGQbhrp1kfvIj7Jqain+3/pwD+emLlScHCZyWZcWxd8/zNmTl90MSbRq1p1BVlV07f25LQ2AQvw/DvsplOp3GLTgwv/b7xdkFPNtDNTQyhRzdZhvNMBieGEVIgUCQk1ms8yGe0SM44VChuPFENQhO2hz+iZ9k4s67MPJ5RCpFvVonCAO0UEXztjZYB7kI62WehRC48z1kGCGusZhSQsJbgcQYeIvgBz1avUUMUcI001iWhW3bcQJVKpWKM6wzmQzpdJp0K02tnabtvbbxYAMVvMEsIiEIunHW9oD12dpRFNC68CTO0stI2d/Vb7ZZPvoFMsMH0FJlCF16nTp+awZj+DDlsR+tImH//mF+5Zcf5uixJTwvJJPW+dwfvESv149t754qXxevgBCCpTNn0Vlbhdc//wWGHn4Hejaz5T63P/RTDE/s5/lv/xee+tPfZMdt7+CORz6Nqqq0Wi1OnDiB53nk8znGjAsoYQeEAVh4p86D4YIZETg2/pnnCE8ug6aS2jFB9PD9BE//sO8pWEUCjYlRuktL5HI5hoeHN4wnDMO+4SFELNSzHsMwYuU/3/dJpVLxZO/7Pq7r8sADD7CwsMD+/fuZWmdwXHyvNE2LJ9woiqivrBBc6FIoFDHHsmjjFmbXIj9SIr9rCKfTIyMzmKmNhqcuNYITTv+4DHIi1tXOzoQwLrBaFdy2RztVJ99KoykaYenS7yeArusbci4ArIn0mlRkQsItRmIMvAXwQ5tjc1+g1Vsgo02ya+hDcXa1oijxg7vT6RAEQfzAz2ZyrKy6prdknVJhFGZot9uxd8G27Tgb3vM82kuv4S+9uu5RLPt/e3Xs5SPIyEMGax4F78IiCxe+TXrsARQji+c6eItPARrpsbvQrBJuaxrVKpEduQNF29ydDmBoKMO737U28RSKKT73+ZfQdYWf+OiBH+m+Xg273/kQR/7T77O+mG/hdz5L7q47EIpC7r67UNZ5UYTor3C7zRU8t8vK/ElSqRRRFNFqtXAcB8dxyGTShFLBq3YxmxHBay8i6h1QJbIsEd0Q3RbkiwVc14V6k8zwMP7BfTjdHuH5GQgjAsuikTZJr5bRlcvl2LAbTNDAJZseSSnjioP1oZqBN8HzPLZt28auXbsYHR29bJhIVzWiZoAmVdyazfL3Z4jaAfVajdzEKOpBneFduzB6KqqvkEvn0aLVsV5SPmkgnbFOQCMC73QPv+khCdFMEDbIAPSlK7+nUkp6vR5WykA/kGXskR1JgmHCLUtiDNzkSCnxgjZddwnbX8ELOow4DxKGYb+1rGXF7W0HLv2BG9gwDHRNB1dhc9e8NaJQY3nJprF8Cl3XabVaeJ7H0NAQt912Wz/267vA+uMIIgmqUECGGwyB9fQWnmVj9ySf3sJzG7YJusuU933kdd2PgwdG+F//3nuQuGQz169mXFEURj/+41T/5Ovxa52XjuDOLqBm0gStfsjCGB/F2r0Tf2GJXCbP5N77qC6c5sC9H0YIgaIoWJbF8PAwQRCQSem88MQTjLY1xo1xLGV1tR8KxPJgggQ9nULLpAlrdUJdxxwbBVWhXa0hHZcwmyatqBSLRQzD2JAPIISIKxwuNdmtDxXYtk2j0UBVVfL5PIqikMvlkFJiWdamMMLFNI/UsGe7tBsNzr9yHHexh1QkoerSqs2S8/PkM1ksz0SNFCKiVdPyEm79wRhZMwgEIA2ImgFqoOApPoEaEQUSRa5uJ7Y+5sDgaXdapMcEe//C/YkRkHDLkxgDNzFriVg5dDWNlH0hISeaJ6X0a8e1dX3ks9nspjrqsfLduEEb262yZSW6FHjdMq7rYdsOiqKwsLAQP/BHR0cZGRnByO/EDRxE5zxOKGkEFfIpQWmogrv4whWu5PIil4Fdfd33REpJ1z9Bx56n7ZYYK9+LIq6PRHF69266u3fhnJvuKwgCfr2Ov7SEM3MBNZMhbHcgCPrZfIbOjocf5K5P/7/RB/H3hUXSc4tsKxVx5hcIXznCAXuEqr9MpIZ9e4uB02ZdE57V0I7q+biqihQQjlRoPHQPHD+NX8qTmdzG+Pg4lUol9ugMBHwGBuPlMAyjL1Pd69HtdpmdnWXXrl2EYUiv10PX9bisT0q5IWdgfaWAV3eJ/IjOcpug7aFZGmFeoI2nsF2XUTFExjZRVy9WIEATCEE/vWXV3pQXfW4GRoAASAuEJsCXBGHAolwmiEKy0c4NpbH9jpFik1EghKBYKGGU3pwWz2+nzpsJtwaJMXCDuNLDYn0iFqhUMnfgeB001SCbLqMIJa4kGAit6Lq+qTQqZZaZKD/CfP15osgjZRbR1BSuY+P7GiJMERFSKAQIRRL4EamUhR/4ZDIZTNPENE0Mo4JtZYiiu1FsmzR98RfVvYArL5GgqGYh8kD6XM4gUDSDKPRQ1LWMc9i6dC6SAV1nAT/sIZ0IP+hi6lt3NXQcB9O8dr3rM4cPoOazNJ95gfYrRwmAaGa2P0F5PqHXWNtYSnA92o8/SfqdDyC2jRMuLrP0h18g6vXAMDCLebRIYmoFUukUTuRuOucmRUFdwz64r69jYJmops5Kph8mKlgWuVwuriBY+/xwWa/A+s/iIKfh93//9+Pfv+9971sVg+rnp5RK/bbK3W43rlAwzX4/AHAR4xrC8cmXSmRTVZScwsTUTtTVXIKtHABKKFh1D6xe92UMSAVEJJC9CC9wOd+e4ZXWMTRTY7hcJhdl0RWVvmXRNx9kbEqsIbIK2T35az5pu64bV/pks9nEKEh4S5AYAzcA27ZX48WZDa7WwUN5qXWEldZrZM3tCKmjaRrl9EEU0hh6ikp+L47jEIYh7XY7bvWayWQ2Kd9JKQl9jbx+GFWTDJW2IYRCo9Gg2+0SqRFmReJE50HtQmhiDXWACF21KZVKsXKdrusEQUCxWIy13j1RRjGyRN5amRZCp3Tg4+ipCqHbwG3N4NTPE3QWAR3F1FGtMjJ0iHwHVAvPdbHSfTnaXq9fSz9QmluPIjQy1hjSnscySuja1gl8r776KouLi+RyOe6+++5LurSvBiEEqR3bsSYnSN9xiNorR+nOzF5+p0jSe/4l7KdfwD19Fn95BWEaiFQKI5+LPQC6aqIYFoTRpqaTsbN75yTW/n2o2X4Cqeu6CEWJdfmllPG/B4aAqqqXzBMANnkPgiDg6NGjG7YZeAgG5aaDz9vgMxhG8MqrDq12QKkIO7aDyAvUZYVdB/bF906y3gAWcfBIIDYks25579dP5BFIpx9ciMKQZ+sv9o2HHpwbuUA2SLGHHaiXebxlDxUp3VFBS19bnQrHcTh37hzHjx9HSsmuXbs4dOjQNfn8JSS8mSTGwHWmWq3ywx/+ENu2mZyc5O6770YIwWLzVebqz5A2h2nbszh+k1r3FAoqQmhUrPvJ6nvIGrm+R0A2CSOJpvWzwMMwjAWIBgbB+geQqpjoqo4QCp1Oh0ajQRRFfUlXNaRrNyHyccMlUFZd4HKRI9Nf4q7dn1jLQbhohWlkR8lNPkR79hkirwuKTnr8HZiZvj69kiqjp8pkR+/adC/c1iy9+gzCqhChbshmd103XnUOPB4DY2mkeDvl3F401dxSLdFxHBYWFqjVanS7XWq12hWT3q6G1jMv0HjsCYQALZ8lal06SVPJZuk89iREIVKCSJlElom7bxcyiDCiCIUIRY3QlAB6yvoF8hopC33PbozRYazVpNF6vR5n/pumGSd+mqsiQ8Amg3M96zP+wzCM3f7rOwYC3H///VQqFVzXjUtaFUWJP2+OLWi1IzwPGg3JyLCPqkfgb/TuXDo5cMsr3nI/ucFE6kcUJBI/UNk1NMWubbuoywbBbMQlg0cKmHnzmhsCruvSaDRYXl6m1WohhKBarcZiT2+Wh8BtNqkeO0ZuYoLc9u1vyjkS3v4kxsB1JAxDGo0G9Xodx3HQdZ2l6jQvXPh15Gob4Zy1HU3o2F6dKPKJJOhqiqJhIwS07SVm6ieYrv05Ekklc5jx7HtJmf22xFEUbdJoT6fTsZEwWD0Ocg1yuRyOY6PINBFdNicaNnlt5k84sP3j8YrwYqzSPhQtTeTb6PntaPrri8Oa+QmENRyvTBVFiQ2ZIAhQFIVmsxm7qAcTUT8xMnXJ4wohYrnaQajjWuLX6oSOjTu3CJ532W0jzwPfAyEILRM/n6N3aB/VlInve2wv9hjLOig1gVhWVnM05YZGxwJQyjlS5RKsrvQBOp0OnU4H3/fjKpCBToTrumiaRhRFlwxJOY5Du92m1+vFIadyuczevXtpt9ssLS1x1113sW/fvk3Sx9FqN6n+PVYYrXssr9ikUzaLr85TrGdJSStunHWZgFj890VO/E2vxobAuoxCSzc4tPdeLpwQPGBNkprR0C2BKzwMaWyRLQBCVwjdtf4H12KSllLSbbcJpmcpqxrd1QTRSqVCJpO5ZoZA8+xZ2hcukNu5i+a5szz3//ln8e/0XI5H/uE/oHzb9e8tkvDWJzEGriOq2s/2LpVKdDodSqUSP7zw72JDAKDtzMBFjmIv9Ol4s7hhjY43Q9u9gKS/al7uvIqqpLgt/3Esy4on0vUa7ZqmxTXmsCYkZBgG2Wx2dZV3EBSfWvskHuc3jNv168xVn2Oi8sCWDzUhBGZ+8g3dk4u9DYOfB6WTruvGXo9BPsSV4t9hGHLgwAEmJibI5/PX9GEMkL/vLtzFJdxzM1feOAhA1wkyaWr33k43n2V8SGNMzqArAaoI+6XtZaChQChBl5ANoKGCKmHEgB0l1HwuTgSMoohut8v8/Dyu6zI+Pk46nabb6rLyyjypQprKbWOo6tZ6/NVqlaeffprl5WUymQwHDhzo5x0UCoyOjvLII4/EXofBvV8felIUZUO54j13pzh1qs6xI0fZPlfp6z8YrM7ncstqgY15ARebAxcnD677ed1mmtQZt7bhpzqkdR0FQdq18IRHRISCQBk1UCyF8IIHESiGAgUlDrFd7EV7I0gp8b7+TdROlzIw9u53kt2353Ulbr5e7FqNY5/9LN3FJVzHwblwYcPv/Xab5ZdfToyBhDdEYgxcJ9r2HF13iWJ+ikceeYRWq4VpmjxxrrvF1hcHTiOWe4NyvDifGgBN0RFCxivrwWQK/dyEgXDQ+szv9VUHays+QeAp5K29rDgbjQEA260RRi6aeu2zry9+WA7KJAcP6EHXuYFRcLmH66BELpVKkc1mr9nD2F+p4S0uYe3cjjE6QmrvHlqPP3nF/aSqEI6PYd99iNToMGkhGNFPowQbkwWFCkyYUPWQ6RDKEUxGgIa0Cnhmnmq1ytDQEIZh4DgOrVaLCxcuxKqBuq7TebGKfbKJkTYRiiB9V3qTZyQMQ+r1OtVqFdu2CYIA13UxTRNVVeMSQk3TcByHZrOJpmkUCoU4pKBpGqZpxoZZbbHG4tFptGWJKUyULdsrryaGXqaEUHCxkXClGwxDocGFdEQkJYoiUFGwpNk/mgbmRArhgW36oAqMvWnCnKSxsoKmaXHS5Rv9nMgowl9egU43vjL/8ScxDh+8pkZo5HmErkfgeZsMgQHFPXuu2fkSbi0SY+A64PgNTsx/lVrnFH7Un/yHM/cwXNiHLgr4snkVR5OATkYfImMNU8kfoJI7sGFlM3gADeSKB7Hd9dsoq4ln63Xkm81m32VsTILVf9gIFFLGMLn0GKrSn1SuV9nUIBs7lUrhui69Xg/P8+KJ61Jcqab+agk6HZb++Iv4KzWsqZ2MfuYTBMsrG7bZqlcAAK6HryqkFIWhoQrZ4Qr2ueNbT3fpHuR0RBitqTLo2+gwiduMyEW92PXf7Xa58PI5xAmX0PJpp9ssLy8T1Dvg9r1B0u/3JFhfbtqYrjLz1BlkSjBUHkIIwfDwMJVKBU3TaLfbcdKhYRj0ej0cx+lrTQQBtm3jeR65XI5KpYJpmtRWaqx8f46x1hBj+hBCFShCiTs29rP5o1UVQbm6Yl/VQVj9r//zxWbA5cILa3fe6CrcnxtBWbe1Qj/3IgpApiBaCRAIFF1BH7WIVktDL1YhvFpkGNJ86lnc6c2Tc29xicwVelhcDenRUba96xFe+a3fvvQ2IyPX7HwJtxaJMXAdCCMfx2/EhgDAcveHLHd/+AaP6GEHKxTU7eyoPBLX2Q+6wa0XnBkoEg5yCNa7enu9Hr7v02638X2fTqdDGIaktHFK6R30wlOAJG2OkDP3xRnrg5Xh9cqQVlU1dncLITbIJF+Ka7oi6zmEXRsZBATNJkQR2sQ4aFo/DMBGWaWLHd7G2fMoZ87TLj1J+f/4X+h5W3mDAKJ+7kUkkTLAV4bp6Xv61+L3ZXkHCZbdVhfvSJtc08Lq6oid/byKzMESrt6muG0YbSy1KX/k1DeOsHJ8AT1lcNen7kG9r++BsW2barXar78vFlFVNd7HNE1838e2bVZWVuh0OmSz2bgR0okfHKPUyqHJ/nskFQmrCoyD6VyuTvYATtFHD3SU7upkLGTck2DAFc2AdXkDW+UFrHkhJK3ZJrkog2pqKJZKOpPCJ4iN4PUhtKslaLXxZueRzc0GvXthlvToyFUde6vPdRQEvPz1rzH9gx/A3DxBq7Xlvnf+0l8nMz5+dReQkLBKYgxcB9JGhdHCnTTtze73N0okfeYaz9C2Z7l9+8+R0kZptVoEQRDHyQex3sED5lJJZINkxny+X69vWRaa3iXwnH5iVNgipdixl2GQzDcwLi5+gL0ZnoOBJ2BgiFzt8QdjeiNj04eHKDz8IM65abJ3395P4rttD9rDDxC88DJIibF9El8VOJ0O+sw8IlpLxFTC/r/Dao1TX/9thqbWlAUvJsrswU2l6bmSUCrkVvMd0ul0XBnQarVIZ9Okcmmilk+oS1SzP3ErWQ31UAZKJq7vxoJBceWADigCxVCptet4XkixWCSV6idkDjwAqqrSaDRwXTeWKR6IXA0SFaenp/sem3qbHCl00X+crLVgHhgCAFE/KVIRaFmDKIzQbAUpBd2Mg96NsKKBcblFXsqGY63TKpCX3CXeT5uO0O+zMNAxhywUU8Xv2BiGEX+O3yhaLotiWURbOBjM4eEraonA2v0aeOoGOQwr58/y2mOPc/q5Z1l89VVUKSloBkP66n0Sgso99/Cu//P/QNGSR3nCj4aQP6qfLOF1IaXk6y/98ptybFOMsj39s8x3v0Mg6uTMSabGHyRvTRGGUdw6N51Ok82uSfi6rku1WqXT6aCqKpVKBdVwaXcXWGg8z6CywGCSlLaDlFmMvQGDNreDuvZBDPniunVgQ7vcH5U3Mpmvr8MfJL69Hq/Gpc7lui7tdhvXdZG2TWGoQiqXZXp6moX5ecT0LMUz51G7DsrkON5zL/Z3VASFX9yHoq+Lp4t185iSI0jvYrGtsbBUR9M0du7cSanUb+PrzHfw6y753WW0nMGpHxzj3HdP4GQDtP1phkdGGDKrpNxX6EU5Wtp9pLN5crkcuVyunxCoWTgXOuh5k5n2HL1ej0KhwKFDh/A8j263i7KqQ7GyskIQBhQKBbLZbFyZ0ev1aDQaccimW11iuxGSXt6LjKz4wtbm69UpXIA0Jd4uid5RUZf6Qo1eWaIuSpRIbJ70Bzfpon9tVVmw/qzxOZEIRSF/b5ny4f7kbNt23Jkzm83GhuYbNWJDx2H5P//+plSf9F13kH/4wS33GehpNBoNxsfHMQyD5eVl2u2+rLUeBPyX//6vbtpvJJNlpFBCz2SZ+tCH2Pfxn0az3hwVxYRbi8ScvE4IIXjfoX/Md47+7xv9yJcMNl+Gi/zQbrjI6ebvI5U2KBLPWSFcqrF/7CeInBInT54EYGxsbEPioK7rpNNpPM/DcRy6vQbd9mt0nI3xT48LeME8ntzFqHVXHLd2XRfbtmNjYjBprVe963a7OI6DZVnXJKv/jXgEer1evMJNp9NEUcTiyZN85Z/+Yzr1Ol6nA1Iydf8DfOIf/COsXG6DUTNYOQohcF2Xs2fPxvK8o6OjCF1bS1qUNrnMEurBFIU97yeopOjulfjnFiGnbjQEYO29TO+CsIPiTJOWOaC/+l5eXu7H5Z9f4NzXjoIQ5LaX2PHBfSx86yxy0cVQBdq4Sum2Erna4yi9JVRZw0nvRIgC3mr5o2EYpHMZhreNEEURCy8vA6D4Cu1jDcKWT1B1CAHVDtgWlelJm+VijeH7hikWi+RyubiJVaPRwDRNdpQc1HYVf2UQtRcbLi8WV9aBjCA1ZmH1DFynhx/6eKpHCn11+63WJpu/JHEXQ7FJmineOlrNRxBZCIyIlecXUHWNzN5cXz1zVUQJiKtW3kj4S7Us9DvvwH/plQ2vK9bWeS0DL82XvvQlarUaQ0ND/OzP/myc2xOGIdMvbC3xffgnf5qdP/5R8pUhcvmtlTcTEt4IiTFwHem1Q2jvQGan+8+wy2utrPE6no9Sbaw7liCMfPzAob6yQrPZJIoiyuVyrDPQ7XbxwzaqsiroI3zqvWk8uXWWMoTY4RmcYJS8sSOO26/vdjd4mAJxG9t2ux0bDNCfkK5HrsHFqzxFUXBdl9MvvUSnuszj//JXN+1z9tlnOPXsMxx+3/tjBT9vnY7AIJGx0+n0V9CKQjabRVVVUqkUhUKBkCakQpDQm30NVU9hDEUY5VJ/XPFffSIB6vjHkH4TpXMCRIiianGOhKZpuLbD8ouzhG5I5Ic0T1c574YELQ8ZSRRVYSI3RqZj0lmwSGsKnqPRPOkw/E7J8MQw5XJ5w0QnhGDf7r005mvwWoDdaTH4AClIdDSEFOTIond0MmaGbDaLlDKu7kilUqRSKRTbxZ1b3055rWogVgvQQClosE3DsCzyI3m6eY16ow6Riu9GmMtX7jGx/iuzPk9j/RcpIkQiCZQQJxeQuS2HvdxBWQJFUzDzJpmpNRniwXs6aPx1tcmnUkqC02c2vKbdtpf07Vu38BZCMDc3x9zcXN+7JCW1Wi0O0wVBwNf+8HObd1RVSocOMr5r5zXztCUkDEiMgevEQPzFiA7i+LMIPexLp1/tO3DFWKmCrmXJmmMM5fbTqV6IO88NDw+jKAq2bdO2Z2g5Z1AVHVMbwlNPEUn3CjFYScedoZSbiieq9avmQaxzfXw+iiIajUb/2g2DYrH4pqqxwVpYYDCeQa38D7/0RS489yyN06cuuW+6VAbWjJnBam3gSRnE76WUcetoXdfjJEetOEbgLiCUCFHI9rs5youEnFZnsUhYZKY+ipUp0elk8GWI022DOcSuTH9iVBQF+1wLp9ol8kMkEPg+1eOL8eGMikWw4HD+pddo14YQdobAV0F3SKsr2G6O1y6cY8c791LYM0QQBPTqXeyjbVjykd7G1Eex5nMHQJc6Jmv5IYPI4iCHBFlApKN+B0sgUiVeNsDNBBQrOVShI3IKoRphmEZc7qlldPJaob8arjqwOolfntXW2fGtXPMGDPYdVBIoKUjdZhIqEb7vYkkdQzFQTHXVKI7o9gIU4WxIvg3bHWQUoeayBNUa7RdfQS+XyN1712p1xEaiTgfZ6a4LTMDLoc97LxHHH4RgBiqRqqqSzWb7oZxWi2/883+G12hs2m//w49QmphIDIGEN4W3jTHwB3/4XX79X3+DdEbw67/+SQ7dds9N1SBkkHQ3Nmkw01aR9DvUKZ5CpEUXywfE6JTRlQK2nEPiEysEXuLS0sYQll5gtHg7MlLI5/NYqw1sCoVC7P72wzZS+kQywg5mV4+9bqXVTwjfhOd3sN0GmqZjKkV8x6NQKMTXCGuufCkl6XSadDq9QTjojSbyvR7WV0kMFBdrtVpfJvbEcTqLC5fc1yqXGdm3j/Utf33fj3slDBLnJicnY4nZweue5/Wvp7IHESygRh0Uw0ZGESg6SImUa14GKSAyR+k5EZoZkMlkWOqW6UQqwo/I57OEYcjS0Tlm/utr+K3NTYwGhHZAYPv4jkfYiOir/QAuLDw5zcqL8+gpnW61w33/43v6xsByl3DFJda7imfXwdp7reJfzxuY+VRsBAwMpUHJYa/XIxAh6d0BlaEiUvdpLfdDELKkoZn98agQ6xj4vo9lWViWRaPRIDS2Sjq8smEgN1nHxMcxhcHwjkmWq8s0Sx6NqEM6k6bbmkHpmpw5p9DtBJimzcS2gLGxMZrf+A6N7zxO1FyXsa/rqOk0UlEo3LtZVlusj9lL8KOIucUFVlZW4pbSA5rNJjMzMzz33HNomkYQBLzjHe9YbRPu86f/8l9w4YebQwS/+Fu/QyafJz967UoVExLW87YxBn79X38DgF5X8vf//h/ze783TDF3c+l0Z7NZqDfpuwQAFSL1YvnfNQQaigJDmcOU059gyXmcavs4XmQDF8vgCoqp/ewd/RCqKihmduPYLqlUKp6QB6WGqqpSyu1C9DwUoSFlRCuykVt0zbsYL6wzvfxN/B6c+TMPux6w95Gd3PaOO8lly/Gqz7ZtfN/DjxoYVkgYGPFK2rZtpJRvSnlip9OJdeE1TaNarXL69Gm63S6dXo+gc+k+AqXxbQSui1zNbRBCsHD0CMcff5zRvXu5/UMfjg2ZVCoVl2wORH9g1SBK5VF8HwYGj55FCAh8jyi0CaVBYEwSmTvRPI/Fs/NYuomnerH0suJAc75BUHeJ/Et0hVzFb7mggmpt/XUObJ/A9bnwzBnmfzjN5CO72fHIfiJvdSq9zJwb6RHRTsn03HQsMjRobz0IFwD9sJPpk1GyZKzMhvLWwfs+yCUZlDuu74TolgJULUQN1iotto6OrfcMCBQgXO1QsL6UMSTEER7NVhPLsqjLOg1atOwOKzMrhKGFF+wkChUajS7LS6+xf3uNkVeObDQEAHyfsNmk/u3HtjQG/CiCXTuQ56aJpOSpwGF4eCeWZW0o6XUch2q1yvz8fNzkqVAoYFkWUkqe/eKfcP755zYdv7BtgvF9+y79JiUkXAPeNsbAGhIl7HHiqf/Ave/9+2j61l3tbhST5YdYbL6CG9Q3vJ7RxxnJH+Zs9Vv0H4MqitAJIoeFxvPUmwu42gkAsvo45cxeesEcXbdGFIVoSoqpoQ+T0SfiXgSDB/VASW5QFgZgmsOUCtv67lECGu0dtLoXaPamkdK5bC5DhEt9tsfsyWWkrxI+Wye3zyPVnAStjox0WismoahiZNpIKQjtCtWVKtCfMMfGxqhUKtc0ZHD69GmOHDlCEARs376dHTt2sLKy0vcMzF7Anr58aefy6dNMv/oyB975CIZh4DsO3/2P/4Fuo878qRPkd+xg27798f0dGFYDYyAOmwwdBmcZzwsIZ0+jpXNkduyl25ih6+mExhi5fD9mXTu9zLmvv4YMIzJTBby2Q+tUjbAXoOUMCvsrpCoZOjOXF6Za/OEsW9a3DVi1OcMw4Py3TpCRWfKZwpabrsXlBZqv4gYR9eVa3MzIsqz48zQwjgb1+gODYaBWOGigpKoqmUz/u+g4TnzvBvkWzqlOX4r5Ip9AhCQ0Ijzpo/sqUpHoBZPWaA+7YaNLFUf3aK402eVtw4gMIkVSUxp0DYfG+S6jo6PxpNxoNFaVOXsoap4gMGm3T+O5i5iGTmXbKJybgXCzAWYfPY7f7qDnNlbkTE9P06kUcX0XLJN9lSH27t2L7/sbPGEDYyifz1MqlchkMoyOjjIxMYEQguUzpze547RUis/8s39+2fc+IeFa8LYzBnQt4L33TINdoVs/S2Hk9hs9pBgpJcXMTh7c8zd57vR/wA6WEUBGn+Tg2M+Tzw6RTY9RbR9npf0aXtgBBFKm6ATnEXgIBRTNxNTKVPKHMLUiHXsRSxtCVzOxnn8URRuEegaGwWCVFteCCwEYDBWmKGS3kWpmWW68RhD1Lnst2VGD3KiO04qo7M0QSY+Ocw60FqGMaLsZQKKmfKSE2flppk83Y/W6u+66i+Er1GFfDZ7ncezpp7lw4jiiPBSL5vi+Tz6fZ+X5eaLVcrJLETgOz3z2syyfPMmBd72Hz/+d/wmn3V8lKpqOMMwNdeCDMEGv19sg7qOlUoRWltZXP4/7yjlUyyLzs7spTD2CvhpyGLSb7r5WJ+i4OA2b5pkakbuaiCf6K3p7rr0xdrOBdffucobAFhgYlz1cjAKm0OOQi+u66LpOsVjcEBYqFAqkUinK5XKcTKooSmwADMIDA2/AwDA1DAPFF/S6DTwtAn8t8i7zCn4uRGzTwJUEp0P0UCUyJLPLc/TsHmEY9pM48yrNsMdwx+z3espIREqJz6tpGvl8Pj5vr9fDNNvU6zN47ixCiH6o58BBcqpG+7s/2PK+zX/+v1H5mZ8gXRlCSkm9Xmd5eRnP8zCHh8jlcoyNjcVG93qdD13XKZfL6LrO+Pg4juMwMjISf073v+e9rJw+TbdaZXj3HlRNZXz/bZQmJq7qvU1IeCO8bYyBJ77/fzE/X+OFx/8Lo1mPdH6E1BtsnvNmsL5ULZca46E9f5tm7wKaamFpFZD9B+hk+SGGcwd54sSvIlARKKTFARy5CEToahovqnG2+nWM2jC78h8nl5voP1RXM+Y7nU6sM69pGq1WC9u2yWQypNNpYOuaak01qRQO0XWW6TgBRJJoNZdgAxKsnMZdnxnDtwXpQpqsPknXWyISIUKClY7wuxUM1cexfdq1Ko7jxCGC1iVU1K6WwHX5j3/jl6ieOrl2HZPbGc6k6Q0NoWgalhCUMhkunS2wdmGLR4+wePQIT/3Of97wm8bcLNVzZykMD8fSzoP7N3iYDyosoihCIQCnB2GE9DzcdgsRhqTT6Q37jhzaxtwr0yy9NIvnORtH4106hBSjA6YKdr+CYVPTyS0ojVbQjMsJ7chVpzuokwapiRzC0za0TC6VSrEnZLDiHeQAALGqX7fbpd1u0+l0Yr2JbDYb98eAfqhMWhBZklANkALUYZ2he0bjVtaO42Dv6hG4Akfv4V7oy1MPmnClUinyag7hCpRIZVIfx7o9H6/KB70WPM9jdHQUx3EQQnDmzBlcty+otVPV4TtP0FtaQVgW0nE23Rn7+AmWPttj9OMfw5zcFufFpIKQtOuTrlixJwTYIJBlGEbc42FgWIVhSLPZJAxDSlNTfPpXfy32tOiqinYNGx0lJFyOt40xADA+Xuajn/plnM4iupW/aUIEg4SpYFW6Vtd10qk8KetgvCIZGApCCEw9z87K+1lsvsRQbj+j2Xs5MvNfcSMD8HCCvi5+EHU41/g2dxV+FlVVY2NgUOKXyWTodDosLy8ThmHc4ngQ594qZq+pJrvG3ke9fYZIhtTbZ+m5i8TLSLk650QC3bTQTB+JixMsIUQIQkVRVCqlKUZ2HyCXy9FoNAh6r9Fu23E2vmmaBEHwIycS/sZnPk13ZXnDa8GFGY7/599iZnSM4q4pll99hcC5vFfgSgSex9xLL7Hz3vs2STuvTzYc3FdNK5J54H5QfoiWH0Xfuy+eNNej5Qy2P7qX+R/ObFypb7nQj8goDhm1Q1DZhnX7LnqhjXOyheP1UBUFo2jhtRzCXrDVARjdOcGuw/sQypXuuaQ97qKNS6qLfcNNVVUKhQKmaZJKpeJJK7Mux2KAoih9oSTHodfrUa/X44l50ClwsF/PsblgLNDROhhlk0q5QrbS13qIooher4dt2/SCHrq1qm/g+RRsieqa6KpC5b4KeSNHd7GJ8ABTiYWx1k/Ig+/aoA9HKpWiWCz220A7PlGnA76Hmk4RGTpRq712SywDYVlE9Sb+wiKpHZPoqsaQ7aIcP4MIQ4K5RaIPvAdjNal2/T1Z3wfEdV2azWb8byCuWFEUpR9uuU5y3wkJ8DYzBgCEUEjlbi59bt/3qdVq+L5PsViMV0QXTyaDn33fZzz/IJOld/YFZzqnELqLGkLXXSspQ4DNsb5renWVNmj9C8SaAgNjxPf9+AG7Xhhoffa/EAJV0akU+m1QK/n9zNd+SKN9AS+srenv+2kss4QdzBFFEbXmUr9OO62TtnJsG749dhFns9k4LHDu3DnCMCSTSROF/hs2BOx2myd///c2GQLr6S0t4raahFcID7wezHSaHffdB7BlRYQQAr/boVOtUtk11a8e2XE3YvRg3IFxvcEH/XjzyvIKL/znJ/Bqr2eMCqqIkLqFOT5C8/gKQhFoQkPT+ivR7FieyU/dy+xjp1k5urAp+bAwXNrSEBiMKVptJdRRerRSDkbLjZMjB42JdF3HtW26s7P0pqdRPJ/UUBkjl2f4rjtRVyexQQWN7/tEURR7BlKpFJZlbYilu4FHO+pQEjqZYgZVVeOKjfWdN6WUyCBksuuQDwSEAfWTIeV7CmTHCnTbXby2i17uP9ouNtxM09zQeXF4eLhfXeP7yJEUqh8iGm2MQg5/YQlvYAyoCpWP/TjuzAUU0yS1e6p/TU89iz47H38v9GYL7+vfxP/xD2GMDsf3d2CE27Ydd5yMoqjv0cjn49LGgTHwo0gkJyS8Ed52xsDNxiCuWKvVUFWVfD6/pTzv+gl5sHIf/JyztlFIb6fZnd5w3P4/PBTdRdfXNOwHZXWqqmJZFsViEc/zyGazcS4BsOWK6WJvgaJojJXuxlDK1Dun6HqzEEHGGmcot5v5mk233eT4y01KwyqlIYmWL2Lbdl+QZl1b5X379lGpVGg1G5juWfzFH9D195KuHLhqo+Dx3/6PvPiVr1x2G6GqhP4WYY43wKEP/zg77rk39q50Op0N0sbtlRW+9e9+g261yt6HH+HBT/+F+Pe1U8voqAwf2oZm9L9yUkp8z+fV33uG3pnG6xqDRFBP59AsA/V0lciP0Ism4/fuIAoiFFWhdHCYzESBuw4/wvmvvMaZbx8j6K2VjdYWVygOD6GoygbNisFkFooIR7U5r8yS8XMY5ppOQyqVwjRNwjDkzFe+wsKf/hmBbaOuTuxWqcTej/80uz/60fgaB+GAsbExoija4CFrrjb3MU0zDjtUKhVSqVQs9zxonLTeqHV7vX5HRKlCBGoHqi/OI4Y11Fz/z0BpcxC7H4wH1tQGoyhi27ZtWJYVK0pqe3b3tSkkNH//j5CKgEgiDR37xElG/+KniNpt/KUl/CggWtpsjErbofXE01R+5mMbzjcwajqdDu12G8MwqFQqlMt9bYv1HrskNJBwvUmMgTcJKSVB5CCkFveaH9Svr08quphBQxjP8+IVqK6lOTjxCc6vfJ/G7NkN24dByIXjrzC598F4Ylq/Eho8jAcx7cE26w2SgQGylbcAQFV1CtntaGoatWMShZA1dqOrOYazD9FeOoMqjrMw3aOxJPEmerjdU0xMTDA6OrohRl4qlTAUl86FOmHk4dTPQGoS3TCvqsyw12gRbeF2B6js24eZLxAIweILz1/5YIqCkU4jNR3fdcHenDw58/KLPP0Hn+OhT/2FeFIaTDRSSpZnpmkuLuI7DvMnTsS/v/DiOc589QhEsO+Dh9n9/oP9FsTLbV78w6epPjP3uq85TPUFfZSujzA1lKKOtStL6b5R9Ew/a7/x2jIz3zpFejSLt+SgGhpRGBGJCNNMURgvY4c2SiixzEw/M0CwqocAgQyQPqimGn9G0uk0vV6P5eXl+HNUf/Y5gl4PpCRcTYrsdLu8+Bv/lhN/8kUOfOYvUL7rLqxcLhaiCoKAbrcb37OBxyGdTjM5OYnneXHOgZQS0zRJp9Pkcrl4Irdtm6WlJc5rGkonjdJOEwYKK9PLhIsGpVIJXdcxTTP2jA08E+vbMA9yDUqlErlcjk6nQ6/Xo9vt9kMZCDANgmIB6Xoo6VQ/RNDrYh95jdBziUaGiYoFxHJ103sVLC7RuTCHOlRibm4ubgY1SOAd9ERIpVJ0u93Ye/RmC3IlJFyKxBh4E5BSstR4hVZ3DlMrktb3MDIygmEY5PP5TQp5F+87mJjXx9QVoeIFW9TICzhx4huMT/Vd2Fs9TAYxyMGxLvYCDGrygUuuSvrJT6MImYpXOgOX7/79+8nlcszNzcUP3m63S61WI6V5GMECipElM3w7EoE99yTS7qfzhVqGMJKIi9y5V+LBT3+alXNnqM/OoZkG2w4f5t2/9D+QLZcJVu/d8WefYfHFH0J06ay69NRuJm+/g/LuKXwrzWK12jeKajWWv/ttQruHoqgEPZuZ559n5z33Mra/H0IZ1MoDlLbvYPvdd1ObmWHfo48SBEE/L6LnE7oBUSCpLVThzBkWXr7A+d9/9XUl+8XvYUYlvSeDN91BNVRS23PIEPwFh4Unp9n944f65WkvzGIvd+gt19EKEqNikSuUaFc89EDHNNKAIFIlMlqrZBNC9D0Ebojb7RHikNrRnyijKGJ2dpZOp4Omaf2JbO9e3NnZLUvwehcu8MK/+FXMoSGsj/1lXp7T2L1niHe/ay2hd+DyHyhzDvoEpNNp2jNNnKcbiLxK7sFc7GGKogj7fBvrxYhtZ8YIA5UQiLSQutVGNBrouh534hwkFg5CNAPX+yB8MchZGHwP6/V67PGhWMR69BHqL79KR1cppDOMPvIwhAEoIs7V7Bw+gPX0c+j2Ro0OKSUr3/oOf2q38TyPcnkP23feS2XIYHQkTz6fjztQdjodMpkMk5OTiSGQcMNIjIE3gSjy6diL+GGPIPAx0xPkc5U46arX6+F53pYrgcEKaCvJ0eHcQc4tfYdQrmU5R26EvqPHdP1b7Bn98GUfJoMY7XovgKZpG1z5V9p/MDYhRPyAtiyLyclJcrkcrVYrdu+m02lk5yyuVwWhIowSBD2C7tpq2GudJ0odIT+0HyHSr/MOw7YDB/mLv/qveOL3/wtOq8X9n/wUQxMTfTW7VZdspGpoVoqg1wUp+38u4sCHPszBd72bXC7H+fPn6TgOURRRnJxk3z330FtcoHXuHPWzp1HSaUJNp9frxUacoih4nQ56KsW7/spfjWPgA7XC0m3DtJcm6NTa1NIdTj75FHy5cVWGADqU9o2QLmZo2jqqqVK5b4KFx8/jdj3qp5dZXlyiXBmiuKtC68Iyc+ceJxA9int2sP2hbaheROTsxm+4hJFCOp9HUTe/17XqCgsXZrEqKbZt24ZhGCwtLcUaAwNPwdhP/SRt02T6W99EeluHYtxqlZU/+F2Wht7B0vJ2bttfYnKyGFcIDPJX6vV6XHIohKDx1ALyvEukC5yJDm4hT7To0VvosvTYNOqFAIVBTF0SypBO2INaLe6HMTAGyuUyw6sVIEEQxN65QRLrwDAeIISg1+vhOA6GYWDeeyfF1XBHlOt3bRT799B96VV6s7OEuoqzfw/lU+dQuxs9SlrPobq0CJqBaRVZWnLptEOGhnLkWiu4yyuEZ86ihiHVPTsZGhqKKw4SEq43yafuTcD2GgSRi5QRhppHU1NxgtDFPczXc3GnvIsn53J2Nw/v/3vUWmc5Mv9HyMhDz+goiqDaO8pEeA+m3HHFCX3wsBlke6/3EFyOi3MSdF2nVztHb/4lZORSyu+msvs2dN3AcZx+UlZ7iSgCoWqEQYC7sOa2j6KQ6soR/JVXyQ8dYN+Dv4JQrtysZkCmVOKDf/OX47EN3NpxJ8VslrH7H6Bx4jiVXbuo7NnLc//ld+L9S7cd4N0//XHSmUxc8lYul+PJPp1O40xNIR56B0efeZqm43Lk1Cm2uy6jo6Pous7Tv/s7nH/2aSq7dvEz/+c/2pABbts2Rtpk5J3bsc+fZ+HkDO7ZFua6uTO+4/1CkY33W1dI7ysCEnu5Q+SETP3YAXLbi3h2i9aogWUvYGZ1ol4PRRkmfUcR5WhEcLpHGLn0aqfwW2cwFYNOIJi94KBGKnv2HwB149dfIlnoLhIaEal9xdgrMJhUB3oCpVKJQqFA5sEHWXnlFboXLtXcCozIwwhtIi0EXFzX3VAloCgK7XYbubSCWa0jd+2gF4IfBiiGgtRg/gfnaX93iagdxMkN60WIjVBn6sIIy6UeNVnDcZy4E2dnuc33/7/fBim58yfuJbejSBiG2LaNoihxDogQglKpFHelDIKAsqazW9FA15H7dsfhhVa7g3vyDClFQcwvY6VT6+7hxkZKI4ZJVYCmBaiqwHAbBF/5Lm3fAykxVt96cfQkZ4r9XJvt27czNjZ2yXuakPBmkBgD1xjHazOz+DhO0EFTTHLZCVKpNJqmbSg9u3iyX79iHyT+beUdyKXGyKXG2Dn6Tpq9GV6e/j28oE1KLyIiM35gXS7+Plh9DCRRYc1DcCXWexBkFOLVXyNylvsr4u4MmcpenPYMvepZQm0ILbUDzSgh1BQisonCNXdqENiEiob0bdzeElHko16FMTBgvcfCMIy4xW4mk+H2j/8MkeNQGRsjiCI6PY8j3/4B1uRePvr3/nuy6+LRpmmyc+fOeKIa3B9FUVBLZWS1utbbwfeZfupJXvryF5FhSK/R5Mxzz7L9nns31N/Pzc3R6XTonK2jvGBjtbcW2s0/MILmqoQ1j+LuCvmdJTI7C1TtOgvfPIvf8FFMleKuIfTGCr1vfIfRXo/QdBBdhfDEGRas1fd/bwXr9AS+U2P4UApNqyIUjaHhMun8DpZPLBBoPrCxxa5AMLJrG7VyC2M0s6Fr4/bt2xkaGkJRlHiFHY2Poe7YAYuLsD5RU1XR0mmEpqHm8hzaqTHyjhFSKW1DcuzgM95rNhHPv4xsNOmdnaZ77z2ohoHSlLSfWSGacTcYAhe9+4BEjRRSgYlM9StqTn33GAsvzxF2++fShMbT/7/HOPxL96FYWhw2KBaLG5J1a7UanU4Hz/PYoZtoqCiaSnNmlrbj9Mt1a1VKuoamaqgpa4vR9P8fAe8aHmNOV/FKXTLOUfZVt84RUcOIxx57jCAIOHPmDJ/85CcTD0HCdSX5tF1DXM/m2PQfMXhqBVFEJF00HRRF4rnhJSf7i+P2r2diLqS38469f5tGb5qUUUKJcpdMAhwgpSSMXFTF2OQhUBSB7dXJpMoYurVp300IBcXIIhQdISNUI0/gNOnOPUPke0QsE0qfVDaHkSviNttIJQVKhKqnGNn7MYzqazSXXqGy/V2AYOncdxFCMDT5ThR1a4PmUrkPnufFoi4Dg6fT6dD1PI6fPNmfwNnJ0s4xLEtnZtZhbJsTu8AH3hFFUeJs80Ece2pqCtPsT57j4+PkMhm++vnPIVcnEt91aNdq8QSqaRrtdnttcjnRgXqIgiDSgGDjzOY1XUY+tp9SqRR/HnTTpGAUEO+dwpnrkBvOIvGo/cEXkNUaCqCoCtKy8KKQ5eXlfpMmzafy8XeRzWUp5jXovYZq5Bjd9Si6YRJt11g53SDrZzeMQdLvLFkeGYqlokMnwFrR0QwBRXB9F8fpd/lbXlnBtW0UXUcxTXZ/8hNU7robs1jAyud54V/+Gs3pafT5MxSUu+POlaZpbijN9B0H1zSIVBUUhUAJic71UJc0gvDy1SACkEIhHIHswQyaZXD0z15m9snpDdsMvpPTf3IS/VCGzrY2neN1KsMVxu7ejmH1jciBsFIQBHQ1AzvqG37nFuaxayv9MsAgoGIYCHVrw3XwrdOAnB9ymx8ie/OslzC62K7paAp+r3/eTqeDbdvkcrnLXntCwrUkMQauEUHocXT6c6z/mivoCCXiwsoTCKFSyd2Oqma2nOwHD8qrzSbWtTTD+QMA8SrucqVJ1dZxmt1pTKPAtvJ9aJoVa8V/9s/+Pl1nKd72Vz7zWXR94+pxvXCKaZrktj2AVdjR7x4nFBonvgisdqijh2g+j9vL4zdOEfo2UirYIotlFWg1Z5g7/mU0M4eeqnD2xd+iPvcsimYiZcTIrvdtGv/68w9yAwbXvD7xstVqMT8/T71ejx+w/ddNItk3MrTVZLOL8zcGnoLBCnjxtdfQwoB77roLNQ6PVHFaa/0CzHSG2rlz8cq50+lw+vRpZmdn+3F2TSPQNYSAiQe247Qdqi/PE3kRqKBNpOKqk0HiqJxfZCidJj8+SvvVIwQ/OEG704VgXdJeGCHDkIbaV7A0DAPLsuLs9GxhmMy2PXFWfhiGpMMUpSBNRIRA4Ic+ERGBCImGYWpqiqGhvtxuMOMSrkgixcfJdvFLUazv3263EaqCVihgFQqkp6awxkbJ5/P9Lo2G0V8lGzrpfD4WARoYE9AXMsrk84j3vYtgepZu2sIK0iiLNiJaa0sMax0N1z78EJbAPaBg7upXzWiahl3fGLuXQChDnDDCX6ghew3a+TpYI7jpJqZhMvnQFM1mE+mEWB2NTClNM2OwslJloVqlFQax8qKh62BZCCk3jGgrx8V6c+FSEmgCGL73bibOnqbZbDI1NZUYAgnXncQYuEZMLz7JxY+DXGYSoUg8vwNCEEQtstnKpon6UjX+V8uVjAkpI1q9WfywR+QGuH6LlFlG0zRcr7vBEAD415//OfZsfweP3vuXKOW3xaGM9Q9z07QwCzsBqJ36863P67cI/RZh6BMENt32PEtnlui11lZvK9OPo5l5wsBFMyo4nWUCr4tmrD1CL05+XK+XMKgpd1037hdfrVZjdbeB52VqSmPP7jHGxircd+9Oer3Ohvvlui62bcd17dNPPcXzf/BZEAr3fOKT3PnRnyAMQ7777/89cl0mfaY8xMThw3GIYWVlhXa7HWeul+8v0VQWUXM6hYfHSR9v4yx2cTo20Q4dOaZtlOg9fQ7n+0/RCiMiGRGcm9noiodYHyD0JLlIYg4NAWyQPLYsC9d1qS3XSGOhZ3RS8xoaSlxBgABXeoRCIs1+uapzoYfqK/izDrgRIq2hmhqR2vd8dFa7P1be8x7U2Tly42Nkd+6M77UExn78I6hHjqCUy+RGRrAsq68k2OvFugXQDxd4I8O0NJVOu40xF6FEmyfXWCS5oiBNhTALvf0RUgdr9T3s9XpMvWcfs69O9w2ttVsFgC8DRFsgowCZ8uk1As586QiiEzJ35gK9V5ZQkaR3meTfO8TRxUVaYd/7Y9s29qqA1YniEPuM1FoaoxD9LpWrP29lJFzKxPd3bGP48EE+cts+XNdlaPV9TEi4niTGwDVgfvllmr1Tm14vZicx9Tw9ZxmhaKTN4Q05Altl9/+odcaXTx5UyKXGafVCTD2PofdXH4Zh8PKpp7fc5/TMUyxXzzAytIuDU+9h59i9eI5Nd6WKsWvXhsRD1cpfYWwqhpGjXEojAxdb6Eg5mOAinF4XIXyiYIaTz/4rTj37r3jok39EJj8RX9v6UMqgfn19j4CBuz+TyZDL5cjlcrFQju/7/UYyFYve4lc5+/zXGb/tZ0mn+y5xz/PiTPSBWuPJ7z9GdzVL/cUvfoHa+XMc+8638de1QlYNgwMf+AA7Hngw1rw3TZN8Ph/nLpTLZUSlnzciNZh8ZC9CUZivLtAp9ZUYB3XomUyG1skz2I5L4Dh9PYVgzRBYP0mGEVzwxxhxs0xNTSGlxFmtiJBS0u12efGHL7KtN0zKHCVSJapU+pPq6oEMxUBFxVZdIkXQeG2FoNND8xQGrSki4ZMqpchkNWzbRgQgXEiPZxh96CEMw8DtOPReaRIoXVKHCuj5PIU774yvPwiC2A0/uN+DpNpWq8XKykpfla+QB9wt2xhLBcKHLQIrwvVd1NX8jEH/g9q5FRqnqux79BBnnjuJX1/LUZFIVKGgoTIs86sJm5LeYptXPvfshvOESw5T23exsLRAtbpZR+D7jSrNnbu4u1AG28axDNKNNnoQ9PMd8gVkt4v0PYR7cbvx1euSEoRAz/Y/o6Zp9tucJyTcABJj4EfE83ssNJ/d9LqhlSlkdqAqBjtG341AQVH6t/tiT8CVavyvJZXCQYrZXaiqiSL6K2spJfMrr2GpQzjh5gdfq7dEx66yWD3Dpz+wmxc+/3mq588xefvtvPsXPoOimQjVxLfXmg9d7ioURcFKlcjnt9NsngfC1X0CYqXc1RXrq4/9Ux762G/E+17s/Vh/vwZlY9lslkwmw86dO/F9PxaUcRyHSqUCnRfoVo8BEq9nsXA0ZGTvHva++9F+qaDn0ev1+hnmO3fRmJ7GabdxOx1e/vKXNl1PFIacfeZpDn/owziryYWZTIZsNhtnzPclmDP9ssViES2rM/KuHbROedDtkslk4pp4RVHI3n4Ib2kF27YJ2h28pZX4tqxHKiqKapHbtRtN02LVv4FRcOLECcSSz9TQDhSh9LPatnhzhBQoQqDXVExbR1l7C/r0JAtfnmb7p/cyWhlFOy0J2j56pBOM9JMCO6/W6D5XBQlGt0W0Uyd6zaG31ONCrkmYh7AAQhFYUzl8f02O2jAMNFSC5RDOddePbMNVhymQaTAti4yWRVVVFhYWWFhYQAjByg/nCZsBVsbioc88QlexyefzZEWGk989RuPFBfJqBkO9vNyvUUlTHCkxPj5OtVqNFQoHIbWhoSGKO7Yjdu1iZXkZpd4k1+igRhIch8h1+9UaAtC1vtW2Xu8iVhCVcPQ48uGHUBIJ4oQbSGIM/IicnX98y9d3DH0AsXp7VWXN9b+VJ+B6Ko8NFA0vfm3v9oeIopBS7t1UilN8/Ylf27BNJENst8XC7Enqc9M4TofInaN57ruoeorU6O0Ezc3ekQGDsEJfaMan057D9ZpkMiN0u/NAP8ly837aJvnmy92n9a2FB+WGg2TDQcxa1SYxUmU8x+PVrz1NuxayePoUlT17cR2XJz/7ezjteTKVHMP77ufuj/8My2fO8No3v7H1SRUFoSi0VlYQ2WwsBT2opx/o+Q8SG1OpVNz2eNDbvlgsxm50IQSkLLIffj9KrU7rG98GQ99Uzy81FamkyekeonaGRiOPqqpUKhUsy+L8+fMsLy/zUPHuviFwMRvmWUHkRWR8C1UoW99jCUuPzWIULaJagKqpYIMMJa1Oi16vg5T998pzPOzPzUMtdi6suctHVXxh4Y9AGIZxt8PMcQV5XkF21yZNse5vMhB8wKRYKvRDJOdcuvUWUTaI82WylTx+6JAuZjhw50Ey5SzFYpFut0tRy/LDo1t/X2NUUE0NPaWzPLNENO9hLIEYypApZJia6vckGBkZoVAooKoq6WyWANBqTYjCfk6HooJp9oeuKOB70OunEMZS4qtEUUT3pVfI3X/v5ceWkPAmkhgDPwLV1ml63uYa61LqIEIodDptnPYKxco2DDPFytwpnn/sjzj76mMceOhneOeH/sqWK9wbwcGpd7N38gE0zUAIBcu0+POnfpOOveYpCEKP7732u8i7QoJ2QGF/lih0QPpI3+FKSjprjZhsPL8vZbteV2A17Mr6W7H/ob/zuiortjoP9L0QuVwuznUA0NPb8d0c3/v3f4bbAkUDu7DCC3/8hyxNz2DXX2Xng+C04OU/fhHNzFLcsfOS58uWyxx49L0YxSKNZjN2+Q7c4EDcPnogrmMYBr1ej3K5HIc72u32asfDvocoDEMWn3yG8LkXEWEIAhQJUhGoe6coHD6I/cNXsDyHqFnHsW0Mw6DT6dBqtajVapT0AimRuuTYBwZBRIiMJJESosaGwwbfAADuko07v9pUyRCoIx6nP/tlus0mxUceIXf/OOE5h+6zDWRz/Z5rE6BcDKk/Ng+PppFWv9Y/a2VQbYUo3Lr0EkDJGKSG+qqBalXivNpDc0JyoyZD40MIIRg9OEpW9Ff1Rs7E93263W6/dfh4EUVXiPxLfE5TAgII3ZDGsWVemv0+dt3hbGSybKgMTQbk8zVGRoZjVU/f9wnCAF/18fMZTENHqBpRIYc2UkHWm/grVSSg4KzdzXUfdCEEveUqScpgwo0kMQaugjDqrz5UxaDRmWZ66btbbie0fnz6mT//LeZOP4emauQr45x66bsg+8lIz//5v8fp1PnIX/z712n0V0ZfV064a9s93H/4p/nuc7+1YZtOr4qiaOTGh6ipHjsUHS09hLhiu+j+Q15KSbN+Ds9pEEUBjlPbuJXoe1Obc/vY//BnKI/s+JGvyzAMhoeH6Xa7OI7NiSf/b86/+CTeuqRzKdqcee57mLmAgx9afS0E3YTQ66ApR0gVwW5sPPbw7t38zD/8xwxt38H8/DypVAohRNy6d6CTP/AUDDTys9kslUplQxObgRdjYAwsLCzQOD9D3vdBgptO4Q2XyfRc1FqD3tnzaLftIWq26O2YiEMDg3wH3/fZbmwbRGEummPX4jFSSBzpcap3jiGzzIQxijoIIQ2S9i7aTQKd6jmmv/mHBK0WVrmMPzaOY+XwXuuAHbG25cVI5HyA+90G3Qeh2+0yPj5O+vYCTq9J4DtrYxZAVmCUUpQ+MIGd738HrYyGqzaJkGiGxvj4eGxIFYfKqKoaixsN7rteNCnfPsbKD7eo9c8pmMNpvAs9ZBgRhSGRE9JCMKuYOJ6gd0EyPu4wPCxjCWXLsmg7Zwn1OebHIpR6kXakYJoao5bJ+L130a7XCX/4MqLZiq8pCiPEuu6X3YnRuOw4IeFGkBgDr5OeU2Wu+iySiJHC3Zxd+OYltlRJm6P02i2WZo7QrM4QejZLF45s2vLIk39wUxkD0HdhvnrqW1xYOsb20dvJWGW6F03YqlAYN1PoQa+vspjbTvPcdy5xRAGKDpGK53Rot87iOE0UzSRwNjcEkpL+xNetcfx7P+D293/kDXlN1icWhr5Nq3aergO1+RdpL79Irw5GClJF8Hqw/wOweKxHYWLtK2Hm+tsECmQqYOXXjAEto/GOn/153vPX/jpCiLg2vNfrxQJTrVYLXddjTYmBZn4ul0NV1Q3teQdGQhiGtNttlpeXeenpZ5hcWOhPp4ZOe98UaiGPeOU1ZKdLcPocSiGP9sFHUbtdNCFwXTduj2uaJulCGmzRfx/E2kp/sP6WgKcEODjUtAZBGDJGBZXNk5K0ICqCqPVDA8szT+PX60jfx+t00FIjeBdswihCCBBbyD+vOxrGgmD+2SVkKIn0DpV7xqn8xHZaP1jCaTlEMsAvQ+7BCpXtI33lwJVmX+65XETcYWEv9OgWO6TsiGw222+H7Lpx3kSv16NWq8Wvpe8pw8tzEK76PSyBiAQqGoai46tig/liINFYbe2tCpD9xMxSqRTnhPhRX3HUFz5zTZtmvV+GaNs2Y2NjZItFxAP3Y7tPEDRaCN9H0VRs38bTA7oj2xlbaeBNX8DadXkF0YSEN4vEGHid1Dqn6DiLSBnQsecvud3+yZ8gZQzRlE227bmf+uJpwku4PQE8p4thXWlVfe2QUnLk6CLdrs+dd4yRSm1MWmr3Vjg5/RQ9p4Xn97hjzwd46sgfxb/XhMbh4X3sL1RQFRXptmjNPY90NiceAqipChhlAmOU1sk/xbFtckOHyY0e5NQLvwnhmkEwmDuEAsWJHvnS/jf0YFzfCErTFE6/8Ju0Vo7jezZOZ54otMlvg3QRMuX+eY00TN4Jbm9Np17VYex2iALo1aHbz+GjsgdGblPQS624O2G73abb7dLtdvurxXabRqOBZVnxSn+wmhxk0A866K0XOer1eiwtLXH06FF6s3PgegQpC7NcIvPAPTQaDZzt42TOz6FYJjoC3UrF+gqD6x/IKae6JkIMehSvu5cpCEcFruHjuj4rjSbdZo8hWUBY/VyLxc5ROv4s45W7yE1O0hvyCDoeWS+FpumU9u+nc+5VIiFQxsfpVPLoR22UUOCUArQWWP6lS2UFMDlfIRQhgRbSenaZ3F8skf/AKLLRwjYcDEXBzPdbJw90H3q9HrOzs/0Og5akYPZj94MWy6Zpxl6CarXKyZMnabVaFAoFstks2t403ryDU4yIcpLstCBwfNqn65scGVngAdPmwohFcVxnctJaF+7y+9UhfgG7u0K9ajM/5xGuCkoNkg2DIMDKpin/1EeJbLvfRVIGRL1lIldh7OgZjJUqds9GLxXRioWr/swnJPyoJMbAFQgjj0hGdLpLSBlccfsLC68wOXIvmUyGd/zYX2Hb9n187Xf+n2zlLlVUg1Z9gcr4njdh5Ftz/MQK/+2/HcFxfVZWuvzERw9s+H3KyJFND+EHLvnsCLlsmUpxJ/XWHKqicWj7O7m7sg2/t9yP+WtppFvb8lyKUSC1/X3YLihBBz+YB90jiFqMTL2XxbPfoL1ydMt988MVDn/gvfHE9noZlNMN5GYtI8RuXSAKbAJnBRn2iCyLbNkhyvdzuwZzpKJDqrAWzm3Mwvmn+54DBGgG6GkwMmDlQlDOxsZAEAQ0Go3YGPA8L57gB6GCMAxj8Z/B5JZOp+O8glqtRqvVolqt9g0Fy6SWSWGqOurh26i3Wri+j3jnAxTvcvGW6jz/2jLNf/sVDv3YHYzsGiOVShGdccCW6HsUwlkfVaogBFEJvF0SK2MiBWiKgi4sSrrO8ssr7NZ2MKaN9D/v7jynlr6Cp3TwizXeceffprM4j2ILFBeUEHL77yZrr9BcWsLbs5v2TIMiFugS1/CZHquyf2YCFYUQD1DQ2Gh8iviPIExBs9NC0zUoCPSwnwyay+WwLItOpxO3/F2vVTA2Nka5XI4TNdPpdJz5Pzvr8uLLOZAKkxN10uk0mXeN0D4/jx30DZdwRaB2txA2UEAYKuNjGXa8rxQbWwNly2w2i6apNFoNXj0yQ7eqo2kGIyMjmKbJ2NjYhlBFOp1GK6xN9BNDw32lw/kawdIKQlMRiQRxwg0i+eRdhlbvAgu1V3C9BkG02aW9AQlIQc9fotY6x8TInWiaxoF7P8h3vzBEr7USb6poJlY6z57bH6VY2f7mXsRFuG6A74cEQYRtb5Z61XWLd9/78zRa8wwV+2Mz9DR+4GKqBfKZbWiKh5ar4ssUwizjT/fL7dbEVQSKkUG1SjiuJAwjND1HaeJB2ksvURy9CzNdYeddf4Wj3/sHRMHGeyuERnnHI6hmIZ7UL+chWK/ZMGhQM2ilHIYamcq9UH2ZwsidzJ/6KqFhECkKSm/1vJvVbQCongG3288dAPAjqOyFsdvAKqTIDR+OV/0DjQBFUeKVf6FQoFgsMj4+jmVZcS/7QULkYOIaaCA0Go04Dp1OpwmCgJmWyrlFl+yxZYqHJIbZN4zUfft49dUnOXlsHikkuVfylCcriFM++nM+MpS4Z6q4qkJ6KI/IqbRLDr2WQ0EU4onK8zyWlpYIHJ9ho4IiFbqhTSeykYpASoh6knDRJ51K4RQd7KYDoWC+voSze4olQ0cNAtJ+i6yho0YqjunTNHt8s/QcezrbsA2Xnd44BV9fvcX9/yIimpkeYsqgeCBPGIV0m/3SwkGPh0ESoG3bRFFEoVCgXC7j+z6VSoX9+/djGEYsI+y6Ls1mk16vx7lpBc/LIkkhFJ1SqcTM2bOEzWWkomCmSmiAjDa3YhZaP7kxv61EeWKiv8K3rLgcWFVVlhrHmV55gsioYRZGyOkjTE1NUSqVGBsb6+svuC6maW6ZCKtpGtn77sZfWEIt5FGz189LmJCwnsQYuARRFFBtnKLrbN1YZBOrmfAKOkQGjUaDXqeBFBrDux7g/Mtfjzc1rQy/+L9/AcNMXff44KGDI4xvy3Hs2BLtlkMYRqjqxodUysyRGl7LbT4w9S5arRZnz56le/4EhY5Nef9eupZBb6VOWhlBD2f75V5CINAx0qNo+T0EqoauSDKZDJU7PkPgfxxV62vTF8ceYsfdv8TsK79DEPRQFQPVLGOYeQKvzvRL/47thz5DKrWTZm+G0A0pFnZueKgONBsGyXeDiaPZbCKEIJ/PY1bexejen0BVJE6vSqd1DjevEaoOYXUOVQlQ1LVqhihUEKok8CUDkT6AVAl23t9PKpRBB6JOPAkNlA7XN6HSdZ1t27ZRWF0NXvxeD0oeB+7mTCYTu5bL5TIKCudml/G7Hp4X0Kt3WTq6gNwiG756fhnpRWg2/eQ7TyJrEtSIjmyg78sTWhI1UAmDgOpKlW6vS7vdZnFhEaUDBZFBU1VszaFnaexWf4LIbjJsHab3WgP1gEWr12JB9Gv6bduJ3fGDxEm5w8K1AxwZodZUpCF5LX++L7OcUzi0sAO1JxAhSCHp6S61SZvhqTyBGtJYWsJzPUzVJFvIohbVWD/BX1Vg1HWdsbGx+P9hGLKwsIBt24RhGBsOuq5TLqVYyluoSsi994wxOmrx6n/7rzRPn0ZNZyjc/UEUVeKuFkCur5+QXkTptiF2f+QgRtHCazRIGwb6asMmXdcJIw8hIkxLJ5Mps2/ydg4ePEgqlYr1QwZVJJdCTadRd++6zLc2IeHNJzEG1hEEPkfPfYGQ9hvaXyAwxThpc5Sjz36Z6WNPkC6MM7LjHi6ceJrQqYGicdd7PoNppa98wDeBdtvllVcWqNVsvvf4We5/YDt33H75dqmDlq+e46A99Txuu0v99Fm8Rx/GQaJFJgopIkJ8yuS23UNpfCqe5DRNi0vtPC/AkEqswV/Z+WHM9Aj4Taz8FM3lo7i9RVqLPwSgs/wSjtbm5S/8Dt3vnUeEClaqTG5igoM//5cwx8biLoKa1lfHG5TV9Scsm0wmg5SSXC5HZd/PYawcRzHHWDn5u3ipFWQYARFS9oX+Tn4nQs+C29moE7ProX6oYMDy6T/hVSQTh/8azfoy3eorCC1PeqS/Uh10UNQ0bUtluUHewEAt0Gy0SK3UCHNZwnRfpKgxsUJ7rl+jt/jSpQ3T6RfO8ZXlL/CxX/optFETf76v7U/YL0ccOziB7To0T68QPt7AlvO0JzucD2zSvsWUsh1DNfDzEVrBYmjBYihVQEmtxlE6ED5nM0KBFBrH1FOYWYvR0VEmJibiEEihUOj3LGjo6EbfIBpM0mbRYmG8i9/1KHRSqFVJ0+hRl0165x0KhQJ2z2anPc6IVsFfCRDl/z97/x2mx3med8O/6fP0svtsX+wuei8ECVZRLKIK1WXps9y7Ettx7LjkdRLb33skdvI5ttOc2E5znDi2JUuWrGKJsip7JwEQIIgObG9PL9Nnvj9mZ7CL3QVIiRIpcs/jYHnazD1l577u6zqv8wzIZrNYkx2kBQhyIm2/g2VZKzJBlUolLh8sLi5Sq9UoFots376DXbsGSSZEenqSYXupaYTeGb5Hti+F4MhY02E24urQfOhDO2m4LbTLc0z+5V/hNJv03XIzPQcOoO3YwUD3HraPVHFdm6Hug2TSxZizEOGVtsZuYAOvBTaCgSUEQcDJS5/Ax7r+l9ffCq7j4Tg2cxefx+pUcWyD/m23cev7fhXftRgc2cnw6PZXbdyvFJIkUq+ZuK5Ps2lz6tTcNYOBKOVaq9WQJRlVlpFEEfwATVaQEhqK3US0NERRQi9sR0sWqdfrKxQVPc+LDW4SiQSlUile8ZWGb4t5AfnePSxMPEOndhEI0NN91I0yrW9eJJgPr02bNu2JCWafe457//iPEJeY41Ga2DRNyuUyQRBOJNEKPJyYNdKlG7FbF3E7k7imS3NBQZQskgWoXAKzDk4HZC2c/AMfujbDWjzPxYtfQpQSLFaa2NXnQUzS0T6CkB/Bdd14BbnW6jBkqEsYp89iHDtJ59JlHM/DGduEvGcHXV1d9P3YO5i+MMnj/+eh615bpSVQ/8TklU4AYUnoqewx9e9PgiyEbomBjyDL5NMClxMmYpBEFmSEQCBpaKSdBKIrIHJFb2B5H0KWNHulHfhdIqmeNN2lUuyDIAhCTJwsFAoMDw9TLpcxTTOu5WtDGqInUhsv45TbbPfHMA2T8/VxepLd9Cu9iIKI4imIp10M2rTO1fBsF8VSSY+GgZW41JonSVK8/0ajwezsLM1mk06nw8DAALt3D6OqatjBIYp0DQzi2w657TvQB7pJb8+gZnSmv3p+1TmdOzFJclse4/RpOrOzuJbF5Qe+zOyTT2F3OqSGh9n5Mz9NcfOm+Pg3ugE28L2IjWBgCZ5vf5uBQJhi7LRdFtxF+kb2g++iZ0r0D20llcnFWvWvJRRFxHGvLHe/8Hcv8ZEP71/zARa1qU1MTGBZViifvHcHF7/4RZqzl+mMn8azbQb272PbnYcQJYVAyNOpVoHQgEZRFNrtNpIkhSvGZd4MV//XcZxQvjc5xuC+n0HXVHLdW9HtMoIsE1x9fWyb2RMnYNOmWGEwUiuMiITNZpOZmZmwTNHdzeDgIJqqYi82kaQisy8aVCZ8OlXQUmHroKiA50BpCJS8QO1CgFmDVhmKSVYsHwMCOtVTyOSQRAgCC8uokMxtiuWFdV1fcawRv6H24KOUH3oM59L40rYgEEW8pE7+9pvJ5XJhdqOva6US0zq4ue/gsgmclVwIBwJnyUhHBIQAOeVRKGcRBYlauk5C0EgKKXRHQwquvZpNOgmEsoBWCI9NFEXq9XpsGFUoFKjVanFdPwgCWq1W6NmQyeK81KG7XWCTPoAsSAQEiILEsDaAiHhF26AKtSeuGGg5DRPmoLApQ2J7Js64RMGk7/txEOo4DtPT0+TzeUqlEpLv84lf+2Wq4+MEvk/18iV8x2HszrfSd/co3bv6OP6Hj145SBEqDzxC6xszFPfuRUomcQ0D3/Mw5sMxNU6d4rnf/h3e8T//x0YGYAPf09gIBpYgiSq60oPpzF//y+tAFMO+43plhoHhm9h28B58FALEmOn8WiORUEilFJrNULxFkVc/wKJJK+qBj0RxZp99hlN/80nwVpKtpl84zsmvfo30wACaLNN/0xH69uyN0+DNZjMmzkVyvEDsFwChQl/UhgWQzo+QSoVqcymtmwM/9HM8/3u/t2qshuvSXnIIVJSQILbc/CZi9IuiiGEYmKZJ9exZLnztK8iajO8O4hqz+I4Zawj4DggqWM0UlSWd/HYZtHTY9oiokirsxKhfAAJkNUVu4F3MnP973CBJb1c3snsZmVFkORsbILmuG/smCK021ceeigOBCKLvk5gvk9NDMqJlWbi+y/BtYzQ/18A31yC6IfDOG+5BsuWr0tyRmsCV3vnwlYigCbiXC/TXJTzZAyHAEVvYgxJa+urujeWGEeFrUQBJVFDF8J6OPCAiXQUIg55GoxGv2iP5Xtd1wQERcZn0scCQ3k+Kl1E+64B9pkOiPwWZMBAoFApAyCeYn59nYmICURTJZrN0Oh2q1SrGzAy1qanYbdJpNjn/+c/Rs307hWKR3r2D3P/HP8CpTz7P5JMXEDAJqiexfZO5uTlSQ0NYi4urhuNWKmiatur9DWzgewkbwcASBEFg56b38NKlz2F6q//gr/t7VPL6Vho0Mdw2U1PTJBJbKRSysYvea42IrPYb//wt/PGfPIvnBfzUT9246juu6yJJUmykJHU6XP7Klxl/9JFVgUAEY24WY24WUVXp1GqUtm7F0bQVgUWhUCCTycROh61Wi+npaTzPo7e3l0wmgygENBeewcSiqero6T7yvQcZu/sunv/PfwiGuWK/nVMvwY2HY3JZpFEfMfSjYKNer8e1bavdwup0cAyBzUduR+B5Jo4dW7bVAM8W6JSXsQpFjdK2d+J7L5Ip7qK09QNMHf8v2J0FfM8hnRtgeN9P4bRmSXoXEQMP35rEMLKx2FCtViOZTIbHmkxinbuw4liiqVsyLYKzF9BvvSlWz9NVjUJ/kdZCA1GR2HTTGIEfIEsyW3vHUJ5b3RkSbXVls0RA4AtQCydxGRADkUAMQA5oVKu0MiaDQR9S3PS3fIQhRFVCLWgkBlMoCRXXDYV2PM+LzZ6CIAi1DpbIhbIsxxmccv8C9QsNTMckJ2VxBAdFXP44WsogsbqOD4APdsXC7VnZbZJOpzl06BDDw8MEQRBLPauyzFf/1//Et692EAyYfvQRCr19YadALsfhj72FsXfuYuaxo1z861BcLPA8rKWM1wY28EbERjAAMYFLkqS4zvpKEWBTyJfwBnOcPHmSZrPJpUuXkCSJ/v7+17yOGKmxTU9PY1kWv/orh+nq6gozGfV6XM9dPoGmUikURWH6ySeonj8Xr6jW3P7Sf33bpjE7y5mnn8bN5QHIZDJs27YtbpmLDIQmJyc5d+5cXGfN5/M4jeMsXPgsZnsWUVRIZYcRDmkkE8P0HDzE/OOPAyCLErqskTp+BtX0Ufdsh2IRRVVXkPIiRPuWJIn+ffs5f9llvCwxOnKQQyPDlC9fplOvrRDnsdotBEFAVBRGj9zM4IHvxzQbpDJFZEUmmR0k8CyURIlA1FAUgUS+C6WzgO9ZeEoSbWmfjuPE5QvbtmldXJkRWHHX2Ta1s+dRDu7Ftu24bVGWFboHe9h19176DwwRBEF4zk62WXz+8nqS/mvsZaUSoeQL+L6AHEiAw7Q3iyaq9NC1Uop4GXzfR+pXkBNKHNxFZY3o/Ofz+TgQUFWVTCYTiyPNJmZp91hMlGcQPQFRldjtbUPzVoYf6x6SAnoxscrpM7rmkRV0d3c3tm3zjf/+X6meX9tIy6iUac3NIi61cyqKgpbVGH3PLdRPPEjlxRcRJAkxlUJyHbyOcb0TvYENfM/hTR8MtFotZmanqXfOks7K2N631kkgCiqSpNDXV2RqagrLsmJhlNdDeQDAdV0ajcYKhbpmo8HCE08Q1OsM3HQT2vAwtm2jaVoskatkMkiqhpJK4bTbiKy2JLqSSBZxTYeZZ58h2LsfCM9xPp9HVdV4mxE/IJocGo1GaIPbbGAaHTzHIZAFDKPF9NQESc/ArtWQe3tRanV6UgVUSUYSRPwz5xHOXUS88whd995NvV6nu7ubZrOJZVkoioLv+5imGRoDJXLMB0O0RZPHnp7lI+8YpGtkFOPECysCnsD3YSkY2HzXPSiahqKVUFUVTdPYeuPP0lg8h5oaRFTSS2S2EpJfxHc6SMleBFGJV8uRR0HS9ag/+mToamdZqye8AJicJmg0EeUwQzOyb4w+oQfVU+je3YuZDM+f67oEYzJCn0Iws152YPlVWnt6FQDRF0kYKoVWBroEHDxUT2TJZedKDCEBKYGOYuFUKiSTyTgD0G63abVasStnJAyUzWbj8kGz2YwDzmarGVpaCzqdIYv0RIIoHAiWxhpwJUAQu2WSvWlS/Rn0weSqNtN2u021Wo3dIl3X5cyjj/DC5z675nFvOnQDuf5+MgODtFotbNsmmUySzYYZvc33349VreJ7HsWDB9AKRS785V+u2EbvkZuuc943sIHXP97UwYDv+9TrdR574usMbgZfVlCuJXZ3pWS6Cn2Fg8hCDsd36e3tJQiCWD3ttc4KQFgGSafTaIaBb1lY9TrP/58/p3LyZNg/J8tMf/ObDNzxFnrvuINWp40wNoYvSYy85U4SfX2IqoZ78kVqTzzNbKuG4VgkZY2a3cEPluYLQQDPJZicQhgdw0um4jYrURRj8x5Jksjn87RaLRzHIZlMUq/X8ZXNCNlbcNuLYaZG66JmpLEUH7+7i3atys5CP9qyVb/juViGgfyVb7AgKXQ2DcSlmahskMvlrljlJlUKhQTNpkU6LfPs33ycyZMn1s58COClJY6df4LBPXvIpNOoSwIyruuS7dmHLMtxfd/zPEQ5B4iUZ19C1PpACIWEisUiuq4TtDu0NA21rwe72YRK7epdgmnScRx8IczQeJ5LKq2CC/68Q3YoC7aNY9tUazXEPTp0PKiv1iBYzSNY8zAhEFBciWwhi74phdbREA0RPEKughwgZhSErEhQEnF9F9/yY5+FiCQaBWBREOZ5XpwxiCSFdV1namoqbgkVBAFSIq1NNulxdc1xSv0KPXcNxUFFhCgbEGW1okAkCAKq1SoXjz6P565WDx05cjMf+Ve/jesHzM3PQ+OKvHQkb+x2dZHq7cWzLbq37yCQVnNsjvz6r695Tr+TcF2PxcUm3d0ZZHnD3GgD3z7e1MFARHCqLDbpG0kiShJBIK5N3I5cXQTWLGQ2OhPUm7MobIpXQ1Hd/fUQDACc/au/4tLnPk+wJJCzfI0ouC5Otcbi8eO0x8fxbQt9ZBT1jtuxLIueXBH15Bkq5QYXjRa256JIMru7+5EQcQOfmmVQMVsIArRdh9HJOaT9+5CGhshms3GA5FszzJz9LIKUZOvme2kbfmzQI0kSQXI/Hh20pbStFACyjP6WtzCvquw9eXHFcQkC1IwWSUUj//WHcG++AcY2oVSrCJUK7tK+NU0jlUqRSiX40Ad3Mj5ehdYUX/3Mw+uXQIoK4h6FunWSB37/t5HsgL3veBc777k3TvmHHghyTLS0jUUmjv93jNYCye4b6Bp9b1wzF0URMmlKH3g35vQsbd9j7tEnkE6fQ3Lc8LZKp2B4EE+RCaLsTE7GSfn4bRcxK2I8+zyUq7i5NDVFwrINugJtyX7YB1lEdHkZpYNl5xGQHJG+4X6K+3rBC2g8VcFruOAF4IBnOQiijLZFR1iWaYraJyPvhSg4gDAIjCR5JUnC930ymQypVCo+J/39/QwNDVEtV3ENkGoBwlKiIyDA7xbRtydpt9sIghAT9uIAbGkfQGwA1el08H2f3oM3cO7BB7EadfRcjpGbb2X32+5jYMcO1EQSTRDILXXLROJPmqahqipde/ewW/khPMuia/duHMviTHcXZrmCoCjc9Qe/j/xdJg+6rsd/++9f4dy5WfbuHebHf+zujU6GDXzbeFMHAwB9fX10FXupLVbp7lXXWTct4Rofts1FQEDGxzK64pp1JKH6evhjnXn8iTUDgei1AHTm5lASOp7t4M7NobbCunnw1PM403OkXYdiMoPhOBT0JFlVR5FkBARKyQyWV8RwbGY7DUqWizI+jV0oIPT1hZ7ymQxT43+L0TiP74Ogj5DM7g3d3xwHXdfp6+uLH/rJZDKeNCqVCt19fTQuzVBomxCEkramYyMAXuDT6bSwjr2A8eIJtIkJBnyfyqZh3FIJIF7B67rM5s05zj76wjW5EEJSRMgJeHMNFk/OIwoSL/AAg4dvRBAlqmcX0NM6kijRmWnSrrSQ001Mt0x71qN6bAFv5zhnLpZpzjfIDOXY/u59FIdL5Ab7qf6vv0CZW8CXZTxdB01F3rkV6cDeuIceILBM5NZLBHaAV9HwqhUwLZR2G0GCcs1FsfMkJQ0REXFARAxk/HE31v9/WfCB8zaJ3SrkJBr9dXzXAdtHDATwwbUcJNeNsy5wFe8GYgfGTqcTcwaiwDhqU42utSRJbN68mVwuF4pTFW3suok7bWNVTTpZC7VfJ6F4CEtaEqqqxl0ahmFg23YcfFuWxfz8fMy3SOfz3PbLv8rU00+SSmfY9bb7SOXzV+79IIgVA5vNZlxGi4L44s6d+L4HQYCWTnPo5/8Rk488TPfevSQHB2NhqVfiofFK4Loen/qbx5ifb/C+996IJEmcOzdLrdbi1KlJzp+fo7c3Rzb72giZbeCNgTdtMOA4NuMLjyIGMnffeyvzjScRBesVPDVXIsBBFBQQ2uS7emk1QURb4VgHAYIgvmbBgVYs0pqcvOZ3AtOkPTOLmsvRc9ONuIkEtmEQNBoErgOuy458D8OpHCIisiiF9dyl86ZJMoookVZ1PE0i8DzEyKJX8HAXHkZyykiSjiDrKIme2MwlCAJEUSSXy5FMJul0OrFWvyRJZDIZDh8+jDU6hvDVh7DOX0BEQBRENFnFcExaloHfDI2TJMLsT7JWp9luc+HCBcrlMoVCAdm2OfGpv2bx7Jlrn7R5F/+ESVBzkRBBFEmWSjieR/XZaaYfvYjVMnHbDnZjWaeDtD1cTaNSfu6Z+O3GxTKeErDj/QcoFApI6RSiLOMX83R6uhD6+1DGNjEwGJY6TNOkVqmSeuks0kIZfB9/3gdJQvI8ZGAbIIoOU1qVrJSiXXIYvmUMQVGwLjTRj4ckQbk3QVB18FpLS+51KAbNlyrMqhKbPrqT4tZuKsUKra8vIpsyggKUQr5JxIEA0DQNy7KYnZ29wmUIAsrlMpIkkU6nyWQy8epblmV6e3tjOeMo1S+KIoqmkBxMUkvVaFVNdDkZi0e121d8CyLL6EqlEgcigiBQrVbpdDpxCUrXdUa2b2dk+/Y4sBQEYUUXgizL8d9l9PcavT5z9Gs8+Nn/gIDA277/nzN68y3033wkDvajssT1PDReKSLPjX/7e1/gmw9ewPNsPv6JR+nuTrN/3yiSnCWbTfDv/v3nMAybt73tAO9/341kMhtBwQZeOd6UwcD5iSdpWCeWvXMG8Xocv+XcqzX/3kUUKY0oSPjyNMmCTFbbgaZoWLZJrX0awyqjy4OoYglN09aUqP1OoT41hdW5Ygi0PpUMnHodp1Gn9sSTbP35nwt73TcNETAFHQOaLRKKhrCMSRiRvRBAFARaGMzlE+SHh0mMhupsCX8CZ+5BkoHFwNAhvNytWF4Ss9UKa+lBsFQfD0sG0UM+CgoAJEEgMzGD6wcoiobg+5iOTcNsrX08QUArmaBWq+G6bthvbhgYL55g5oXj+GvUkpdD1zMo7QRiUsWTLVI9vWx/z/tC/YWOi+d4WFUDz75qO946N5QPtcUqZ8+eDWvT3XnE3dvwU0mcZIKsoiAvrUoj0ad6pYJiWSSCAHw/XOkvy2ZIwKCqcWrQoiU6lEolhoaGaL5QRhyXCfpBPJhF6daxLrfhxQ50fARXICivHHcAYPvYho1lWqQzITHSDqpYzQ6CIlHMFkkkEgRBQDqdjifher2OYRgxNyCSo5YkKV41N5vN2O45IvlFq3nTNFd0gSiKgiiJsfNjJC8dvY72G0kSa5pGMpmM1QYju+N6vU5PT09sGBVN9ssFsCJya6RUKUkSoihy7NFP8fVP/Vt8LzxPD/zlv+Qnf+Nv48xBxId5tcuBUYuvLMs88ugEmpYiCBI4jsniYotvfvMEv/RL7+WJJ09z7PhlAM6cneFTf/MoH/7Qbdxw4xZ27xx61cazgTc+3nTBgO+7VwUCrxAGoMNyoTcCEP00KW0MX2phuWUEwUUQw9SlYVZpdqbxfBvLvkhODY1rrmdg8mrB932ac3Phg1aWYWkCvFZAQADmwgKJpVV58I57aJ27SK1aQX/kKZS2seLHAkLsRGeIHkd7q0ilProP7UNLp5b8ASq4nkAQiMh6L3puCK/RAMK0cuQh0Ol04v56x3FoNpuxvr/W6tA++gJ2uUzgu3iuy2Q9FIpaxikMyx5Lz+Zks0XZtqnX62SzWer1OuVnnrluICDpOoXNm+m/6WYmHn0Is+bh2TZK4KNpGgOH8xDkmH1epD3bwGld3cO+GkpKQhkUuHTpEgnLpjuZgkSCPtcjf2EcIQAvNYM5tgmzu0ir2aQ9N4/QaK4qZyy/frofcHc6x2Kpm+xAaOIjTvmotgSBQEpN0XZMOlkb54BPyk2QL+RxX2hhj3dwK3bM3fcB7UAWTwwjPVVVyR0s0Xx+kURfmsymAp7nxZ4TkaBTpDwIYWtfo9GIhaOiiT66nrVaLe4k0TSNRqMRkw51XY9X9hEBsdFoYFkW7XYbRVHissPikuBUFHBEglaO41wJTGyD4498gospjYN3fJiu3k3xxB1Nup7nhW6Xtomy1MHRrC/wzNf/Ig4EAFzLWOGkqarqdyQjEI0pfO2FBlq+H5YrAD+Ar3/jOGfOrPSrmJ9v8kd/8mWSSZUj+8coZhMMbe/nzjv3MDBQfNXGuIE3Ht50wUDwShhVK38YImqxWkYiDKV0a8zPP0dP934SegFZSpBO9kEgIStZVDOD7bbQpG4UWVnX0vTVhuc4nPnrT1I5dxapWMQWwCxX0NptNMe5ZlUkf+dbaHc6ITlLkuh0FajMz1KUROSlmUggTA5YhBkBpStJ4vYejiT2UGFLrDoniiKONIaRuZPAt5BTexCWWObpdDpOOUertEigKJow4rouAkajDq5DyzapO+aaY48ujwDonQ7ZWo1WT09oDdxsYJWvLSwlKgqjt93Ovvd/kEBRqJ4/h22YqPk8iWwONWjg2Kfo2+1Q3D3M1GMdLn/9dOgYuA4kBfYdVEjYBhXPpkuQkFsGQstcwUmV2h3aL56mkU6Qshy6LYfrUdSkICDT7CArDdi6OVy5b+uiaZeRMgrpgSxW040n3Fw+jyCKKHflySb6UQSZi392Aq/u4Y4ImAWXej00SEqlUuT2dJPankdRldBwyrRjtciIfa/rOkNDQ0iSRKPRoFqtxkHd4uIimqbFE3uj0YjbW6PJNCIiRt0HmqbF3QH1ep12ux2XFaLAIOIPBEEQ20RH0seWZYXbbYyzePk5qpKIJmXYmr4POaVSuLF3RRZjceoljj/6SfREhlve+TPY7upyXqbYT+A7CMKVVPyrTRC+OuPw8z93B7//Bw/geQ6+fyUwmZio4HlrP8/sjs0TT57BCQK8vz/Kf/rPoWvq3r1d/Pa//Gl6enKv6pg38L2PN10wIIkKXem9lFtXsgOa1IXl1YFrrxTDDbC6TCCAqAmgBtTbl9m36ftWpCAFQWBQOYLjdhBJ4Djud4xsdDVa09MsnjyJ02oipTMk772X+fPnEW2bvG2TOnYczDUmVFXFuLBAxT4PXQncyyZ+y8dSfAwgIYb68Y4iMdNXwtZk9EBg6+1daAmBNBL57CCSlolXOqKoImZ3LW1eibX7DcMgsGtIjomU7EVSQsGYyB64Xq9jWxZup4OrqTS6stgzHexcGtGUoLVSGyIAnEBAE8LQz1UUZEWhVCrR399P9fjR6563fT/yYwzfcJhCqYTv++x8z3upTk5SHBoiWywiewvYng2+S/XCRaae6UBwjVyLBLsPKuTChSt9UlRGEJb9Oxp/gOt5SM0OKeBad8rV1StdlhESCZrNJqn9WcRhFU/2aZhNHMeJmfxdXV20Wq2wZGIYyJkMpY+OMTs7iyIIVCoVHMdZIUkd6UNE70e1f9u2Y+tmVVXjlb9t21iWRbPZpFqtxlmCKKUeqRF2d3dTrVap1+t0Oh0SiUScHajX6/F+XNcNW0NTKZrNJq2l8lKxWEQUxVjLIprAFUUJAxldpzWbgcCFeYn6uQWQBerOJRpMM7j1RmQ9y/SF5zAa87hGlcbiRbbufSu7j7yHow9/Estoouppuvs3o+vJ7zjvZ3nG4T3vPsx73n2YjmHw2c8+zQMPHGV2roaqSBzYP8pTT68WU5IFgSBYHZueOFHmAx/6Xb72lf+XROK78wzawPcG3nTBAMCmvpspGiOYdo2k3kNSK9IyZpmYfxzTqXLNfqyopXetxYAg4KkNmp1psqnBpbeWCEqShiQuTXxLk+OrnV68GrZtI6TTJHp7QiLd1q0M7NyJJMt0Oh3S6TQ7f+RHkObnOfW//ozOzAx4HoKcJKVvI7u4G7/sIYgGIj4QkNbTvDRQYke5juZ4zMsKl6wTYFoUx26hV+xCpo0nptATBRRVj+vAttkmqDyJRh0faKOg9N2OrqTx6mfBt5CFDqnCkbh1TFVVdEVh4m//ltr5CyS2baXr/nsR61XkdJHpz/8dTq1GsBTQdAKwA4m8LiGUuvEHB9GSCfpGRkhkMgwMDJColJmUpBXSystX5qKmYdbrVGZmyGaz5HI5hkdGKHR1havQlse5B+dIdksk+0QmvrmAW72ypSuT8zIhXxGkYCk4JNrZlUBg+R1nInBZAEWV6LJ9fAKu1Um+3DnA2zxCs1oNV7qTU6QXykiqitnThbXk0xCl9yPlx6jm7tVszKcqoIpIO5J0pA7aMknpyITIcZy400EURUzTjDsLJEmiXq/HrZxRtscwjPg3kX111PoXkfeq1SrtdjvsAEinlyyv7XiFn0gkYnLi2bNnw7bB3l5uv/32+FgkUaI2XiEtp5DzYYDSv2knpZ4+ZEkgOdNL41iFuj/O8a/9bwyjQr60iZvf8Q8o9o5SmT2DqiZI5vqxLJO+Tbu55Z0fw3U82s0FRnccod0xcBznO877ufrZkEwkeP/7bqZYzDI+sYiuKdxwaDP/4d//JPVGm6PPX2R6toZp2Hzp757FX2hRd13aazzPHvj75/jg+2/5jo19A997eNMFA0EQUGmcpWlMk0kOkVDDGmc60cf2ofey2DjFYuMMtlNb+UPhqv8u/0hYua47P/MACXWA7vwWVDlDNtkPgB84BFiIoookiXSsBYLAJ6X3vupBQRRwCKrK9h/+YQTDQC4WabXbdHd3YxhGLMyTHB3F0XXOPvkkZhl6LuhoWglRjJLTAQICEgKBG2A6IkftDPWTc7h+C627g5KpMld/hp6BvXg9vehyAl0IV5JRt4C98DQFub5slA727IMEic2InoUsBkiCt8L0xXEcWrNzNM6dx2s18efH6bopD6kAV5UpffADuE8+iV2tIrkem3dsZ/Sd78QTBC5evMji4iKdTgfDMHAaDYrFIjve8hamnn+OqeeevXINl43KtyzOf/kByhcvkMjlSCQSZDKZmA1/6u+OMnV0GkEQKG4WaM1EZ2n9rEDgwoljDqNjEkPDEoKwelXpAR1NoZzPUuzvJfB92s0O4uwcScdFcT3WWosuDz+8Yye5UMyQCaC/Y6EaJoKikE6n8DIpKpUKi4uL6LqOpmksLi7Gqnut5xdpXaoTEJDvUskN5OIyT+RAGWW6onJDZDwU9ftHbX6qqtLf308qlYq9CqJ7Lp1OI4oi7XYbp2JhzTVxNY+m0MTzw4Al6hyISkSWZVGtVuNAodVq4RseXtWhvqtGV3c3C5fmePIzjzFx4hKiLFEY7aK4tUQykaSnt5/+/n6kMRG9lMaZX8D6WhPPc6kujPPEA39Cz/Au3vK+X0TR0qh6hounHueFRz+B73nkSqM0yhPMjZ9i600fJtc1GHe9fDc7g5JJjXe8/eCq93PZFG996974dT6f4A/+3Rfw17knP/XJx3jvu2/aECzaQIw3XTDgega19iUcr4PXcsilhpClUNFMkmR6C/sQBZGZynN4/vUJYevBsKeZmA/JPdnEJhrjFUgZYd86KgmtSNuaBjxkMcOQdBPN8xfJjY2RGxv7lvcbPaxX1B0zGdSuLgDEpYd3JPYS6eUnSiXUrVtRp9okkqk1kyNO4HJu4SKLL86CHa2lFaz5TVgLgyBKnPKPsfu+/fRtGcBxHCqVSmyQ1C+vLkeIBATGZRyxC5JF0oWdK47FdV2CVBK1rw9vJiC3bYjAM/A8h2rtEk5iKz1vfWu8etRSKZ78wuepXrqIkEjQvW9/3KHgeR5zc3PIsswd/+gf84Vf/zXa82u7VLqtJmatRq1Wo1wuk8/nr7DZdRC0sM3QaAhrZ4mWYykB4Tpw4ZxHOieRz4c/8wB5ZIhWPsucZeIuTbTq0vVxUimaKZ2saVFom6hL15SJqfAcrbhQAaphopRduvyQVCgBQTKBns1iKFI8odu2HU/S7XY71F5Iy8iagi/66Plk7DQYMeejHvxIvMlxnJgTIEkSrct1OnMtlL4Evm3TNpsI6VBt0LEdNEtBtSXkcYfsjEjCzOMGHornoSgig7kiTg/QE2YKVFWNnS2jjEAUdEieSOd0Hctp8VDtayycn8c0DBzTCcmsQYDZMZk8epnTf/8C2+/cw63vu4NUPoU4rDAycjNb59/K5PmjSwRBn8Wp0zz0t/8OLZGhNLSLVnUGo1Wn06rQbpaRFZ2AJkZjnnS+L3bifD3ij/74y/j++hnO/v6u7+JoNvC9gDddMCCJKqqcxvcdNCWNJK6um+XTYxh2FcuuY1g1/MAjkxgkmxhhrvYCjl9Z9ZvlpjiwMltQbV7ESzooukYQgCA4tK2wX9pzferzC7x44hN0+w30x1Vu/IVfxpKbOG6bTGIAVXl5qcjl7UiqqsZ1x8jSNyJlRbX4qO0r6gNPaUkCY4k3cdUEFwRwpjLF7MI8uCu0CwEZAhk8gfpEjVNfP0GyFFr1ttvteD91eTMpTl7ZtHDlP4GSxU9vJ5Az+L6LIEgEgUdn6mGE9iJD7zxMvaEiJGTaxjkc22W+IaAFHXbuDAOIRqPB1MkTvPjZv8VYIghOPfYow/fcS/nceRzToHTkZsyuLk5+9e/XDQQidO/ajShJMbM9kUhg2zbZ7V30CZtxF00aL5XDVrXrEFNFTQIvQM3ptIbSiEaLQJbwtm1G7wuJbPmluvzc3Fys75/P58MOi3QKbXgINZ+Haj0OBq5mDQhAznYRJAlkhSCh420dxcuksBsNdF0nm82Sz+cRRZFEIoFlWaTTabpv7kbMKpSbFezkyt550zRDuWjfD10UdT0k3lk21lwHY7pF87F5AtvDEev4XkBggSiAkhDIOAJiW4bAR8BZumsU4Ap3Qq6r+IsBVpeEm7ryNxW1/bVaLYIgCDMGFQe36SAKApePXcKzrvB9omvhmqGQglkzOf65Z5l7cYp3/ur7SaaS5PN57vvobwLw4lNf4MLJh6nMX2bx0gVcx+Tc8W+Qynbjuw6W2cIy26TzvXQP7iHfuwXcFke/+WVSmSL7b/sgipa45vX/bsN1V96P97/rEAMDRS6PL9Lbm+X+dx3eyApsYAXeNMFAEARYTpNq8xwJrYtiZiu6ll8zXStLCXoLB1isvURAgCzpDJduZ3zuURz/5dmYLu9jFiURMaGtvYIMwLN9+vZmEdUc7vOTmHaVhdZLeJ6JYVUYKl2/thet9hzHIQiCmKTVarVoNpshg3xplRcJqkRuhaZphpyCRJKGXse3AsTlgw2AIMCwHTxfYjUt6cp3fd/H9h1mZ2fj1WMk8drbP4jbSSI1X0KgHfIQBA1X7cFR+hE8D7t2DntmGknPY1THCaxFREBzW2QTA1SdEnVvCNMxUVKhvwGEwVc2m8Xu7cNzrqjpmPU641//WqhOp+tozSZBu82Jv/yLa55PSdcZ3L4ddamPPmLMR6z1oOKw+Ow0rek6wdKDdz2HP4D+Q8OohSS9h4dwEi7Vy+M4ooiqKtjNJpqmoSgKlmWFJY2lACpKlUf1coBkKol40yHEp59fQT+M9t6PwGw+i5pKU9y+jSCbplaroes6hUIhFDtaIgMODQ1RKBRwHQdJEhFLCoIgxSvz5QI8y+v6ruuSSqWoPzJP/cQi7oy5zFZoyfgo+j8zWHrQXCuFEnIppA6oX3YIBn30fTlwfTKzKioCUlZiZmqG5vEy7oJN4ASvSG55cXwBuMJ9iNwzdx95D0InRXPmL/E9b6lHNaBdXxYseg71hcuk8n1oeoKJk19l/PRjKIpGoWcTm/fc8fIH8l3Ab//Lj/LP/sVfEgQ+v/gL7+bDH77ttR7SBl7neFMEA+Pzj1FunOVKt4DAUPdtpBI9q75r2zaN9gzl5kkMu4IkSqAGOG4Lx2+x/OmjKgVsZ1lwECytSsLl/1XWqv6agQcC5AbDMoUgCIi3b0bJZKD8yo6xvaSw1263yWazlJZY8LVaDcuySKVS8SqwXC5z9KGH6ZgGuuPQPTpKbmiIRqfBxfwMm+u9JK9qZhMEge3FAcZrl9f3mAd810NUw/JDq9WKxYJ0XccwDCZfarJ4SaJv6xhDIzq2L9MwFGTHoZQM8Jrj4BtYtYusfNK76M4URVwSXbvi2nPEMhcEgU5jHtubZdvbb+f0lx7Cs0xEWUZWVCRFJlko0rNlC5e++pXrnk/Ptjn/5S+x7wd+mHR3d1w3j861XTFoTdXxrWv0EkbnThEZumsr2bEilmUhui7FzWOh78Iye+Oopz6ZTOI4zooafSS2EwQBzXaF+fIMm2WB/LIVYPR/siBS6OslNTZKvreXZrMZK+s5jsO5l07TmJ8nrelkhweRmm2kS+MIyQRdrkfONHEzWTRNw3EcVFWNuwokSaLVaoXS0F3duKdquDPm0opfiMdx5dYPlhgnAMKKgGE9yIjIUyL+VAs17aJaMoIkMVc0CSou7oJDYL/yFuGB7YN0l7pj9cSo/bA5M83Rz3+OTt0hUSzR9qbXHeP02acwbl8ASUcUFbREmkTq9demd/vtu3jom//qtR7GBr6H8IYOBs6ce5Y2R9f4JGCx/hLdue0rJuioRm3YFdqdCogWfgDYYXagmN7GjF3DD1wkQcVzTQRkAtw4VSwg4AcB0rJaoiCICJLCWq2LoiTEYjmiIJDJb0dX8vTk98ZlguvB933a7XZc+221Wise/tHKNvA8nvzd36Vx9BgBoBFqBCzqOuZHPszlhQY9Mxn0dZrZJEEiqWh0vGtwKVyoHV9kRtVRjygU+oqx5a9R73Ds889QvrjAcSDdk2X01i2U9vSFwjbZLEktj2CHnQsrrlgA4KE4BpKQJJlPx+p1hmFgdNo8/80/p75wGT3dxW3/z69SXajROX+OlK6x7bZbsX2f+YuXWVjH1/6qk0ptYoL6+fMMbtsWT9aRgp1ZNV5WIACQHslR3BYGntEqPxLgqVarsYlTdO18zyObSdPdXcRbeBDfmGeRzfjKEE1jnssLD9MxmlSEHu6gD3lJUSFK+rqKiJ6qoVgXabdD0uDCwgL1eh253aG/2mDE9XBlORRRsmyUag0qVVRNQ9VU6IT9/e12G1EU49ZCRVEol8th0Kw2kBc64eQfeCBcWf9fdfXigCD87JpyVzFEBBKtsIzgmgHVqQVMv70kcPXKkO0v8GP/9mNxF0VknOQ4DoEoIqsqkqwwMHA7F+a+jNWpr7OlgKPf/HN23vpR9t4xSG//MH2bdr/C0WxgA68/vGGDAcNorBMIhBBFGdczUOQUcCWtL8syqljANH3UBKEinBCWGIqZLSS0HOXGOWqtywQYK7YZZQIkSUIkhSC4qEqGUm4vxewYgiDSbM9wYeZr+FjxbwTCyc53JbK5HWHKOzn4so4z0vNPpVLk8/m4ZTCacCL2tXn5Ml/5uZ9ffR4ALAvnwgUUt0Tezaxa9QdL/fqB7DHc28fZhQ5+59oT4ewzk8w+M8nO+/aw5fAOxmfrtByX6nQlngdacw1OfOEoN3XdRv+2QTLZLHqqF8HtYBtfBLezaruB56MpWpzqjQICAR/fc3BdB8sy6BgdksUiozvfw8hQL17lGJNnznHxG0+8rPOqJELSnZ4MNQ9836fTquNWXwTfREva4clb7Ri8tAEBQRJRsxq9t28ikUiEJjy2HZMZjx07xsLCPJsKLYZ7k8i+QJ93HpkGgqmhL2bAmcQTJRRFYk4apWPWsP0WvmBjJCxOqjoqAl2GRY8PHgFVaZL0wlPI7RRmp4bBKKZpYlkWWcNCd31kP0B2XYJyDcF1EVwvLPCLElIiAV1FTNOMyXsQ3quRLkCzGeoWCHKAaAXgVUDqDnsoYdmE/Uqm7fWDhMAPUDwJURAYOjDCxLMXCa5BkFuxVVHk7T/5TnzXwJNEZCXUIoi6VtKbRrjzJ3+K2swMQ/v24X+uwennvsJ6ClJzl59Hz/Zy+N6foG/T6OvGlXQDG/h28IYNBibLT6/7mSrnyKdHkKVQRWw58Q5AJMXl0wE9wy7JjIiuqkzOP4sfWHiehXdVELACS88nXRlgbPBGFDmx4mGRTvYx0HUzs9Vncf02AipZ9QaMjoWmZGPW+svB8nGn02l27NgRM7uvJhM+87/+bMVvl+9BTqXYct99OI9fRinLa9a+BUBUJDLdGZRiEnvWJGi70F6q264zKb70lZO89JWT+LKC7/lIgbdy627AxVMXSfdlMQwDXdeRlQzJkXfTGf8mOAsrT68sQ1qMyWTR5GpZDjtu+gCzl44h6t24kk797BnEuVlSrW7M6hk0VUJRBNR0mp49e5BTaWpnT1OdmMB3HERZQU0kSOSyjB2+CVnT2HbrbXHJw2pMolnjiAIMHUlQn+umfn7xSsJHERCyMtpQiu4bBshlc4iaRO/m/rj+HvXtVyoV5uZmSbln6fYuIy82We5mIHgS2OHkLOs9SLlhinKBpKNi+LP4gc3m/tvxzPD+smt16pcnsQ2Dut9Gs9p0fBtbmMdJDobciiDAR8D1fLS2gegH0GpfuR6ygrB3J2pvCVIp6gsLK4yBRFFEVVW6u7tJJBK0222qh0ykky6yUURtL0KgI+RyCKKMj0fQWHbtlv7tiwGCvxbHYv3JXVYUit1FxIzOLd93O3tu28uDf/Y1OvX2ur8BUBIiB+/fQtt8ii//5Z+Tyfdyx3t+Hj2ZJZ1Ox62B6e076N26jeOPf5p2YxFBhGC9QC/wSWby6Lq+wtxoAxv4XsYbNhhQlSSsIayX1Hoo5XdTSG+OyVGRDnjEunccB0VKcfKZKomkyv7DEkgLrL8MXA3ft5AlfdVDQhAESoVtdOe3rvgsqh+/3IfK1frlUZtT1OoUdQ1E2+vev5+Jr3991XY2f/jDjLz7fgRNQywnqU3MwlVVgMh3wA88xvVZkvk06aEsvu+jyRoZPU3rYp2ZpybWHisguM66wjnt2UacypZlmWw2i6ylKex4D63Zo9iLz4MQbsdMdtNYXIjtcaM6vu/7yMkehnffx7lvfoOzX/0kdquFlkxwJpkkkZLYc/dBjnz//4dLF+boaBpWAKN79jJ45jSBbbH59jto1Wr0jI4xun9/rG1v2zaNRoN2w6QgCMhSgKunGPn+LdSnKlz+8xfB8REVicJdg8h9Oolsmmx3gWQybNEzTTMOzCqVSkiwZIat+UtklNYa4dfSqtQP0HLbcP1FcuU/RUvfyq17f5BcLouiqLFmvzQ8jLV5jDMvnmJq3kcwBRRPwdP6SUoWxblFipUapipjyBKZta5TVx4jl8F0HOQlvkfUNRB1p0iShNJogijiqCrde/tojjRDpb/cboaGhmhdrFGdrVCfq+M8UgMXfAECwcdXAlolG0/yyU/ryPbLa81zVY/uWwYZ25SnZ6iXsR2b2bR3lOe/9Ax6MsGN7zmC7wc89qmHOPfUaerzNTzbwzFcnv/ii/TsO08ym8AymlTmLjIwdgBgRWtgvTzFmee/xsylFwj89TNfmXwvYztu4uwzn+WynmJs713kiz0r9DE2sIHvNbxhg4G+wh5c16JhnAckMol+cqlhFDlJNjUcT5JX64BDmObv6uqKzVcEdGC9GuJVEGRkMUkpv/OaPchXT/rRvl8uXo5j2vL3Nt19Fyf//M+xy1eYiW//0/9Juq8vXmEnRjK0xfl107sLuQZBUSKfTi+VVTL4gY4d1NF6Emi5BFbLuJJdFSA3rFKftMFff92nprTY/Q7CB3RUm+8avY1GYTfNuZcwLRs5PUi70cIPfHwzNAyKtOU9z6M5NcnlRx7GqJTxPQ/PNLDbbXy3wMRLde697xa84jQvvPACzWYDQRA49O73MDo6SrvdppfQQCoIfCQRgiUDHEVRCMQks0YPcsdj9pEygb2AkFeQkzJe28VXAhbdKulWhr6+vphn0G630TQNXddjsZ1Lz51HqTdJFjwEYXWC/ApJ08OceRhwCAC1cwm/6wYMQ8U0rbhzRNM0uru76e7r49SpU7Tbe3E9D13XUWsNlIUykuuSMi2SngvistBMEEAQMPI52u12PM5ozEEQhBURz8N77Cm8coVAltEO7EHo7iKRSMTXoFKpIBXDtkbTdKBfRHBA2KoyPvUczYtTpJJDFDftwO0EBFUPxbl2i5uPz4WBOZJiht7kQCw5XOgtcveP3Re3x7quy03vvYXFSwuYDZOO3QYEXFNE8LpIZDQSqTyN6hzF3iZ6MgyJLp9+kqkLxwh8j9nxk3huWMJb3i28/M9r+6G3cebZzzFx5imCACYvHOfW9/wi3d2ljYBgA9+zeMMGA5qaZcvgXcBd1/3uch3wyJZ1x44dseJcV3cWUxBpGVPxb3SlRDG7hVrrMq5rAi6amqOQ2Uw6MYCmpL5Th7bmuK8HSVG45Z/9Osf+63/Dt232/cxPk+7rW7GtZHcKMafim/aqiTsA2KFxaOgQADMzFdrGINgyvlcn2z/Lvu87hGDB9NEJpk5OUNqepGdPCrdTw2y4eOswwN/ygbfSM9JHOp2Ojyma3GVZJpvLk84ciX3q9YSCJ02DYCNrCVKpIq7r0mq1cNMZXNsi8H3wfXxBIPB9GgsLtKtVjEaTd/yL32R+fj52zHMcJ1YplCSJlC7RHH8K1+kg53eSyA2RzWZxXZe2KNK6WMaeM7AqRmzZjAgoUK3XaFsdUqkUe/bsibsFPM+jU+9w7PHnqJbLKM2HGR2ZQlo3F70czpXr4XuYx/8rxrYfRdFTsTFPJNvrOA7Dw8Ox9G+j0SCQVZgvh+fEccMOmauubRAEtL3QtIcgQPXmSSkivjpM57Fn8Gs1fD9AandCgyrPJhifIrd5LPYUiIiqUVYqM5DDTKnYbQtfNFj46jGcVgvPr3PgnruxCy4zL06SOyEiXZUbibUC8OmoJj3VLNVuK1YyjHwOolJY7J+gyaSLaVJdaYxWh8AHSRG59b0/QLG/h6e+8qc8+43/S3n2PLff/7MsTJ3lgb/4fzE7DVzbIsr+BetErloyz433/Ahf/cTvLDkICpjtKq5jxRmUjZLBBr4X8YYNBl4plmcKFEUhn89TLBZjlzTH7cV22viBQELNIMtherq3sOe1HPYrevB0797Nvf/xP6x4bwXvIJdB7dIx52yuXquKCGya7yZ5oIu5uTkkSSEwA3zbw2m5mJ7J6OERhoeHOXDvDUyfm6LlTCEIizSmLMrnOnTKq7sp9r37EDsO7opT0GH934q17hOJRBzwJBKJ8HpoHaqdFoIYYPtziE4Gy7JCLQACtFSaVjAX7iAIcEwTUZIIBJHa9BRdXV3ceuutXL58GdM00XU9LAMsreCzShunM4/nudCcxEn2kkgkSCaT4aTXpYUrxSXp3EAQkFIagRggmAGu7FKr1TBNk1w2y8Rzz2I2m1QXRS48cwY94XHHHQskEi6i+HK59YAP9sUE7sQC3sVPczbZR6Gnh81HbsZ1XcrlMpZloShK6M641HKpDvYjZTPYL55GnJ5dc6YLALvZQil1o/qziAvfwMLBmdmON+UBGr4SZrqkyLFydgFRFEkmQ+Oe6HoBGIZBJpMhlwvb7gLXZby3l4bvkSv1ks0XqFDDGRZoL9pkZrU4HPDxWZRrPJl9kSPGbhKujmgK2NWw7hcZIkV/q7ZtMzc3F/sF3P3j91GbqXL5+AUuHr/Azjv2sO3wTSxMncaxTTzXwWiFLbfl+Ukcz8LVAPt6gZnA0JaDaIkUt7/750g8+FcY7TpbDr6DXL7rO+41soENfCexEQysgbVW3IqcijsP3ii4mnfgeR5mq7OOmp6AXBVwjFDQJ5kUabQmsSoB1uIUyW1hqjhSipMyMlKrSDqfoWe3RPnSOAhuPOvJSZW+nX3sumtfXE8XBCF2w4sQpdpN00QURRRFQQtyKHaSIHBQ5TyBG3DukYdZPHOavq3byHZ3U754YcXofUCRJcaO3Lw0/iRjY2MsLi4SBEHsjicAnfI4fqcMgoCfVsAu05x+BmwHxStQGC5g3dTF2c+dJHDAx6BUOkDXnmH6dulU69XYlrkxfpnjn/ssZqtFbmAA0fVwWg6e64XmRZKA7wcr0tDXnE+EgMAUsC9cZnzxFPO5JN25BpnhbVhuEavdIUglqVQqzMzMYNs2W7ZsoaenBymZXH1loyAYSM2X6UgS9Xwd1XQQ2hLBjIWICJgIzsr1u+oHSDNzJIcGcF03NiyKiJKRwmHU/nnkh3+U+tQk2cEh2obB7OwsrusyNViny0qSbIQTvK27TCgLJJIJylqLnqZEU+7QlsN2xyjwiBAZGnmeRyKRoNjbRWmgh22Hd6wIdvs27WLn4ftp1WfZsu8uWq0WxcHd6Du2YJ18Yf1TLihsP3A3xb4Rtuy9E0VNUBrcxjt+8LeAK0qJG4HABr6XsREMrIM3wx/2ct6BKIpcuHCBZrtNeg2dAQGQhiXILJISO5hzAumSQ2t6iky3Qt/2gVgEKAoustkcvaVe0jdsondTjVatjSLJ5PrzSIKEltBIpVOx+91yzkDU214ul3nqqaeYnZ1lcHCQW2+9lVQqS3f6II5rokgZZmcnuPTYo9jNJn6nw55738aFZ59Z4UqI52G12zz3t59B0XXe9nP/KBYusm2bpOrh2jNIlolvxs5DeOWjNMsvACEBssginp1B3Q0XHpmmNtNAEBVyN93G9nceIJvLxrK9sizTsixajYBqOUv3pjq799tomk0iaSPgR/pUK7DckvjqiyDqHkLCxxFsXN9hpM9CmnsM4/IxrGMSVFrY2TSNt93BQrlMEAQsLi4yMDCAuHMrrmkSVGqw1C4Y7csHkp6PNjOPMBfgB4OI7tV+3cGq8RgvnETr7UEURTqdDgsLCyHXo6uLrq5wtQwhQdYG9IFBLN/HqNdjC2UncDlXmqYslnGdHLKUIZMT6cp1ISbSnJyTaXegV1VoNBoxqTMq8XhL3AhRFMlms/F9BKsD+4N3fDD0LTBNDMNgevFFXB3QZDDt+BCXXxM9nebdP/Gv1+UAvRmeFRt442MjGHiTI3pYnjp1iqeeeoqO3OSQuA3dVwkV43xAQO5SUA55tL05fMnBcj2mKg3EEYme4UH6Nw2QzWZXiLqk02ny+TypVApd1+kbDh+amqbFdeVolRelfiO9h4h4NzMzw/HjxwGYn59nYGCAbdu2oSopBJZWkp6Hmslg1msQBJx++CFYll1YgSDgqU9+kp1330NxZBRJkkgmkwi1GRxhEcFvXfUDH67yfpMFE1HXGdjVS3VmFstweelrn6XvwHYSyQR9fX1hrT4IkAolWkYJ2zJ54Umf3n6RG26xsUwRQYBkanVq2vfA90GWw0kp3rcAcp8NmQqaJTNUT1JYTNK57BM4y1rsqg0Kn/oiZ3aN4udziKKIZVm4ggCH9oHrIr9wimByOjZLEgjduRXPXyKArgwIQ9mgZcHVEunRW6xgPPw4zs6tdDodqtUquq7HJZXoekacDoB6vU67VafdauN6ob1xWOKQmZ5JIAgyJVNn27Ys7c4w1YaL63QhiK04SOx0OrEVsiiKFAqFWHPiakSTddQpFGWwEokEkgKBbUN/DgQBsekgyyq2eeU+2HX43a9bQ6INbODVwkYwsIG45mpZFnbC49zueXaMbkNTNYQZD3kBUj1pnGwL1/Bx3YB2OxSxiVaEuVwOWZbjdD4Q29kmk8mYAR7pIEQdA1enWGM/h6We9qsNoKKSQpR+tm0bWVXpu/kWmrOztMqLaInkNY9XCHzatRrJXpMgCMLxKSpeYPGyqvdyBlEpUBobRdbP4LodXNOkubhIo1RifHw8lAAWRM5++SSdRshO9z2BxTmNIAi1+GxLJJH0WeI6IgCWCc8/ncXsKHT3OBw80iAQoFqRmZvUsGZNJo8vUjctSskc3V195NSrjneJz3jj2UnGbwivS0SQjNpn07u346kKiakZcFyEpaBsLf5CpBzIGp8FQFCpwtQMaiEb995HboiRamEQBCQSiXBl355lONXAVFzOzWtUKpV4Tym/g+RbqEo/3d3d+AsJFMVClkVKpSTFYhgMRFyPSMkx4kd4nrcmoz/y7VhuzqXrOttHjnDhpYeZmK8iBjpDe29l8uxziJKKIIps2X8Pt93/sZXHvMx3ZAMbeKNgIxjYAKqqxoRJz/PYsWMH27dvj5X3BA8c32WxvMD07Dy1Wp3AyaDr4erb9/24tUxRFNLpdKxpD2EmIDL5EQQBy7LiQCL6zlrQNI19+/bxwgsvMDs7S1dXF2NjY7Efged5qKpKb28vtakpZFmiOTuLk82y713388KXvrjmdgcPHCIzvAnLsuKAQ8n0YzbGCa5hWy1IORBCgRlBkui/+QNsn/aZOHaM3t27KY6MEAQB1Wo1DKxaFhPHxwm8K4l/x5H5xgNd7L+xTuAHTI/rmIZCIuVz8OYmj38jT72qkkirdPwc7rM1kkmbsydFZi+D5iwgujZuEDDbbtCVyJBWk2tqOMieR8nzKXZ1xY6LUVp9Zm4OalX6Ax/V91cUAyJFzBVvrIMA8BUZT77iQWGaZpzOV1U19lqIgoFiyiOh+OiKRC4ZxNczZ1fZ4Z1HlVQKwzkURWFwwEKSNPL5brZuUTCMFp1OB9/3mZycZNOmTbEWgmFcEQNbHhBE3JgoCxWXpAIfTU1x/zt+jcktzyGrSc698E08z0YQBQo9o9z89o/hemBZVqwguVzMawMbeKNgIxjYAIIgsGfPHgYHB3FdNzZyiUWMZJCQ6erqptXahu9MI9Gm0zFoNELBoPPnz7Nt2zYURSGTycRkP13X4xpu1Lo5PT1Ns9kkk8kwOnptOVdd1/mhH/ohpqamYgEfYAXxsauriz1HjjD/9FMYi4tIosTw3n28/R//Eg/84X9k+uQJkpksu+65B0nT6N27H1lVV8oZp3qQ9S5cJAKnsWocAilSo/dizT8FrkmAiygrHP7oD7L3g9+H67oEQRDzECRJoqvYxYk1bGKNtsKTD3aveE8UoW9UQVZFEmkBLZ2mVbM5M2+jah7tlofrKAiBgr40O7uBz/HqDAN33IJ44sIVxf4lHoLY28PQzTeR6++Pz9n8/PyS+uEc/ZaDYPur5vqrmw2CazlTiSL25k0kRzaRW+pkOH/+PIuLi5RKJXp7e+MAJJIzFpUhRGcCxw2wA4FkMkkmkyHheeRVkESXouLFJac9u1W6uzNLRMGwffHTn/40hmGQz+f5qZ/6KURRjDtQIgGx6H5bzo0Jtxnw9Ff/jPLMeXYefifbDtzD6M5befGZL/HiU1/AdSwS6QIH7/gIgpxgdnYWz/MYGRmJzaSAdbsHPM/nyacmqFQ6HLlpmJ6el2dBvoENvJbYCAY2AITZgVKpFL9e/iCNkEgk6O/vx3VdFhcXSSQSLC4u4vs+CwsL7Nmzh0wmE4s2LQ8EInieR7PZjGVuXdeNSWbrQdM0BgYGQhOfpYdxtN2oCyGfz3PD/e/GbtQhCMgPDKKlUrz/1/85rfIiiWwOnyXHQdtGVVUSiUTcomZZaezkTly5hdyZQLBWqil27fswkpJEEfZjNhdwpSLKUukjchRUFIVUKsXWrVvjfdQ+fCsP/vevXvf8+z4894iCIPj4fkCjWkUUQ96A44DnhtfBEXIU8kO4fo3S1m2845/8CqnubgTHxZueofb8MRKDg6R3bEPOZRCX2iZt22ZxcZGFhQUajQaq49Lj+oTMkOtg6Qu+AOKqQMFHyOeQFIXcUlbgwoULsWPm3r17yWbD8oGqqqRSKUwzT6fZhdkxSWbKjOr5UBJ482asp59Bl2XG3nInQS6UqE4kQsllQRBQVZVyuRxnARqNBo1Gg4GBASzLirUpBEFYtYqPJu/5qTNMnnsO22xx+rm/J1vo59Ev/TEXTz4SH5coyOy+6X4WFsucOnWKVqtFuVzm8OHDK+67qxEEAU88Oc7HP3EM03Q5f77ML/7j15e98QY2sBY2goENxFj+cFsvHZrLhSp1juPQ09NDvV7Htu3YLCnqb5dleVUgAKG6YyYTKr9FqetoRb0egiCIU7yRjW6k8b98zCOHDpEplSAISPX0xAqSme5SaP1bq1Gr1XBdl3w+j6qq8aRtGAbVpkMQqGSy+ylkbsKceRTfbaNl+pHVJIIgouVG8dVefNOMV7uZTCbWqDcMA8dxSC+pNG4+so1nPv047fK1NfQBPAeWrKMA8L0AlwDRFgiW3hckkXZiJz/8ez9JLp+La+bJZJLk7p1kdu+Mr50vy0hL5ycaa0TezOoJ1HItZNBzRfEwgDWJA74kovb3wWA/9lPPIS6lDzxJRk6lYp0IXddjLgeEvJF2ux1zPCLSn6ylkF0YGBiIJ/x0Oo28ezeFQoFMJhPzGwBmZmZot9skk0l27tzJI488Qr1ep1Ao0L+U+Vh+Tyxvm40CNYKAU8//PeePfxPHMVC0JJKa4NP/7Z/QacyvOF7LaGC167GOQRAENBqNmHi4XjbroYcu8qd/9gytVnj8L5yYZXGxTXf3G6steQNvPGwEAxtYhbV8DwRBiB/qmqbR29tLPh+u6MrlMgMDA/Hq61riK4IgMDg4GJPZIr7B9X7j+368MozqwWt9vzg0RBCEDPVo/LIs4zgOhmHEmYxOp0NPT08YLGQyscWvIAgUi0WUZIHElrfhmlVENYNrlJH1IoHvIglXzGnslonRMugd6cP1PC4du0Cr1mTs4FYyhQyapnHnP7iPL//+5/HtcDyCKJDvK2A0DGzTxnfX08EP0HUfSQ7wXJAkkUAUkCSBC8e+ge006R0+TN/I5niihTDb4rpufO2SyWR8frPZbBi8CQLO9CydWh2x1sFwFCwUil4ZHT/OBgSAJ0n4SR1xcICuGw7Q0jSajz1FEPiIxTz5YjEWACoWi4yMjDAzM0M2m8VxHE6fPo1vXCIhzlMaPISe30V1cZJLx76EqOj0bLmbmmWRyWTo7u4mmUzG1zciBVqWFbcUqqrKxz72MaamphgaGlpxHwiCgOvZPPPi51isTrKpdJhSfisA7eokT335f1AvTyOrCTQ9zeS5Z9eUHXYcg4//p5/mPT/+bxgdHaVcLlMqlWJRpfXw8COX6HSudLJUqya/8VsPsGtnLx94/25GRorX/P0GNvBaYSMY2MAqrOV78Nhjj7GwsECpVGL//v0AsbDO1NQUrusyOztLf38/6fS1a6TLJYejLMK1eAPRak9RlBVExOWIgoXon2j8vu/Hq/Xl+4WwxU2SJCYmJqjX6zQaDTKZUM3Q932kRA5BUmlOPILvdJD0Ir7TxnPaoHXx/DcrPPrJZyAI2HfvQRRN4fhXn8d1XZ7peoJ7fuLtFLeUyPXlueMf3MOxTz+D7/rkSnnu/Yfv4PnPPc3cuRnmLsyuedyyDN19NpYhUugySbgi49UiO25LYs88wLGH0zjWRfbdcwd3fPSuuPc+yhZEAUt03KlUKg6QKpUKxpKngKpkOPuihWV62NYsm71JSCeRhgeptlq0LBNT1+gr5kiZJomRYZypGdxmC2mwf8WYc7kcd911V8zxqNVqNBuLKPVvgNBirnOJsZs2c/qJjzN/6SgIAq22yeCu+3AcB9/3Y7JehLD7JEG5YrB1SzruBhgbG1vzvlmoXubyzDEcx8TzfHoK20LSqtnBdWw8z0VwLGqtyqrfLtd96LQqjJ99miNv+/E4e3E9bBrJc/LFOWz7SoC3sGCwsHCJp56e4I//ywfJZvXrbmcDbx7cdsc/j/9fEODRh//1azKOjWBgA2tieY213W6zsLAQ94kLgkChUIhbCLPZbCzn22g0YlvYa2H5JHW9Nq2oJQzWNnRqtVo0m00kSYrT/+oSQdBcSudDWJYYHh5eaosESXKYmZlidnY2ZqhHoknRROrbbXyng+/Z+J15AtfCc1rQqdOeW8C1wnEd+9rz4Qp/STagOlXh0//mr7n/1z5AbijP8M5NcL9PfarGlsPb6O4v8faPvZupU+N88nf+Ete8ItUsSCKKJmN3LEY2txnZbJLKeEgSHHEXGL+U5Kuf6caxZMDn+Jef58b33BwT5yLypiiKceAUneOodJNIJOJujnQ6TSpt0GzaFEQFmnmsTAohmSRhGLjNJsFSJsc0TbRcjswtN9GpVAhy2dA1cclxU5Zl8vl8HODJsoxtdeg0VQRBQlISZLP50M9hqTghEMT6AVGnCVzpCGg2LT73+QvML7SY2GXzAx8trTimq5FJdpFOFGkLNUr5TSiKgme3eOHxv8EyWwSBj213rnnPyYpGttDP5j1vic/X9WBZLvv39VOtdnjooUurPjdNj9/93b/nd37nfdfd1gbeHDh3bmbF6yAAy3LQtGvzqL4T2AgGNrAuoodtKpWKyYWlUolU6kr9M5vNxmWFaGX3Snqwr/fdaNuRNkFUAoh4A5FUcUQulGWZQqEAhC1ky1nkYXdDklMvzVOrOaTTEoosxFoJUe09CIK4/iwniqjZYVyjipLuw6pdwHM6ELgUe+S4vu7bq1P9gecze3qK4kgXyWSSQ2+7Me6wEEUxFMxJyiQySZpm2MEgSAKH7r+ROz96N5/+3b9GEBfJ5kLpYgBZAcPwcazwYSFKPppcCbMaUjYU0rmKXLkW0ul0/N3weEGWJUQxB4UcghlqMHR3d9Pb2xu3CkaQsxl0PXSMNBoNDMOIxYYiHQBFUejp6SGRSDCX+Chu5zKlwf3IksTeG/YhBPNYQoGth+4nnS3GugFRYBAFMvWGSbVmYFse0zPN0DBJWv++SSeL3HXjT9AyKnTnNyEgMjcxS6s2j+c6oWHTclLEVd0SPcO7efsP/CaF0jCKev0gIMKXHjjNs89O4fvra1W8dKbB933k//I3n/zhl73dDbxx8fQz51e9d7W2yncLG8HABl4WbrvtNtrt9opAIEI2m6W/vx/btuPWv1cLy1P+kZGRuTRRBUGArusrdAyiwCBy0Ls6+2AYDo2Gi20HmKbIwFg/QeBTr9dXuCVGrxVFIdV3Q0xK0wpbqV38Op6xyNZDWZp2P6cev0Rtsrrm+PfcdYBiV5FEIkEikYi3H2VO5LTC1rfu4tzDL+F0bPrG+rn9++4kXchw44/eyvzxS/i0VugI9Pc7ZPM2QSDgewJveVuZVP2vIfdj65Irr0akORApP15t4x25Hkar80g7Yvm5jEiDiqLQbrfptFrMPfQQcye/gNBTobDjdjbf8A+QJIliaTOKsp1kKo0x/XW0zhPs3CxSb9cpNP8a1c6iBAfRut6BLCsrApn+vgxHbhzmwsUKt906giRdXw1Qk5NomSQCIo7jkMoP0NW/nWZ1HsfqrHjgCiKIaprNu25lcGwfOw+/g3SuFDskLj8P68H3A158cY5qrYOuK6RSMu32amOuDWxgOcZGe1a9p+uvjX7F6yYYWFxsUC432by5F0V53QxrA8uwViAA4cSx1mSxHN+OatvyCd2yrNiyN9q3pmkkk0nq9Tqmacb97MCqtsVUSmZgIMHcvMnQQILBwTzgUKvVYiW8yHEwm82STqfjbEGkJSDmdoJwHkVN85Yf3MHC+CfXDAb0bIL+0f44MInIcNGqF8KMxe6793LovhvCVXQ6GesBTE5OsuiM4cxLHOo9hySEv8nkPPYcbHL6ZAaCgLkZnU1bX0K2zqCqw9c910EQ0Ol0YjJeFBAsv3ZXX8fln/te6GopSspS/R7s9hS101+kefkp7EqA0BAQ01/H2/UB5NYJEpVjyGoKRXsXHi4EPpfPl6nXDYo7O+jZDGJTQHCOoKc3rSgzSZLIu96142XfL+WZCzz5lT/FdR223fhBkrl+UqkUlmUiqTp6Ko/vhYqFxZ4xdtz4Dg7e/n2I0pXnTnS9ryVktPz8vHBillrNxDQ8tmzp4gPv28NDj1zA6Dhculym03k5VtUbeLPh5pu38clP/CqqKlEq5V7TsbwuZt2XTk/xr377k7RaJm+/7wA//3Pveq2H9IZDOPkECIL4bU3M6yGaLNbCq6HaFo03WvVG70XKcpGq3NX/xGTApdWdIAgcPFDE83xqtSpPPPEEly5diqVz0+k009PTdHd3x7yGiEcQtzeSQiocAlFk4qVp5i7OrTnmwkBX3G4XjX95lsP3fbq7uymVSvF3lqvlKYpCIl3ATw5iDb6TdO0zuM1JRAlGtpjMTSfwXOjusRGUDLqmriBlRjLAvg9+AKqyckV99T1wNSt/rWvQrl3k0rH/A8DogR8jkRlk4exfUZ96BqN1CTFno2fBN0QEL4E/9/cEC48h+ja+kkVo9JIZuZ+WaVJ55uP4jke7Y5PLGBjtDsUlzYFvBdF9MXXxGOXZC7iuS/rSC2za3R2Xr2zbR0sPctNdH2Rs922ks90Ia+wvyoxE/7+8bLHW/WwYDrIiUexKsHN7D3fcMcodd4wC0G7b/OiP/3W87YP7u1ftbwNvToTdVa+PDpPXNBj4w//yGf7qr56OX6uqvGYNZQPfHnzfZbZ6FMuuk02OkVD6viNyqssnomjb67UpfjuIJk7P81ZkCLLZbCx/G9kSt1qtuL0Olq/uQje/qakppqamVqSNo95yCPvz2+02siyv8FIQRZF2u825p09jd6w1x3nPj98XS+12llwCk8kkkiSxsLCA4zhks1m6urri30RdE7lcjp07d2IYBplMhp6eHjTtLmpTj9E6/gcUu23e+o5FLAucgcOomw4j5Q/EvA2j3cZyHDqdgEvjAgISe/fk6O0Nz10kEfxKr0d9/gXatYsICNTnTyDJOq3Keaz2LGAjiCEJSlQDCgO3YDYvs1BZQBCgmAmwKidQs9vIjryPnm0d2uc+jmF6iIKASAtRubavxHqwLCtexRd6xsgWQ3Gs0uA2crkc2WyW/Kb7ee6EgGfl2SUcIpNfnaJdjuheWS5ktN79fGB/P9WqgW273HrrphXbSaVUPvFXP0ijYZLJaCjKWuLRG9jAa4vXLBgIgmApELjyEFZVmZuPbHuthvSGQqM9SbV1AU3JUmtNYNihqEqtPUFf7hZyqU2vysQcIXpILu9vh7XbFF8NaJrG9PQ0lUoFXdfp7++PiXlRGjzqcIiMjZav7kRRjOWNrw4E0ul0HFi4rhsL6UR2x6ZpYpomjuOQHyigJXWs1uqAoFMO9x0ZNgmCEP+uWq3Gk0xk8hSdxyjLksvl4qxHdN7yg7eR7b+FmWN/RHX6Oab13dy4/fvxlSS1RgdRFJk7eYKjX/g8QjJF8eb3UmsWUFSNqWmZ3t6Q0/FyOzmuRqqwBT3dh2s3qM4+h+e0cewmnr0k4bxkg5jMb6Iw9lYmjv1XjHYHURBQtSyKuUjzwseR8ofYt3cnUq4nbuUTlfR11SivRhAEWJZFq9VaUiAUWGxkueFtv4CuSyTSBRRFCX0F/CwN/yAB0GiY19yu47gcPXoJRZUY2dTD5GSd4eE8ui6veT8nEgrveuf6pQxZFikWv7VAZwMb+G7gNQsGWi2Tq2XO3nnvPn7mp9/22gzoDQTXs5lceBzLDR/QK0VVPCrtExQyw69qqSASBnIcB0EQ4nbAKF0ty/KKVrdvF9Fqu9ls0mw20XWdYrEYT55ReSBqnYuY88vdEXt6erjhhhtieWVN0+jr66O/v3+FUA+EK8/x8fGYV5DJhIJCejZBKp/CsRyMphHm4wkb5hozIfcgSvm3223K5+ZxOjZqfwJflmO1Psdx4qBkOWFtLRVHURQZPPSPGDxEzJ9oNptxOeT8Y4/RXljADeaY5Wtofbcgyxr9vTmCoLjiHLxS5Ep72HHrr3H68d+nMf8ClamncOwrdr+CAIIi0jV2C+ce/x18pwkIIOmIeg+CsGRu1Rknnc9jSUnww6xJtvfAKxpT5IxomuHEHgTw2c+dZXKqydBglo98eGcsX+15Htu2ptg1VgO5wI2HhzBNl0uXKpRKKbq6VvJhvv6NE3z2s08hShJdXYP4nsjmzQU+8uHdKIp8TRXC1zPMThNVS6zgR2xgA/AaBgPptM5K3VOBvQfGkNcwdtnAK0O5fnbNQCCGAJr28lumXg6i/vZopRYR1EzTjFUD0+l03O53vRLF9YKGKG2/nKtg23a82g6CIA4OcrmQmBOVFaJ9q6rK8PAwiqKwsLAQ991HyopRYKFpGu12O5bEjcSPABqzdeQWFBJZRg6MMHlyErduk1R13NkOnVYHxwvT8a2JGpe+eBrPdBi+fQtb374HgHK5zPT0NL7vo+s66XSaoaEhEonEdc9DRKCMzgnA8N69NObmsPCp+G2MypMIgkijsQ/b3r4uM/5qO+n1oCW78D0bq1PG91avsAUpwdSpT6x4L9t7iNINvwLlh6B9DiW7BX3gdpyZB/AtCwQZWXn5nSiRTXJUFgk7SmTqdQfH8SmXDRxHiMs0vu9z/rm/Re08SSpTRAr289nPlfnGNy9gGA733L2ZH/2Rw/Gx12odWq0ABB9ZCu/h2bkm7XYHWRZjwa3vJZx6+oucfv4r5LoHuf3+n0XVNySSN3AFr1kwIAgCjzz023zu809y+vQUN9ywjTvfsvu1Gs4bBtPl48xVn77md3SlgGHVSOqvHnElquGbpokkSRidFrNnP4PVvIiQOkCy+wYKhUKsV3CtroO1uAdXo9lskkgk4j72iOwXZSei1sPo99HqMNp3lLkIgoCuri7y+Xxc5ohIg5ZlxSWFiAgIxBO2ZVm05+qk0EAU6O3rZaDUT/nYLLIo4TZsquMLLByfQcmoiAkZz3AQAsD00RQVo2PQarVot9ucOXOGubmQjDgwMMCHPvShWNN/vfMQBQuapsXfOfy+9zO0/wBt2+ZrDz3E7OwsmUyWrVu3rjuBLa+567p+3RbRbPceKlOPrz0mb6UPQ6q4k513/H+xbJegdB9a92HaCyd4+G/+mlKySH/WQ8/0kBi465r7jGDbdhxsQtjlEplO3XrLJo4em2Hv3l6GhrppNBrMzs6GxknlaQLPxWjVmJu5zNlzHRYWwrF+7vMvcflyjfvftZPDhwfJZPIIYg7PCxgYyJFK6dxwQx+yHJINl5ecvldw4cVHaVRnuHz6CY4+/ElyXUPc8s6fYHTn7STThdd6eBt4jfGa5opEUeQD77/1tRzCGw6L9ZMrXgvClexA4IMgKTQ6l2kZkwz3vIV8egRR+PazMZGBkK7rIdvamMVuvEjgtPHcZwi6DtJut1FVlUwmExP6liPSn3ccJ155rxU0mKYZtxFGE3VEzBNFMW4vjCbyq10OATqdTqx2p6pqvMKMbJujrEOUaUgmk7HHgaZp4Rjma5jzbURfgAAqT82A5SPIApZtY9UMnvt3D+LZHgSgl1J07ehF9GD2xSkmnrlIsitFz+0jyLJMvV6Pj3F2dpapqSlGRkZWnYdonFez2qPPAyDb14dqmnzoQx/CsqzYRXKt62bbNo1Gg1qtFusG5PP52FBqLdhG+eXeGuy587fQEyn8oIPntGmd/yuq06cZTXlkExa4AoEwBOL1V9pRsBgpUiaTyRWKl/feu5177tkW8zOq1Srtdhvf9xnY/hYSiRSJbA/ZrhE67WMrtn38hVlm51okUyqzs20Mw8P3Ay6P1/mD33sLui6vckb8XsKm7TcycfZpXCfkt1TnL/Kl//NbAPzKf3rutRzaBl4H2CgcvcHQndnNXP2ZFe/pUom+0h5EJMYXHsHzA/zAZa56jGrzHKqcJa33kUn2IcvfmmhQRBSUgjaBNYeayCGrBZBEtNwOSr19eJ4Xt7stn6CBmAQWTeBROeHqB25kbiSKYuw3EMnhRtuNHtaRKE70/9FKznGccFXfbnP2bBnXExnoV0gmtTg4aDablEol0ul0zIdIpVJx73m73ebyl17CP2/EEsSeZS87Iaxy/jPn20wtXiAzWMBuGDgdG7tlkRkqcOB9B6hWqxw9ehSAYrFIoVAIVRCXnYeIKBcdW7RCXR4sRNcispDOZrO4rrtK8z9Ks3c6HZ5//nlmZmbIZDIcPHgQ27bj87wWPPfacr6ikgffQkl20Sy/SLowEjoWLr5A0B4nrRn4PoT6QQFe7TiLD/8siT2/TG7gyKrtLZdVjsSgICz1XD3GiPXfWFJGhFA0KZ8fYvfBO/A8j3K5ycRk46p9QKXS5sknL5NKqUviRj6KIsVtpS9H0OlbheO4fOFLD/L5zz/Lvj07+MD7b2FsrPdV2/7eWz7A+NmneemZB1Z99j9++6P89G98/FXb1wa+97ARDLzBMFA6gCInaHQm6MnvJZO68jAJgoCiOUu5cRpBkPB9j7Y5T8OfZLFxCk3JsW3wfpRXGBAEQcD4yY8z9dKnMVsLENggpena8Q/J5HroG96Ppqeo1Woxs94wDGTRx2tcIAh8SI3G24pSvtFD/er+90ghcHFxEQgf0IVCgVwuF+sLpFKpuFNg+SQ5MzNDtVql0+lQq4t888FZZMVj3wGNPbsG4wDFdV1M0ySVSsVp6Xa7jSiKNJtNqtUqTsOKA4HVJ2Wd931oTlQRNYnAB7yArq1hqePee+9l+/btmKbJwMBAnD2JshmRdn+0Kk6lUrFCXhQYRVjOpTAMY5V4zvIWuWazyczMDPV6PQ6m1ppkl2No54dYGH8E311tzazoRQZ3fIDqzLMEgYfbnqT+4p8gp4dRtTyOmiGwaxBcLeHsYLz0R2R6DyGIVwKg5avxyHdiebfKmqd/KTDUdZ1sNkuhUODkyXkef+IcIyNF7rh9E667+iI5TsCDD11k584ebr1lE7WawTvfuZ1W2+bCxQqbx4okk+vzXVotg3/7e5/h2ecukssl+QcfeztvvTPkhrQ7FpMTiwwNdZFKrfwbK5eb/Mw//PfMzoQcjEuXnuTEiQn+5I//4asmwiYIAnd/6J+uGQzU58+8KvvYwPcuNoKBNyBKhe2UCttXvS8IAkOlW+jJ78X1LBZqp6h3LhLOXAGO28a0KyjywCvan9Gc4fzTf7jyTa9F9dLfktz/c1x47k/wHJOuzR9AULrilr+MVEUyL0MQoAkKiewWJEmKJ7W1xF0sy6LRaFCpVGi3Wyw0TqEmRETlCF1dXfHkEE1kyyeLTqfD4uIi5XIZ0zRpthKkcjb3vKuGpoMtTqMJm4AkTmDj+jrtdjt03ms28TyPxJLTn6IoqLsymJNraAxIUNoOC6fWP2eyLqNoCnouSa6/GKsAjo6Oxqv9qFsi0k6IzHKiVrl2ux23Vq7VKni1OdHV4jlRkFEsFmOOhSiKL8t5Mte7j513/lse/Oo3qDYEdvY+Dl4ZSdJIF8bI9e4nXdhMEHjIjeM4jTk8Y5b01h8hOfI+Wpc+h1m9hCaGE3JUyhK8JpVjf4Ay+F4ShW0EQRBnjHRdj4/xeitzURTJZDKxF0QymeSxxyeZmGxwebzGhfOL2PbakVy77TAz0+TITYPceOMQW7d082f/+1nKlQ67dvbwwz90aN39fvozT/LQw6ewbY9arc2f/98H2bN7mPPn5/j4Jx6hXGlyYP8ov/CP7kdV5aX9mfyb/9+n40AAwDTh3Pm13Sy/HSTTeX7wV/6cv/yDH1nxfvem/a/6vjbwvYWNYOBNCFVJoypphko3o9aSlJtncD2bhNpFQuu6/gauQrt6bs33/c45Jp745fh1+fID9B34TdBHwhWoLiIJEqIgoGhJtCXt/nq9Hk9Yy7kDvu8zPT3NpUuXQtEeoUzDPYfUSnFxYo5UYoxStxIrEy6fHCOmfCKRiNPfI5tS9I9NoS9rrLCCcRQxBwJYXpLGtBHbG0cZgkQiQW9vL1tv38WpJ57Aa17xrwcQAihfvPY5C3xol9u0F1p887c/z82/9jayA3ksy4q7MM6ePcvly5dpNpuk02m2bdvGrl27YmfGWq0WZwuuNUGuJZ4DV7IHqqqya9eu2KL65fpLVDqDHL+0B8d2yWTS3H5ERxQkErlhiv2HEUSJIPBpnJ7AscqISg5J70LNbcFYeBahNo7vu4hidI1CjotbfgbXWMTb/JNo2ZH4+i1vDb0egiCIpaSjwHBoKM/Zc2Wq1TaXLtXW/a3vB8zNNXn8iQnOnC3juj7NloVjeywutq9ZJshmIqOo0H8il0vyh//5i7xw4jKLiw08L+Dy5XlKpRwfeP9NZLNJKpXWUqv18gOAn/yJu74j0uz9I3v4lf/0HK1ahU/+yc8yuuNW7v7gL73q+9nA9xY2goHXCYIgYHH6HPXyFANjB0hmvvPsXklS6O+6gb7iIVzPQpZUBOGVS8Gmu1ZnIdbD7Au/h166m+TAezG1PEo6gagoyJlQtW05yz+y4ZUkiUajQaPR4MKFC5TLZXzfp1DswjUyuO2baddHePa5RQYHOmzbOriCUAdX6uj9/f0xz0BRFBreObyrssV+4CKg0OrUqLfGsVyTRkvAaF8pW0Qti8U9vSw8Mbni94EPwbU1bXCaVzIKVt2gNlVByEiYphlnTqKSRsSan5+fZ3R0lGw2G4smAbEJ0rWwXq07Oi8jIyPkcrnYfvjloL8vTW9vmkbdYnDbvYzu37zyPAQ+teP/AbtyFEHJkNz5k0haHgC/PYEs+tiOj65FmYv4l+BZ4F4RjHo5ZkERri4rRHjve3YxM9vgG99oXncbjuPjuR6yLNHfn+H220a4fLnGrbeOXDMged/7bsJ1fY4eu8iWzb3sPzDG//qzr+M4XlyWcByfP/mvX2ZmZoH/559+mIGBIve9bT8BASdOjBME8APffws/9qPfWc2VdL7IT/z6J67/xQ28KSAEr5Vf4gZi2LbN3PRFnvjif8bq1Bjacoi7PvjL1//h6wi1hTM894UfX/HeFQWJqyGQ3/ObZApbUFU1dgjs6ekhk8nE0r3RBDc3N8fMTOj7Xa1W47bC0dFRJL3N6ZcUygsSrmMgiRd597vvIpfLrSkME7UeRoJIjtfi3MxnrxqfhEwJ226BFArqdFo+Lx21wNfo7+9n27ZtDAwM0C43mT06yem/OYrXdnhFkMJWj1R/lht+7k6UvIZlh8RGy7KYnp5mdnaWdrtNLpdj+/bt7Nq1i2QyuaJlci1hoggnzjzBxclTKIqGLCncuPdu8tm1tfGjkswrQbtt027blEqpVefabU+z+OQ/Bc8EQSS97UdJj7wHgNbFz9I493+wLRdJEpAlMZQxFgXQN6H2v5XU0NvR9OQrIuxFRFTfD2g0XGRZY9OmfPz7z/ztSf7vXzz/srb11jvHuPfereze1fMtEwYdx+WTn3qcF07M8uCDq/f72CP/+lva7gY28GpjIzPwGiPSvl+cn8HstDDbDaYvHGN2/EX6Nn3v6C7kS9sZ2Pl9TL/0N8BSILBuNBAQtE+RGNjLwsICp0+fDlu/BgY4cuQIuVwuZro3Gg0WFxfj14lEItYrGBgIuQ2CO8dD0y9g2w1UpRkrHkY18qjTIGLORwx93/fRlCxDXXcyWX7oyugCj1p9AS3pIS+x3RMpgUxGIfDSDA4OxqvzQn8XTttCz+m0TZdVaYZ1oCRVMiN57IZJ4Ac8858eJNmVYtuH95Mr5XBdl+7ubm666SY0TYv/gZU8iGsFArXGAl977FOcvvg8thMSCD/95T/mB979T7jjpvesmuBeaSAAoe5+KrU2oU5UMohKFt+zQFSQkle4KHrPTXRmHkbk4hJfIIjLBd03/jMkvfSKlRIj0qDr+vyL3/wm1WqYfTl4oI9f+sW3kEgo7NpZQhTBfxkmgsNDOfbs/vbY/Ioi84M/8BbOnG2uCga2bHl9GNRsYAOwEQy8ZrDNNudOPo7jgee6XDjxddREBqtTxTSaPP21/807fuC3XpcqYVev1ILARxBEhnZ9H4vjD2F3Ftb55VK/naCTyG2lWllkfHyCRjONIBSYm7OpVqtEVsXNZpPZ2Vk6nQ6SJFEqleJOg1KphKZpGIZBqZRmZEShUhEYGdkXEwkrlQqdTgdZlslkMjiOQ7vdjpn3EUmumB1luvIEfmDHAYyqe4jiFa5B4IOsaiQEicBawOikSSYTtMefo33+DNl+D6suIyAgSCI+Pm7DXvMslHb1MXhkjMuPnqOz0Ma3Q1a9Mdek/C9D0lh+Z4nNd+1k4N4915zwrwVZ1mgb9TgQALAdk0ef/zsO7L6dbPo7OxmJaobCwV/HmH0IObMZvfsgAFb5OJ3xvyNw2yAoCDiAAIKM1nMESev6llbiUcmjVnPjQADg2PFZ/vC/PEZPKc0PfHQ/H/uZI/zFXx4lCKC/P82lS1UcZ3UQd+HS4rd66KswOpLine+8mwce+Eb83v/4b7/4qm1/Axv4drERDLxG+Opf/y6nnvnC0iuRdL6HVK5EttiHZTQQRelbqt9/p7CWfasii7Qvfx6neR4lvwfcNrsOfB+XLz1DdeaK1kEACFKS3MBdSIlNqF4Nvf4wLVvHMfcjiqMIYhLDDJidq2IYBr7vx210kXFQd3d37DcQSfVGNeW77roL13VJpcLgyfM8Op1OrFsftRmKohj3qUcaBJKksGP4g5yd+gKuZ+A5oGg+y/sDnXmBoZ4sffI8MmWC2jyGchi/M42iu/TuAlkb5sBP3M78hVme+9OvYzRcRGRcIAXIKZW7fuM99Ozox6h3uPjN0wTu2kvU2ksLvDjfprSlj64t13bXWw+pRIbDe+7mwsRKISrbtkjoYSBUrs3y9cc/hShI3HvbR9YtIXyrUDKbUDI/vHL/tVN4VjkUxBIVCAREtUBy+J2kht+BIH7rIli1us2DD42vWP2LIizMtzCMsEvgvrdt5763hTyXSqXDH//JE0xM1lhYWKmd8Nhjk+zYfoobbxyir3d9AaaXA1UV+a3fuI/f+o37vq3tbGAD3ylsBAOvAarz48sCAQCfTmOR0sAWbrznR2nW5ujbtBvlVfYP+FYRBQCRyE0k6yvYZezKcTyrhl05SeA7IEgM9Oyn3TawGi8BAQEpsiM/QWH4CLVaDbn6KQS/QUo0KOUcTE/DtlU83+XUi1MMDooUi0VkWaZQCF3nUqkUmqbF6oDLg5KIG7CcJBepEgIxkSxSEow6DaJugyAI0NU0+8Y+SsdoslA5S8V4foWvg1oK0IMKgu2DHyB6dczaRTQ9hZy0cGyNze/Yw1988hFeOjnJps5FEsIQQhBQQeLQjh7u/zffd2V7CZVUKYtrupj1Dp7prjrvZsPg8kNnyI1089JL8wTA7l09S2I4cPbsIg8/con+/gz3vW1bLJW7/Jod2v1WPvXAHxEsE0So1heYW5ygpzjI3z/8V5w8+yS6nmKgd5RbD73rVbxz1oaa34XbvITvtJe0BgSU3GZSI+/5tgPgY8dmOHeuzMimAq22xcJCB8+Dyak6d75ljP7+7IrvFwoJ7rlnCydfnONLX1rda/+Jvz7GzEyTn/np1UJIG9jAGwkbwcBrgBNPfG7Ve77vctO9P8bwthtfgxGtj6v926OUtSRJSEoRSS/huwaCIBEEBp5r0lp4geKmd9Jo3Exn8QS+OohJf9ieZ1m0gz66mEMVTbbJD7O19GkCH1p2kYuNUcx6Lx1VIFfooVgsxqqBnU6HZDKJ7/urPOVhtS5BsViMhYiWlzaiLoW1fpNMZBjs3Ufl0sr6rqAIWACiTNp08AyHSn2GrrE7yG6R6Up3Mz5Z44UXJmg02+SSCzTNbvA06oJE7s6dK7YnqTJDR8YQRYHcyHYuP3aG1tRKRbxUMUXFcPnVf/oFFhc7FPIJ9u7tJZNROfniHDMzLZJJla7LSbZt62brlq5V1yyZyJHU07TNK9tudir8xz/7FYb7t7NYnaLZrpHQ0+SzpVfhjrk+tK79KNnNtC58CmP6GwS+g6gWWItq+krR3Z0ik9UQENB1OV7t+z7cfGR4Fb9BEARuvWWEW28ZYWa6xtFj8ys+73RWB2kb2MAbERvBwGuAuanT63zy+tM6Xy5OE02YUeuWIChktv8YrjGPXXuJ5viXaTXmqdsBmt2htzQAwhlcb4oZ8xKqniXvHsMVXUTPRfDbCH4zNO4RIKctsru4iChKOA2d0+V3MD3Vgyw6iHKKQrHI6OhoLFUcjSla3S8PECLL5OWCO7By8lcUZVVQEcohS0AaQWgtcQYEfA9ECSxZwsCiOXGZyYl5htwsQ1sOkKFDf1+BgYEi4pzEpl33oYtNTp0TGRnexa6bx1ad261v283I7VuRdYX9Hz2C07Ex6wYTT55HEES0jM6v/7dn43S3YTSZnlnZFlevW3R1Jclmr7TdXX3NDu5+K48+9/kVv6s25qm3KnTleinkerj54DvYufnwt36jvEK4gYqfuxEWnkfwHZzWDIHbQlC+vXT8wQP9FAoJRFFgZqbB6TML+D5kMip79l673PKDP3CYo8e+tOK9fE7lA+//3iHybmAD3yo2goHvMiyjxfT5tU1BPO/1uQpZrm63XP8fQEkkUbNj4T+lmzFe+gzJTptkz2HU2jeQvIsQ+GSECWiEVXgZGREPYY2uVlUC8JClNoXm15CDDF3qIpadpS59ENseiN0IowkfVk6Avu9jmuaqPvOrA4ao6wCuBBUQqtd1pTdTbh0PDW86Mo6ZJZFphMI4okgQOGQSPhMvfB5ZS+H2jTI2lueXfvG9zM836O3NAAFv73hkM0l0fe0/NSWxTEI4paGmNPZ8MJyUK9UOvv/sda/Pvj299JRWKgYuv2a15tqETt93EUSBO296P7cfvv+7ZrwTBAHz8/NMTzXIOd1klBaK3gvit18WEwSB0ZFQo2PTcJ4/+P37uXBhkT17+kglry2mNDCQoqsrQbkcEi5VVeRf/PN7KZWurca4gQ28EbARDHyXcfHUYzi2seZn6fyrS956NbDcIAZWrzqXTyCKXmBoz4/EynjC7MXQdyDeWCgsI+HyctQthrN1BKGOIICOScr4CwR7GKsyiS8k8dX+WKseiAME0zRXrfbXG/taMr4AhdwQdeMcvu/QXRzC7dxAq3MBXZ8m7bYpjYzhDAyFRE91HD/IL5kZJRkb0zEMA8/zSadkNO1bI8Rp6sv7XaG42gEyOt4gCBhfNxMVEi1vPfRONPW7x0/xfZ9ms0ml2qDi72MknyI/eiOi9Oo/jjYNFxkeKlw30AnlmH3+4PfeztR0k0bDZfu2Eo8/Mc6Lp+a5956tJBLKqz6+DWzg9YKNYOC7jBce/cya78tKgu6+Ld/l0Vwba3kDAKsm0MgGN5LrFUURyZnBMyfX2/TLKoiISz3+0S9kWtgX/wxflnADBbvwDrTcFnp6elas6tcLVtYaO6zdx55J9LOl/+20zSq6XELOOwheifrllwgICDR9qe9foNmssjj5OTQtSWrrwXjf643h5SKV0rjrzk1886FxAAb6U0zPrDQGGhvLctutI+tuw7Q6eP76GSdZktG1tYOJ7xREUUTTtCXnxQTp7s0kUvnv2P5ezvlfHihuHutGVVW+9MBLfPJTJ3Bdf4NEuIE3PDaCge8y6rW1zUfu/v7f+i6P5NqIRHoi69a1Vs8ApmnSbreZnp7GdV1c1yWbzaK1TqOtt/pf9n5Ui1/+kbDWF6NPzFl8JUUgpnHMOq4cqvUt19Nfb7Uf4eVOzgmtCH6CRusilF9EcEwCu7G0DYBQlvjkC0ep1WrM12wKpUHSudJ1x/By8Qu/cCc///MB1WqHZFLhZ3/+b2k2bQQBvv8j+/jIRw5c8/eammCwbwtnLx1d8/P33/sz37XywHIUi8WYyNnd3f2ajOFqXH3NWi0bx/Hw/YDL47XXdnAb2MB3GBvBwHcZa6s/ixw/dRlXfo4bbrjhuz6mCEEQUJ9/gVbtEoLSA2KCRHYATcuteFhHGYPIBfDo0aNUKhUAhoeHQ9U/t0R/ECrurtxJtC/wPAHXDRA9UGQQxKszBsLKHwEIEr7bQQg66NJziLlN+L6/wjPg5bjaXQuOZ2C7TUy7zsW5B7GNOQacDKovsVbj29DwCB3DwHdNgmXSdq/WBCeKAl1doX7Cx37mCJ/93IsMDGT5wAf2xt9ZLQR1pbyzffTgusGA660tjHQtvBJ54LUgCALJZDLmbLxcz4HvBpYf131v28pTT01Qq5vs2vXd6bTYwAZeK2wEA99FzFw6QWNxfNX7vtrH5ckF6q3H2bVr13VNZ75TaFXO8twX/+GK90QlzfabfxlNz+H5Lt3Dt+G6Ls1mk4WFBSYnJ5mdnaXRaBAEAZZlIUkSlmXhupsYyY2vKgn4PizMKrRaCrLi4doCg8MWWiIIhWiC5aY1VyAAaEXozEBgI7VPIC5IBN2/AECtVsMwDCRJIp/PoygKU9MNpqYabNvaRXGd2vpyWE6T5y7+D2qdcQJCrwHZlwj8JLC6hi+KIoNDw+S7evAze1GT+euf6GUwTY+paYNkQqKvT7/uJHvbraPcduvoiveu7pBwHCd+ffTFh/nKox9fd3uJxLXJcbbjMz7eQRBgZFMS33exbXsFV+NbwauVOflOomO4ZLI61ZrJl750mmqlw8/97K0xaXUDG3gjYSMY+C7ikc//56veERBlFVfvw3VdLMuKLXJfC0yd/f+3d99xkp1Xgfd/N1aOnXOYnIM0yslWsMEBJ2xjkzHGsBgwJn2WfRe8wC7Lgt+Fd1mzuwYWY2yDs5xkRXuUJUsTNTl2TpXjze8f1VXTPd09M5qZnqB5vp+PPpquvnXr3uruuuc+z3nO+d6Cx1yryKFn/lPtC0mlY9U7aV79c2Sz2UazH1VVz5Tt9Tzy+TyVSoV0tYWgOkNzsAwSeJJCxdTJTri88FQCy5Jp6TdYt7qA454JAlxDB0lCkk0kxUNSJFxkzLZfQmcGycgi2RYSCqZZZerEcYqlcqPTYUtLy2wioccXvrCPdLrCwECSj/zSDmT53KMGzx/5/yhbY/MeixKmOFPi4CuHWbmjn0giPG8fsqwQjHZgRleRTqdJJpMXfLd74GCekdEKui6j6TLNTfV2wx6FgkU4rM4rJnS2+goJ265dpFVVbRSI8jyPg8d/hGUvfvc/0H4vm9fccc7jO326xKFDhVq1YAnCoTKVSoVAIEBTU9OCGg4X4uyk1GtVwK+iKjKZTC3h96kfnOTY8RRrVrdyy45ubrqp+yofoSBcPiIYuEI8z6Ncnr9G3BeMISs6WjiKzx+jp6enUTb3Sn9Quo7J2MFvnHsjz2Zm+HnM8IMYhkEgEKC7u5toNMru3bupVCqNOz7HsVkdHSXmN7FcnbIVJpePMuyu4PR4jmjbKG3BCjfdnCEwO91fP2XFZ+KYPjwniIuLp2gY2iBlt51gcIBI31qc3G48x2C80snYiZMUCgXC4TDxeJxEIkG5XCadrlIsVrAsh3LZxDAMwFuyHe7xiccXBAIADh6nXx2lqSNGJHH2nbSErbaQttuxslkSkoRt2wtaKJ/Ndmz2HnqWobEQnt2Kq2q4rsfYeIUjRwpksiaKAi3NAbZvi6Pr8qL7q0+NlEqlWiGo2boK9bLLzckOAr4Q5WqR+nSLX0uyZdUvcvfND6CcJ4NfkqRaIFD7BcBxHDzPo1AozNZkkAkEAguSTJdy9ijGtRwQJBJB3vLQKl55dbTx2PBwnuHhPLl8lY0b2/H5xEeo8MYgfpOvoMGNdzMzfhRcG38oQax1Ba4r0bLqVuItvfT09FxS9vnF8jyPk3s+BxjzH5/z7/oROZKPQj4NkobP5yMYDBKJRAiHw0xOTuI4Dn6/n1JugiYphyo5lEybfS9K2NUKU5URmldXedP2CXzqEhmGEig+AzBwPXBdC7M0yYnMSTo6Ogj39RFMrKgtBzt2DNsebiwljMViNDU1UalU8PtdNm+Okk7b3LKjF/CoVquNUYyzA4KJ/J4FJx7y/DQHBnATNl2rO+a9Z5IkYfsHmDLbsF0bWfbw+/0X9DM8fOIVnnju37BtP2t738H6tTvQdZkXXpgmnTGZPR2mpy0OHMzT3+fnnrvb0LT5owSe5zE+Ps7k5CShUIj+/n5CoVCjKuPt29+KYZZJ56cpVwrYtsnKvm3s2HAvba3nL/DT3xdElmtBQU93gGq1Vuq5Wq1SLpexLAvP8xo5AOc677l1HkzTbJSE1nX9qgTAF2L16sVzBQ4fGkHTLr6HgiBca0QwsIzmfsBJksTGO95PvgK5qVN0DN5E18BGCoUisqISCoUaZXevdELV2OGHGX7tX+cf+1nb1LP8XSOHNfMYcvItjSFi13WJx+ONpVmObaAW9jFa2kpcO4Vqj7NqZR5FkZicMNFj3tKBwFlkCSRsQtIk02NH0XWdjo5e8nloavLT39/faKAUCATo7OxsNCFyHIe1a2KzpYlDjXX3QOMO98zySBdNqSXpqZ6CHx+OZ9NPLwFTJ7ytB9eb31TIAzxZbYw01NsrX8jPz/M8PMAlTzQxTX9/iHTGBElatL3uqdNVTp0+zbvf1UUyoWMYDumMSSgoMT09TSaTJpUdo7WtiXg83rgDDwfivOctH1u4wwukqjKDA2dGQ8LhMMFgkEwm0+gwWR8hON/FvL58r164ql5Wuv71hY4uXEnPPHtq0cfzhcXzWgTheiWCgWVy9hr9elnbeMcmQs1raW1tpb2ji3CkiCzLuK6LLMsYhkEwGLxiSUqe6zB65Fu4dumc282u4gdZQaWA7q+1D9Y0Db/fTzAYxLKs2h156mEi8n68sIci1ZLwYmEL14FgyMIfvLBAYP5rQz6Xwx0eYXK6h1RKo7U1wHve1cmmTVGKxdr7GA6HG8Pl9SJEnle7Yw8EAsiy3Ljw1IMDSZKoWjnwHGTPT6cbx4cPFQWfHMC1qyiqjOwtXOugKy7JSK0VcCwWu+B8j7UrbsYwqxhmhS3r7gQgEdfYsjnG3r0ZpqatRZ/37e+MEg6rFIsOqgrtbX4iYT/DM/uYyBxhNLuHn7j/o8jos0WQQpd9OF6SpEbXSEmS0DQN13UbiYXnUp9Gqic5nt386lqbOggFF/+IDIdFASLhjUUEA8tgsbK3dU1NTViWRXNzc2N4HaBcLmMYRqMz35XgujaHX/gMxdSB+d+QfUiei4uHKfvxaxFCsdU4qEieRbD5FmxVa1Tw8/l8+Hw+pqenOXnyJKul48iyueDOSdEgrMmAAt6FLWlzXLAchf3jSUqWjlKpMjmTBy9CJiMzM1MiGnWpVGpJXvWRikAggK7rRCKRxlI2YN7Fam7AJkkKhlNElTx0dFRJxSeFwLVhtuPf3JEFJAnkEKGW9UT8TY1uihdKVVRu2njfvMckSaKvN0RPd4DPf+E01iLxgGVBJmM3/j06VmXLpnYcqYQnOWTz00xMD9GWHGiMflxu9Tv8etDquu6Ci/m5hv3PrvxomrXfBVVVSadNsjmLnu4gun71s/ZvuqmHcPgVisUzv6+JhMpv/Po911TQIgiXSgQDy6DeQhfmV6ALhUK0tbU1/l3/IHQcp9Yx7wqNCJjVLK888jtUMgcW/b6ixfHcCv5AghUr30Y40YccWke5XGkcYy6Xo1Qq4ThO44IwPj7O9MQpepvcRlJgzZy1gpKGJwfAMuvfqf3fq1349dnfSNNRGMmFiehVkDUspXn2rl+itTlD1fDT26sjywWOHRtneLiWNxCLxejo6GjkDhQKBSqVCq2trfh8PmzbbtQisCwLyS5gOUWqqoGMjCer5FSDpBJFVeK45fl1/SVJahxzuO9ewsmeyz7fLcsyP/vTA+zaPcOruwrn3FZVJSxL57btD/Hi7kdoTnTQ370WRdYaIwPLcdFa6mJe/3qxypVnqx9XfV/ZrMXnPj/E1HSV3t4gH/2lQZQFhSquLL9f5f43r+Tw4Wna28N89JdvFUmDwhuS+K1eBuVyuTGHvVgZX6h9EBqGQbFYRJIk/H7/vBGE5XR67+eXDAQAFFUn3HoXgdb7kIJNeP4gkUiUeDyBLMuUSiVCoVBjCH5qaopMJsORI0fAsjDjIWDuRaz+gS7jKkmGs2GwJJIhGxud0VIXGXeQjtAkPfIeXEllWr0VL1LBLx9CVhQGEyvwt7XhOhZm7gTRjik6V+ygWq2Qy+Ua89eu6xKNRtF1nXQ6za5du3Ach66uLjZu3IjruliWhaZpeHYFO7UHzymjBmIEtAQyMj5bI6S2INmLl/GVACXcRSjZX/t6me4Qt21tJpOxOXlq8V4WAT8kExpt7UG6Ou9l+4a7AGlOnYflbXx19sV8se6RFzrsL0kSx0+UOHW6hOPAwYMF9uzLsH1rclnP4XwUReYD79/M+ESB1paQCASENyzxm32ZjY+Ps3//fgzDoL+/n/Xr18+727dtlwMHJpFliYGBKFAb2lYU5YoMO3qeS25y9zm3cZ0qjm1SMRXKRgbbthvZ4vU17T6fD0X2mDn6baZGxxnPQJw0bmADJbsFibPKLnvg4jKcqjJaaaat74M4/hSWBZFkDyHPwzC6OFbtJRL0E29dhSK7SKVuQsEQiabttBhFdv3w/5I+uZ+85icYDNCz9i4CikEyFsL2FFpaWmhqagLgyJEjnDx5knA4TDQaxfO8RqdDWZbRJJWK5OECsiexMnEflcxhvGoWz6zgnKODglNOYxplfP7Qpf1AzuPuu1ro6S5x+HCOqZn5DZ58foUdN8fw+8GanVOYOw9fT9C7EvPwF9LI6nxM02n823XhH/5xCP+vSqxfm7i8B/s6+XxqoxOiILxRiWDgMrJtm0wmw9TUFKVSCcuyaGlpIRoLEvBHME2TH+48xpNPnUJTVd72tjVs2tiy5Lr35RKI9ZOfWWJkQAoQSgzS0nsnlhJpXExUVW1cYGC2TfDRvyOc38O6CKwN14b8Z8qlxbvPSTCa0ykbGdqCDj0dD6KH7yabzaK6Lq7roqoqOdtGCzfR3tFBOBwml2snlUoxc3wfp0f/EUIutpYlP1GknBtl4tgzjOx/CmQ/gze9l5b2WnnikydPsn//forFIgCJRKKRn3Fm7j+A1LIBoziF43pUTj+N51o4noolRZBw0FmiqZJba8yk+4LLeqHVNIWu7iDHjhfQdSgbaTyKyIpJZ/tGZNnCcZRGbkD957PYNNWVcrHVBfv7Qvh0mXLlzHKK//mZ0/z3v4qiqmIZnyAsJxEMXEaqqjaGqGsZ6zLD2ccpTB8joMdJBDZRLIUwDBvH8TAMh0AggOt6GIaNpsnLnjMgSTIDW3+eRPtWPCT0YDOn932RQuoo0WQ/m+//CxRVQ5I1TNNsDKn7fL7G3LCu61RyI1DYU0sFmE0JkICoL0PKaKdq+/FpVTzA1tZit30AXXucQGYvui9IOKRRMQukhp+mbKoYbjMjo6OUy2VisRiqqtLX10ehkGfXU5+jZB0msiqAJEsE2qOUxnIc3fUo/evupFrK41GknJ+mEEqQyWRIpVK4rks4HCYWizWWINYvmvULlS8+gOtrxxp/Gc8xAQ9P0iiqqwlIOXxGhnoC4RkycrB92QOBuoBfobnZR6k6Qsr5PC5FfHqQ1au31Y5mtsAQgGlaFAoe0ZhKIDC/8NH8pZTz34fL7WL2a9sellV/r8+0rPraN8d4/3t7Lt/BCYKwgAgGLrPu7m5uv/12xmYOkeUHTFWyAFTsadLFYUIta9i2dROqKjHQH2RoeIpHH5shmzW47ZYo27a1N+5gl0sw2k0weqaUajjeSyl9nHByFZrvzLB3vc3s3Llh2bNJ7/lT3NyBRe+Yi26SYuRBmjr8yPF+Es09jQuV1d/D6KFvMnXqcY6++Nd4chSzMAP4MNU7KBaLmKaJ67pMT0+TTCYZO/IsE8d+CJqHr6UdWVcpT9Q6B5YLKQ689DDBWBvJzo3I/iSFQgHHcWaXPIbRdR+9vd3z5tHrhW7gzLC2Fh/EKY/jOSZKeBUdiW50fRC33IaRH8HNHQccUHxEe+/BF+8/b/W+S1EopRidPkQi0k5b0wq2b0sykvs8dqFWIbFilphKjdHTOYjPrzMxc5yjp59jJmWju3cRDTdz644kwdmlcXOT+gByuQKeB/F45JpY2+84Hk/8YArLhrOrXOzcmaK9TScW8TE4GCISqf0+ZXMWY2MVOjsDxGNiqZ8gXAoRDCyDeJPG3plvAWfmQGs3YlVM5Tg33bwdXY2Rz6d4/ImDnDydAE/miScnWLs2dkXrDAAEwh0Ewh2Lfu/sO7z84f+FkTmAWl8cIEF9+b1BAHXw19nU1k4ikVhQf16WZCZPPEIlP9usSVKR1Qh+PUCktZl8xU8+nycYDNLU1ISu69hmEVmScQ2LiedPISngzplbBijnJhnY/BDtHd2N1RlIMYZHV1LMungndcYmU6wcLDE4oOP3zx/G1nUdLdmNP/zueVnwkiThhVcjta3BKG6mMPRDPM/BLk8RSK64pPe8XjQoGtEIBpV5d+wT0yd4Zte/MDpzGFVR6Wxew6nxPXjMTQj0mMkep72lh8NDT7H78PfJl6eQ3BghRUXyHiKTqeDzBxga30c+V2Cgewue5zEykuUb3zyE63m8653rWbu2A0mSyGRNHn9iCsfxuP9NrbS0XLmpq51PT3PsWD3pdHa4aY5/+/IYKgaDHQa/9tu346Ly7W+PMzFVpb3Vz/t/spty2eKfvzCEhMQH399Dc/O10w1REK51Ihi4zEzTZNfJz9EIBM6u6auUmKq+TELbzMmjU6RmTqDI6/A8DceZpFKpXLNd0TzPIze9D/nMCO68DoPJW/8WTdOXLLyTTx3ENvJzdmjjOmWSzf1suOtdrFifYWZmBp/PRzKZJBQKsXbrm8nNnMa1LfKpMSZHDi667+O7vs22u34S5Di6rpPJFiiXCxRLDumMg+OUOXCgjKbB6lVB3veeEIHAmbtJSZIWjITUHwdQNR+y6sOxypilFGa1hOZbGLSNjeVJZ8qsXNGM3z//z8t1PaZnDHRd4vCRIuPjVQJ+iVtviRAM1roADo3v47EX/je50jhQW255cvyVBefr00L49ACSJDExcxLTruK5HpJsIMsQidg4To59h1/kud1fx7JsDhzcz723v4s9e4YZG8sjywrHT2RZt64TgKNHi5w8WcLz4NDhwhUNBsbGq7PlfeuB3lnjTh7YaJwcNXj6u6+it64kV7BwbI9yxWZiIs9f/NWpxub/7dMH+dNPbV5QvlkQhMWJYOAy8jwP06xSME/PPnDme/V7HVnxqHAU7Cq+wAqSSR0psw/PU1m7tofe3t6rcegXyANJwXJhQT2Y0FokSa6V2V1i3X0g0k0g1o81tfvMg66BLxhHUTVaW1tpampqXGAlSaKl2JV49QAATHZJREFUaxVv+5k/BUlicvggj3/5L5g8vXfBvqvFDNPDu9iw4+0ArF8X4NgxA1m2KJUcyrZLuVz7gbzyapEjRw6TSOq86Z4Wtm6N43lgVQwKO5/BzmSJ33Ub/t4zUymyHkGP9VJOD+Ho7Uynsvj9Vfx+f2NaZ2KywD//y6vk8wY3be/iPe/eWHvXPBc8lyefmuH0UAVJcvDrEpajkMt5HDvm0N5eK/U7MXOKXOmslRiLeNPNv0RP22ZKxTIRfYCwbxpdDRIJJdnQtxGznCGdlhjPjmBaFVzHYzo1yZ49e5BllXBEIRQMsXLlmdr7TU060WitYVJT05WdOhjoD3LgQB5VBdcBd7FaSZ6L7cCTz5tE21I0JX10dfgplR3+4q9O4c35gyuWXGZSJu1tPmZmDGRZIpHQkWVRKEgQFiOCgcuoamU5NvOtxb85Gw04JhhZC1+bRSwWYdOmTUgytLd10N/f3yhLfC2SJJnmvrcweeSLjfSu2jVfI3HTf5xX5ncxwWg33evfy4G5wQAQSZwZcq9nwc973dn3o713PT/9yf9LevIUX/7Mb1JMD8/b7tlvf4ZQU5LRk6/Q2rGBt/34ZsoVg7Exk9NDLgcPlamUaxeUTNYmk7U5efI0m17JoKqQOT7GQGmIfmmCYtll5UfeP+fcJUKtm7H0XkzTxJztElivblgrxFQlNVNmerpEoWDQ0RFhw9oYXm4PE9MuIyO9gITnyVQMBw8HD9i732Ri4jjhhM2JqSdZ2BliPlnWWDNwW+0CPzWD6jaxovnH6OrqIplMYhgGY8YYtm3TGlvLqDpEyagQ0rrwPI9QyOYtD7WxcsVKOjrOrONfMRgm8i4N1/Noa12+UYFSyWZsvEpbq49oVGN0tMKru7OYlovjwJJFEyUVT4uSqUpYKYO+3gCTU2X27V9YSluSRtG1DXz8t/Y0HksmFX73k2uJiFLCgrCACAYuo3xlhKIxe1d31gdao4qtCk7VQzVbaU52Umk6Qtk5hRw2sewOZqYP4HhlOpo249fiV/T4L0RkxftQIyvJHfgMuCZKzwdpXvEAknxhfe0jybULH5Rf369hsq2fX/njbzI9dpSHP/s7ZGdqQUG5kOI7//iHyAqEEj/k/nf/CfFYK+GQyob1GnffmeTVXRX2H8gxNTVbAdGDvftmpy68IBPeWmzXIjShMOB48yrgSZJEKBRqLJ3zPK9RPrpSMVBVCIZk3CmPdLrMv3xhF/ff4WPjQIXDI33MzZD3kPEw8CjioJPLWWTsV8mXzz8q4FPDHDtxkIAeY2pqinw+j8/nw7Is8vk8nuc1GgfpWpgH7vhZMpkMfn8tJ6PWuClJU1N4Xq6CJEm0LmMQALVEwe98b5yTJwtYNmzeFCcS1iiVbHw+CceRsG1vYbOms36vikWXqakKhw7PLchk4yHhMUlzq83f/I/D856TTjscOFDg1luubiEjQbgWiWDgMor4O3Hdc1d9k2QItHm4vmlkvULZOIXlFchXj2PaRcZyL+B5DqdSTxIPDRDytdCR2E7Y13bN1EIPtG4l0Pq/Flz8L+T4Rg9/bcFj4cTA63r9+uu2dK7iw7/zeb77+f+HidOv4SFhGwUcyaMi53DtCj6fr1FoqLVV5d3vSvDgA6386X8+SKk8dxkbIElU8HMyspb27lZc11mwYqAeCIRCocYojuu6vPJqmqGhDMGgj0gECgUJ27bZe7BIa0zCND0WJpBIuFSBHIGAji/WTcEcwjAdPFxkdCKhZrpaVxEOtrDn8KNIkkxX8xYcS6Zg1Eotu67bWCpoWRalUolqtYqiKI0aEcnmCJFwjK6ursZSxHpti/oS0vr7tFyVMHc+PcWTT01jWg75fO29n5iYYsvmCL09IUzT4fZbk+x8JsXuPbnz7m9+IFDjcZjWdh3JXsNMemH7x+6uC2skJQg3GhEMXEZBXxOKtPidlSTNjg54oCoKiqlTztu4UghPqqD5Ykzld+N6BgAVa4ZKdgaAY5PfBSDq72Ow7c10Jm66IudzPq8nOKlfwCU8ZD2Ga9Y+7BU9SrR53QXvZ27tA13X8QcjvOsjn+bg7p3sefpfKeZGMKsFFNlPemKIROvq2usoSmMKIxLRWLMmwqu7FrngSBJr7+hiy+Yopmngee6CpXf1865P59i2RzZnYtnQ0hyjOVmgagRIp8sEAnBofC1IfkDmTGJc7ZfB4kco7ioOHvLj9w9y610DRGIWXW0baEn0YpglVNWHIqtsX/N28sU0Mj4sq1byd2xsjLHJ4xhumpEsrOi5BZ1mTNMkFosRjUZJFY9yeOhpgr4Id237MKFgct6IQLlcplgsMjU1RbVapaenh56eS1/XPzdYrFRtvvK1sUXbMx86XOTDP9VFOmNg2TZ9vf4LCgbOJqHR1b6d/n4/L7yw8Pkf+YVeukQwIAiLEsHAZVauzn4Inb06am6vHkkhNryZasTCC6wgFltFWIox7b12zn3nq6c5MPIVgnoz8VDfshz/cph7Ae9e/5MEY30Y5QyyqtO97j0XvJ/6haveKre+PFCWZfpW30wk2cPQoWd48bt/jVHM88S//gmmabJhx48RDM4vEPS+93ZjGg77DxQXvM7aNTGCQY9SqXRB1fR0XWHliiimUUWSHFpbmunq6iSbq/Dqqyoei+RBIAF+VnX+JGNjKbK5UchCdmqAu29d39jOp5+p+xAKRQgGz9SgsCyLvUeeoKjswlFyVEuQOnyQrubthLQWOjrvoampicNjj1KpZjHMIqncEJFQ04LjMQyDffv2YZomY2NjtLe3X9IIwcIW3iwaCNRe2+Of/nmE2XYGSxSBrv8xnTsALRZt9u9b2NypvU1myxZRUlgQliKCgcukUB3n+OSjWKTPPDj3JnDuZ5gHbtVHOVAhqIXQpBABPU7Ut5Js9QAuZ9rmns3xLGy3ukxncfl5nkexWGwUAorF2ula8xOXtM/FLszhcJhgMMjwwcfnPf701/8rrlngtrd8ZN7j0YjGL39kBb/523uYH7lJhMIKlUrhgtr/1u9+165JsHpVbF6PgNocdnrJ58qSxAP3dzE2FiaTLWBbDitWNp/z9eaeu67rSFoJTzozXO56FsPTL9ISW4npbsLzuunv2EKuMEHAF6Ul0b9gf8FgkHK5jOM4mKZJtVptBG8X4+xmRZNTNv/f3x4753OcOaUjFr7rZ0XVSwQEslwbpZGkhX87v/UbK6+ZaTZBuBaJYOAyOTDyZVLFowseb1xP6tPSgCebjK34Cm6plwC34rouL72cZf+BtUSTGh0Dpwg3p0FxFmRWt4TXkwyvXNZzuZxmZmaYnp5GVVVaW1svaV/1C1f9QnX2h7ssy0QTnfPfMwlOH3l5QTAAoCgSf/5n6/mDPzxA/QLzE+9IEo/plMu14eRzVeczzVp/gvr8uyzLjXl4Xdfp6nIJBjKUK4sHFfG4jGV59PYm+NhHb8VxXKJR/6Lbnm1svMKpUyUS4VtRtZcxZ1tCN05bkQj4IjiOQ1/HFjqaV6MoGqqy8AKv6zrt7e2sXLmS6elpWltbl6wVcSHOblb09W+colx2z9rmHKsGLkEopNLarDM8UqQ4u8hgw4Yg4XDw8r+YILyBiGDgMnA9h0x5CPAaeQGSvPSHnScDsoEUGsMmy8yMy2uvKeTzYDjNdG/cjycv7JlnVoOsWf8OZOn6aNqSy+U4ffo0+XyeeDxOW9ulJ0Geb9j+xMHn5z/gwZbb373k/sJhnf/x11vnlSqu5yMsFXRA7e43m82SzWbx+/20tbXNazYlSRKapnDfvW1895GFKwQkQJFVMplaq+tQ6MLX9buux6HDBXI5E1fSUeUgJvOX102nh1C1M3kSPr12MSwWi4uWu5Zlmdtuu418Pk80Gr2sPyfTWviH8NADLZw4VeLo0fIlvc5cigJbN8e4ZUcSXZd49rkUPp/CPXefe7RFEIRaRpNwiWzHwHWreB6UCrOpYUuula7nkYOuxoiGWohE/CSbVHw+mUg8j+Y3Fh0I1fQKIV/LIt+59riuy9TUFC+++CKHDx8mlUqhquoFDb2fz7kuVH1rbpn3tSfB2pvfet59+nw+gsFgowKhruuNrxfjeR75fJ5sNksul8OyrEXPralJYeP6+XfZsgyJpEYiqROPv/6heEmCcEihWnXIF1O49sLRBA+Dx1/6DE/v/hyp3AgAO3fu5JFHHmHnzp2L7lfX9UYZ6Muh/nM6+2IcCkoMDIQZHzMuZq+LPObN7lelpUWno8OP7UCl6lKtOjjOMgxBCMIbjBgZuAx2n/o8ALYF6WmJQMg7e1n0/K8l0OQEq1reSkTvo1wuc989FbLZEIRHyLnybDW1+R9iYV83l6o+n7vcrW09z+NrX/sa1WotvyEajeK67rLP22657Z088aU/xcVFBj78B9+44OeefWznO1Zd1/H5fI3li2dvX3+v168PISsSx09UiMdU1q6J09zsx++XUVW5se2FvjeSJNGU1Ni7v4JLAolbQB1esN1MdghFlokEm/Ap8UZr7ampqSVHCJbj57PjpiQSElPTBtu2xujsCPLEk1NUq875n1w7qqW/NWceLpuz+ebD4wSDKqmUyZ69GSoVl9NDJT76kcFG0yZBEBYSfx2XaHx8nJlCbRWArIDu8ygVQNUgGFr6eZab4ejkwzQp9xHxd+G6Js3NOsHg7Sj+TciKhF9pIlcc43Tm+zSFV7O25x2XdKymaXLo0CGq1SqJRIK+vr5l61g3PT3dCATqr30luuNJsswn/+ZHy/46siyTTCYJBAL4/X78/oV353PnzrdsTrDj5rZF93V25v35GIbDiy+l8JCRiaFxMxX32yCffaftYtkm0XAr4XCY1tZWpqamaG1tXfbOmHNJksSOm5N4nsfRY0X27c8xOBgkFtdIpazL+EoelarNs88MUTZ0isVansLxE2X27M1x+20LV1EIglAjgoFLYNs2o9P7qDdXURRo6wLPPV9B2RqLGSasrzBZbUW2YyS02wiHwyQjg/h8PjzPIxZtobdzyyUfq+d5vPzyyxw4cABJklizZg2tra3nXTZ3sdrb2+no6GB8fBxN07jjjjvmzam/EdRXMJyrfPT5chzOzrw/388jOzPCyy8NYxgtSCjUFykuNuMnIVMx8oQDcQDuueeeJUcEroTjJ0o8+tgkpumyYX2MWFSdFwzI8tLLDy+cxJFjFn6tDNSmZzwPwmHxUXe5OY5HOm3iD8hUKxXGxtJs2NCDql4fOU3CfOIv5BIoioKjTIFNYyRTkmB+ft/CdqzzyOBJUzhKCoMEweCaxkXzcl6kq9Uq+Xwed86nrc/nW9Zh+49+9KNMTEyQSCTecIFA3YX0kTjXe3x25v25tnUdmxcf/XvGUy0QuhlJiuNQwpJeBM4sL2yK9VMoTWLaVSpGkYd/8Gnu2/7rrF+17aoFAgAzM1VyuVrg89wLKUzDmRcAXFQgsMiyBA+FinXm5zLQH2TjhuglHLmwmMOH8/xo1yEOHx4mlzPYs/sQb3loM//hD3/yah+acBFEAuElkCSJ9paVKHJ4yWlNhSA4CrjneKslQHIJhgKzBVouf8JTIBCgvb2drq4uVq1axdatWxcd2r7c2tvb37CBwOWi67W2zxcyReA6DnL1VQLObm7fEWLN5v14/ufQdD9tyRX8wjv+hp99+19w9/afRtcCgEvFzPH95z7Do489hbtoO8Dl5XkeqXSJXbvTGIZN1fAoFCxMy6WpSWWR3lSvjyQt8vdXC8LD/iof+cU+UWNgGeTyNtlcge6ujaxbu51Nmzbw3e/tWpbPL2H5iWDgEvW23MKtK3+NrvitBPVWWiIbUKUQteFbFc+SKJ0sUjxSPOcAQUBtY2Xnfcua2Ldt2zbuv/9+7rvvPiKRyLK8hnBxLuRnLisqOx74OTbf9hbuvO8m1m/sIuCLEArEiQSbuGXju0nGu5Blha1r3sravruA2p2zK2U4ePo1nnm2Nky/3FzXxXVdTNMkk8kwPDRJsWig6+DTJTRVQlEkNm8KsnF9EF2XFiTdnsvCuGnxJxerPr78byfEBWoZrBgMAf5GFVCfrzYtIwKv65OYJrhEkiQTD/cSD/9M47FceZjTMzvxKQmyx9NMn3gERVXRVoexpIXlb1Xi3L7m4/i05R/KvJRiMlfS68muv5E0d6ygueNMy+f1g/eiKho+Pchg983zttX1uYV2PBx5jJlUhVzeoqV5eUZrPK9WxjmVSjW6J5qmzchomUhEIhpVCfglCkWXQMBm5aDF5o0qd97ZzsioxZNPZSgWF19lIEmzgYQu86Z7W2lrU/nOdycYn7BmZwoWn5Lbvd/gP/3Jfn7j4ytJJK6P3//rQWurH8+dJJXyqFYN9u7dx7NP/9nVPizhIkmeCJmXlVEtcXzfD5BkhZaVA8yUDuO5LrZrkIwM0hG7qTHvbJomhmE0lqzdqEzTJJfLEYvFrsgKhHOpByXXY3Dy/J4v88K+r9Q6aXoSCt1sHvgV7rptDbp++QcF6xUZZ2ZmSKVSmKaJoihkskF27XbxUFFkiWzOwOeDO2416OqKEIlESCaTuK7Ml/5thAMHS1gWqCqEggqG6eF5Ll2dft50XxuqKrNubQTDqGDbDkeOFhmfMHn0seycozm7Q2TN+nUBfu1jay77ud/IxsbSjI6m2LChl2Dwxv3cut6JkYFl5vOHWL/jbY2vm2OLfxB5nsfU1NS8inY34lC+53ns3LmT6elpWlpaePOb33xBSXqX+prZnEUwoODzKY3HLMtqFBOSZfmCl/5BrSql5zko8pnt6wFFtWqz8+mTTEzkufOOPlasuPwV8jzPY+PgQxRKGU6MvoRlm0RCMhs2hJYlEKiviqgnqEqShKIotRoMioKiSNi2xPi4gWXXLvSVSoz29toyx0zW4bvfm6BScbjjtiiRiA9FVentCfLUD6Y5fbpM1QBdU9iwIdpofuV5HqtWBlm7JsKqlWH+8Z/GZksfLx64HThY4VvfGeMdb+u87O/BjaqzM0lnZ/JqH4ZwiUQwcI2oz69WKhWGh4c5efIkHR0dbNy48Wof2hVVH2Iul8uMjY0xPj5OS0vLRY8Q1NfvQ+2C1WilPOdu/6UfZfjRKxmKBRO/X2HrljBbNoexLAPP83Ach1CoVjTiQpZiVq0cRye+g2VX6G+5l2R45bxaAi+8MMyX/nU31arNvv3jfPITd9HeHr+o81uKJEn4fAHu2vrTtDevYNfhb2NZFZ58+X+xbe2Ps6bvjss60lFfFVHv1VC703dRFIVo1EPT4fgJk9Gx2vauC6tWdxCPR7BtmxMnckxMVHA9WBHUeMtDnY2fUSZjksmayJLE1HSV9V7tObIsN1pTO47DisEon/iNEAcPFwgGFXy6wt//46kFx7p7d1YEA4JwFhEMXCMURSEWi1EoFBrNfQ4cOEAul+OOOy7vB/e1LBwO09HRwcjICNFo9Lw9As5lYmKCbDZLLBajqamJbDZLtVrF7/c36gOoqsrRo0WOHy9gzvb6OXqszHe/N0UgCO9+Z5KODn/jonMhx5ArD5GvjOJ5LgeOHuPrXypiVG1amlXe9952SqUKjuPieR6m6VAsVS9pGmKp59ZrHCRj7QT9caYqp6CS4eCJH9Ldup5w8PK29NU0rTF6oigKiqKg6zqu6xKJOJweys7bvq/XR6VSwTRN2to0mpo0HAcGB8O1ngazAdSKQT/DI2FM02Xd2lrfBNd1sSyr0Ryq/h60t3t0dJzJC/j0f9vIf/yj/RRnWyBIEqxfJ5YZCsLZRM7ANSaXy/G9732PoaEhZFmmu7ube++997LWjL8epNPpxvTAuXoELMW2bV555RWmp6cJh8OsWrWKYrFIqVQimUwSCoUaZYR/uDPNd743M+fZ89vk/uV/XYfPp5/3Yl2pOoyMVAhF8wxlvsf0dInvf/l25sbcruthWXni0TLxmMaOW7q4954VF50jUq1WyWazJJPJc/ZRmEgd56X9X6NUydIU7+bNO34JTb3887umaVIu1668qqo2Ai7P8zhxsshn/2Gk1qmxx8+vfay3EQz4/X4UxY8sq4TDGp7nUalUGqMpfr9/3ojO3O8FAoF5wcNS0zljYxVKFYcVAyFk+cYIrgXhQomRgWtMLBZj69atWJaFaZq0tLSgqupF3x1fr5LJZGM52PnOeak744mJCUZHR2eHqqPYtk0ul8Pn89HU1ESh4GBaFjPps8v4zt9XJuvS0T4/ifDs1/Q8j0e+P8FrB/L4fRK2u51U2uDsP7FaE6QoqbTLe9+zmltv7bron2mhUODhhx+mWCzS0dHBO97xjkX3JUkSHc0reej2XyWVHSIZ7V6WQADOjEbUX3fu+7R2jc5vflxjfKzCunUhTKsWOLiejaJJxOPx2QZXBsGgApy5+5+bN7JYoSbXdc9bybGzU6wkEISliGDgGuN5Hr29vbS0tDTumGrtcG+cQKDuQs63fjdoWfDVr08wNFxm/boIb3molmfgOA6KojA9Pd1oUzwzk2Xf/jC79+apVh1se+n9yxJ4rkmhYDfuciVJasxZq6qKqqpUKlVOnSqSSdfmGiRZplr1U89qnz/+JuHzR6gY0kX/TF3X5dSpU6TTaSzLYnp6mnw+TywWW/I5AV+E7rYNF/V6r8fcczr7/JqSCjPZI/zT179N0B9ldd8Odr7yFUrVPNvXvYmY/iAHD9mEIxoPPZAkGtGQZXlB8DWvRfLs70A9R2G5m3AJwhuRCAauMfW7nkAgQCQSmXeXJcw3t67/X/6/p8hkaneFO5/O8PQzGXq6E3huL7o+PS95MJeDEyfLlErO0q2mqc0vr1jho1LJkc+X0XUdv99PIBCgUqkwNjaGLMvEYjF8Ph+9PQpTUxKKKpGIaYyMGVgW0OhAWR9VmL1oKb7GedRe78J+xvXtI5HasrxyuUx7e/s5A4FrgWVZlEoldh3YyfDEMcqVAi/seQRvtrfHY8/+Cz2RHmyrk6rhZ3raIJkIN0YBzlYfeaj/DiiKgt/vX/bVJ4LwRiSCgWvQ+ZrbCDVzh4uz2fmFajwPhoZ96HorkXBtOLmpqda1LhRKMjXjMTZ+9vRAjc8HkbDGwECI9WsVcrlpCoUCgUAARQlzemgcy8xi2xNIkkRLSwsrVqzgpu0+mpvD2I7M1i1xXnklzbe/O4HrShhGCVXVGssUOzuidLT7582xX0huxNy74GAwyIMPPghAV1fXJb2Xy83zPHKFDI88/TlOjb1GOje+YBvHs5GUIwTVFro7I7S0uhwd2kUkmKC9uX9BLkA9wJs7ZSACAUG4OCIYuEaJQODC1AOnri4fIyNzL+61u2fbVnDcKpoWZ9WqVQSDQYrFIvfdW+TYcY9icf77HAzKvO89XdyyownXdRkeHub48SyWZREIBHj6mUlOnsohSya9vRWSCQ3XdQmFQgSDQfr7z9SGePCBNrq7A5w6XeK1AxqnT5cAlXBYJxpVaWnVKZfL5PN5ZFlG07Tzdji0LAvHcbAsq7Eqor7s8VomSRLPvvptntv9HWzHXHK7YCTD/Xf4CcVM/unr/4VMYZr25j7e9cCv0BRv55lXfkCpWmDb2nvR5ODsSoUIoVBI/M0IwiUQwYBw3ZMkid/6+Ep+5/dfW/A915VRVY1gsFaat1KpkM1mKeRz3LajzM5n/di2QmenTsCv4jiQzdnkchUqlRwjIyNks1kURSEYDOL31xIMZFkmHo/T3h5h1apVNDc3o5zVcUeSJNavi7F+XYwdN8XYuz/L/v0lDMMjGFRRFRnLrS0rnZuPsJR6ESSodZy8kOdcTq7rcex4EcNwWbM68rqKFxUKBXK51KKBwNypmsOjO/lA20fZdeBxZrLjGGaFbH6aXDHDF771VwyNHwLg4cc+yz3b3s/29fejabWfrwgGBOHiiWBAuO7lcjmKxSJvfSjAI49WOLsU7dRUHE3TKJfLjfllSZLo6fHzwZ90aGtrpqWlhV27Szz3fJq9e3MEAy6dHRUsy2pMRziOw+bNLYxPZIlG/Wzf1kVnZ22u/uxAYC7P8wiFJLZu9tPabDI9A729YUIhFdMMomlao1rfufZh23YjcKgHN1fyAnjseJHvPzqJZbnk8xZ33nFhlROnUuN84ev/nYOnXjjvtrZj8NTzX6KnazVN8XZK5Ryb1tzB0y9/sxEIAHi47D7yODdteABd18X0gCBcIhEMCNe1mZkZjhw5wuTkJKYpsX5dMzOpMLksGGatLG2+4GNkNE8wWBtWrl9MA4EAqqoSDoepVqs4ThUkF0WR8flkwuEwbW1t6LqOJCmk0g779o2QSVfJ5yGVctm0qem8F6J6ad7aPL9Le5uB59o897zJqdM2A/1+Vq2sJYou1VZ6seV0V5phuFiWh+14GMbCzoeLLfE8ePxH/Nt3/pbxqZM4rnUBryJx6OQrIHk0xdvIFVK8vO8JsvmpBVsGAxG6u7uJRkURIUG4VCIYEK47rutRKpkEAgqlUolKpUI+n0dVVXx6kGIhiGFK1LP3DTPA8y+W0LVTJBIJIpEILS0tjaWG+Xwex3EYHFCR8BEKBVm1KkwoFKC5uRnDMPj2dw6ya9cEpZKFB/h9KrpP5tixcYaHU6zf0ENH+9IV/Xw+H9FoFMuy2f/aMI6tMDzaRLWqcOToNF/5ykH6++P88kcewu9fPInwaieWrlkdIV+wMA2X7dvmn+tSBX9e3PUYhVIWAAmlsXLgbJ4LMjKKJjM+fYqZ7Die650zv+CXf+pTIhAQhMtEBAPCdWNkJMdvfuJb8x7bsL6Z229L0NPTg2XZvPSjJOWKzNlTBfm8n+npMRKJRKOSnc/no1gsNqYNfD6NDRv8+P3+eZnpgUCAVMrEtiEU8rFxYxN9vUHa2yP8/T/+gMnJLCtXdPC7v/MTqOrS0wU+n4+R0SKPPnoE07QYWNlNb38Tr+2tkEplMYwKo6NpVqxoX3IfV3NeXNdl7rx94dRAfQrDtm2Gxo8SC8dob+3DdV3amvo5duoASshHT+tGqnaGQ6efn/d8SQJJAXBxZhsdWdbiKz3qPv4zf0Fvx8rLdWqCcMMTwYBw3firT/9wwWOvHZhhZLTAJ37rTTz9TIqZmcrsd2q97c8kp8nMpJtZ4fgbdQFUVW0s04tEIo1+BfV1/PUpBYD169sYGs7S3hbmpu19NDcHZ4sdOTiOi2FYXEhl70K+gmk5WI5NsjnFpu0urW3wvW+G6OxMXPaGRctlbm2EqlFidPIUX/3+Zzg2tKuxjU8L0ZLspmqWkT2FkZnXKJQWDvdfKFXRePCuD/HON/88mnbhFRTnNqsSBGFxojeBcN34xCe/xdBQbsHjwaDGXXdt59TpCoXCmbnsub/aruvg96t0d+v8zIe7iEVrlR0ty2oUq6kzTZNsNovjOEQiERTFx+/+3rcZnyg1tlm7ppnf+eQ9HDs2xtFj49y0fZA1axau9a8XwwEolQ2ymRI7nz5AqZJj6w6bcMwj5GvHM/pIl15D0xRW9d6Grl0bpXMrVYd9+7IYhktfn5/9+3NksxaJOPT0hkiXXuJz3/jP592PjIrLOUo9nkc0lOSPPv45YtHX1yq33qyqtvJj6REXQbjRiXD5GuK4JrZTRVdra9XFUqn5PvGbd/GJT35n3mNNTQEeePMq/MEQx46VFn2e53m4ro3rKhTyJjMzeRTZxvO8xhx8Pfmt1kmw1kq6/v2ZmfK8QADg0OEZvvXtA/zMT9/Ejh2LD1en02nK5TLBYJBS2eXv//4J8vkK69d1c9vtG2luMzk9NEy0s5ecfYwDJ58EPCRJZv3gvZflPbtUk5NVxieqzMyYHDlabDxemYCh0WlePfWXF7Qfd4lcgQshofCp3/o8kVD8dT3Ptm2GhobI5/Pk83mam5vFCIEgLEH8ZVwjTLvI4bGHMew8ycAG2qLb0DT9hupUeD69vQm++IUPUiqaRKN+FOVMFn+l4nDqdJEjR8rznuO6DoZRpLlJJxTyGOg3yGZGGB0pYlkWTU1NrFixYt5SPV3XCQQCOI5DpeLx13/zzKLHc+zYNOVyGU3TFvycHMehXC5jGAamaXLocIrjxycYGU3xwotH+If/+2RjW7//B9x1bweJdomOHhlZvjp/lp7nkSudwrRKxMK9+LQokbCK6y4+eOi4FVzvwi7yYb2Fovn6pwj6u9bxmz//aSKhiyu1XAsE3QuawhGEG5kIBq4RJWOKojHJ0Mhxnhl/Ep8a5YFbf42VvdvECMEcuqaiJxb+2gYCCj/1gV4+9SeH5j2+davOWx/cRCQikU6nKRQKlEolUqkU5XKZmZkZHMdB1/VGZrqu67OrDWw+83cvMDVdXvB6AJs2NjeSD8/O8q8XKaqPOKxa2U48EeT00PSC/VSrNo9/fwhVk/jE7+5gZc+OS3mLLlrFmGE6dwjHNTHtIt0ttxEOqxSL9eH9+a2dW5oTrJZu4vDJl5bcZ1/HelzXY3X3HYxOH+LI8AvnDCAUWaW/ax0f+cAf0ZLsvKTzUVWVvr6+xjSBGBUQhKWJnIFrhGWX+e4Lf8qxk4drD3jg1+P84rv/OwFf5NxPFhqOHsvyd//7FAC/84kVdHScee/qd+szMzO89tprTE1NIcsyXV1drF27lq6urnk1A0bHcvzhf3iUQmFhZvvv/+6drFvX3OiSt9QIjuM4OI6Dbdtks2X+y59/g1d3nVjkTrV2kQ0EdJ547I8v6T24WBUjw8j0S+TyJfLZJJjrwPM4eWphIaeBfoVtWyMYpsGB4y+w8+WvYZgGvR1ruGXL/STiLXS3DaIoGq7n4Doejmvxd1/8D5weO0S5UsTzzuR3hIMJPvUb//y6cwIuhEggFITzE38h1whF9s0LBACqVhbbuZBCLULdqpVx/uovti76PUVRGqsGAoEAQ0ND5HI5mpqa8Pl8vPjiMMMjObZv72LliiYiYR+qeiY4iEQ03vqWNXzg/VsA5uUa1HmeRzpdJBIJoOsqU9N5du06SWdnglDQzwc/cCebN/fxj3OmCWafCUhUKiYnTkwyONh2md+Z8/PrcbzqWk4cylPIB8Crj4jMDQRcolGFSMRXW20hyWxZczdtyV4cx6GzbYBEIjGvIqOCMvtJ4+Mdb/4FHn/u30hnp0hEm7l121voah0kEWvBpy9P0qQIBATh/MRfyTVClmc/POd+7nqQyp4mErz8d0s3MkVRSCaThMPhxl1jKmXw6GNHOXU6w2OPHSWR9DE2licQ0GluDhIMatx7zyB33tHXuPgvVnHvm998iWeePURnZ4IVg218/ZsvYxgWyWS4tnrBtFm1uh1/QKJaWXxQbnomv6zBgOOaVIw01bJDLJZAVQKN88ikQxTz7pzfw7OPUUFCZnrGprdHQ9c1QqEQPt9qDMNAkiQMw1hytGRV/xZW9W9ZtnMTBOHiiGDgGvLzb/s7/u+3PnZmWlZSMa3qVT2mN6q51fxqKwhkUukyhYKB50E6U6tXUKlUkSWwbT9PPHmck6cy/OLP30wgIC+ouOd5Hj965TjpdIFMtsSBAyNMTWZxPY9IJIDruBimxcPffBl7wbT5maCiWKic/c3LxvM8xlO7GJs6iCQ7SDO14Cjuv42hk02kZqo4jjfballifqxT+9rvl4lFZfwBFVVRGgmUgUAAwzBwnNrJiTbcgnD9EMHANaQp2cInf+6rHDjxDFOp48Sj7fR3br3ah/WGVb9QSZJEMhlky5YOpqaKWNb8uvuuB47tYtsO+XyVXL6KpukLLnqSJHHrravZ+fQBkokw2WwJy3ZIJsN88P13MjWV5TN/9wi2U7/bXnih7OlpYv9rQ9x//+bLfr6u5+C6NtnCKIrqIMn1hECHTOVZqtZaCoVOSiWbYPDsSoq1Y1UUaG3VWDGoNwKB+vtYz5+Aq9c/AWYrIjoemiqaFwnChRLBwDVo/eBdrB+862ofxg3npz+0DVWRePhbhxZ8L5HwM5OqoCgSXZ1RHKeWYX/2Re/tb7uJu+9aRzjsZ2Q0xcRElvXreohGA0xMZvkv//Ubi772r//aWzl+YpJCocK2bYOXdB62Y2A7VXxaFMc18Twbz5OYyLyKZZdxXRNp9jrpOFCfUk+0HWZ8tBmfT5kzIjD/gm7btUJEiiIvOhVwtfsnVKsO3/7OGKNjVe64vYkdN4spNkG4ECIYEIRZPp/Kz/3szaxf18yf/8WZ2gKrViWZGC9i2y6nT2cpFk1iMf+iFz1JkojHQwD097XS39fa+N7zzy8MMgD+06c+yAP3b6ZaNSlXTBKzz78Yll1hLPUSll3Br8dJ5Y/iejYBvYmKmQJqox62LXHqWILhUzFWrUvT3ZfHdXV8fgfLVHFdkOUzJYfrFAX6+4IoioLjOIvmTVzNqYFTp0u88FKGatXl2LESHR0+ursu/v0UhBuFCAYE4Sw7dvTz1S/3c+TINJOTBXp6E/zlX+7EyVeJxwNoWu22+vVc9KpVk69/Y/56fFWV+KP/+H7uf3NtSsDv15fsWHihDCuPYRVwPYdU/giuV1uNUjFr9Q1cF06fiHP8cJKxkTCK4qFqLj39BfwBhbZWH56jMjNjkC/YBPwK0aiGLEvoOvzYWzqJRqVGvsS1lhMgAdVqLeDxgD//i6P897/adM4GUoIgiGBAEJa0enULq1e3APB7v3cPBw9MsWlTB8Hg679gf/FLTzM8PAPU5tYffGATv/qrb6Wl+fK24A34koT8rZhWAcPMNx53HInDrzUxNREim/ZTLPhwHRkJD01VaQ39GM3NYZT+EM+/MEOp5CDLMqblsuPmBJs3xZHlMxf+azU5sLMruOCxv/z0fv7g98QKBkE4FxEMCMIF6O1J0NuTuKjnnjo1xfe/vxvPA1VVGBho5WO/8hAtzVEcx+PAwTzZrMnKFWE6Oi5trb0ia3Q27QA8JtK7mcjswvNg5HSEE0eSVCsqli2j6w66zyYYtMhlA3zlK0Vuu0XnllvC+P0q8biG43hs2xJnzZqFAcu1GAgA2La74LGbtouiXYJwPiIYEIRltnffaUDC79fYvKmPT/3xBwkEaqMLmYzJ8HAZy3I56hUvORiA+oVaoi2xjSMHo3z/+wV0fwmQkBWXeMgkELIBl0wmSLGgkbIrFIvTRKIaq1dFUBSJYEBh5crr60Iaj2l86INdfOFLowAEA/DgA5eWkCkINwIRDAjCMlsx2E7/QC2R8Gc+fG8jEAAIBhX8AQUPCIcVJqeqxKIqfv/F/2m6lkVpz37+7AsmRUcHJMiHG9/PAOAhKy5+vweeiqpKIHmkUibr10XZvu3iRkGuNkmSuOP2Fu64veVqH4ogXFdEbwJBuALS6QIAyeTCO+183uBb3x6jOtsCIRxWeMfbOwgGtIt6LXNsnGe/vpevHqmvZFh6SL+1VWfTxhiWaWPZLm++r4WOjvCC7apVh1zOIh7X8PlEMp4gvNGIkQFBuAIWCwLqvvb1MZw5U93FosPwcIU1qy8uGJBCQV6aPP+d/U+8vY1Vq6J0dvoplwuYpommWQuWC9q2y49eSZPNWTQlfdx6S3JeMqEgCNc/EQwIwlXmnJXz5rouTz8zQzptcdutydedrJe3/ZSkAOCwsLdAzSc/MchAfy0xsFaO2SSfz6NpGsFgEJ/P19jWMF3KZQfb9iiWbCzLFaMDgvAGI4IB4Q3D8zyms6fxqQFikSvf9e9yqN+Vj49XMU2Pjg4/ba1+AoELv/hKkkQ6W29+MD+Q6Onx8fu/s27BczRNQ9M0VFXFtm10XW/0bQgGFAYGQkxMVOnuCohAQBDegEQwILwh/PClf+VHh/8NAE0J8P6HPkV784plez3P80hlhylVsjiuTTzSRjLWdVH7kiSYm7njeRAMyjiOzb79OU6GSuy4OUk4fGF/rl/44ulFH//DP1hFR8fCanySJBEKhRr/rtcQME2zUVxo1coIq66zlQWCIFw4EQwI1z3XdRqBAIDlVJiYObqswcDo9CFe3PcVptKnsOwqqqKzqvcO7tryUyB7+LTgmbbUcyxWvjcRV0ln7DmPuKAe49jMF+jo+FMk/BSKFuGwuujz53rhxRkOHSktePz+NzctGgjU1XsKAI0RAdu2RQdCQbhBiGBAuO7lipMLHuttX96Kc8VSinI1j2GWcVwTy6qw98j32Hv0EUL+BLFIG2+/+5NEQrVGOa7rYpomrusuaHt8910t/GDnFLlcfWjfIeDrwHErjGe/z22bP0BTkw/DMCiXy4RCoUUvzsWSzTe/Nb7gWH/mw51s29p83nOauz9Jkq6JDoSCIFwZIhgQrnvhwNmd6RSS8Y5lfc3e9k3MZIdwHJtU5hSNNn+eR6maoVTN8IXv/QHvvOf3GZ85hiYlUImQSCQIh8NomoZlWViWRTSq8d5391AoWHzzW6NUKi62U8B1TfKVH3HT9l/Bsix2795NoVAgFouxfv36xjx//UI9M2MwN2EwHJbp7Ajy7HNZbEfmztvPHxDMdbU7EAqCcOWIYEC47mman49/8PPsPvIEK9q309TUueyvGQzEuGvbh4iEW3j8uf+56DbFSoqnd3+BYnkGTYrSl3wzlUqFtrY2XNfFdV0Mw2jM2fv9Gj/+1k4efvS7vPra/8F2s5wczZIrpMFVKBQKlEolJEmiWq3OLgXU0HUd23YxqiUGB2RGRz26unxoqo9DR4qoqsTwcAV7h4uqykuek+u6yPL874tAQBBuDCIYEN4QdC3ALRvefsVfV0YGWZ6fATjH8OTuxr89F9SsylSxi3V9D+I4DqVSbX4/Gg9RKKcY6F2LI+/DdrP1Z3Hw2EvcvOkBYrEYAMlkEsdxSKVSKIpCIpHg8FGLiYkqrS0627dalMo+fvh0BctyURQFVYHx8So9PQsb+QAUi0UMw8Dn8xEKhZYMAlzXI5028fllIuGLq4MgwNDQEL29vVf7MAShQQQDgnAJBrq2oasRTLtw3m2niwfwPBhL7yWdn2Sw9U0cG9pFxShQrE5TtYoMdK+jv3MtL+x5pPG8dHYKTdNYv349lUoFv99PuVymWq1SrVbRNI1iQcN1JSRZJxwJEgr7kKQqPp9CMqHh8yvo+uKjAvURCsuyME0TWDhFUE9cPHKkwImTJXw+mZtvShKLiYDg9fr0pz9NoVAgEonw27/921f7cAQBEMGAIFyScDDJHVs+wA9e+ewFPsMDCYanX2ViapSp6TQeDp7n4NP9HDq+i5s3JVFlDdu1kCSFTCHFNx79P+zY9BABX215n9/vbyz9M02TpiYf2axLMuGnqzOCLEvcfafL6FiVZEJn06YYra2+RY9IlmV8Ph+e5zX+K5fLjZwEANu2yeVcdu/NUq04hMIKpbLdCAbOt8pBqBkaGqJQqAWOhUJBjBAI1wwRDAjCJdpz5Luva3vXdZFQcLwSsiwjKyrJaCsTqVMYpQwv73ucbevv5fCpXVi2wc6Xv44kyRw+uZtf/an/gizLBAIBmpqaSKWKnDieY3xkCNsL4Zg64xMOTckAN20PsX1bkkBAOWeuAEA4HCYYDGLbNpZl4TgOrutiWVbjmPe/VqBcdvA8KJUcpqcNLMulvU3FcZx5qySExfX29hKJRBojAyIQEK4VIhgQhEvkek7j36riQ1eDGGYRTwKfFsS2TSyngixpKLKGKyuoskoisJrB1mbCkQgr+7fy+Yf/M/liirHJE4xOHpv3Gp7ncnx4H7sOPsUd238cRVEIhxO88BKUyzYeYZA8SuUSrmNiGPJsYqJ+3kAAoFJ1mJyoEgqrNDcFsSyrUXAIwDQt3Dllkx0HfvRKBr9PYmDATyhY67yYL3iUig5dXX42bYyL0YJF/PZv/7YYERCuOSIYEIRLdNfWD/Hky38PkkQs2IInQauvn4qRBw/WD95HvjjDTPY0LbFVdMS3Y5hV9hx5ipOTe+iRVhEJRhno2sjo1HE83EVfx/Mcnnjh31i/6maSsU7Gxj2qVQAVSXLBc5CUEKYpo+t6o7TwhSwP3Lcvy/h4hWBQ49ZbkkSj83MGTh8/hj31VQLeCipsw8MPQNXwOHiogt8vYZpeI2AYn6iiKC7r173+3go3AhEICNcaEQwIwiVaO3AXq/tuB2B06iCF8gxNsR4Onnwa13MZ7L4JVQ6Ry8/g08IYhoGseExlTlKpFhibPo7lVtix6X5eOfAYpUp+ydeanBnmK498hptW/ztOn7bP3K1LMkgSkixx7ISMh8SKQXnJgkGe51GuOOiajOfZpFI5yhUXcDAtl5Mni8ykTJqadDwPJk4+TcUKYdOEwiQ2ffP2Vyk7FI4fwi5kCfWtwtfUwgsv5jl+vMo73t4pAgJBuMaJYEAQLoN66eGe9o2Nx9qazpRDNgwDvx6Z3VYmFIzS372B02MH6WgZIBlrpSnezo/d87M8/ORnMa3qoq/jug6nRw8T0X6E7KxFkmoJfLIErle74BaLLpOTJuvWxtA0Bc/zmJkxQYLmploDohMnixw/XsLvV+jtsXCd08iSn1AohCy18trBPMWCzZGjHhIeXrUFk9tw8QELpx3MTIrSqSO4poljGLTc/iYApmdMnn1+hkhYY926KLp2/ikLQRCuPBEMCMIVUG8JPLfe/7073oNhlggGongeVKsSd9/8fm7e/Ca+9K2/ZvehnYvuK5Of5Pj4N4kFTtOZeCfObKdi1/PwPFAUidZWfyNXYGS0wv7XcgBs3BDDtlxeeTWL63gEQwqxmIOmWYSCJZqSteeVijZVw8F16yUUNtVeBIVGJ8Q5tRVkXUfWdDzbQQ3O74Fw+HARgF27M6xeFeaO21sAmJisks2YtLX5SSRE4qEgXE0iGBCEK8Tn8zXW71uWhaZpRIhg2zaHDhd54YUcuk/mnnv8HD29Z8n9SJKMLDuovhFuvslPqagxMmbgOi5tbX46OgJ0dQYaQ/OVioNp1uYTSiWbkdEKAI7rEQlrdHdFCAYGyect2ttbCIV0kkmdVNqkUnFmr/nnblushaMkb7oTz7FRg4t3N3QcOHioyMFDRdauCZBK2RRLNvG4xlsf6kSWxVSCIFwtIhgQhGVSX3s/dw1+7f8qlg1+v0qxOoJlVxka1phKT5AtHeDo+AlKldyS+1UUlXwpy+bV9xGLKlQqXu1i70EkrM0LBAC6uwLkCxYSEj3dAYpFG9NwCYUUbr21Cb9PIZWCqZkS+YJLOGJz0/YkR48VGBkpk8vbeJ7E3L4Hi9EisXO9G3P+LXHocKXxVaVi8uyzk9x9d/s59y8IwvIRwYAgLIN6QaB6vf/6Gvyp1CTPPj9KpeLhaceoeE8SDITQtK1MlL6D7U1SLFnn2XcFyzR4ee+jbFxxJ7oWxecDCYlAECqVyrw1/8Ggys3bzzRz2rolTi5Xa4ns89Xu+NMZi1LJIZ+3GRoqs2F9jB03J4nHNFJpg4OHijSmBy6Zt2Bfx09WuPvuy7R7QRBeNxEMCMJl5nketm03CvjUq/hpmsarr+1kKpXAcqfwpBKmMkOuOIPEKJ4yVhtLv0DubLXAZFIhHNaRZZlwWG7kJCy1pFBVZZqa5lcj7OoMcPJUCcfxGB2rsHJFGJ9PYc2aKADRqM6LL6Xn7+gyrhCIRkVioSBcTSIYEITLpD4dIElSo1iPLMuNkYFccZLXTj8MUnnBFLyHTWtrjPHx9CJ7PkOWFHo7V6Opfu7e9j7C4Qg+n49gUGm8Zr1Y0OtZztfe7qe9zUcuZ6GpEkePF8lkTPr7QvR0B1m/Lsr4eIWh4TPD+/XdSxLzChLVKQqsWRVmfLJKJlsBT6E2KuBx9kfP23+864KPVRCEy08EA4JwGdSnBerD83Mb/dSDhKd3fxcon3nSnGu1JClsXnsrkcAkx0/tBSAaTmJaJpVqEdezSURa+J1f/lvamrsxDKPxevW+AvWL/4UUGTqbpsls25YgNWPi88nsfy2PYdQSDzs7AiiKRH9fsBEMSBL4fBKO7SErYFm15o26LtPS7COR0NA1hZ6eINu3J3n2uWnSaYOBFSG2b2miUnEYHy8iywp9fWGRPCgIV5kIBgThEtWnBc4enp+bNGiYZfYefqz2hLOue6FAAp8WYsf6n+CuLVG++v3PIMsy99/+ftpb+ohFkriugyTJjX3WVybMT0xkwb9fj3hMJx7TMQwHTZfI5R1UTcKyHExT4uix0pzXAMfxsB3w7NrXsgyrVkZYuSLM8y+kyGZNhkYqvPWhNt78pvnJgcGgyooV8Ys6TkEQLj8RDAjCWV5vB7650wJnD8/nSzM8u/tfOXzqaVzmJwZ6nkdn8mbS2UlWd91Fc2yQYDDIxz70Z9iWiarpqEp9umHh0r7lqurn8ym0NPnIZCxs22NsvIquyViWi6rWpgT8foly+cwKAc8DXVdYvy6KBxSKNobpksuZpFImra3+ZTlWQRAuDxEMCMIcZw/3X6i50wIAlm3w6sFv88Ler2G7C6sJ3rH5p0jG+vnOk/9MsZxn76EXGey4mWAwRMXM8thzX0SSZN5238/S3tK34PnLLRxRCfiVxtB/OKyi6TLhkIoHWNb8REdFgbWrowSDKvl8Le9AVWSiEQ1VVB0UhGueCAYEYdZSw/0Xau62T7z4f3jtxFMLt0HmJx/8FD3t6ylXCiSiLTiOQ2uyB8+rLQs8PLSLscmTIEkcG9p3VYKB/r4Qfp8CkkdHe4ADB/PYtoeiyigyKHKtW2JdX2+QquEwNFRmfLKCZbvoPoneviCJuHbFj18QhNdHBAOCMMtzbRSldherKLVh+XqdgAvhug7DE/t57IXPkiuNLbrNm3b8Ij3t6wEIBiL85I9/nHR2gkiwhWrFQFEUejpWceTUq0iSRFfb4GU4s9dPliWiUQfDMCiV3FolQtdDVSR6enwEgxLHjldIpy0iEbU2JZCvkk6bzKSqmGZtKqG91S+aFAnCdUAEA4IAVLOnKE+/hqz60VpuomLC9PQ0kiQRi8UIh8NLPtfzPEzT5Kkf/QOvnXh8ye18apC1A3fNy0kIB2OEgzE8z8OL1h5vbW2lo7UXSZKJRZJL7m+5TKfHyOSmiAZaqTclWjFYO/9AQKG3RwVcYjGNfA4iEY0jRwuYpkWhaGGatf1YlkcyKUYFBOF6IIIBQQCq6aNYxXEcz2EsfwBDCkK1B5UYtm0TDAbnjRDURwxM08SyLHL5DKNTBxfd9+qeu1FUhds2vQdF8lGpVFAUpdG8aLE8hXi0eflPehGpzDhf/NanGZ08STLWynsf/HWCwQhtLTFu2p5AkiSKxdqSwHhMpbWldryRiEoqbXL0WJZCoTbNoqoSkiTyBQTheiCCAUEAZC0EnseUO8mUNFWrpK/tQvLAzd5HU4sfnx5DU/0Ui0UMw0DXa1X/HMcBT6avbTvZ4ui8/a7ueDOr+26mq3UdEgqlUgl3ToUeXdcvKU/hUiy2auKFPY+z9/BzAKSy4/zPL/0+uuanq22Qn3vXHzI+PkGxWCQejzM4eGYKIxhUCQZVohEoFlNUqx7btiZQFDFFIAjXA8nzvHN3HxGEG4BjlUmf+AH7Ck9SVaqNtjpnX5fD8gDrO38W23bwPA+fz4csy40cg31HHuf5A58HwKfGaUl0Y7sm/e076G+7FVmW8TwPv9+P3+8nEAhgWRa2bZMvpdl35FnCwRg7Nj/QWFa4HEzTxDAMfD7fvADk9//ru0nlJudtq6o6Ps3Ph97+e7jVALZto+s6a9asIRgMLlh1UalUSKfT6LpOLBZ7XasyBEG4OsTIgCAAihakefVbqf7oGTxqSwEXu6ctuid5aeRPSfo3ENb7icsdqHIEzam17Y35V7O545fRdZ1wwuXI6JPYtsnk9ChO8TgtLS10dHSgaVqjJkF9WeIjT3+LF3Y/iqpoBP1htqy7a1nO1fM8pqamKJfL6LqO4eTYfWgnrU1dmPbCJkmKpBAOxelo66ecNykWiwSDQRRFwbbtecFEoVDgiSeeYGRkhGAwyJ133snq1atFEqEgXONEMCAIsyRJ5qFt/4lH9/8eYJ5jS4d0dS/p6n6G8h4yPlp4J2ZFY3p6msnJSXxhhz6tlb72bVSqJWSzHdu2qVQq6LpOIBBYUDVwOjNOoZTF8zx+tP8pNq+9c1kuoq7rNnIdqtUqLx/8NiOTRzg9dpAta+/imVcenrf96sFtvOehX6U12YUTd3BdtzG9US+2VN/v5OQk09PTVKtVPM8jlUo1AgZBEK5dIhgQhDlUVeXHt36aSqXEU4d/f+kNPfCozf07VDk2/jS5GYl06TjgIhccysNR1vTdyp1bP8jJkycpl8skEokFgUBdKBDFdW0c1+HQ8Vf5y7//DfBcfuKBj7B6YNtlO0dFUYjH46iqiuM4RMNNKDMaQX+EB+96/4JgYN/h5zhycjedLQPctPF+Nq2+jXi8iWAgjGVZjZbJmqYRiURobm7Gtm0SiQQ9PT0iEBCE64DIGRCEJXiex1TuIK+c+p+LfK/2n4SH43icPFLCtqp4OHiugoeETwvR07aet93765hWleOnX6O1qZPO9v4F+5tOjfDvP/1TeN78yn4SEk2JDv79xz5LNBK/rOfnOA6O41As5RmdPEYy3srw+DE+++U/XnR7WZIJB2Mk4+1EI0nWDGxnZe9WWpPdjZwJ0zQbCZKRSEQEAoJwnRAjA4KwBEmSaIuv58e3/g8ADo0+zFDqOWy3guRKFHNQKhYolcvYtllrS+yBJNs45SB+vYPm8EaKxSIv7PsO+w8/TySc4AM//nGaEh3zXuu7O/9lQSAA4OHNDusbr7tnwvkoioKiKAS9EKFQhNHJE/zrd/56ye1dz6VUKSDJKhMzQ5wYfo3ejhd55/0fZff+Z8jm02xadRdrVm4kFouJPAFBuI6IYEAQLtDarneytuudDI2/xsT0SSqVMYrZV7A8q5FtKEmAB1qwjE9KEvI1YxgG06lRLMekVM6TK2ZoSnSw7/ALPPbslxjoXk+uMLPoa6qKzr23vJtoJLFsF9fvPPVPHBvai22ZlKvFc27ruDaWbVA1SmDAgWMvcez0XmzbQlN9VKpFVg6sW5bjFARh+YhgQBBep96ODbTEB+lITHPgeJz9w98AjDMbzF6zU+6zBAJvAWDrmvtQFY321j66Wgf4/s4v8NVHP4PrOhw8/jK3bXkrQX+EcrXQ2I0sKazo3cjqgS3Ltjzv+PFjHDq6h0IljetZaKqGYy5cUTBXuZKf97Vp1VZfWHYVSfIIh8NiVEAQrjMiGBCEi+D3+4nHE2xZew+Z/AlGcy8vul0wGETTNHo6VrN6cAuBQIBjQ/t4fs/3cd3atIDneURCcX7j5/4S27ZY1b+ZdG6SV1/7IbFIM4M965flHEzTJJ3OoCkhsvlDs0GMiyKrOK59vqcv4PeHuf/u9zUqKwqCcP0QwYAgvE6GYWBZFsViEUmSuH3LT/GVnYsHA68NPcKm/reiaX50XUeSJEKBKMloM+nMBIZVob25j4fu/hDxaFPjeS3JLt5y94eW9Tx0XSeZTJLKj2C7FuACErIsI0kynueebxcNsqzyjjf9AmsHty7X4QqCsIxEMCAIr4NhGI0gQFEUZFkmHA7z3jf/P3z1yT9ZsP2h049zZOgH3L/9t9C0Vei6TmdrP+9+6GPkCikGejYQCkSuwpnUdHd3090+QCo/PPuIhyzJhEKxJfMYFuO6NvliGs9zkSRleQ5WEIRlI5YWCsIFcl2XarVKpVIBIBwOo2lao4GR53k8/NR/49joiwue29NyM/ds/QWi0eiSdQauNM/zqFQqpDIz/N0X/oCpzDAeLuFgDF3zUShlsOxzFV9aaOvae/iZd//eVem2KAjCxRPBgCCch+u6TE1NEYlE8Dyv0Ytgqblxz3PZdfj77HzlcziuCUhsGXwfGwbvJZFI4Pf7r+wJLHqMtT/7el+EE6cO8ehzX2AidRK/z0+xnCNfzACv/+NBQubPf+8rNMXbL/NRC4KwXEQwIAjnUCwW+epXv0o2myWZTPKOd7yDaDQ6r53xUkzT4JUD3yGXNvFJbUQiEdatW4emaVe1eY9pmpTLZQACgUBjdCNfyPH0i8/y6HOfpVSduKTXePeDv8Lb3vRzl+NwBUG4AkTOgCAswXVdDh06xPT0NIZhIEkSmUyGWCx2Qc/XdR+bV72F/fv3MzU1hWEYTE5O0t7efkVbFc/leR6WZTV6E6Qy05wY2UMkHOXECZODx3fhuioSGh7nXmJ4Ll1tg+ffSBCEa4YIBgRhCZ7nEYlECAaDSJJEc3MzXV1dr+siHgqFaG1tpVKpoCgKrusiSdJVyxmQJAlN09A0Ddu22Xv4afYe2Ymu+YjoD2DaudlVBBc/YHjfbe9dto6LgiAsDxEMCMISFEWhpaWFt7/97ViWxeDg4EVdxAcGBggGg1iWRSAQIBAILMPRXrh6y+RgMIjf70eSZSRZprdHZyrVRMUcxWNhaeRz+fBP/C6HTrzCqt5N3H/H+6+JBElBEC6cyBkQhPNwHKfRiOda2M/lVK4U2XPoGXx6gM1r7+TYyT385T98fOGGZ39KzLnWK7LK//rTnct6nIIgLC8RDAjCDaJcKVAoZWlJdi2ZAFkoZTlw9CV+8OI3OHp695lvnCMYaG/u448+/rlG3QVBEK4/IhgQhBtAoZjhy4/8Ldn8DNvW382bbnvvgm1c1+V//+sfcXxoH6ZZpVwp4NWjgLmfEnMCgZZkN++496OoXhSfz8eKFSsIh8PLezKCIFx2ImdAEG4A05lxZtJjGFaV40Ovce8t78Z1HaZmRhiaOMrqga3kCjOcGNpPsZRDlmVamrqwbZNQIM7wxJHZPWm87d4Ps37VzfR0rEJT/Rw8eJCpqSkURSGRSBAMBsUIgSBcZ0QwIAg3gK62AQZ7N3Jq5AAz2XH++K9/lrHpE/O2+Xcf/nOaErVCQd0dK/mxe36a7vaVBPwhAAyzgqJoqMr8j414PE6hUEDX9VpCokgeFITrjpgmEIQbhOd5fO37n+HJ576BYRcXfP/n3vuHNMfbyBVSrF+5g2j4wksKl0olPM9D1/WrWlBJEISLI0YGBOEGIUkSnqQsGggAbFl9B9FI4qL2HQqF8DxPjAoIwnVKTOwJwg3C8zyeeOaLi37vl973RxcdCNSJQEAQrl9iZEAQbhCVahG/L4RVPtOJ8G13f4R3/9gvXsWjEgThWiBGBgThBuH3hXjrPR/Gr9cSAt/1wMdEICAIAiASCAXhhmCaJrZtoygKtmsQ8IXF8j9BEBrENIEgvMF5nkepVEJVa3/uwUBEzO8LgjCPCAYE4Q3uyJEjTE1NEYlEWL9+vQgEBEFYQAQDgvAGZhgG6XQawzBQFAUxKygIwmJEMCAIb2A+n49kslY8KJlM4vP5rvIRCYJwLRIJhIJwAzAMQwQCgiAsSQQDgiAIgnCDE2uLBEEQBOEGJ4IBQRAEQbjBiWBAEARBEG5wIhgQBEEQhBucCAYEQRAE4QYnggFBEARBuMGJYEAQBEEQbnCiAqEgXKMcx+GpH7xGLlvilltW0dPTDEA+X+HRx3YjyxJvum8jU1M5WlqiJJORq3zEgiBcr0QwIAjXkLGxFO97/181vtY0iUgkxLHjE/z+770bz/N47PE9PPL9XciSxK7dJ8mkSzQ3R/iN33gbyUT4Kh69IAjXKxEMCMI15KMf+8y8ry3LI50ucuDAMLlciW988yV+8MPXyGbLxONBTpyYQtMUkGB6Oi+CAUEQLooIBgThGiLLi6fxDI+k+LV/93+YmSlQKFYAmJzMousKLS0xHnxgM4MDrVfyUAVBeAMRCYSCcA35h8/++oLHZKn2/+mZfCMQqDNNB0WR+PCH7kHTRGwvCMLFEY2KBOEaNDGR5itfe454LMLefadRZJmZmQIHDw3jugu3f+6Z/3zlD1IQhDcMEQwIwnViairHUz/Yx1//zXfnPa5pEj986s+u0lEJgvBGIIIBQbgO3XHXv2/8+4v/8lv09Yl8AUEQLp4IBgRBEAThBicSCAVBEAThBieCAUEQBEG4wYlgQBAEQRBucCIYEARBEIQbnAgGBEEQBOEGJ4IBQRAEQbjBiWBAEARBEG5wIhgQBEEQhBucCAYEQRAE4QYnggFBEARBuMGJYEAQBEEQbnAiGBAEQRCEG5wIBgRBEAThBieCAUEQBEG4wYlgQBAEQRBucCIYEARBEIQbnAgGBEEQBOEGJ4IBQRAEQbjBiWBAEARBEG5wIhgQBEEQhBucCAYEQRAE4QYnggFBEARBuMGJYEAQBEEQbnAiGBAEQRCEG9z/D0cJJRLI0TLbAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Plot outliers and non-outliers seperately\n",
|
||
"plt.scatter(outliers_df.x, outliers_df.y, alpha=0.05, s=2, c=\"grey\")\n",
|
||
"plt.scatter(\n",
|
||
" clusters_df.x, clusters_df.y, c=clusters_df.cluster.astype(int),\n",
|
||
" alpha=0.6, s=2, cmap='tab20b'\n",
|
||
")\n",
|
||
"plt.axis('off')\n",
|
||
"# plt.savefig(\"matplotlib.png\", dpi=300) # Uncomment to save the graph as a .png"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "1BgkDN8gWUUD"
|
||
},
|
||
"source": [
|
||
"# From Text Clustering to Topic Modeling"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "JkYhkfUMMrpm"
|
||
},
|
||
"source": [
|
||
"## **BERTopic: A Modular Topic Modeling Framework**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 68432,
|
||
"status": "ok",
|
||
"timestamp": 1713955177613,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "oySav_RqKvsS",
|
||
"outputId": "8d3083fe-3fb4-4a5f-c726-d74e2193049c"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"2024-04-24 10:38:31,273 - BERTopic - Dimensionality - Fitting the dimensionality reduction algorithm\n",
|
||
"2024-04-24 10:39:22,540 - BERTopic - Dimensionality - Completed ✓\n",
|
||
"2024-04-24 10:39:22,543 - BERTopic - Cluster - Start clustering the reduced embeddings\n",
|
||
"2024-04-24 10:39:24,548 - BERTopic - Cluster - Completed ✓\n",
|
||
"2024-04-24 10:39:24,563 - BERTopic - Representation - Extracting topics from clusters using representation models.\n",
|
||
"2024-04-24 10:39:34,185 - BERTopic - Representation - Completed ✓\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from bertopic import BERTopic\n",
|
||
"\n",
|
||
"# Train our model with our previously defined models\n",
|
||
"topic_model = BERTopic(\n",
|
||
" embedding_model=embedding_model,\n",
|
||
" umap_model=umap_model,\n",
|
||
" hdbscan_model=hdbscan_model,\n",
|
||
" verbose=True\n",
|
||
").fit(abstracts, embeddings)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "Popz6QTitaWB"
|
||
},
|
||
"source": [
|
||
"Now, let's start exploring the topics that we got by running the code above."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 423
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 15,
|
||
"status": "ok",
|
||
"timestamp": 1713955177614,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "q8vYjkscqUeX",
|
||
"outputId": "39a414c2-9774-458f-fd42-5714307778ba"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"summary": "{\n \"name\": \"topic_model\",\n \"rows\": 156,\n \"fields\": [\n {\n \"column\": \"Topic\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 45,\n \"min\": -1,\n \"max\": 154,\n \"num_unique_values\": 156,\n \"samples\": [\n 95,\n 68,\n 81\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Count\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1175,\n \"min\": 50,\n \"max\": 14520,\n \"num_unique_values\": 116,\n \"samples\": [\n 101,\n 986,\n 182\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Name\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 156,\n \"samples\": [\n \"95_vqa_visual_question_image\",\n \"68_covid_19_pandemic_tweets\",\n \"81_knowledge_dialogue_grounded_response\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Representation\",\n \"properties\": {\n \"dtype\": \"object\",\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Representative_Docs\",\n \"properties\": {\n \"dtype\": \"object\",\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}",
|
||
"type": "dataframe"
|
||
},
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-13f143e8-ab77-4adf-8d98-a1ce0feb4277\" class=\"colab-df-container\">\n",
|
||
" <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>Topic</th>\n",
|
||
" <th>Count</th>\n",
|
||
" <th>Name</th>\n",
|
||
" <th>Representation</th>\n",
|
||
" <th>Representative_Docs</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>-1</td>\n",
|
||
" <td>14520</td>\n",
|
||
" <td>-1_the_of_and_to</td>\n",
|
||
" <td>[the, of, and, to, in, we, that, language, for...</td>\n",
|
||
" <td>[ This paper presents new state-of-the-art mo...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2290</td>\n",
|
||
" <td>0_speech_asr_recognition_end</td>\n",
|
||
" <td>[speech, asr, recognition, end, acoustic, spea...</td>\n",
|
||
" <td>[ End-to-end models have achieved impressive ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1403</td>\n",
|
||
" <td>1_medical_clinical_biomedical_patient</td>\n",
|
||
" <td>[medical, clinical, biomedical, patient, healt...</td>\n",
|
||
" <td>[ Recent years have seen particular interest ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1156</td>\n",
|
||
" <td>2_sentiment_aspect_analysis_reviews</td>\n",
|
||
" <td>[sentiment, aspect, analysis, reviews, opinion...</td>\n",
|
||
" <td>[ Aspect-based sentiment analysis of review t...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>986</td>\n",
|
||
" <td>3_translation_nmt_machine_neural</td>\n",
|
||
" <td>[translation, nmt, machine, neural, bleu, engl...</td>\n",
|
||
" <td>[ Neural machine translation (NMT) becomes a ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>151</th>\n",
|
||
" <td>150</td>\n",
|
||
" <td>54</td>\n",
|
||
" <td>150_coherence_discourse_paragraph_text</td>\n",
|
||
" <td>[coherence, discourse, paragraph, text, cohesi...</td>\n",
|
||
" <td>[ While there has been significant progress t...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>152</th>\n",
|
||
" <td>151</td>\n",
|
||
" <td>54</td>\n",
|
||
" <td>151_prompt_prompts_optimization_prompting</td>\n",
|
||
" <td>[prompt, prompts, optimization, prompting, llm...</td>\n",
|
||
" <td>[ Prompt optimization aims to find the best p...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>153</th>\n",
|
||
" <td>152</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>152_sentence_sts_embeddings_similarity</td>\n",
|
||
" <td>[sentence, sts, embeddings, similarity, embedd...</td>\n",
|
||
" <td>[ Sentence representation at the semantic lev...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>154</th>\n",
|
||
" <td>153</td>\n",
|
||
" <td>53</td>\n",
|
||
" <td>153_counseling_mental_health_therapy</td>\n",
|
||
" <td>[counseling, mental, health, therapy, psychoth...</td>\n",
|
||
" <td>[ Mental health care poses an increasingly se...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>155</th>\n",
|
||
" <td>154</td>\n",
|
||
" <td>50</td>\n",
|
||
" <td>154_backdoor_attacks_attack_triggers</td>\n",
|
||
" <td>[backdoor, attacks, attack, triggers, poisoned...</td>\n",
|
||
" <td>[ Deep neural networks (DNNs) and natural lan...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>156 rows × 5 columns</p>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-13f143e8-ab77-4adf-8d98-a1ce0feb4277')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-13f143e8-ab77-4adf-8d98-a1ce0feb4277 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-13f143e8-ab77-4adf-8d98-a1ce0feb4277');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-fe2f856d-e742-4d0c-a74d-8083151a239a\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-fe2f856d-e742-4d0c-a74d-8083151a239a')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-fe2f856d-e742-4d0c-a74d-8083151a239a button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"text/plain": [
|
||
" Topic Count Name \\\n",
|
||
"0 -1 14520 -1_the_of_and_to \n",
|
||
"1 0 2290 0_speech_asr_recognition_end \n",
|
||
"2 1 1403 1_medical_clinical_biomedical_patient \n",
|
||
"3 2 1156 2_sentiment_aspect_analysis_reviews \n",
|
||
"4 3 986 3_translation_nmt_machine_neural \n",
|
||
".. ... ... ... \n",
|
||
"151 150 54 150_coherence_discourse_paragraph_text \n",
|
||
"152 151 54 151_prompt_prompts_optimization_prompting \n",
|
||
"153 152 53 152_sentence_sts_embeddings_similarity \n",
|
||
"154 153 53 153_counseling_mental_health_therapy \n",
|
||
"155 154 50 154_backdoor_attacks_attack_triggers \n",
|
||
"\n",
|
||
" Representation \\\n",
|
||
"0 [the, of, and, to, in, we, that, language, for... \n",
|
||
"1 [speech, asr, recognition, end, acoustic, spea... \n",
|
||
"2 [medical, clinical, biomedical, patient, healt... \n",
|
||
"3 [sentiment, aspect, analysis, reviews, opinion... \n",
|
||
"4 [translation, nmt, machine, neural, bleu, engl... \n",
|
||
".. ... \n",
|
||
"151 [coherence, discourse, paragraph, text, cohesi... \n",
|
||
"152 [prompt, prompts, optimization, prompting, llm... \n",
|
||
"153 [sentence, sts, embeddings, similarity, embedd... \n",
|
||
"154 [counseling, mental, health, therapy, psychoth... \n",
|
||
"155 [backdoor, attacks, attack, triggers, poisoned... \n",
|
||
"\n",
|
||
" Representative_Docs \n",
|
||
"0 [ This paper presents new state-of-the-art mo... \n",
|
||
"1 [ End-to-end models have achieved impressive ... \n",
|
||
"2 [ Recent years have seen particular interest ... \n",
|
||
"3 [ Aspect-based sentiment analysis of review t... \n",
|
||
"4 [ Neural machine translation (NMT) becomes a ... \n",
|
||
".. ... \n",
|
||
"151 [ While there has been significant progress t... \n",
|
||
"152 [ Prompt optimization aims to find the best p... \n",
|
||
"153 [ Sentence representation at the semantic lev... \n",
|
||
"154 [ Mental health care poses an increasingly se... \n",
|
||
"155 [ Deep neural networks (DNNs) and natural lan... \n",
|
||
"\n",
|
||
"[156 rows x 5 columns]"
|
||
]
|
||
},
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"topic_model.get_topic_info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "6TNa-xEttfkf"
|
||
},
|
||
"source": [
|
||
"Hundreds of topics were generated using the default model! To get the top 10 keywords per topic as well as their c-TF-IDF weights, we can use the `get_topic()` function:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 310,
|
||
"status": "ok",
|
||
"timestamp": 1713955289487,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "sPtrkto0wYyc",
|
||
"outputId": "5e323f45-8943-4609-e14f-7b5f937903eb"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[('speech', 0.028177697715245358),\n",
|
||
" ('asr', 0.018971184497453525),\n",
|
||
" ('recognition', 0.013457745472471012),\n",
|
||
" ('end', 0.00980445092749381),\n",
|
||
" ('acoustic', 0.009452082794507863),\n",
|
||
" ('speaker', 0.0068822647060204885),\n",
|
||
" ('audio', 0.006807649923681604),\n",
|
||
" ('the', 0.0063343444687017645),\n",
|
||
" ('error', 0.006320144717019838),\n",
|
||
" ('automatic', 0.006290216996043161)]"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"topic_model.get_topic(0)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "n8_tWTkowTLX"
|
||
},
|
||
"source": [
|
||
"We can use the `find_topics()` function to search for specific topics based on a search term. Let’s search for a topic about topic modeling:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 204,
|
||
"status": "ok",
|
||
"timestamp": 1713955296432,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "xGzBPAt4pCfm",
|
||
"outputId": "729db3f6-7f0a-400b-8ef7-3b617156efeb"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"([22, -1, 1, 47, 32],\n",
|
||
" [0.95456535, 0.91173744, 0.9074769, 0.9067007, 0.90510106])"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"topic_model.find_topics(\"topic modeling\")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "-nF29PoFwasH"
|
||
},
|
||
"source": [
|
||
"It returns that topic 22 has a relatively high similarity (0.95) with our search term. If we then inspect the topic, we can see that it is indeed a topic about topic modeling:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 284,
|
||
"status": "ok",
|
||
"timestamp": 1713955298122,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "D3rjQuPHwb2H",
|
||
"outputId": "5d5e19b4-8023-4d8d-8442-74ab8342191b"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[('topic', 0.06634619076655907),\n",
|
||
" ('topics', 0.035308535091932707),\n",
|
||
" ('lda', 0.016386314730705634),\n",
|
||
" ('latent', 0.013372311924864435),\n",
|
||
" ('document', 0.012973600191120576),\n",
|
||
" ('documents', 0.012383715497143821),\n",
|
||
" ('modeling', 0.011978375291037142),\n",
|
||
" ('dirichlet', 0.010078277589545706),\n",
|
||
" ('word', 0.008505619415413312),\n",
|
||
" ('allocation', 0.007930890698168108)]"
|
||
]
|
||
},
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"topic_model.get_topic(22)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "JwMgKD7OzFJs"
|
||
},
|
||
"source": [
|
||
"That seems like a topic that is, in part, characterized by the classic LDA technique. Let's see if the BERTopic paper was also assigned to topic 22:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 200,
|
||
"status": "ok",
|
||
"timestamp": 1713954391725,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "Sp_WTxHazA-g",
|
||
"outputId": "15be0add-ea70-4bb4-dc85-4d761f8f59b1"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"22"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"topic_model.topics_[titles.index('BERTopic: Neural topic modeling with a class-based TF-IDF procedure')]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "P5EZ3pvzzEpI"
|
||
},
|
||
"source": [
|
||
"It is! We expected it might be because there are non-LDA specific words in the topic describtion such as \"clustering\" and \"topic\"."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "6Jy6tpcRxOxN"
|
||
},
|
||
"source": [
|
||
"### **Visualizations**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "wxwMHwDA5H8-"
|
||
},
|
||
"source": [
|
||
"**Visualize Documents**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 767,
|
||
"output_embedded_package_id": "1Mq2eYqDifdCkOEdIHWBoRJ0DlqDp8vnw"
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 4595,
|
||
"status": "ok",
|
||
"timestamp": 1713955324161,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "rR6UXe1t5H8_",
|
||
"outputId": "f3964771-fb30-440a-d646-302b587c2d86"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Output hidden; open in https://colab.research.google.com to view."
