{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "Deep-learning-reinforcement-learning-final-assignment.ipynb", "provenance": [], "toc_visible": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "bpGV7QDaKHeT" }, "source": [ "![](https://media.sproutsocial.com/uploads/2019/03/sentiment-analysis.svg \"credit: https://sproutsocial.com/insights/social-media-sentiment-analysis/\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "8ku7TCCriEJk" }, "source": [ "# Introduction\n", "\n", "The objective of this project is to perform sentiment analysis (only positive and negative) on an imbalanced hotel review dataset.\n", "\n", "This project covers:\n", "- TF-IDF\n", "- count features\n", "- logistic regression\n", "- naive bayes\n", "- svm\n", "- xgboost\n", "- grid search\n", "- word vectors (Universal Sentence Encoder model from Tensorflow HUB)\n", "- LSTM\n", "\n", "The final LSTM model achieved an accuracy of ~81% in Test Dataset (75:25 split)\n", "\n", "## Dataset Source\n", "* [Kaggle Dataset URL - 515K Hotel Reviews Data in Europe](https://www.kaggle.com/jiashenliu/515k-hotel-reviews-data-in-europe)\n", "\n", "## Text Embedding Model\n", "* [universal-sentence-encoder-multilingual-large-v3](https://tfhub.dev/google/universal-sentence-encoder-multilingual-large/3)\n", "\n", "\n", "NB: This project also serves as my assignments for the course below -\n", "\n", "* [IBM Deep Learning and Reinforcement Learning](https://www.coursera.org/learn/deep-learning-reinforcement-learning)" ] }, { "cell_type": "markdown", "metadata": { "id": "bGmmV0h4TXi8" }, "source": [ "# Libraires & Configuration" ] }, { "cell_type": "markdown", "metadata": { "id": "xm6OlZ7lTM4-" }, "source": [ "### Check GPU" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-3p4JQ9kbUZw", "outputId": "91ca3b9b-e404-490c-bfcb-3bbc8054d8c7" }, "source": [ "!nvidia-smi" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Tue Jan 4 11:28:52 2022 \n", "+-----------------------------------------------------------------------------+\n", "| NVIDIA-SMI 495.44 Driver Version: 460.32.03 CUDA Version: 11.2 |\n", "|-------------------------------+----------------------+----------------------+\n", "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n", "| | | MIG M. |\n", "|===============================+======================+======================|\n", "| 0 Tesla K80 Off | 00000000:00:04.0 Off | 0 |\n", "| N/A 73C P8 33W / 149W | 0MiB / 11441MiB | 0% Default |\n", "| | | N/A |\n", "+-------------------------------+----------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------+\n", "| Processes: |\n", "| GPU GI CI PID Type Process name GPU Memory |\n", "| ID ID Usage |\n", "|=============================================================================|\n", "| No running processes found |\n", "+-----------------------------------------------------------------------------+\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "BsOpZUtNTf54" }, "source": [ "## Libraries " ] }, { "cell_type": "code", "metadata": { "id": "53EFXO7OGdi3" }, "source": [ "%%capture\n", "!pip install tensorflow_text\n", "!pip install tqdm" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "xqHruHO4da-X" }, "source": [ "import os \n", "\n", "# session crash issue\n", "# https://stackoverflow.com/a/54927279/11105356\n", "\n", "os.environ['TF_FORCE_GPU_ALLOW_GROWTH'] = 'true'" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "cellView": "code", "id": "ou5FBxsI4qbo", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2c052253-530d-4f89-d8e2-daa97dbb2a61" }, "source": [ "from tqdm import tqdm\n", "import numpy as np\n", "import pandas as pd \n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import seaborn as sns\n", "from numpy import newaxis\n", "from wordcloud import WordCloud, STOPWORDS\n", "\n", "from tqdm import tqdm\n", "\n", "from sklearn import preprocessing, decomposition, model_selection, metrics, pipeline\n", "from sklearn.model_selection import train_test_split, GridSearchCV\n", "from sklearn.feature_extraction.text import TfidfVectorizer, CountVectorizer\n", "from sklearn.decomposition import TruncatedSVD\n", "\n", "from sklearn.naive_bayes import MultinomialNB\n", "from sklearn.svm import SVC\n", "from sklearn.linear_model import LogisticRegression\n", "\n", "import nltk\n", "from nltk import word_tokenize\n", "from nltk.corpus import stopwords\n", "\n", "import xgboost as xgb\n", "import tensorflow as tf\n", "import tensorflow_hub as hub\n", "import tensorflow_text\n", "\n", "from keras.models import Sequential\n", "from keras.layers import Dense, Dropout, LSTM, Activation, GRU, BatchNormalization\n", "from keras.layers import GlobalMaxPooling1D, Conv1D, MaxPooling1D, Flatten, Bidirectional, SpatialDropout1D\n", "from keras.layers.embeddings import Embedding\n", "from keras.utils import np_utils\n", "from keras.preprocessing import sequence, text\n", "from keras.callbacks import EarlyStopping\n", "\n", "from tensorflow.keras.optimizers import Adam\n", "\n", "%matplotlib inline\n", "sns.set(style='whitegrid', palette='muted', font_scale=1.2)\n", "\n", "plt.rcParams['figure.figsize'] = 12, 8\n", "\n", "RANDOM_SEED = 42\n", "\n", "nltk.download('stopwords')\n", "stop_words = stopwords.words('english')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[nltk_data] Downloading package stopwords to /root/nltk_data...\n", "[nltk_data] Unzipping corpora/stopwords.zip.\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "D8E5JCri_oX5", "outputId": "1fcc9eab-0a3d-4965-a56f-34204f6bee77" }, "source": [ "tf.test.gpu_device_name()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'/device:GPU:0'" ] }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9-J_WKLxfnzK", "outputId": "53afd91a-c9c3-49df-fe4d-1c0bff596707" }, "source": [ "tf.__version__, hub.__version__, tensorflow_text.__version__" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "('2.7.0', '0.12.0', '2.7.3')" ] }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "NEVnVC7vfE2M", "outputId": "6b040d6e-4d67-4dc1-84d3-a752048272d9" }, "source": [ "!pip freeze | grep hub\n", "!pip freeze | grep tensorflow_text\n", "!pip freeze | grep keras\n", "!pip freeze | grep scikit-learn" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-2.2.5/en_core_web_sm-2.2.5.tar.gz\n", "tensorflow-hub==0.12.0\n", "keras==2.7.0\n", "keras-vis==0.4.1\n", "scikit-learn==0.22.2.post1\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "AjNDap4jTmHh" }, "source": [ "# Load HUB Model\n", "---\n", "**USE(Universal Sentence Encoder)**" ] }, { "cell_type": "code", "metadata": { "id": "Nzb8EFu9_2R0" }, "source": [ "module_url = 'https://tfhub.dev/google/universal-sentence-encoder-multilingual-large/3'\n", "use = hub.load(module_url)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "tWl_GQjVUCxe" }, "source": [ "### Sample Example" ] }, { "cell_type": "code", "metadata": { "id": "5BeOklYf-GOP" }, "source": [ "txt_1 = [\"the bedroom is cozy\"]\n", "txt_2 = [\"comfortable bedroom\"]" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "tnDrSnm-_py5" }, "source": [ "emb_1 = use(txt_1)\n", "emb_2 = use(txt_2)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "GfRPPhiT_qqR", "outputId": "398bc125-7737-4fdb-9938-5c53f6a52e9e" }, "source": [ "print(emb_1.shape)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(1, 512)\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "TCkfngzCUIsD" }, "source": [ "#### Correlation\n", "\n", "The USE is trained on a number of tasks but one of the main tasks is to identify the similarity between pairs of sentences. The authors note that the task was to identify **\"semantic textual similarity (STS) between sentence pairs scored by Pearson correlation with human judgments\"**." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "gcCkIzia_uNA", "outputId": "5753d715-756b-4124-cf93-615e8ad090a6" }, "source": [ "print(np.inner(emb_1, emb_2).flatten()[0])" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "0.8467271\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "KxkK0T4bOU0A" }, "source": [ "# Load Dataset\n", "---\n", "Dataset Source :\n", "\n", "[jiashenliu/515k-hotel-reviews-data-in-europe](https://www.kaggle.com/jiashenliu/515k-hotel-reviews-data-in-europe)" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Ei7BhX9hNYnf", "outputId": "3c46200d-b824-4128-fbf4-5bf9e657f7c6" }, "source": [ "!mkdir ~/.kaggle\n", "!cp kaggle.json ~/.kaggle/\n", "!chmod 600 ~/.kaggle/kaggle.json\n", "\n", "!kaggle datasets download -d jiashenliu/515k-hotel-reviews-data-in-europe" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "mkdir: cannot create directory ‘/root/.kaggle’: File exists\n", "Downloading 515k-hotel-reviews-data-in-europe.zip to /content\n", " 73% 33.0M/45.1M [00:02<00:00, 16.0MB/s]\n", "100% 45.1M/45.1M [00:02<00:00, 22.9MB/s]\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "nA1v4bzAOUYi", "outputId": "8a9bbccd-a980-414a-8223-9be3890a651f" }, "source": [ "!unzip /content/515k-hotel-reviews-data-in-europe.zip" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Archive: /content/515k-hotel-reviews-data-in-europe.zip\n", " inflating: Hotel_Reviews.csv \n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "7-neps-cUYgo" }, "source": [ "# EDA" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 739 }, "id": "2YqtDHnhOdC6", "outputId": "d2d59574-0462-4a35-a7fa-7c56c5db3dae" }, "source": [ "df_hotel_reviews = pd.read_csv(\"/content/Hotel_Reviews.csv\")\n", "df_hotel_reviews.head()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "\n", "
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Hotel_AddressAdditional_Number_of_ScoringReview_DateAverage_ScoreHotel_NameReviewer_NationalityNegative_ReviewReview_Total_Negative_Word_CountsTotal_Number_of_ReviewsPositive_ReviewReview_Total_Positive_Word_CountsTotal_Number_of_Reviews_Reviewer_Has_GivenReviewer_ScoreTagsdays_since_reviewlatlng
0s Gravesandestraat 55 Oost 1092 AA Amsterdam ...1948/3/20177.7Hotel ArenaRussiaI am so angry that i made this post available...3971403Only the park outside of the hotel was beauti...1172.9[' Leisure trip ', ' Couple ', ' Duplex Double...0 days52.3605764.915968
1s Gravesandestraat 55 Oost 1092 AA Amsterdam ...1948/3/20177.7Hotel ArenaIrelandNo Negative01403No real complaints the hotel was great great ...10577.5[' Leisure trip ', ' Couple ', ' Duplex Double...0 days52.3605764.915968