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Visualize topics and documents\n",
|
||
"fig = topic_model.visualize_documents(\n",
|
||
" titles,\n",
|
||
" reduced_embeddings=reduced_embeddings,\n",
|
||
" width=1200,\n",
|
||
" hide_annotations=True\n",
|
||
")\n",
|
||
"\n",
|
||
"# Update fonts of legend for easier visualization\n",
|
||
"fig.update_layout(font=dict(size=16))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 1000
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 621,
|
||
"status": "ok",
|
||
"timestamp": 1713955337920,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "R2mvH4fSVzDr",
|
||
"outputId": "eaa44cc0-9b63-46e5-e187-f28e7cfb2034"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<html>\n",
|
||
"<head><meta charset=\"utf-8\" /></head>\n",
|
||
"<body>\n",
|
||
" <div> <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax && window.MathJax.Hub && window.MathJax.Hub.Config) {window.MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script> <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
|
||
" <script charset=\"utf-8\" src=\"https://cdn.plot.ly/plotly-2.24.1.min.js\"></script> <div id=\"b2d541c8-0729-4236-8c27-5a796eb3a4cb\" class=\"plotly-graph-div\" style=\"height:2525px; width:1000px;\"></div> <script type=\"text/javascript\"> window.PLOTLYENV=window.PLOTLYENV || {}; if (document.getElementById(\"b2d541c8-0729-4236-8c27-5a796eb3a4cb\")) { Plotly.newPlot( \"b2d541c8-0729-4236-8c27-5a796eb3a4cb\", [{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.7141190850282715,0.7141190850282715,0.0],\"xaxis\":\"x\",\"y\":[-5.0,-5.0,-15.0,-15.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.31422854366409303,0.31422854366409303,0.0],\"xaxis\":\"x\",\"y\":[-45.0,-45.0,-55.0,-55.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.31422854366409303,0.4610478549748978,0.4610478549748978,0.0],\"xaxis\":\"x\",\"y\":[-50.0,-50.0,-65.0,-65.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.5075167896074003,0.5075167896074003,0.4610478549748978],\"xaxis\":\"x\",\"y\":[-35.0,-35.0,-57.5,-57.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.6409367794734607,0.6409367794734607,0.5075167896074003],\"xaxis\":\"x\",\"y\":[-25.0,-25.0,-46.25,-46.25],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.4446161967861699,0.4446161967861699,0.0],\"xaxis\":\"x\",\"y\":[-75.0,-75.0,-85.0,-85.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.6409367794734607,0.7879093532839085,0.7879093532839085,0.4446161967861699],\"xaxis\":\"x\",\"y\":[-35.625,-35.625,-80.0,-80.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.7141190850282715,0.917778493960832,0.917778493960832,0.7879093532839085],\"xaxis\":\"x\",\"y\":[-10.0,-10.0,-57.8125,-57.8125],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.3500441711697999,0.3500441711697999,0.0],\"xaxis\":\"x\",\"y\":[-105.0,-105.0,-115.0,-115.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.3500441711697999,0.43453574770757564,0.43453574770757564,0.0],\"xaxis\":\"x\",\"y\":[-110.0,-110.0,-125.0,-125.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.5658706473631245,0.5658706473631245,0.43453574770757564],\"xaxis\":\"x\",\"y\":[-95.0,-95.0,-117.5,-117.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[0.917778493960832,1.2009681200765168,1.2009681200765168,0.5658706473631245],\"xaxis\":\"x\",\"y\":[-33.90625,-33.90625,-106.25,-106.25],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.31131104083248584,0.31131104083248584,0.0],\"xaxis\":\"x\",\"y\":[-135.0,-135.0,-145.0,-145.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.326737917964086,0.326737917964086,0.0],\"xaxis\":\"x\",\"y\":[-165.0,-165.0,-175.0,-175.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.4014070047900763,0.4014070047900763,0.0],\"xaxis\":\"x\",\"y\":[-185.0,-185.0,-195.0,-195.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.326737917964086,0.6540541826365287,0.6540541826365287,0.4014070047900763],\"xaxis\":\"x\",\"y\":[-170.0,-170.0,-190.0,-190.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.7370238697268102,0.7370238697268102,0.6540541826365287],\"xaxis\":\"x\",\"y\":[-155.0,-155.0,-180.0,-180.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.507782621411722,0.507782621411722,0.0],\"xaxis\":\"x\",\"y\":[-205.0,-205.0,-215.0,-215.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.507782621411722,0.6475545570950039,0.6475545570950039,0.0],\"xaxis\":\"x\",\"y\":[-210.0,-210.0,-225.0,-225.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.7370238697268102,0.8054982518226634,0.8054982518226634,0.6475545570950039],\"xaxis\":\"x\",\"y\":[-167.5,-167.5,-217.5,-217.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.31131104083248584,0.9010909463484595,0.9010909463484595,0.8054982518226634],\"xaxis\":\"x\",\"y\":[-140.0,-140.0,-192.5,-192.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.5032031601776961,0.5032031601776961,0.0],\"xaxis\":\"x\",\"y\":[-235.0,-235.0,-245.0,-245.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.9010909463484595,0.9931712408117281,0.9931712408117281,0.5032031601776961],\"xaxis\":\"x\",\"y\":[-166.25,-166.25,-240.0,-240.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[1.2009681200765168,1.3868589407513918,1.3868589407513918,0.9931712408117281],\"xaxis\":\"x\",\"y\":[-70.078125,-70.078125,-203.125,-203.125],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.0,0.38636139299291283,0.38636139299291283,0.0],\"xaxis\":\"x\",\"y\":[-265.0,-265.0,-275.0,-275.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.0,0.7077868518150771,0.7077868518150771,0.38636139299291283],\"xaxis\":\"x\",\"y\":[-255.0,-255.0,-270.0,-270.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.0,0.6025089768271952,0.6025089768271952,0.0],\"xaxis\":\"x\",\"y\":[-285.0,-285.0,-295.0,-295.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.6025089768271952,0.7097643211127128,0.7097643211127128,0.0],\"xaxis\":\"x\",\"y\":[-290.0,-290.0,-305.0,-305.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.7077868518150771,0.8454010721096386,0.8454010721096386,0.7097643211127128],\"xaxis\":\"x\",\"y\":[-262.5,-262.5,-297.5,-297.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,220,0)\"},\"mode\":\"lines\",\"x\":[0.0,0.5899757237015626,0.5899757237015626,0.0],\"xaxis\":\"x\",\"y\":[-315.0,-315.0,-325.0,-325.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,220,0)\"},\"mode\":\"lines\",\"x\":[0.0,0.49622493859013517,0.49622493859013517,0.0],\"xaxis\":\"x\",\"y\":[-345.0,-345.0,-355.0,-355.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,220,0)\"},\"mode\":\"lines\",\"x\":[0.0,0.7202017639222836,0.7202017639222836,0.49622493859013517],\"xaxis\":\"x\",\"y\":[-335.0,-335.0,-350.0,-350.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,220,0)\"},\"mode\":\"lines\",\"x\":[0.5899757237015626,0.9586447419614538,0.9586447419614538,0.7202017639222836],\"xaxis\":\"x\",\"y\":[-320.0,-320.0,-342.5,-342.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.5201060680733234,0.5201060680733234,0.0],\"xaxis\":\"x\",\"y\":[-365.0,-365.0,-375.0,-375.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.5258512160736217,0.5258512160736217,0.0],\"xaxis\":\"x\",\"y\":[-385.0,-385.0,-395.0,-395.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.5201060680733234,0.6686485775258632,0.6686485775258632,0.5258512160736217],\"xaxis\":\"x\",\"y\":[-370.0,-370.0,-390.0,-390.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.41275853841776144,0.41275853841776144,0.0],\"xaxis\":\"x\",\"y\":[-405.0,-405.0,-415.0,-415.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.6686485775258632,0.9009998641232976,0.9009998641232976,0.41275853841776144],\"xaxis\":\"x\",\"y\":[-380.0,-380.0,-410.0,-410.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[0.9586447419614538,1.0440263221646022,1.0440263221646022,0.9009998641232976],\"xaxis\":\"x\",\"y\":[-331.25,-331.25,-395.0,-395.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.6016961504560332,0.6016961504560332,0.0],\"xaxis\":\"x\",\"y\":[-435.0,-435.0,-445.0,-445.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.6016961504560332,0.7234809062686066,0.7234809062686066,0.0],\"xaxis\":\"x\",\"y\":[-440.0,-440.0,-455.0,-455.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.8198785911243108,0.8198785911243108,0.7234809062686066],\"xaxis\":\"x\",\"y\":[-425.0,-425.0,-447.5,-447.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.6646661205362165,0.6646661205362165,0.0],\"xaxis\":\"x\",\"y\":[-465.0,-465.0,-475.0,-475.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.5277031477497947,0.5277031477497947,0.0],\"xaxis\":\"x\",\"y\":[-485.0,-485.0,-495.0,-495.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.5431910833293624,0.5431910833293624,0.0],\"xaxis\":\"x\",\"y\":[-505.0,-505.0,-515.0,-515.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.5277031477497947,0.6378903623134071,0.6378903623134071,0.5431910833293624],\"xaxis\":\"x\",\"y\":[-490.0,-490.0,-510.0,-510.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.6646661205362165,0.6967643979032296,0.6967643979032296,0.6378903623134071],\"xaxis\":\"x\",\"y\":[-470.0,-470.0,-500.0,-500.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.5875840544854773,0.5875840544854773,0.0],\"xaxis\":\"x\",\"y\":[-525.0,-525.0,-535.0,-535.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.6967643979032296,0.7488886517693605,0.7488886517693605,0.5875840544854773],\"xaxis\":\"x\",\"y\":[-485.0,-485.0,-530.0,-530.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.8198785911243108,0.8569287449863912,0.8569287449863912,0.7488886517693605],\"xaxis\":\"x\",\"y\":[-436.25,-436.25,-507.5,-507.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.6589033038456154,0.6589033038456154,0.0],\"xaxis\":\"x\",\"y\":[-545.0,-545.0,-555.0,-555.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.6589033038456154,0.8407397381419599,0.8407397381419599,0.0],\"xaxis\":\"x\",\"y\":[-550.0,-550.0,-565.0,-565.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.8569287449863912,0.9073908547919556,0.9073908547919556,0.8407397381419599],\"xaxis\":\"x\",\"y\":[-471.875,-471.875,-557.5,-557.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[1.0440263221646022,1.1012480805652278,1.1012480805652278,0.9073908547919556],\"xaxis\":\"x\",\"y\":[-363.125,-363.125,-514.6875,-514.6875],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[0.8454010721096386,1.1194988085180375,1.1194988085180375,1.1012480805652278],\"xaxis\":\"x\",\"y\":[-280.0,-280.0,-438.90625,-438.90625],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.32218400158325644,0.32218400158325644,0.0],\"xaxis\":\"x\",\"y\":[-595.0,-595.0,-605.0,-605.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.5435262888506658,0.5435262888506658,0.32218400158325644],\"xaxis\":\"x\",\"y\":[-585.0,-585.0,-600.0,-600.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.7079388956415603,0.7079388956415603,0.5435262888506658],\"xaxis\":\"x\",\"y\":[-575.0,-575.0,-592.5,-592.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.43020737051141966,0.43020737051141966,0.0],\"xaxis\":\"x\",\"y\":[-615.0,-615.0,-625.0,-625.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.7079388956415603,0.7480259389846435,0.7480259389846435,0.43020737051141966],\"xaxis\":\"x\",\"y\":[-583.75,-583.75,-620.0,-620.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.5231163801360237,0.5231163801360237,0.0],\"xaxis\":\"x\",\"y\":[-635.0,-635.0,-645.0,-645.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.7538227066019825,0.7538227066019825,0.0],\"xaxis\":\"x\",\"y\":[-655.0,-655.0,-665.0,-665.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.4902024085167399,0.4902024085167399,0.0],\"xaxis\":\"x\",\"y\":[-675.0,-675.0,-685.0,-685.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.7538227066019825,0.8035580700233654,0.8035580700233654,0.4902024085167399],\"xaxis\":\"x\",\"y\":[-660.0,-660.0,-680.0,-680.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.8035580700233654,0.899852322188234,0.899852322188234,0.0],\"xaxis\":\"x\",\"y\":[-670.0,-670.0,-695.0,-695.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.5231163801360237,0.9175219465667506,0.9175219465667506,0.899852322188234],\"xaxis\":\"x\",\"y\":[-640.0,-640.0,-682.5,-682.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.7480259389846435,0.9690356288556168,0.9690356288556168,0.9175219465667506],\"xaxis\":\"x\",\"y\":[-601.875,-601.875,-661.25,-661.25],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[1.1194988085180375,1.1968299328215575,1.1968299328215575,0.9690356288556168],\"xaxis\":\"x\",\"y\":[-359.453125,-359.453125,-631.5625,-631.5625],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.442086293635495,0.442086293635495,0.0],\"xaxis\":\"x\",\"y\":[-715.0,-715.0,-725.0,-725.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.5741209314245406,0.5741209314245406,0.442086293635495],\"xaxis\":\"x\",\"y\":[-705.0,-705.0,-720.0,-720.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.4813283164548795,0.4813283164548795,0.0],\"xaxis\":\"x\",\"y\":[-735.0,-735.0,-745.0,-745.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.4813283164548795,0.5670486485862284,0.5670486485862284,0.0],\"xaxis\":\"x\",\"y\":[-740.0,-740.0,-755.0,-755.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.5741209314245406,0.7362459160580519,0.7362459160580519,0.5670486485862284],\"xaxis\":\"x\",\"y\":[-712.5,-712.5,-747.5,-747.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[1.1968299328215575,1.2867129137708926,1.2867129137708926,0.7362459160580519],\"xaxis\":\"x\",\"y\":[-495.5078125,-495.5078125,-730.0,-730.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.5681624481259828,0.5681624481259828,0.0],\"xaxis\":\"x\",\"y\":[-775.0,-775.0,-785.0,-785.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.6753866775933725,0.6753866775933725,0.5681624481259828],\"xaxis\":\"x\",\"y\":[-765.0,-765.0,-780.0,-780.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.6753866775933725,0.7930231696363776,0.7930231696363776,0.0],\"xaxis\":\"x\",\"y\":[-772.5,-772.5,-795.0,-795.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.3529967492991274,0.3529967492991274,0.0],\"xaxis\":\"x\",\"y\":[-805.0,-805.0,-815.0,-815.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.3529967492991274,0.7240206570264243,0.7240206570264243,0.0],\"xaxis\":\"x\",\"y\":[-810.0,-810.0,-825.0,-825.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.28807396157803433,0.28807396157803433,0.0],\"xaxis\":\"x\",\"y\":[-845.0,-845.0,-855.0,-855.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.6729913908788294,0.6729913908788294,0.28807396157803433],\"xaxis\":\"x\",\"y\":[-835.0,-835.0,-850.0,-850.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.5463000936710728,0.5463000936710728,0.0],\"xaxis\":\"x\",\"y\":[-885.0,-885.0,-895.0,-895.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.5463000936710728,0.5974282440605866,0.5974282440605866,0.0],\"xaxis\":\"x\",\"y\":[-890.0,-890.0,-905.0,-905.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.6286267116611606,0.6286267116611606,0.5974282440605866],\"xaxis\":\"x\",\"y\":[-875.0,-875.0,-897.5,-897.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.597396846859946,0.597396846859946,0.0],\"xaxis\":\"x\",\"y\":[-915.0,-915.0,-925.0,-925.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.597396846859946,0.6751281924275551,0.6751281924275551,0.0],\"xaxis\":\"x\",\"y\":[-920.0,-920.0,-935.0,-935.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.6286267116611606,0.740650366033797,0.740650366033797,0.6751281924275551],\"xaxis\":\"x\",\"y\":[-886.25,-886.25,-927.5,-927.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.0,0.8027450892041416,0.8027450892041416,0.740650366033797],\"xaxis\":\"x\",\"y\":[-865.0,-865.0,-906.875,-906.875],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.8027450892041416,0.8815095873721371,0.8815095873721371,0.0],\"xaxis\":\"x\",\"y\":[-885.9375,-885.9375,-945.0,-945.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(35,205,205)\"},\"mode\":\"lines\",\"x\":[0.6729913908788294,0.9167361368056557,0.9167361368056557,0.8815095873721371],\"xaxis\":\"x\",\"y\":[-842.5,-842.5,-915.46875,-915.46875],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[0.7240206570264243,1.0369722700071156,1.0369722700071156,0.9167361368056557],\"xaxis\":\"x\",\"y\":[-817.5,-817.5,-878.984375,-878.984375],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[0.7930231696363776,1.0889175247504288,1.0889175247504288,1.0369722700071156],\"xaxis\":\"x\",\"y\":[-783.75,-783.75,-848.2421875,-848.2421875],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.0,0.6743535490928352,0.6743535490928352,0.0],\"xaxis\":\"x\",\"y\":[-955.0,-955.0,-965.0,-965.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.0,0.5604119149360296,0.5604119149360296,0.0],\"xaxis\":\"x\",\"y\":[-975.0,-975.0,-985.0,-985.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.0,0.6456463445891372,0.6456463445891372,0.0],\"xaxis\":\"x\",\"y\":[-995.0,-995.0,-1005.0,-1005.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.0,0.7062756751524307,0.7062756751524307,0.0],\"xaxis\":\"x\",\"y\":[-1015.0,-1015.0,-1025.0,-1025.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.7062756751524307,0.7760472191383451,0.7760472191383451,0.0],\"xaxis\":\"x\",\"y\":[-1020.0,-1020.0,-1035.0,-1035.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.6456463445891372,0.8406255447345206,0.8406255447345206,0.7760472191383451],\"xaxis\":\"x\",\"y\":[-1000.0,-1000.0,-1027.5,-1027.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.5604119149360296,0.892795919500099,0.892795919500099,0.8406255447345206],\"xaxis\":\"x\",\"y\":[-980.0,-980.0,-1013.75,-1013.75],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(133,20,75)\"},\"mode\":\"lines\",\"x\":[0.6743535490928352,0.9549656605358128,0.9549656605358128,0.892795919500099],\"xaxis\":\"x\",\"y\":[-960.0,-960.0,-996.875,-996.875],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,220,0)\"},\"mode\":\"lines\",\"x\":[0.0,0.6014354369074728,0.6014354369074728,0.0],\"xaxis\":\"x\",\"y\":[-1045.0,-1045.0,-1055.0,-1055.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,220,0)\"},\"mode\":\"lines\",\"x\":[0.0,0.4999654911978477,0.4999654911978477,0.0],\"xaxis\":\"x\",\"y\":[-1065.0,-1065.0,-1075.0,-1075.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,220,0)\"},\"mode\":\"lines\",\"x\":[0.4999654911978477,0.7070539944063658,0.7070539944063658,0.0],\"xaxis\":\"x\",\"y\":[-1070.0,-1070.0,-1085.0,-1085.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,220,0)\"},\"mode\":\"lines\",\"x\":[0.0,0.7463267970279713,0.7463267970279713,0.0],\"xaxis\":\"x\",\"y\":[-1095.0,-1095.0,-1105.0,-1105.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,220,0)\"},\"mode\":\"lines\",\"x\":[0.7070539944063658,0.7876883244453925,0.7876883244453925,0.7463267970279713],\"xaxis\":\"x\",\"y\":[-1077.5,-1077.5,-1100.0,-1100.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,220,0)\"},\"mode\":\"lines\",\"x\":[0.6014354369074728,0.9499822409953648,0.9499822409953648,0.7876883244453925],\"xaxis\":\"x\",\"y\":[-1050.0,-1050.0,-1088.75,-1088.75],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.7131568443847784,0.7131568443847784,0.0],\"xaxis\":\"x\",\"y\":[-1115.0,-1115.0,-1125.0,-1125.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.5892995911366068,0.5892995911366068,0.0],\"xaxis\":\"x\",\"y\":[-1145.0,-1145.0,-1155.0,-1155.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.7703469919661773,0.7703469919661773,0.5892995911366068],\"xaxis\":\"x\",\"y\":[-1135.0,-1135.0,-1150.0,-1150.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.7556777324663838,0.7556777324663838,0.0],\"xaxis\":\"x\",\"y\":[-1165.0,-1165.0,-1175.0,-1175.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.7703469919661773,0.7916813336623533,0.7916813336623533,0.7556777324663838],\"xaxis\":\"x\",\"y\":[-1142.5,-1142.5,-1170.0,-1170.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.6735764629266389,0.6735764629266389,0.0],\"xaxis\":\"x\",\"y\":[-1185.0,-1185.0,-1195.0,-1195.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.6735764629266389,0.7233204691638533,0.7233204691638533,0.0],\"xaxis\":\"x\",\"y\":[-1190.0,-1190.0,-1205.0,-1205.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.7916813336623533,0.8095458867755456,0.8095458867755456,0.7233204691638533],\"xaxis\":\"x\",\"y\":[-1156.25,-1156.25,-1197.5,-1197.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.7131568443847784,0.876137483982165,0.876137483982165,0.8095458867755456],\"xaxis\":\"x\",\"y\":[-1120.0,-1120.0,-1176.875,-1176.875],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.4772114376626603,0.4772114376626603,0.0],\"xaxis\":\"x\",\"y\":[-1225.0,-1225.0,-1235.0,-1235.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.5177785675979515,0.5177785675979515,0.0],\"xaxis\":\"x\",\"y\":[-1245.0,-1245.0,-1255.0,-1255.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.4772114376626603,0.5907616636716532,0.5907616636716532,0.5177785675979515],\"xaxis\":\"x\",\"y\":[-1230.0,-1230.0,-1250.0,-1250.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.6633083945191381,0.6633083945191381,0.5907616636716532],\"xaxis\":\"x\",\"y\":[-1215.0,-1215.0,-1240.0,-1240.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.44686998890154717,0.44686998890154717,0.0],\"xaxis\":\"x\",\"y\":[-1275.0,-1275.0,-1285.0,-1285.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.5878522527320741,0.5878522527320741,0.44686998890154717],\"xaxis\":\"x\",\"y\":[-1265.0,-1265.0,-1280.0,-1280.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.5929204999924151,0.5929204999924151,0.0],\"xaxis\":\"x\",\"y\":[-1295.0,-1295.0,-1305.0,-1305.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.5929204999924151,0.707515045499071,0.707515045499071,0.0],\"xaxis\":\"x\",\"y\":[-1300.0,-1300.0,-1315.0,-1315.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.5878522527320741,0.7160792541845676,0.7160792541845676,0.707515045499071],\"xaxis\":\"x\",\"y\":[-1272.5,-1272.5,-1307.5,-1307.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.6633083945191381,0.7320381922084576,0.7320381922084576,0.7160792541845676],\"xaxis\":\"x\",\"y\":[-1227.5,-1227.5,-1290.0,-1290.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.6619516580988868,0.6619516580988868,0.0],\"xaxis\":\"x\",\"y\":[-1335.0,-1335.0,-1345.0,-1345.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.6619516580988868,0.7492684728126868,0.7492684728126868,0.0],\"xaxis\":\"x\",\"y\":[-1340.0,-1340.0,-1355.0,-1355.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.7947965892129707,0.7947965892129707,0.7492684728126868],\"xaxis\":\"x\",\"y\":[-1325.0,-1325.0,-1347.5,-1347.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.7320381922084576,0.8256148440686691,0.8256148440686691,0.7947965892129707],\"xaxis\":\"x\",\"y\":[-1258.75,-1258.75,-1336.25,-1336.25],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.876137483982165,0.9170105227072304,0.9170105227072304,0.8256148440686691],\"xaxis\":\"x\",\"y\":[-1148.4375,-1148.4375,-1297.5,-1297.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.7153117181883573,0.7153117181883573,0.0],\"xaxis\":\"x\",\"y\":[-1365.0,-1365.0,-1375.0,-1375.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.5034533773704983,0.5034533773704983,0.0],\"xaxis\":\"x\",\"y\":[-1385.0,-1385.0,-1395.0,-1395.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.7153117181883573,0.7824795850138553,0.7824795850138553,0.5034533773704983],\"xaxis\":\"x\",\"y\":[-1370.0,-1370.0,-1390.0,-1390.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.0,0.5445140563929236,0.5445140563929236,0.0],\"xaxis\":\"x\",\"y\":[-1405.0,-1405.0,-1415.0,-1415.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.7824795850138553,0.8605364911258939,0.8605364911258939,0.5445140563929236],\"xaxis\":\"x\",\"y\":[-1380.0,-1380.0,-1410.0,-1410.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(40,35,35)\"},\"mode\":\"lines\",\"x\":[0.9170105227072304,0.9860484062668092,0.9860484062668092,0.8605364911258939],\"xaxis\":\"x\",\"y\":[-1222.96875,-1222.96875,-1395.0,-1395.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[0.9499822409953648,1.048575411357849,1.048575411357849,0.9860484062668092],\"xaxis\":\"x\",\"y\":[-1069.375,-1069.375,-1308.984375,-1308.984375],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[0.9549656605358128,1.0587172664210198,1.0587172664210198,1.048575411357849],\"xaxis\":\"x\",\"y\":[-978.4375,-978.4375,-1189.1796875,-1189.1796875],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.3572382139038801,0.3572382139038801,0.0],\"xaxis\":\"x\",\"y\":[-1435.0,-1435.0,-1445.0,-1445.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(61,153,112)\"},\"mode\":\"lines\",\"x\":[0.0,0.5328563216172585,0.5328563216172585,0.3572382139038801],\"xaxis\":\"x\",\"y\":[-1425.0,-1425.0,-1440.0,-1440.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.8138252554105029,0.8138252554105029,0.0],\"xaxis\":\"x\",\"y\":[-1455.0,-1455.0,-1465.0,-1465.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.8138252554105029,0.8474857143001786,0.8474857143001786,0.0],\"xaxis\":\"x\",\"y\":[-1460.0,-1460.0,-1475.0,-1475.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.8474857143001786,0.9072671343118667,0.9072671343118667,0.0],\"xaxis\":\"x\",\"y\":[-1467.5,-1467.5,-1485.0,-1485.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.6321598835911784,0.6321598835911784,0.0],\"xaxis\":\"x\",\"y\":[-1495.0,-1495.0,-1505.0,-1505.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.0,0.6958497839659121,0.6958497839659121,0.0],\"xaxis\":\"x\",\"y\":[-1515.0,-1515.0,-1525.0,-1525.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.6958497839659121,0.7341939998287454,0.7341939998287454,0.0],\"xaxis\":\"x\",\"y\":[-1520.0,-1520.0,-1535.0,-1535.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.6321598835911784,0.818343516401408,0.818343516401408,0.7341939998287454],\"xaxis\":\"x\",\"y\":[-1500.0,-1500.0,-1527.5,-1527.5],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.818343516401408,0.8487974320691654,0.8487974320691654,0.0],\"xaxis\":\"x\",\"y\":[-1513.75,-1513.75,-1545.0,-1545.0],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(255,65,54)\"},\"mode\":\"lines\",\"x\":[0.9072671343118667,0.9699597595004835,0.9699597595004835,0.8487974320691654],\"xaxis\":\"x\",\"y\":[-1476.25,-1476.25,-1529.375,-1529.375],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[0.5328563216172585,1.107330623037678,1.107330623037678,0.9699597595004835],\"xaxis\":\"x\",\"y\":[-1432.5,-1432.5,-1502.8125,-1502.8125],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[1.0587172664210198,1.206535534032926,1.206535534032926,1.107330623037678],\"xaxis\":\"x\",\"y\":[-1083.80859375,-1083.80859375,-1467.65625,-1467.65625],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[1.0889175247504288,1.4147922137619051,1.4147922137619051,1.206535534032926],\"xaxis\":\"x\",\"y\":[-815.99609375,-815.99609375,-1275.732421875,-1275.732421875],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[1.2867129137708926,1.4322343635578496,1.4322343635578496,1.4147922137619051],\"xaxis\":\"x\",\"y\":[-612.75390625,-612.75390625,-1045.8642578125,-1045.8642578125],\"yaxis\":\"y\",\"type\":\"scatter\"},{\"hoverinfo\":\"text\",\"marker\":{\"color\":\"rgb(0,116,217)\"},\"mode\":\"lines\",\"x\":[1.3868589407513918,1.522437055472125,1.522437055472125,1.4322343635578496],\"xaxis\":\"x\",\"y\":[-136.6015625,-136.6015625,-829.30908203125,-829.30908203125],\"yaxis\":\"y\",\"type\":\"scatter\"}], {\"autosize\":false,\"height\":2525,\"hovermode\":\"closest\",\"showlegend\":false,\"width\":1000,\"xaxis\":{\"mirror\":\"allticks\",\"rangemode\":\"tozero\",\"showgrid\":false,\"showline\":true,\"showticklabels\":true,\"ticks\":\"outside\",\"type\":\"linear\",\"zeroline\":false},\"yaxis\":{\"mirror\":\"allticks\",\"rangemode\":\"tozero\",\"showgrid\":false,\"showline\":true,\"showticklabels\":true,\"tickmode\":\"array\",\"ticks\":\"outside\",\"ticktext\":[\"37_sql_queries_spider\",\"124_table_tables_tabular\",\"83_hop_multi_reasoning\",\"92_kbqa_question_questions\",\"63_question_questions_qg\",\"117_question_answering_answer\",\"141_cqa_question_answer\",\"67_retrieval_dense_question\",\"133_retrieval_rag_augmented\",\"95_vqa_visual_question\",\"101_visual_dialog_image\",\"10_image_visual_vision\",\"125_mmt_multimodal_visual\",\"88_meeting_summarization_di...\",\"4_summarization_summaries_s...\",\"93_persona_personas_persona...\",\"81_knowledge_dialogue_groun...\",\"82_response_responses_dialo...\",\"49_dialogue_evaluation_dialog\",\"71_metrics_evaluation_nlg\",\"50_dst_dialogue_tracking\",\"65_dialogue_policy_dialog\",\"142_act_dialog_dialogue\",\"73_slot_filling_intent\",\"64_intent_intents_ood\",\"91_amr_meaning_smatch\",\"76_parsing_semantic_parser\",\"12_parsing_dependency_parser\",\"100_grammars_grammar_pcfgs\",\"39_semantics_distributional...\",\"96_compositional_generaliza...\",\"48_gec_correction_grammatical\",\"121_spelling_csc_correction\",\"116_segmentation_cws_chinese\",\"135_sequence_labeling_tagging\",\"129_pos_tagging_tagger\",\"25_law_zipf_frequency\",\"75_change_semantic_time\",\"19_word_embeddings_embedding\",\"38_sense_wsd_senses\",\"152_sentence_sts_embeddings\",\"132_contrastive_sentence_si...\",\"127_recipes_recipe_procedural\",\"21_commonsense_knowledge_re...\",\"70_editing_knowledge_factual\",\"90_continual_forgetting_cat...\",\"44_entailment_nli_negation\",\"119_probing_probe_linguistic\",\"36_rnns_recurrent_lstm\",\"20_attention_transformer_tr...\",\"15_tuning_fine_lora\",\"85_masking_masked_mlm\",\"57_brain_reading_eye\",\"28_mrc_comprehension_reading\",\"98_pruning_compression_spar...\",\"79_distillation_teacher_stu...\",\"104_nat_autoregressive_nar\",\"123_african_languages_pidgin\",\"111_alignment_parallel_pairs\",\"3_translation_nmt_machine\",\"14_translation_mt_qe\",\"89_bilingual_lingual_bli\",\"60_lingual_cross_transfer\",\"35_code_programming_source\",\"118_switching_code_switched\",\"140_cognate_phylogenetic_co...\",\"112_morphological_inflectio...\",\"45_arabic_transliteration_s...\",\"114_identification_dialect_...\",\"113_sign_gloss_asl\",\"136_ea_alignment_entity\",\"23_graph_knowledge_kg\",\"7_relation_extraction_relat...\",\"8_ner_entity_named\",\"41_entity_linking_el\",\"149_typing_entity_type\",\"154_backdoor_attacks_attack\",\"18_adversarial_attacks_attack\",\"74_safety_llms_jailbreak\",\"77_privacy_private_dp\",\"109_math_mathematical_mwp\",\"120_math_mathematical_reaso...\",\"59_cot_reasoning_thought\",\"61_icl_context_demonstrations\",\"40_prompt_tuning_shot\",\"151_prompt_prompts_optimiza...\",\"110_moral_values_ethical\",\"66_preference_feedback_reward\",\"9_agents_agent_game\",\"105_llms_evaluation_chinese\",\"69_instruction_instructions...\",\"13_explanations_explanation...\",\"102_calibration_uncertainty...\",\"58_hallucination_hallucinat...\",\"130_personality_traits_llms\",\"145_counterfactual_counterf...\",\"122_causal_causality_effect\",\"139_temporal_event_events\",\"33_event_extraction_events\",\"97_srl_role_argument\",\"30_argument_arguments_argum...\",\"138_active_al_learning\",\"126_annotation_tools_formats\",\"27_coreference_resolution_m...\",\"52_discourse_rst_relations\",\"150_coherence_discourse_par...\",\"148_gans_gan_adversarial\",\"17_generation_text_control\",\"43_story_stories_narrative\",\"72_poetry_lyrics_music\",\"51_style_transfer_content\",\"137_climate_change_esg\",\"46_financial_stock_market\",\"11_legal_court_law\",\"47_citation_scientific_papers\",\"144_materials_chemistry_sci...\",\"99_patent_job_patents\",\"106_taxonomy_taxonomies_hyp...\",\"22_topic_topics_lda\",\"94_layout_document_documents\",\"80_keyphrase_keyphrases_ext...\",\"108_augmentation_data_class...\",\"2_sentiment_aspect_analysis\",\"16_classification_label_lab...\",\"0_speech_asr_recognition\",\"5_hate_offensive_speech\",\"32_political_news_media\",\"54_nlp_bias_biases\",\"6_gender_bias_biases\",\"62_generated_detectors_dete...\",\"29_authorship_author_attrib...\",\"107_geographic_location_geo...\",\"103_scoring_essay_essays\",\"26_simplification_readabili...\",\"55_paraphrase_paraphrases_p...\",\"87_metaphor_figurative_lite...\",\"115_product_commerce_attrib...\",\"131_dementia_ad_alzheimer\",\"1_medical_clinical_biomedical\",\"86_radiology_reports_report\",\"42_depression_mental_health\",\"153_counseling_mental_health\",\"78_empathetic_empathy_emotion\",\"56_emotion_emotions_affective\",\"24_emotion_multimodal_erc\",\"134_humor_pun_humorous\",\"84_sarcasm_sarcastic_detect...\",\"143_memes_meme_hateful\",\"147_emoji_emojis_emoticons\",\"128_crisis_disaster_disasters\",\"68_covid_19_pandemic\",\"31_fake_news_detection\",\"53_stance_detection_rumor\",\"34_fact_checking_claim\",\"146_propaganda_techniques_n...\"],\"tickvals\":[-5.0,-15.0,-25.0,-35.0,-45.0,-55.0,-65.0,-75.0,-85.0,-95.0,-105.0,-115.0,-125.0,-135.0,-145.0,-155.0,-165.0,-175.0,-185.0,-195.0,-205.0,-215.0,-225.0,-235.0,-245.0,-255.0,-265.0,-275.0,-285.0,-295.0,-305.0,-315.0,-325.0,-335.0,-345.0,-355.0,-365.0,-375.0,-385.0,-395.0,-405.0,-415.0,-425.0,-435.0,-445.0,-455.0,-465.0,-475.0,-485.0,-495.0,-505.0,-515.0,-525.0,-535.0,-545.0,-555.0,-565.0,-575.0,-585.0,-595.0,-605.0,-615.0,-625.0,-635.0,-645.0,-655.0,-665.0,-675.0,-685.0,-695.0,-705.0,-715.0,-725.0,-735.0,-745.0,-755.0,-765.0,-775.0,-785.0,-795.0,-805.0,-815.0,-825.0,-835.0,-845.0,-855.0,-865.0,-875.0,-885.0,-895.0,-905.0,-915.0,-925.0,-935.0,-945.0,-955.0,-965.0,-975.0,-985.0,-995.0,-1005.0,-1015.0,-1025.0,-1035.0,-1045.0,-1055.0,-1065.0,-1075.0,-1085.0,-1095.0,-1105.0,-1115.0,-1125.0,-1135.0,-1145.0,-1155.0,-1165.0,-1175.0,-1185.0,-1195.0,-1205.0,-1215.0,-1225.0,-1235.0,-1245.0,-1255.0,-1265.0,-1275.0,-1285.0,-1295.0,-1305.0,-1315.0,-1325.0,-1335.0,-1345.0,-1355.0,-1365.0,-1375.0,-1385.0,-1395.0,-1405.0,-1415.0,-1425.0,-1435.0,-1445.0,-1455.0,-1465.0,-1475.0,-1485.0,-1495.0,-1505.0,-1515.0,-1525.0,-1535.0,-1545.0],\"type\":\"linear\",\"zeroline\":false,\"range\":[-1550.0,0.0]},\"template\":{\"data\":{\"barpolar\":[{\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"barpolar\"}],\"bar\":[{\"error_x\":{\"color\":\"#2a3f5f\"},\"error_y\":{\"color\":\"#2a3f5f\"},\"marker\":{\"line\":{\"color\":\"white\",\"width\":0.5},\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"bar\"}],\"carpet\":[{\"aaxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"#C8D4E3\",\"linecolor\":\"#C8D4E3\",\"minorgridcolor\":\"#C8D4E3\",\"startlinecolor\":\"#2a3f5f\"},\"baxis\":{\"endlinecolor\":\"#2a3f5f\",\"gridcolor\":\"#C8D4E3\",\"linecolor\":\"#C8D4E3\",\"minorgridcolor\":\"#C8D4E3\",\"startlinecolor\":\"#2a3f5f\"},\"type\":\"carpet\"}],\"choropleth\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"choropleth\"}],\"contourcarpet\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"contourcarpet\"}],\"contour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"contour\"}],\"heatmapgl\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmapgl\"}],\"heatmap\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"heatmap\"}],\"histogram2dcontour\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2dcontour\"}],\"histogram2d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"histogram2d\"}],\"histogram\":[{\"marker\":{\"pattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2}},\"type\":\"histogram\"}],\"mesh3d\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"type\":\"mesh3d\"}],\"parcoords\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"parcoords\"}],\"pie\":[{\"automargin\":true,\"type\":\"pie\"}],\"scatter3d\":[{\"line\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatter3d\"}],\"scattercarpet\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattercarpet\"}],\"scattergeo\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergeo\"}],\"scattergl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattergl\"}],\"scattermapbox\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scattermapbox\"}],\"scatterpolargl\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolargl\"}],\"scatterpolar\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterpolar\"}],\"scatter\":[{\"fillpattern\":{\"fillmode\":\"overlay\",\"size\":10,\"solidity\":0.2},\"type\":\"scatter\"}],\"scatterternary\":[{\"marker\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"type\":\"scatterternary\"}],\"surface\":[{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"},\"colorscale\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"type\":\"surface\"}],\"table\":[{\"cells\":{\"fill\":{\"color\":\"#EBF0F8\"},\"line\":{\"color\":\"white\"}},\"header\":{\"fill\":{\"color\":\"#C8D4E3\"},\"line\":{\"color\":\"white\"}},\"type\":\"table\"}]},\"layout\":{\"annotationdefaults\":{\"arrowcolor\":\"#2a3f5f\",\"arrowhead\":0,\"arrowwidth\":1},\"autotypenumbers\":\"strict\",\"coloraxis\":{\"colorbar\":{\"outlinewidth\":0,\"ticks\":\"\"}},\"colorscale\":{\"diverging\":[[0,\"#8e0152\"],[0.1,\"#c51b7d\"],[0.2,\"#de77ae\"],[0.3,\"#f1b6da\"],[0.4,\"#fde0ef\"],[0.5,\"#f7f7f7\"],[0.6,\"#e6f5d0\"],[0.7,\"#b8e186\"],[0.8,\"#7fbc41\"],[0.9,\"#4d9221\"],[1,\"#276419\"]],\"sequential\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]],\"sequentialminus\":[[0.0,\"#0d0887\"],[0.1111111111111111,\"#46039f\"],[0.2222222222222222,\"#7201a8\"],[0.3333333333333333,\"#9c179e\"],[0.4444444444444444,\"#bd3786\"],[0.5555555555555556,\"#d8576b\"],[0.6666666666666666,\"#ed7953\"],[0.7777777777777778,\"#fb9f3a\"],[0.8888888888888888,\"#fdca26\"],[1.0,\"#f0f921\"]]},\"colorway\":[\"#636efa\",\"#EF553B\",\"#00cc96\",\"#ab63fa\",\"#FFA15A\",\"#19d3f3\",\"#FF6692\",\"#B6E880\",\"#FF97FF\",\"#FECB52\"],\"font\":{\"color\":\"#2a3f5f\"},\"geo\":{\"bgcolor\":\"white\",\"lakecolor\":\"white\",\"landcolor\":\"white\",\"showlakes\":true,\"showland\":true,\"subunitcolor\":\"#C8D4E3\"},\"hoverlabel\":{\"align\":\"left\"},\"hovermode\":\"closest\",\"mapbox\":{\"style\":\"light\"},\"paper_bgcolor\":\"white\",\"plot_bgcolor\":\"white\",\"polar\":{\"angularaxis\":{\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\"},\"bgcolor\":\"white\",\"radialaxis\":{\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\"}},\"scene\":{\"xaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"gridwidth\":2,\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\"},\"yaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"gridwidth\":2,\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\"},\"zaxis\":{\"backgroundcolor\":\"white\",\"gridcolor\":\"#DFE8F3\",\"gridwidth\":2,\"linecolor\":\"#EBF0F8\",\"showbackground\":true,\"ticks\":\"\",\"zerolinecolor\":\"#EBF0F8\"}},\"shapedefaults\":{\"line\":{\"color\":\"#2a3f5f\"}},\"ternary\":{\"aaxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"},\"baxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"},\"bgcolor\":\"white\",\"caxis\":{\"gridcolor\":\"#DFE8F3\",\"linecolor\":\"#A2B1C6\",\"ticks\":\"\"}},\"title\":{\"x\":0.05},\"xaxis\":{\"automargin\":true,\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#EBF0F8\",\"zerolinewidth\":2},\"yaxis\":{\"automargin\":true,\"gridcolor\":\"#EBF0F8\",\"linecolor\":\"#EBF0F8\",\"ticks\":\"\",\"title\":{\"standoff\":15},\"zerolinecolor\":\"#EBF0F8\",\"zerolinewidth\":2}}},\"title\":{\"font\":{\"size\":22,\"color\":\"Black\"},\"text\":\"\\u003cb\\u003eHierarchical Clustering\\u003c\\u002fb\\u003e\",\"x\":0.5,\"xanchor\":\"center\",\"yanchor\":\"top\"},\"hoverlabel\":{\"font\":{\"size\":16,\"family\":\"Rockwell\"},\"bgcolor\":\"white\"},\"plot_bgcolor\":\"#ECEFF1\"}, {\"responsive\": true} ).then(function(){\n",
|
||
" \n",
|
||
"var gd = document.getElementById('b2d541c8-0729-4236-8c27-5a796eb3a4cb');\n",
|
||
"var x = new MutationObserver(function (mutations, observer) {{\n",
|
||
" var display = window.getComputedStyle(gd).display;\n",
|
||
" if (!display || display === 'none') {{\n",
|
||
" console.log([gd, 'removed!']);\n",
|
||
" Plotly.purge(gd);\n",
|
||
" observer.disconnect();\n",
|
||
" }}\n",
|
||
"}});\n",
|
||
"\n",
|
||
"// Listen for the removal of the full notebook cells\n",
|
||
"var notebookContainer = gd.closest('#notebook-container');\n",
|
||
"if (notebookContainer) {{\n",
|
||
" x.observe(notebookContainer, {childList: true});\n",
|
||
"}}\n",
|
||
"\n",
|
||
"// Listen for the clearing of the current output cell\n",
|
||
"var outputEl = gd.closest('.output');\n",
|
||
"if (outputEl) {{\n",
|
||
" x.observe(outputEl, {childList: true});\n",
|
||
"}}\n",
|
||
"\n",
|
||
" }) }; </script> </div>\n",
|
||
"</body>\n",
|
||
"</html>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Visualize barchart with ranked keywords\n",
|
||
"topic_model.visualize_barchart()\n",
|
||
"\n",
|
||
"# Visualize relationships between topics\n",
|
||
"topic_model.visualize_heatmap(n_clusters=30)\n",
|
||
"\n",
|
||
"# Visualize the potential hierarchical structure of topics\n",
|
||
"topic_model.visualize_hierarchy()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "_-8h5SnZmLe5"
|
||
},
|
||
"source": [
|
||
"## **Representation Models**"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "_0vuZhqfmVEt"
|
||
},
|
||
"source": [
|
||
"In these examples that follow, we will update our topic representations **after** having trained our model. This allows for quick iteration. If, however, you want to use a representation model at the start of training, you will need to run it as follows:\n",
|
||
"\n",
|
||
"```python\n",
|
||
"from bertopic.representation import KeyBERTInspired\n",
|
||
"from bertopic import BERTopic\n",
|
||
"\n",
|
||
"# Create your representation model\n",
|
||
"representation_model = KeyBERTInspired()\n",
|
||
"\n",
|
||
"# Use the representation model in BERTopic on top of the default pipeline\n",
|
||
"topic_model = BERTopic(representation_model=representation_model)\n",
|
||
"```"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "yY6hAIvOo9zT"
|
||
},
|
||
"source": [
|
||
"To use the representation models, we are first going to duplicate our topic model such that easily show the differences between a model with and without representation model."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"id": "usLIeMFbqM7y"
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Save original representations\n",
|
||
"from copy import deepcopy\n",
|
||
"original_topics = deepcopy(topic_model.topic_representations_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"id": "3dYLwbyEoeag"
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"def topic_differences(model, original_topics, nr_topics=5):\n",
|
||
" \"\"\"Show the differences in topic representations between two models \"\"\"\n",
|
||
" df = pd.DataFrame(columns=[\"Topic\", \"Original\", \"Updated\"])\n",
|
||
" for topic in range(nr_topics):\n",
|
||
"\n",
|
||
" # Extract top 5 words per topic per model\n",
|
||
" og_words = \" | \".join(list(zip(*original_topics[topic]))[0][:5])\n",
|
||
" new_words = \" | \".join(list(zip(*model.get_topic(topic)))[0][:5])\n",
|
||
" df.loc[len(df)] = [topic, og_words, new_words]\n",
|
||
"\n",
|
||
" return df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "kaDMxMIimNou"
|
||
},
|
||
"source": [
|
||
"### KeyBERTInspired"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 206
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 20619,
|
||
"status": "ok",
|
||
"timestamp": 1713955372302,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "1sp23Uzzr2KJ",
|
||
"outputId": "4e231236-f925-4341-c450-7ce36e4e6990"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"summary": "{\n \"name\": \"topic_differences(topic_model, original_topics)\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Topic\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 4,\n \"num_unique_values\": 5,\n \"samples\": [\n 1,\n 4,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Original\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"medical | clinical | biomedical | patient | health\",\n \"summarization | summaries | summary | abstractive | document\",\n \"sentiment | aspect | analysis | reviews | opinion\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Updated\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"nlp | ehr | clinical | biomedical | language\",\n \"summarization | summarizers | summaries | summary | text\",\n \"aspect | sentiment | aspects | sentiments | classifier\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}",
|
||
"type": "dataframe"
|
||
},
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-b1bf60e6-3d7d-44a1-a5dd-1b5a9816aa33\" class=\"colab-df-container\">\n",
|
||
" <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>Topic</th>\n",
|
||
" <th>Original</th>\n",
|
||
" <th>Updated</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>speech | asr | recognition | end | acoustic</td>\n",
|
||
" <td>speech | encoder | phonetic | language | trans...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>medical | clinical | biomedical | patient | he...</td>\n",
|
||
" <td>nlp | ehr | clinical | biomedical | language</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>sentiment | aspect | analysis | reviews | opinion</td>\n",
|
||
" <td>aspect | sentiment | aspects | sentiments | cl...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>translation | nmt | machine | neural | bleu</td>\n",
|
||
" <td>translation | translating | translate | transl...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>summarization | summaries | summary | abstract...</td>\n",
|
||
" <td>summarization | summarizers | summaries | summ...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b1bf60e6-3d7d-44a1-a5dd-1b5a9816aa33')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-b1bf60e6-3d7d-44a1-a5dd-1b5a9816aa33 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-b1bf60e6-3d7d-44a1-a5dd-1b5a9816aa33');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-2a2f62a5-e0eb-4df3-b29f-7ccd2560e83b\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2a2f62a5-e0eb-4df3-b29f-7ccd2560e83b')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-2a2f62a5-e0eb-4df3-b29f-7ccd2560e83b button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"text/plain": [
|
||
" Topic Original \\\n",
|
||
"0 0 speech | asr | recognition | end | acoustic \n",
|
||
"1 1 medical | clinical | biomedical | patient | he... \n",
|
||
"2 2 sentiment | aspect | analysis | reviews | opinion \n",
|
||
"3 3 translation | nmt | machine | neural | bleu \n",
|
||
"4 4 summarization | summaries | summary | abstract... \n",
|
||
"\n",
|
||
" Updated \n",
|
||
"0 speech | encoder | phonetic | language | trans... \n",
|
||
"1 nlp | ehr | clinical | biomedical | language \n",
|
||
"2 aspect | sentiment | aspects | sentiments | cl... \n",
|
||
"3 translation | translating | translate | transl... \n",
|
||
"4 summarization | summarizers | summaries | summ... "
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from bertopic.representation import KeyBERTInspired\n",
|
||
"\n",
|
||
"# Update our topic representations using KeyBERTInspired\n",
|
||
"representation_model = KeyBERTInspired()\n",
|
||
"topic_model.update_topics(abstracts, representation_model=representation_model)\n",
|
||
"\n",
|
||
"# Show topic differences\n",
|
||
"topic_differences(topic_model, original_topics)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "h7MV_-UiyCtS"
|
||
},
|
||
"source": [
|
||
"### Maximal Marginal Relevance"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 206
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 19221,
|
||
"status": "ok",
|
||
"timestamp": 1713955391521,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "SGfm-c_-yEsp",
|
||