2s Gravesandestraat 55 Oost 1092 AA Amsterdam ...1947/31/20177.7Hotel ArenaAustraliaRooms are nice but for elderly a bit difficul...421403Location was good and staff were ok It is cut...2197.1[' Leisure trip ', ' Family with young childre...3 days52.3605764.915968
3s Gravesandestraat 55 Oost 1092 AA Amsterdam ...1947/31/20177.7Hotel ArenaUnited KingdomMy room was dirty and I was afraid to walk ba...2101403Great location in nice surroundings the bar a...2613.8[' Leisure trip ', ' Solo traveler ', ' Duplex...3 days52.3605764.915968
4s Gravesandestraat 55 Oost 1092 AA Amsterdam ...1947/24/20177.7Hotel ArenaNew ZealandYou When I booked with your company on line y...1401403Amazing location and building Romantic setting836.7[' Leisure trip ', ' Couple ', ' Suite ', ' St...10 days52.3605764.915968
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countmeanstdmin25%50%75%max
Additional_Number_of_Scoring515738.0498.081836500.5384671.000000169.000000341.000000660.0000002682.000000
Average_Score515738.08.3974870.5480485.2000008.1000008.4000008.8000009.800000
Review_Total_Negative_Word_Counts515738.018.53945029.6908310.0000002.0000009.00000023.000000408.000000
Total_Number_of_Reviews515738.02743.7439442317.46486843.0000001161.0000002134.0000003613.00000016670.000000
Review_Total_Positive_Word_Counts515738.017.77645821.8041850.0000005.00000011.00000022.000000395.000000
Total_Number_of_Reviews_Reviewer_Has_Given515738.07.16600111.0402281.0000001.0000003.0000008.000000355.000000
Reviewer_Score515738.08.3950771.6378562.5000007.5000008.8000009.60000010.000000
lat512470.049.4424393.46632541.32837648.21466251.49998151.51628852.400181
lng512470.02.8238034.579425-0.369758-0.1433720.0106074.83444316.429233
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countuniquetopfreq
Hotel_Address5157381493163 Marsh Wall Docklands Tower Hamlets London ...4789
Review_Date5157387318/2/20172585
Hotel_Name5157381492Britannia International Hotel Canary Wharf4789
Reviewer_Nationality515738227United Kingdom245246
Negative_Review515738330011No Negative127890
Positive_Review515738412601No Positive35946
Tags51573855242[' Leisure trip ', ' Couple ', ' Double Room '...5101
days_since_review5157387311 days2585
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"code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 505 }, "id": "9tuPtXEhO-Nn", "outputId": "3e61bc1a-89d3-48e9-d38a-df732d1098d7" }, "source": [ "df_hotel_reviews.Reviewer_Score.hist()\n", "plt.title('Review Score Distribution');" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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AAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgdQroa9asUXJysmJiYhQaGupSW7VqlaKjo10+IiIiNHDgQGvMnDlzFB4e7jJm3LhxLvPs3r1bSUlJioqKUq9evbRgwQKX+qlTpzR58mR16tRJMTExSktL0/Hjx13GrF69Wn369FFkZKQGDhyoTZs2XVUzAAAAgPrWoC6DgoKClJycrFOnTunpp592qQ0cONAljFdVValXr1766U9/6jKuQ4cOWrhw4UXnLysrU2pqqpKTk/W3v/1Ne/bs0RNPPKEf/vCH+slPfiJJmjZtmoqKilRQUCA/Pz9NmDBBEydO1MsvvyxJ+vDDD5WZmalZs2bpxz/+sfLz8zVy5EitXbtWwcHBde8IAAAAUI/qdAe9e/fuGjBggEJCQq44dt26dSorK9P//M//1HkR69atk81m06hRo+Tr66v7779fQ4YM0eLFiyWdvXu+cuVKjR07Vs2aNVPjxo01ceJEvfvuu/riiy8kSUuXLlXv3r0VHx8vHx8fDRkyRPfee6+WL19e53UAAAAA9a1Od9CvxuLFi9W/f3/dfvvtLo8XFRWpS5cuatSokbVF5VzgLykpUUREhGy2754v2O125eXlSZI+/fRTOZ1OtW/f3qq3bdtWjRo10p49exQcHKySkhINGDDA5Zx2u10lJSVXtf6ioqKrGn8rKSwsrO8l3BToo/voofvoofvoofvoofs83cPY2FiPzncjMPHr0KMBfd++fdq+fbsmTpzo8njfvn2VmJio4OBgHTlyRM8//7x+9atfKT8/X/7+/iorK1NgYKDLMUFBQSorK5Mk688LxwQGBrqMCQoKqjVHaWnpVV2D3W6Xr6/vVR1zKygsLLwl/9J6Gn10Hz10Hz10Hz10Hz10Hz30jProodPpvOxNYY++i8vixYtlt9sVGRnp8ni7du3UokULeXl5qVmzZsrKytLRo0e1Y8cOSVJAQIAVtM85efKkAgICrLokORwOlzEOh8NlzIX18+cAAAAAbgQeC+hlZWVatWqVkpOTrzjWy8tLXl5eqqmpkSSFhYVp9+7dqq6utsYUFxcrLCxMktS6dWv5+vq6PNPYv3+/KioqrDFhYWG1nomcPwcAAABwI6hTQD9z5oycTqeqqqoknb0t73Q6XQJ1fn6+GjZsqISEhFrHr127Vt98840k6euvv9YzzzyjJk2aKDo6WpLUp08fnTlzRjk5OaqsrNTOnTuVl5enYcOGSZL8/Pw0aNAgzZ49W0eOHNGJEyeUnZ2tnj17qkWLFpKkoUOH6p133tGGDRtUVVWlZcuWad++fRo8eLAb7QEAAACurzoF9Pz8fEVGRiolJUWSFBkZqcjISG3bts0as2TJEg0ePFh+fn61jl+1apX69++vqKgoDRo0SE6nU6+++qrL9pTc3Fy999576tChg8aMGaPRo0erX79+1hyZmZkKDw9XQkKC4uPj5evrqz/96U9WPSYmRllZWcrKylJsbKzmz5+vnJwcK8ADAAAAN4I6vUg0MTFRiYmJlx1TUFBwydrcuXOveI6IiAi9/vrrl6z7+flp6tSpmjp16iXHDBgwoNY7uQAAAAA3Eo++SBQAAACAewjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBB6hTQ16xZo+TkZMXExCg0NLRWPTQ0VJGRkYqOjrY+9u7da9Wrq6s1Y8YMxcXFKTo6WikpKTp06JDLHB988IEGDhyoqKgo9e3bV2vXrnWpHzt2TGlpaYqJiVGnTp00efJkVVZWuoyZP3++evXqpaioKCUlJamkpKTOjQAAAABMUKeAHhQUpOTkZGVmZl5yzCuvvKIdO3ZYH+cH+dzcXK1evVqLFi3Sxo0bFRwcrBEjRqi6ulqSdPDgQY0cOVLDhw/Xtm3bNGnSJGVkZOjjjz+25hg/frzKy8u1fv16FRQUqKioSH/4wx+s+po1a/TSSy9p5syZ2rp1q7p166bU1FSVlZVddVMAAACA+lKngN69e3cNGDBAISEh3+skS5YsUWpqqtq0aSN/f39NmDBBpaWlKiwslCStWLFC7dq105AhQ+Tj46P4+HjFx8dryZIlks4G+I0bN2rixIlq3LixmjVrprFjx2r58uVyOp3WOYYMGaL7779fvr6+GjVqlCTprbfe+l5rBgAAAOqDx/agp6enq3Pnzho8eLCWLl1qPe5wOHTo0CHZ7XbrsaCgILVq1Up79uyRJJWUlLjUJclut1tbVEpKStSoUSO1bdvWqrdv314VFRUqLS296Bw2m00RERHWOQAAAIAbQQNPTDJ//nxFR0fLZrNp8+bNGj9+vE6fPq3k5GRri0lQUJDLMYGBgVatrKxM99xzj0s9KCjIpR4YGFjr+HO1c39e7hx1VVRUdFXjbyXnfuIB99BH99FD99FD99FD99FD93m6h7GxsR6d70Zg4tehRwJ6165drf/u0aOHHn30Ua1atUrJyckKCAiQdPZO+vkcDodVCwgIqFU/efKkS/3CoH1u/OXmcDgc+sEPfnBV12K32+Xr63tVx9wKCgsLb8m/tJ5GH91HD91