"outputId": "3fdd05f3-5d66-41ec-eb59-25be66be272a"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"summary": "{\n \"name\": \"topic_differences(topic_model, original_topics)\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Topic\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 4,\n \"num_unique_values\": 5,\n \"samples\": [\n 1,\n 4,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Original\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"medical | clinical | biomedical | patient | health\",\n \"summarization | summaries | summary | abstractive | document\",\n \"sentiment | aspect | analysis | reviews | opinion\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Updated\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"clinical | biomedical | patient | healthcare | extraction\",\n \"summarization | document | extractive | rouge | evaluation\",\n \"sentiment | analysis | reviews | absa | polarity\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}",
|
||
"type": "dataframe"
|
||
},
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-48d39772-e62c-4e7a-9247-d721fcf49203\" class=\"colab-df-container\">\n",
|
||
" <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>Topic</th>\n",
|
||
" <th>Original</th>\n",
|
||
" <th>Updated</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>speech | asr | recognition | end | acoustic</td>\n",
|
||
" <td>speech | asr | error | model | training</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>medical | clinical | biomedical | patient | he...</td>\n",
|
||
" <td>clinical | biomedical | patient | healthcare |...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>sentiment | aspect | analysis | reviews | opinion</td>\n",
|
||
" <td>sentiment | analysis | reviews | absa | polarity</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>translation | nmt | machine | neural | bleu</td>\n",
|
||
" <td>translation | nmt | bleu | parallel | multilin...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>summarization | summaries | summary | abstract...</td>\n",
|
||
" <td>summarization | document | extractive | rouge ...</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-48d39772-e62c-4e7a-9247-d721fcf49203')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-48d39772-e62c-4e7a-9247-d721fcf49203 button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-48d39772-e62c-4e7a-9247-d721fcf49203');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-c3458c17-4a1d-483a-b608-a042c3097950\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c3458c17-4a1d-483a-b608-a042c3097950')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-c3458c17-4a1d-483a-b608-a042c3097950 button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"text/plain": [
|
||
" Topic Original \\\n",
|
||
"0 0 speech | asr | recognition | end | acoustic \n",
|
||
"1 1 medical | clinical | biomedical | patient | he... \n",
|
||
"2 2 sentiment | aspect | analysis | reviews | opinion \n",
|
||
"3 3 translation | nmt | machine | neural | bleu \n",
|
||
"4 4 summarization | summaries | summary | abstract... \n",
|
||
"\n",
|
||
" Updated \n",
|
||
"0 speech | asr | error | model | training \n",
|
||
"1 clinical | biomedical | patient | healthcare |... \n",
|
||
"2 sentiment | analysis | reviews | absa | polarity \n",
|
||
"3 translation | nmt | bleu | parallel | multilin... \n",
|
||
"4 summarization | document | extractive | rouge ... "
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from bertopic.representation import MaximalMarginalRelevance\n",
|
||
"\n",
|
||
"# Update our topic representations to MaximalMarginalRelevance\n",
|
||
"representation_model = MaximalMarginalRelevance(diversity=0.5)\n",
|
||
"topic_model.update_topics(abstracts, representation_model=representation_model)\n",
|
||
"\n",
|
||
"# Show topic differences\n",
|
||
"topic_differences(topic_model, original_topics)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "SJez0aYvRmhw"
|
||
},
|
||
"source": [
|
||
"## Text Generation\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "8ZZRe0dkSWko"
|
||
},
|
||
"source": [
|
||
"### Flan-T5"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 448,
|
||
"referenced_widgets": [
|
||
"e828d529dfca42abaea5e11d351bc263",
|
||
"1ffeeead973a43d1a69cd4db3a6e1fe0",
|
||
"a9ce4b28fdcd4a129742ddaf2cc5ed3e",
|
||
"d36fabd5360d4db0a95fd38e39c556fd",
|
||
"3d5ace4e3dff40d7887cc5d627f412f1",
|
||
"08e990c55fe6440999bfe35e7076df04",
|
||
"b3988ae1e5084c13900200287d366468",
|
||
"2bd761c7c0c44b2899c3049a0e514342",
|
||
"2587d09e03e141e98e76b783eb40dd53",
|
||
"dbf6fc98e363470982154ad5e8d491ec",
|
||
"c5a392a10e3d4940887869effa8ce87e",
|
||
"e77fd60d7cfe444086e0f4c1e13fe872",
|
||
"47d5cb87c80847eba31a238cc8ecb3c0",
|
||
"e1ee198bf35e45e2a627610464e951fd",
|
||
"d2e5d0a7024f4b17b3e3ea75542c1314",
|
||
"bdcb59a969e942e88e8ca33c5307db06",
|
||
"63f62ba934d347d9841b40e206b475d9",
|
||
"1cc1d64a932c43c4b4bcf9cbcdfe9786",
|
||
"97288f9a9d0b42b3b0040fa054082337",
|
||
"f86cacc871e3485da0cac588c8b6ae24",
|
||
"8198d008574f49558b0633c6db4e8bdc",
|
||
"58a1dbbc903947eb8a2d836599fa5da7",
|
||
"67eb5e43728e4587b352f875333299ce",
|
||
"45681b510d65408cb1df805672bec26c",
|
||
"b1a5bb0da1e74791b30da583c4b02f8d",
|
||
"453ebf55995c4d24935c56188e516a20",
|
||
"1355d5e0b3b94e03b0fa721fcb79005b",
|
||
"498805684105443095adb28509ce3e22",
|
||
"5344d9c5bfa94e089d62c160a17b0646",
|
||
"f8ad5cef5b3e4507a426899aa41072c4",
|
||
"5311286e67c74bb78ede05ae51ec87b3",
|
||
"9c6dde93000d4e3d9f8205635e493c57",
|
||
"1c88039327cc44ea933fdf182ce5bd02",
|
||
"d5a523c75f044d759760af77b0fe2ad3",
|
||
"5cafec2a71194cec914741dbe8b3083a",
|
||
"0203b4842d884c4a95f22148a95268ba",
|
||
"9dc50ffb6fda42339abeda6a640ef50e",
|
||
"bd50fcd718c5456598c4ee6853677835",
|
||
"278d00880c18472fb06720a8f398e1bb",
|
||
"2352127df6ec4ada9afea952c39e3ba3",
|
||
"01441e4441fd4cf8b341603e5fb931cb",
|
||
"d2ecdaf719ef42f29f7e63549377364e",
|
||
"609a90f5700947c68ee8ff64d7f42600",
|
||
"4f9323cf392041eaa9ea810bbe1e6a39",
|
||
"2be9c6cf4b434a46a4db0c0304f29390",
|
||
"6fc8306b6ad64c239f781e824d22c2d6",
|
||
"49e155bb2dd84f54a02998d5a364d226",
|
||
"a39555fcfe6341ba9e039fe85ff4a8b6",
|
||
"0a1f1cb7c84a44c7ba8a0e3ccb46b5b3",
|
||
"bb18dbb52c1a440399f16ecdd0ae7cba",
|
||
"49c02110e5364998bb298185b8b3c7d9",
|
||
"f0015c06af5747c2841a555d1fe68d4f",
|
||
"56f06e72f2e14e329cbf42960922af2e",
|
||
"f8cd368460f74a439296d7ed3ab02091",
|
||
"6c346f5856df486c9171a4daa398751e",
|
||
"3f7a543bbca740d58cfed6bc0f7bb938",
|
||
"2c066184dc8849378da92e8c549bb729",
|
||
"93fed86b1a8a4d348a8d7eca64d36e21",
|
||
"4018674e3e744836bd4dae59a7071931",
|
||
"0d4bd89bb2c848afad74249ed097f4e1",
|
||
"c2e3689ccbde4ccf88609498723b02af",
|
||
"6ffaba639fa842fd9fe9570308bd95a5",
|
||
"a966eb29912345d38306b51a1d4413b3",
|
||
"5b02bd09345a477d884282853a152ffb",
|
||
"39fbf1ab519148e1987be5775b2629e7",
|
||
"4c0a5849d92b471e8257f04d6e512364",
|
||
"ec7dbf66134e4171a83817f1b046d91b",
|
||
"e804f01b4384400d8ff8dfb77e43819f",
|
||
"9719d0fe800340bca18f83c5f9b54b5c",
|
||
"7397bdbfd89a494bbe5a9196cadadd64",
|
||
"2aec8e14d0ce462ab22650dbf729f6c2",
|
||
"bc2f09fcd4f5475eb8d01dce50a57c27",
|
||
"534a8c1bfe2e46b481588e7b3eef7eb6",
|
||
"a542af6cedee423691a4208e4edb8991",
|
||
"d99506f6425245b984fc064323ef6eae",
|
||
"91e4c0f446c54f9db4094b6978170dc1",
|
||
"61b974c4138f4f32b5152a299b525d7a"
|
||
]
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 107684,
|
||
"status": "ok",
|
||
"timestamp": 1713955499199,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "4yisDTfcIrbq",
|
||
"outputId": "bf62bf70-280a-47c3-f7b0-47cc564768f4"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "e828d529dfca42abaea5e11d351bc263",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"config.json: 0%| | 0.00/1.40k [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "e77fd60d7cfe444086e0f4c1e13fe872",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"model.safetensors: 0%| | 0.00/308M [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "67eb5e43728e4587b352f875333299ce",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"generation_config.json: 0%| | 0.00/147 [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "d5a523c75f044d759760af77b0fe2ad3",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"tokenizer_config.json: 0%| | 0.00/2.54k [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "2be9c6cf4b434a46a4db0c0304f29390",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"spiece.model: 0%| | 0.00/792k [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "3f7a543bbca740d58cfed6bc0f7bb938",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"tokenizer.json: 0%| | 0.00/2.42M [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.jupyter.widget-view+json": {
|
||
"model_id": "ec7dbf66134e4171a83817f1b046d91b",
|
||
"version_major": 2,
|
||
"version_minor": 0
|
||
},
|
||
"text/plain": [
|
||
"special_tokens_map.json: 0%| | 0.00/2.20k [00:00<?, ?B/s]"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|██████████| 156/156 [01:28<00:00, 1.76it/s]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"summary": "{\n \"name\": \"topic_differences(topic_model, original_topics)\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Topic\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 4,\n \"num_unique_values\": 5,\n \"samples\": [\n 1,\n 4,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Original\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"medical | clinical | biomedical | patient | health\",\n \"summarization | summaries | summary | abstractive | document\",\n \"sentiment | aspect | analysis | reviews | opinion\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Updated\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"Science/Tech | | | | \",\n \"Summarization | | | | \",\n \"Review | | | | \"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}",
|
||
"type": "dataframe"
|
||
},
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-59674830-19cd-43d7-ac2f-3b58c810eb9e\" class=\"colab-df-container\">\n",
|
||
" <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>Topic</th>\n",
|
||
" <th>Original</th>\n",
|
||
" <th>Updated</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>speech | asr | recognition | end | acoustic</td>\n",
|
||
" <td>Speech-to-description | | | |</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>medical | clinical | biomedical | patient | he...</td>\n",
|
||
" <td>Science/Tech | | | |</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>sentiment | aspect | analysis | reviews | opinion</td>\n",
|
||
" <td>Review | | | |</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>translation | nmt | machine | neural | bleu</td>\n",
|
||
" <td>Attention-based neural machine translation | ...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>summarization | summaries | summary | abstract...</td>\n",
|
||
" <td>Summarization | | | |</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-59674830-19cd-43d7-ac2f-3b58c810eb9e')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-59674830-19cd-43d7-ac2f-3b58c810eb9e button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-59674830-19cd-43d7-ac2f-3b58c810eb9e');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-73ce633b-b25f-4cd2-bb03-c5b15a08209d\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-73ce633b-b25f-4cd2-bb03-c5b15a08209d')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-73ce633b-b25f-4cd2-bb03-c5b15a08209d button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"text/plain": [
|
||
" Topic Original \\\n",
|
||
"0 0 speech | asr | recognition | end | acoustic \n",
|
||
"1 1 medical | clinical | biomedical | patient | he... \n",
|
||
"2 2 sentiment | aspect | analysis | reviews | opinion \n",
|
||
"3 3 translation | nmt | machine | neural | bleu \n",
|
||
"4 4 summarization | summaries | summary | abstract... \n",
|
||
"\n",
|
||
" Updated \n",
|
||
"0 Speech-to-description | | | | \n",
|
||
"1 Science/Tech | | | | \n",
|
||
"2 Review | | | | \n",
|
||
"3 Attention-based neural machine translation | ... \n",
|
||
"4 Summarization | | | | "
|
||
]
|
||
},
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"from transformers import pipeline\n",
|
||
"from bertopic.representation import TextGeneration\n",
|
||
"\n",
|
||
"prompt = \"\"\"I have a topic that contains the following documents:\n",
|
||
"[DOCUMENTS]\n",
|
||
"\n",
|
||
"The topic is described by the following keywords: '[KEYWORDS]'.\n",
|
||
"\n",
|
||
"Based on the documents and keywords, what is this topic about?\"\"\"\n",
|
||
"\n",
|
||
"# Update our topic representations using Flan-T5\n",
|
||
"generator = pipeline('text2text-generation', model='google/flan-t5-small')\n",
|
||
"representation_model = TextGeneration(\n",
|
||
" generator, prompt=prompt, doc_length=50, tokenizer=\"whitespace\"\n",
|
||
")\n",
|
||
"topic_model.update_topics(abstracts, representation_model=representation_model)\n",
|
||
"\n",
|
||
"# Show topic differences\n",
|
||
"topic_differences(topic_model, original_topics)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "Zah9jGGsgkP_"
|
||
},
|
||
"source": [
|
||
"### OpenAI"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 224
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 151373,
|
||
"status": "ok",
|
||
"timestamp": 1713963906916,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "oXhqvQ2agkQF",
|
||
"outputId": "364224a6-151d-443f-e1c5-d560cbac459c"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"100%|██████████| 156/156 [02:13<00:00, 1.17it/s]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"application/vnd.google.colaboratory.intrinsic+json": {
|
||
"summary": "{\n \"name\": \"topic_differences(topic_model, original_topics)\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"Topic\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1,\n \"min\": 0,\n \"max\": 4,\n \"num_unique_values\": 5,\n \"samples\": [\n 1,\n 4,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Original\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"medical | clinical | biomedical | patient | health\",\n \"summarization | summaries | summary | abstractive | document\",\n \"sentiment | aspect | analysis | reviews | opinion\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Updated\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"Improved Representation Learning for Biomedical Terms Using HiPrBERT\",\n \"Document Summarization Techniques\",\n \"\\\"Advancements in Aspect-Based Sentiment Analysis using Neural Models\\\"\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}",
|
||
"type": "dataframe"
|
||
},
|
||
"text/html": [
|
||
"\n",
|
||
" <div id=\"df-f002f563-105a-4a82-af36-fdbf487e2dfa\" class=\"colab-df-container\">\n",
|
||
" <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>Topic</th>\n",
|
||
" <th>Original</th>\n",
|
||
" <th>Updated</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>0</td>\n",
|
||
" <td>speech | asr | recognition | end | acoustic</td>\n",
|
||
" <td>Leveraging External Data for Improving Low-Res...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>medical | clinical | biomedical | patient | he...</td>\n",
|
||
" <td>Improved Representation Learning for Biomedica...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>sentiment | aspect | analysis | reviews | opinion</td>\n",
|
||
" <td>\"Advancements in Aspect-Based Sentiment Analys...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>translation | nmt | machine | neural | bleu</td>\n",
|
||
" <td>Neural Machine Translation Enhancements</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>4</td>\n",
|
||
" <td>summarization | summaries | summary | abstract...</td>\n",
|
||
" <td>Document Summarization Techniques</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>\n",
|
||
" <div class=\"colab-df-buttons\">\n",
|
||
"\n",
|
||
" <div class=\"colab-df-container\">\n",
|
||
" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f002f563-105a-4a82-af36-fdbf487e2dfa')\"\n",
|
||
" title=\"Convert this dataframe to an interactive table.\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
" <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
|
||
" <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
|
||
" </svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
" <style>\n",
|
||
" .colab-df-container {\n",
|
||
" display:flex;\n",
|
||
" gap: 12px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert {\n",
|
||
" background-color: #E8F0FE;\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: #1967D2;\n",
|
||
" height: 32px;\n",
|
||
" padding: 0 0 0 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-convert:hover {\n",
|
||
" background-color: #E2EBFA;\n",
|
||
" box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: #174EA6;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-buttons div {\n",
|
||
" margin-bottom: 4px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert {\n",
|
||
" background-color: #3B4455;\n",
|
||
" fill: #D2E3FC;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-convert:hover {\n",
|
||
" background-color: #434B5C;\n",
|
||
" box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
|
||
" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
|
||
" fill: #FFFFFF;\n",
|
||
" }\n",
|
||
" </style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" const buttonEl =\n",
|
||
" document.querySelector('#df-f002f563-105a-4a82-af36-fdbf487e2dfa button.colab-df-convert');\n",
|
||
" buttonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
"\n",
|
||
" async function convertToInteractive(key) {\n",
|
||
" const element = document.querySelector('#df-f002f563-105a-4a82-af36-fdbf487e2dfa');\n",
|
||
" const dataTable =\n",
|
||
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
|
||
" [key], {});\n",
|
||
" if (!dataTable) return;\n",
|
||
"\n",
|
||
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
|
||
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
|
||
" + ' to learn more about interactive tables.';\n",
|
||
" element.innerHTML = '';\n",
|
||
" dataTable['output_type'] = 'display_data';\n",
|
||
" await google.colab.output.renderOutput(dataTable, element);\n",
|
||
" const docLink = document.createElement('div');\n",
|
||
" docLink.innerHTML = docLinkHtml;\n",
|
||
" element.appendChild(docLink);\n",
|
||
" }\n",
|
||
" </script>\n",
|
||
" </div>\n",
|
||
"\n",
|
||
"\n",
|
||
"<div id=\"df-4f80d5c4-a924-443d-afca-9d1ba764340b\">\n",
|
||
" <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4f80d5c4-a924-443d-afca-9d1ba764340b')\"\n",
|
||
" title=\"Suggest charts\"\n",
|
||
" style=\"display:none;\">\n",
|
||
"\n",
|
||
"<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
|
||
" width=\"24px\">\n",
|
||
" <g>\n",
|
||
" <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
|
||
" </g>\n",
|
||
"</svg>\n",
|
||
" </button>\n",
|
||
"\n",
|
||
"<style>\n",
|
||
" .colab-df-quickchart {\n",
|
||
" --bg-color: #E8F0FE;\n",
|
||
" --fill-color: #1967D2;\n",
|
||
" --hover-bg-color: #E2EBFA;\n",
|
||
" --hover-fill-color: #174EA6;\n",
|
||
" --disabled-fill-color: #AAA;\n",
|
||
" --disabled-bg-color: #DDD;\n",
|
||
" }\n",
|
||
"\n",
|
||
" [theme=dark] .colab-df-quickchart {\n",
|
||
" --bg-color: #3B4455;\n",
|
||
" --fill-color: #D2E3FC;\n",
|
||
" --hover-bg-color: #434B5C;\n",
|
||
" --hover-fill-color: #FFFFFF;\n",
|
||
" --disabled-bg-color: #3B4455;\n",
|
||
" --disabled-fill-color: #666;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart {\n",
|
||
" background-color: var(--bg-color);\n",
|
||
" border: none;\n",
|
||
" border-radius: 50%;\n",
|
||
" cursor: pointer;\n",
|
||
" display: none;\n",
|
||
" fill: var(--fill-color);\n",
|
||
" height: 32px;\n",
|
||
" padding: 0;\n",
|
||
" width: 32px;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart:hover {\n",
|
||
" background-color: var(--hover-bg-color);\n",
|
||
" box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
|
||
" fill: var(--button-hover-fill-color);\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-quickchart-complete:disabled,\n",
|
||
" .colab-df-quickchart-complete:disabled:hover {\n",
|
||
" background-color: var(--disabled-bg-color);\n",
|
||
" fill: var(--disabled-fill-color);\n",
|
||
" box-shadow: none;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .colab-df-spinner {\n",
|
||
" border: 2px solid var(--fill-color);\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" animation:\n",
|
||
" spin 1s steps(1) infinite;\n",
|
||
" }\n",
|
||
"\n",
|
||
" @keyframes spin {\n",
|
||
" 0% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 20% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 30% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-left-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 40% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-top-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 60% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 80% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-right-color: var(--fill-color);\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" 90% {\n",
|
||
" border-color: transparent;\n",
|
||
" border-bottom-color: var(--fill-color);\n",
|
||
" }\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"\n",
|
||
" <script>\n",
|
||
" async function quickchart(key) {\n",
|
||
" const quickchartButtonEl =\n",
|
||
" document.querySelector('#' + key + ' button');\n",
|
||
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
|
||
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
|
||
" try {\n",
|
||
" const charts = await google.colab.kernel.invokeFunction(\n",
|
||
" 'suggestCharts', [key], {});\n",
|
||
" } catch (error) {\n",
|
||
" console.error('Error during call to suggestCharts:', error);\n",
|
||
" }\n",
|
||
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
|
||
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
|
||
" }\n",
|
||
" (() => {\n",
|
||
" let quickchartButtonEl =\n",
|
||
" document.querySelector('#df-4f80d5c4-a924-443d-afca-9d1ba764340b button');\n",
|
||
" quickchartButtonEl.style.display =\n",
|
||
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
|
||
" })();\n",
|
||
" </script>\n",
|
||
"</div>\n",
|
||
" </div>\n",
|
||
" </div>\n"
|
||
],
|
||
"text/plain": [
|
||
" Topic Original \\\n",
|
||
"0 0 speech | asr | recognition | end | acoustic \n",
|
||
"1 1 medical | clinical | biomedical | patient | he... \n",
|
||
"2 2 sentiment | aspect | analysis | reviews | opinion \n",
|
||
"3 3 translation | nmt | machine | neural | bleu \n",
|
||
"4 4 summarization | summaries | summary | abstract... \n",
|
||
"\n",
|
||
" Updated \n",
|
||
"0 Leveraging External Data for Improving Low-Res... \n",
|
||
"1 Improved Representation Learning for Biomedica... \n",
|
||
"2 \"Advancements in Aspect-Based Sentiment Analys... \n",
|
||
"3 Neural Machine Translation Enhancements \n",
|
||
"4 Document Summarization Techniques "
|
||
]
|
||
},
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"import openai\n",
|
||
"from bertopic.representation import OpenAI\n",
|
||
"\n",
|
||
"prompt = \"\"\"\n",
|
||
"I have a topic that contains the following documents:\n",
|
||
"[DOCUMENTS]\n",
|
||
"\n",
|
||
"The topic is described by the following keywords: [KEYWORDS]\n",
|
||
"\n",
|
||
"Based on the information above, extract a short topic label in the following format:\n",
|
||
"topic: <short topic label>\n",
|
||
"\"\"\"\n",
|
||
"\n",
|
||
"# Update our topic representations using GPT-3.5\n",
|
||
"client = openai.OpenAI(api_key=\"YOUR_KEY_HERE\")\n",
|
||
"representation_model = OpenAI(\n",
|
||
" client, model=\"gpt-3.5-turbo\", exponential_backoff=True, chat=True, prompt=prompt\n",
|
||
")\n",
|
||
"topic_model.update_topics(abstracts, representation_model=representation_model)\n",
|
||
"\n",
|
||
"# Show topic differences\n",
|
||
"topic_differences(topic_model, original_topics)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 1000
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 19102,
|
||
"status": "ok",
|
||
"timestamp": 1713965080448,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "36c3UUvXZ8L-",
|
||
"outputId": "2236e530-0e1c-49de-a98b-0a9bbebdba15"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1200x1200 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Visualize topics and documents\n",
|
||
"fig = topic_model.visualize_document_datamap(\n",
|
||
" titles,\n",
|
||
" topics=list(range(20)),\n",
|
||
" reduced_embeddings=reduced_embeddings,\n",
|
||
" width=1200,\n",
|
||
" label_font_size=11,\n",
|
||
" label_wrap_width=20,\n",
|
||
" use_medoids=True,\n",
|
||
")\n",
|
||
"plt.savefig(\"datamapplot.png\", dpi=300)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "fj9Z47wkxTzl"
|
||
},
|
||
"source": [
|
||
"\n",
|
||
"## **BONUS**: Word Cloud\n",
|
||
"\n",
|
||
"Make sure to pip install `wordcloud` first in order to follow this bonus:\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "zdq9LzkxzxzT"
|
||
},
|
||
"source": [
|
||
"First, we need to make sure that each topic is described by a bit more words than just 10 as that would make for a much more interesting wordcloud."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"id": "qT2IKjyfxkkV"
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"topic_model.update_topics(abstracts, top_n_words=500)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {
|
||
"id": "L3NIkt0Hz4AJ"
|
||
},
|
||
"source": [
|
||
"Then, we can run the following code to generate the wordcloud for our topic modeling topic:"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"colab": {
|
||
"base_uri": "https://localhost:8080/",
|
||
"height": 422
|
||
},
|
||
"executionInfo": {
|
||
"elapsed": 9354,
|
||
"status": "ok",
|
||
"timestamp": 1680586974170,
|
||
"user": {
|
||
"displayName": "Maarten Grootendorst",
|
||
"userId": "11015108362723620659"
|
||
},
|
||
"user_tz": -120
|
||
},
|
||
"id": "YFSNG30jxWGo",
|
||
"outputId": "2eca5376-4938-46be-d656-f7907617944f"
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": "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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from wordcloud import WordCloud\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"def create_wordcloud(model, topic):\n",
|
||
" plt.figure(figsize=(10,5))\n",
|
||
" text = {word: value for word, value in model.get_topic(topic)}\n",
|
||
" wc = WordCloud(background_color=\"white\", max_words=1000, width=1600, height=800)\n",
|
||
" wc.generate_from_frequencies(text)\n",
|
||
" plt.imshow(wc, interpolation=\"bilinear\")\n",
|
||
" plt.axis(\"off\")\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"# Show wordcloud\n",
|
||
"create_wordcloud(topic_model, topic=17)"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"accelerator": "GPU",
|
||
"colab": {
|
||
"authorship_tag": "ABX9TyMHpyx42/p7cmXd8aM7qpKc",
|
||
"gpuType": "T4",
|
||
"provenance": []
|
||
},
|
||
"gpuClass": "standard",
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.10.14"
|
||
},
|
||
"widgets": {
|
||
"application/vnd.jupyter.widget-state+json": {
|
||
"01441e4441fd4cf8b341603e5fb931cb": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"0203b4842d884c4a95f22148a95268ba": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "FloatProgressModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "FloatProgressModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "ProgressView",
|
||
"bar_style": "success",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_01441e4441fd4cf8b341603e5fb931cb",
|
||
"max": 2539,
|
||
"min": 0,
|
||
"orientation": "horizontal",
|
||
"style": "IPY_MODEL_d2ecdaf719ef42f29f7e63549377364e",
|
||
"value": 2539
|
||
}
|
||
},
|
||
"08e990c55fe6440999bfe35e7076df04": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"0a1f1cb7c84a44c7ba8a0e3ccb46b5b3": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"0d4bd89bb2c848afad74249ed097f4e1": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"1355d5e0b3b94e03b0fa721fcb79005b": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"13c85fbfa9e44714a2d9400fb6c21396": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"18e03962f36049e2869ea5f7dbda3973": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HBoxModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HBoxModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HBoxView",
|
||
"box_style": "",
|
||
"children": [
|
||
"IPY_MODEL_5478cef31f6c4df89f37ab9619672b94",
|
||
"IPY_MODEL_89655f0c32194549a5b6f910a806d64b",
|
||
"IPY_MODEL_82bb3afe96b84887b6dec2836e346707"
|
||
],
|
||
"layout": "IPY_MODEL_9977f43a9e514adda488325cb2eafa2e"
|
||
}
|
||
},
|
||
"1c88039327cc44ea933fdf182ce5bd02": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"1cc1d64a932c43c4b4bcf9cbcdfe9786": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"1e474f19cfb44eee8f08193e70542313": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"1ffeeead973a43d1a69cd4db3a6e1fe0": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_08e990c55fe6440999bfe35e7076df04",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_b3988ae1e5084c13900200287d366468",
|
||
"value": "config.json: 100%"
|
||
}
|
||
},
|
||
"2352127df6ec4ada9afea952c39e3ba3": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"2587d09e03e141e98e76b783eb40dd53": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "ProgressStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "ProgressStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"bar_color": null,
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"278d00880c18472fb06720a8f398e1bb": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"2aec8e14d0ce462ab22650dbf729f6c2": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"2bd761c7c0c44b2899c3049a0e514342": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"2be9c6cf4b434a46a4db0c0304f29390": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HBoxModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HBoxModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HBoxView",
|
||
"box_style": "",
|
||
"children": [
|
||
"IPY_MODEL_6fc8306b6ad64c239f781e824d22c2d6",
|
||
"IPY_MODEL_49e155bb2dd84f54a02998d5a364d226",
|
||
"IPY_MODEL_a39555fcfe6341ba9e039fe85ff4a8b6"
|
||
],
|
||
"layout": "IPY_MODEL_0a1f1cb7c84a44c7ba8a0e3ccb46b5b3"
|
||
}
|
||
},
|
||
"2c066184dc8849378da92e8c549bb729": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_c2e3689ccbde4ccf88609498723b02af",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_6ffaba639fa842fd9fe9570308bd95a5",
|
||
"value": "tokenizer.json: 100%"
|
||
}
|
||
},
|
||
"39fbf1ab519148e1987be5775b2629e7": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"3b9fce1566c5461b82a2931087dfe096": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "ProgressStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "ProgressStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"bar_color": null,
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"3d5ace4e3dff40d7887cc5d627f412f1": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"3f7a543bbca740d58cfed6bc0f7bb938": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HBoxModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HBoxModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HBoxView",
|
||
"box_style": "",
|
||
"children": [
|
||
"IPY_MODEL_2c066184dc8849378da92e8c549bb729",
|
||
"IPY_MODEL_93fed86b1a8a4d348a8d7eca64d36e21",
|
||
"IPY_MODEL_4018674e3e744836bd4dae59a7071931"
|
||
],
|
||
"layout": "IPY_MODEL_0d4bd89bb2c848afad74249ed097f4e1"
|
||
}
|
||
},
|
||
"4018674e3e744836bd4dae59a7071931": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_39fbf1ab519148e1987be5775b2629e7",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_4c0a5849d92b471e8257f04d6e512364",
|
||
"value": " 2.42M/2.42M [00:00<00:00, 27.8MB/s]"
|
||
}
|
||
},
|
||
"44b60956730f45b0834c738b3ad83175": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"453ebf55995c4d24935c56188e516a20": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_9c6dde93000d4e3d9f8205635e493c57",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_1c88039327cc44ea933fdf182ce5bd02",
|
||
"value": " 147/147 [00:00<00:00, 10.0kB/s]"
|
||
}
|
||
},
|
||
"45681b510d65408cb1df805672bec26c": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_498805684105443095adb28509ce3e22",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_5344d9c5bfa94e089d62c160a17b0646",
|
||
"value": "generation_config.json: 100%"
|
||
}
|
||
},
|
||
"47d5cb87c80847eba31a238cc8ecb3c0": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_63f62ba934d347d9841b40e206b475d9",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_1cc1d64a932c43c4b4bcf9cbcdfe9786",
|
||
"value": "model.safetensors: 100%"
|
||
}
|
||
},
|
||
"498805684105443095adb28509ce3e22": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"49c02110e5364998bb298185b8b3c7d9": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"49e155bb2dd84f54a02998d5a364d226": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "FloatProgressModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "FloatProgressModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "ProgressView",
|
||
"bar_style": "success",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_f0015c06af5747c2841a555d1fe68d4f",
|
||
"max": 791656,
|
||
"min": 0,
|
||
"orientation": "horizontal",
|
||
"style": "IPY_MODEL_56f06e72f2e14e329cbf42960922af2e",
|
||
"value": 791656
|
||
}
|
||
},
|
||
"4ac21e7871f540df9b382a0d08d03141": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"4c0a5849d92b471e8257f04d6e512364": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"4ef0e581a3134a37b035b1cedcc67065": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"4f9323cf392041eaa9ea810bbe1e6a39": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"5311286e67c74bb78ede05ae51ec87b3": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "ProgressStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "ProgressStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"bar_color": null,
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"5344d9c5bfa94e089d62c160a17b0646": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"534a8c1bfe2e46b481588e7b3eef7eb6": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"5478cef31f6c4df89f37ab9619672b94": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_1e474f19cfb44eee8f08193e70542313",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_4ef0e581a3134a37b035b1cedcc67065",
|
||
"value": "Batches: 100%"
|
||
}
|
||
},
|
||
"56f06e72f2e14e329cbf42960922af2e": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "ProgressStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "ProgressStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"bar_color": null,
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"58a1dbbc903947eb8a2d836599fa5da7": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"5b02bd09345a477d884282853a152ffb": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "ProgressStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "ProgressStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"bar_color": null,
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"5cafec2a71194cec914741dbe8b3083a": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_278d00880c18472fb06720a8f398e1bb",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_2352127df6ec4ada9afea952c39e3ba3",
|
||
"value": "tokenizer_config.json: 100%"
|
||
}
|
||
},
|
||
"609a90f5700947c68ee8ff64d7f42600": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"61b974c4138f4f32b5152a299b525d7a": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"63f62ba934d347d9841b40e206b475d9": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"67eb5e43728e4587b352f875333299ce": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HBoxModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HBoxModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HBoxView",
|
||
"box_style": "",
|
||
"children": [
|
||
"IPY_MODEL_45681b510d65408cb1df805672bec26c",
|
||
"IPY_MODEL_b1a5bb0da1e74791b30da583c4b02f8d",
|
||
"IPY_MODEL_453ebf55995c4d24935c56188e516a20"
|
||
],
|
||
"layout": "IPY_MODEL_1355d5e0b3b94e03b0fa721fcb79005b"
|
||
}
|
||
},
|
||
"6c346f5856df486c9171a4daa398751e": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"6fc8306b6ad64c239f781e824d22c2d6": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_bb18dbb52c1a440399f16ecdd0ae7cba",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_49c02110e5364998bb298185b8b3c7d9",
|
||
"value": "spiece.model: 100%"
|
||
}
|
||
},
|
||
"6ffaba639fa842fd9fe9570308bd95a5": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"7397bdbfd89a494bbe5a9196cadadd64": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_91e4c0f446c54f9db4094b6978170dc1",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_61b974c4138f4f32b5152a299b525d7a",
|
||
"value": " 2.20k/2.20k [00:00<00:00, 156kB/s]"
|
||
}
|
||
},
|
||
"8198d008574f49558b0633c6db4e8bdc": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"82bb3afe96b84887b6dec2836e346707": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_44b60956730f45b0834c738b3ad83175",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_4ac21e7871f540df9b382a0d08d03141",
|
||
"value": " 1405/1405 [04:36<00:00, 19.53it/s]"
|
||
}
|
||
},
|
||
"89655f0c32194549a5b6f910a806d64b": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "FloatProgressModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "FloatProgressModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "ProgressView",
|
||
"bar_style": "success",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_13c85fbfa9e44714a2d9400fb6c21396",
|
||
"max": 1405,
|
||
"min": 0,
|
||
"orientation": "horizontal",
|
||
"style": "IPY_MODEL_3b9fce1566c5461b82a2931087dfe096",
|
||
"value": 1405
|
||
}
|
||
},
|
||
"91e4c0f446c54f9db4094b6978170dc1": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"93fed86b1a8a4d348a8d7eca64d36e21": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "FloatProgressModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "FloatProgressModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "ProgressView",
|
||
"bar_style": "success",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_a966eb29912345d38306b51a1d4413b3",
|
||
"max": 2424064,
|
||
"min": 0,
|
||
"orientation": "horizontal",
|
||
"style": "IPY_MODEL_5b02bd09345a477d884282853a152ffb",
|
||
"value": 2424064
|
||
}
|
||
},
|
||
"9719d0fe800340bca18f83c5f9b54b5c": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "FloatProgressModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "FloatProgressModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "ProgressView",
|
||
"bar_style": "success",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_a542af6cedee423691a4208e4edb8991",
|
||
"max": 2201,
|
||
"min": 0,
|
||
"orientation": "horizontal",
|
||
"style": "IPY_MODEL_d99506f6425245b984fc064323ef6eae",
|
||
"value": 2201
|
||
}
|
||
},
|
||
"97288f9a9d0b42b3b0040fa054082337": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"9977f43a9e514adda488325cb2eafa2e": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"9c6dde93000d4e3d9f8205635e493c57": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"9dc50ffb6fda42339abeda6a640ef50e": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_609a90f5700947c68ee8ff64d7f42600",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_4f9323cf392041eaa9ea810bbe1e6a39",
|
||
"value": " 2.54k/2.54k [00:00<00:00, 179kB/s]"
|
||
}
|
||
},
|
||
"a39555fcfe6341ba9e039fe85ff4a8b6": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_f8cd368460f74a439296d7ed3ab02091",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_6c346f5856df486c9171a4daa398751e",
|
||
"value": " 792k/792k [00:00<00:00, 38.9MB/s]"
|
||
}
|
||
},
|
||
"a542af6cedee423691a4208e4edb8991": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"a966eb29912345d38306b51a1d4413b3": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"a9ce4b28fdcd4a129742ddaf2cc5ed3e": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "FloatProgressModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "FloatProgressModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "ProgressView",
|
||
"bar_style": "success",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_2bd761c7c0c44b2899c3049a0e514342",
|
||
"max": 1401,
|
||
"min": 0,
|
||
"orientation": "horizontal",
|
||
"style": "IPY_MODEL_2587d09e03e141e98e76b783eb40dd53",
|
||
"value": 1401
|
||
}
|
||
},
|
||
"b1a5bb0da1e74791b30da583c4b02f8d": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "FloatProgressModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "FloatProgressModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "ProgressView",
|
||
"bar_style": "success",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_f8ad5cef5b3e4507a426899aa41072c4",
|
||
"max": 147,
|
||
"min": 0,
|
||
"orientation": "horizontal",
|
||
"style": "IPY_MODEL_5311286e67c74bb78ede05ae51ec87b3",
|
||
"value": 147
|
||
}
|
||
},
|
||
"b3988ae1e5084c13900200287d366468": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"bb18dbb52c1a440399f16ecdd0ae7cba": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"bc2f09fcd4f5475eb8d01dce50a57c27": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"bd50fcd718c5456598c4ee6853677835": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"bdcb59a969e942e88e8ca33c5307db06": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"c2e3689ccbde4ccf88609498723b02af": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"c5a392a10e3d4940887869effa8ce87e": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "DescriptionStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "DescriptionStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"d2e5d0a7024f4b17b3e3ea75542c1314": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_8198d008574f49558b0633c6db4e8bdc",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_58a1dbbc903947eb8a2d836599fa5da7",
|
||
"value": " 308M/308M [00:01<00:00, 173MB/s]"
|
||
}
|
||
},
|
||
"d2ecdaf719ef42f29f7e63549377364e": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "ProgressStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "ProgressStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"bar_color": null,
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"d36fabd5360d4db0a95fd38e39c556fd": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_dbf6fc98e363470982154ad5e8d491ec",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_c5a392a10e3d4940887869effa8ce87e",
|
||
"value": " 1.40k/1.40k [00:00<00:00, 60.4kB/s]"
|
||
}
|
||
},
|
||
"d5a523c75f044d759760af77b0fe2ad3": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HBoxModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HBoxModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HBoxView",
|
||
"box_style": "",
|
||
"children": [
|
||
"IPY_MODEL_5cafec2a71194cec914741dbe8b3083a",
|
||
"IPY_MODEL_0203b4842d884c4a95f22148a95268ba",
|
||
"IPY_MODEL_9dc50ffb6fda42339abeda6a640ef50e"
|
||
],
|
||
"layout": "IPY_MODEL_bd50fcd718c5456598c4ee6853677835"
|
||
}
|
||
},
|
||
"d99506f6425245b984fc064323ef6eae": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "ProgressStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "ProgressStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"bar_color": null,
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"dbf6fc98e363470982154ad5e8d491ec": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"e1ee198bf35e45e2a627610464e951fd": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "FloatProgressModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "FloatProgressModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "ProgressView",
|
||
"bar_style": "success",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_97288f9a9d0b42b3b0040fa054082337",
|
||
"max": 307867048,
|
||
"min": 0,
|
||
"orientation": "horizontal",
|
||
"style": "IPY_MODEL_f86cacc871e3485da0cac588c8b6ae24",
|
||
"value": 307867048
|
||
}
|
||
},
|
||
"e77fd60d7cfe444086e0f4c1e13fe872": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HBoxModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HBoxModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HBoxView",
|
||
"box_style": "",
|
||
"children": [
|
||
"IPY_MODEL_47d5cb87c80847eba31a238cc8ecb3c0",
|
||
"IPY_MODEL_e1ee198bf35e45e2a627610464e951fd",
|
||
"IPY_MODEL_d2e5d0a7024f4b17b3e3ea75542c1314"
|
||
],
|
||
"layout": "IPY_MODEL_bdcb59a969e942e88e8ca33c5307db06"
|
||
}
|
||
},
|
||
"e804f01b4384400d8ff8dfb77e43819f": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HTMLModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HTMLModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HTMLView",
|
||
"description": "",
|
||
"description_tooltip": null,
|
||
"layout": "IPY_MODEL_bc2f09fcd4f5475eb8d01dce50a57c27",
|
||
"placeholder": "",
|
||
"style": "IPY_MODEL_534a8c1bfe2e46b481588e7b3eef7eb6",
|
||
"value": "special_tokens_map.json: 100%"
|
||
}
|
||
},
|
||
"e828d529dfca42abaea5e11d351bc263": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HBoxModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HBoxModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HBoxView",
|
||
"box_style": "",
|
||
"children": [
|
||
"IPY_MODEL_1ffeeead973a43d1a69cd4db3a6e1fe0",
|
||
"IPY_MODEL_a9ce4b28fdcd4a129742ddaf2cc5ed3e",
|
||
"IPY_MODEL_d36fabd5360d4db0a95fd38e39c556fd"
|
||
],
|
||
"layout": "IPY_MODEL_3d5ace4e3dff40d7887cc5d627f412f1"
|
||
}
|
||
},
|
||
"ec7dbf66134e4171a83817f1b046d91b": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "HBoxModel",
|
||
"state": {
|
||
"_dom_classes": [],
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "HBoxModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/controls",
|
||
"_view_module_version": "1.5.0",
|
||
"_view_name": "HBoxView",
|
||
"box_style": "",
|
||
"children": [
|
||
"IPY_MODEL_e804f01b4384400d8ff8dfb77e43819f",
|
||
"IPY_MODEL_9719d0fe800340bca18f83c5f9b54b5c",
|
||
"IPY_MODEL_7397bdbfd89a494bbe5a9196cadadd64"
|
||
],
|
||
"layout": "IPY_MODEL_2aec8e14d0ce462ab22650dbf729f6c2"
|
||
}
|
||
},
|
||
"f0015c06af5747c2841a555d1fe68d4f": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"f86cacc871e3485da0cac588c8b6ae24": {
|
||
"model_module": "@jupyter-widgets/controls",
|
||
"model_module_version": "1.5.0",
|
||
"model_name": "ProgressStyleModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/controls",
|
||
"_model_module_version": "1.5.0",
|
||
"_model_name": "ProgressStyleModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "StyleView",
|
||
"bar_color": null,
|
||
"description_width": ""
|
||
}
|
||
},
|
||
"f8ad5cef5b3e4507a426899aa41072c4": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
},
|
||
"f8cd368460f74a439296d7ed3ab02091": {
|
||
"model_module": "@jupyter-widgets/base",
|
||
"model_module_version": "1.2.0",
|
||
"model_name": "LayoutModel",
|
||
"state": {
|
||
"_model_module": "@jupyter-widgets/base",
|
||
"_model_module_version": "1.2.0",
|
||
"_model_name": "LayoutModel",
|
||
"_view_count": null,
|
||
"_view_module": "@jupyter-widgets/base",
|
||
"_view_module_version": "1.2.0",
|
||
"_view_name": "LayoutView",
|
||
"align_content": null,
|
||
"align_items": null,
|
||
"align_self": null,
|
||
"border": null,
|
||
"bottom": null,
|
||
"display": null,
|
||
"flex": null,
|
||
"flex_flow": null,
|
||
"grid_area": null,
|
||
"grid_auto_columns": null,
|
||
"grid_auto_flow": null,
|
||
"grid_auto_rows": null,
|
||
"grid_column": null,
|
||
"grid_gap": null,
|
||
"grid_row": null,
|
||
"grid_template_areas": null,
|
||
"grid_template_columns": null,
|
||
"grid_template_rows": null,
|
||
"height": null,
|
||
"justify_content": null,
|
||
"justify_items": null,
|
||
"left": null,
|
||
"margin": null,
|
||
"max_height": null,
|
||
"max_width": null,
|
||
"min_height": null,
|
||
"min_width": null,
|
||
"object_fit": null,
|
||
"object_position": null,
|
||
"order": null,
|
||
"overflow": null,
|
||
"overflow_x": null,
|
||
"overflow_y": null,
|
||
"padding": null,
|
||
"right": null,
|
||
"top": null,
|
||
"visibility": null,
|
||
"width": null
|
||
}
|
||
}
|
||
}
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|