HD91HD91HD91HDz2jPnrodDove1P4mrzNos1mU01NjaSzd7FbtGjhsgiHw6EDBw4oPDxckhQWFlZrkcXFxQoLC7Pq5eXl2r9/v1UvKiqSn5+ffvSjH110jurqau3evds6BwAAAHAjqFNAP3PmjJxOp6qqqiSdTf1Op1PV1dUqLi7Wrl27VFlZqdOnT+v999/Xq6++qoSEBOv4pKQkzZs3T6WlpSovL1d2drZat25tPWMZNGiQ9u7dq2XLlqmqqkobNmzQ+vXrlZSUJElq2bKlunXrpuzsbJ04cUJHjhzR7NmzlZiYaN3tTkpKUl5ennbu3KnKykrl5ORIkh588EHPdQsAAAC4xuq0xSU/P18ZGRnW55GRkZKkBQsW6Ntvv1V2drYOHz4sb29vBQcHKy0tTcOGDbPGp6amyuFwKDk5WRUVFYqNjVVOTo5strPPD0JCQpSTk6Pp06drypQpat68uaZNm6aoqChrjuzsbE2ZMkXx8fHy9vZWv379NGnSJKuekJCgo0ePasyYMTp27JgiIiKUm5trbYEBAAAAbgR1CuiJiYlKTEy8ZL13796XPd5msyk9PV3p6emXHBMXF6eCgoJL1ps0aaJZs2Zd9jyPPvqoHn300cuOAQAAAEx2TfagAwAAAPh+COgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEHqFNDXrFmj5ORkxcTEKDQ01KX20Ucf6YknnlBcXJxiYmI0ePBgrVu3zmXMnDlzFB4erujoaOtj3LhxLmN2796tpKQkRUVFqVevXlqwYIFL/dSpU5o8ebI6deqkmJgYpaWl6fjx4y5jVq9erT59+igyMlIDBw7Upk2b6twIAAAAwAR1CuhBQUFKTk5WZmZmrdqJEyfUv39/rV69Wtu3b9eIESOUnp6unTt3uozr0KGDduzYYX3MmDHDqpWVlSk1NVXdunXT1q1bNXPmTL3wwgt68803rTHTpk1TUVGRCgoKtH79epWXl2vixIlW/cMPP1RmZqYyMjK0fft2DR8+XCNHjtQXX3xx1U0BAAAA6kudAnr37t01YMAAhYSE1Kr17NlTgwYNUpMmTWSz2dS3b1/de++9KiwsrPMi1q1bJ5vNplGjRsnX11f333+/hgwZosWLF0s6e/d85cqVGjt2rJo1a6bGjRtr4sSJevfdd60AvnTpUvXu3Vvx8fHy8fHRkCFDdO+992r58uV1XgcAAABQ3zy+B/3LL7/Uf/7zH4WFhbk8XlRUpC5duig+Pl7p6en6/PPPrVpJSYkiIiJks323HLvdrpKSEknSp59+KqfTqfbt21v1tm3bqlGjRtqzZ481h91udznn+XMAAAAAN4IGnpzs22+/1ZgxYxQfH6+uXbtaj/ft21eJiYkKDg7WkSNH9Pzzz+tXv/qV8vPz5e/vr7KyMgUGBrrMFRQUpLKyMkmy/rxwTGBgoMuYoKCgWnOUlpZe1TUUFRVd1fhbydX8VASXRh/dRw/dRw/dRw/dRw/d5+kexsbGenS+G4GJX4ceC+gOh0NPPPGEmjZtqj/+8Y8utXbt2ln/3axZM2VlZVl70rt166aAgAB9/fXXLsecPHlSAQEBkmT96XA41KRJE5dznj/G4XBcco66stvt8vX1vapjbgWFhYW35F9aT6OP7qOH7qOH7qOH7qOH7qOHnlEfPXQ6nZe9KeyRLS7Hjh3TL3/5S911112aNWuWfHx8Ljvey8tLXl5eqqmpkSSFhYVp9+7dqq6utsYUFxdb22Rat24tX19flwvZv3+/KioqrDFhYWG1LvT8OQAAAIAbQZ0C+pkzZ+R0OlVVVSXpbOp3Op2qrq7W0aNHNXz4cIWGhuq5555Tgwa1b8qvXbtW33zzjSTp66+/1jPPPKMmTZooOjpaktSnTx+dOXNGOTk5qqys1M6dO5WXl6dhw4ZJkvz8/DRo0CDNnj1bR44c0YkTJ5Sdna2ePXuqRYsWkqShQ4fqnXfe0YYNG1RVVaVly5Zp3759Gjx4sPtdAgAAAK6TOm1xyc/PV0ZGhvV5ZGSkJGnBggXatm2b/v3vf+vgwYMub4v40EMP6dlnn5UkrVq1Ss8++6wqKioUFBSkjh076tVXX3XZnpKbm6spU6bo5Zdf1h133KHRo0erX79+1nyZmZnKyspSQkKCzpw5o+7du2vKlClWPSYmRllZWcrKytLhw4fVqlUr5eTkWAEeAAAAuBHUKaAnJiYqMTHxorXOnTvrySefvOzxc+fOveI5IiIi9Prrr1+y7ufnp6lTp2rq1KmXHDNgwAANGDDgiucCAAAATOXxt1kEAAAA8P0R0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAuorKqur6XcFmxsbH1vQRcI+lrG+MAACAASURBVA3qewEAAAAm8mloU7+Mj+t7GdfVG9Oj6nsJEHfQAQAAAKMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAg9QpoK9Zs0bJycmKiYlRaGhorfru3buVlJSkqKgo9erVSwsWLHCpnzp1SpMnT1anTp0UExOjtLQ0HT9+3GXM6tWr1adPH0VGRmrgwIHatGmTS/3zzz9XSkqKoqOjFRcXpz//+c+qqamx6tXV1ZoxY4bi4uIUHR2tlJQUHTp0qM6NAAAAAExQp4AeFBSk5ORkZWZm1qqVlZUpNTVV3bp109atWzVz5ky98MILevPNN60x06ZNU1FRkQoKCrR+/XqVl5dr4sSJVv3DDz9UZmamMjIytH37dg0fPlwjR47UF198IUk6c+aMRowYoeDgYG3cuFGLFi1SQUGB/vrXv1pz5ObmavXq1Vq0aJE2btyo4OBgjRgxQtXV1d+7OQAAAMD1VqeA3r17dw0YMEAhISG1auvWrZPNZtOoUaPk6+ur+++/X0OGDNHixYslnb17vnLlSo0dO1bNmjVT48aNNXHiRL377rtWAF+6dKl69+6t+Ph4+fj4aMiQIbr33nu1fPlySdL27dv12WefacKECfL391ebNm2UmppqnUOSlixZotTUVLVp00b+/v6aMGGCSktLVVhY6HaTAAAAgOulgbsTlJSUKCIiQjbbd1nfbrcrLy9PkvTpp5/K6XSqffv2Vr1t27Zq1KiR9uzZo+DgYJWUlGjAgAEu89rtdpWUlFjnaNWqlYKCglzqBw8eVFlZmWpqanTo0CHZ7XarHhQUpFatWmnPnj3q2LFjna+nqKjo6hpwC+HJjmfQR/fRQ/fRQ/fRQ/eZ3sPY2Nj6XgKuAxO/Dt0O6GVlZQoMDHR5LCgoSGVlZVZdUq0xgYGBLmPOD9/n5igtLb3sOc7Vzu1Fv3CO889RV3a7Xb6+vld1zK2gsLCQb1QeQB/dRw/dRw/dRw/dRw9hivr4OnQ6nZe9Kez2u7gEBATUCsEnT55UQECAVZckh8PhMsbhcLiMubB+4RwXO8e5Wl3OAQAAANwI3A7oYWFh2r17t8uLMYuLixUWFiZJat26tXx9fV2eJezfv18VFRXWmLCwsFrPIs6fIywsTJ999plLAC8uLlbLli0VEBCgwMBAtWjRwmUOh8OhAwcOKDw83N1LBAAAAK6bOgX0M2fOyOl0qqqqStLZ2/JOp1PV1dXq06ePzpw5o5ycHFVWVmrnzp3Ky8vTsGHDJEl+fn4aNGiQZs+erSNHjujEiRPKzs5Wz5491aJFC0nS0KFD9c4772jDhg2qqqrSsmXLtG/fPg0ePFiS1KFDB919993Kzs5WeXm5SktLlZuba51DkpKSkjRv3jyVlpaqvLxc2dnZat26NT8+AwAAwA2lTnvQ8/PzlZGRYX0eGRkpSVqwYIE6d+6s3NxcTZkyRS+//LLuuOMOjR49Wv369bPGZ2ZmKisrSwkJCTpz5oy6d++uKVOmWPWYmBhlZWUpKytLhw8fVqtWrZSTk2MFeG9vb82dO1e/+93vFBcXp0aNGmno0KFKSUmx5khNTZXD4VBycrIqKioUGxurnJwclxevAgAAAKarU0BPTExUYmLiJesRERF6/fXXL1n38/PT1KlTNXXq1EuOGTBgQK13cjlfSEiI5s2bd8m6zWZTenq60tPTLzkGAAAAMB23lwEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIMQ0AEAAACDENABAAAAgxDQAQAAAIN4JKAnJCQoOjra+oiKilJoaKj+9a9/SZJCQ0MVGRnpMmbv3r3W8dXV1ZoxY4bi4uIUHR2tlJQUHTp0yOUcH3zwgQYOHKioqCj17dtXa9eudakfO3ZMaWlpiomJUadOnTR58mRVVlZ64vIAAACA68YjAX3NmjXasWOH9ZGenq7bb79dPXr0sMa88sorLmNCQ0OtWm5urlavXq1FixZp48aNCg4O1ogRI1RdXS1JOnjwoEaOHKnhw4dr27ZtmjRpkjIyMvTxxx9bc4wfP17l5eVav369CgoKVFRUpD/84Q+euDwAAADgurkmW1z+/ve/62c/+5l8fX3rNH7JkiVKTU1VmzZt5O/vrwkTJqi0tFSFhYWSpBUrVqhdu3YaMmSIfHx8FB8fr/j4eC1ZskTS2QC/ceNGTZw4UY0bN1azZs00duxYLV++XE6n81pcIgAAAHBNNPD0hJs2bdKnn36qpKQkl8fT09NVVVWl4OBgDRs2TEOHDpUkORwOHTp0SHa73RobFBSkVq1aac+ePerYsaNKSkpc6pJkt9u1Zs0aSVJJSYkaNWqktm3bWvX27duroqJCpaWlCgsLq/P6i4qKrvqabxXnnjDBPfTRffTQffTQfbdaD8PC7fK/rW433uoiNjbWY3MB7jDx77LHA/rf//53de/eXSEhIdZj8+fPV3R0tGw2mzZv3qzx48fr9OnTSk5OVllZmaSzofx8gYGBVq2srEz33HOPSz0oKMilHhgYWOv4c7WrYbfb63zn/1ZSWFjIN1MPoI/uo4fuo4fuu1V72C/j4ysPuom8MT2qvpeA66A+/i47nc7L3hT26BaXL7/8Um+//baSk5NdHu/atav8/Pzk4+OjHj166NFHH9WqVaskSQEBAZLO3kk/n8PhsGoBAQG16idPnnSpXxjEz40/NwYAAAC4EXg0oC9dulTNmzd3eXHoRU9qs6mmpkbS2TvdLVq0cHkW4XA4dODAAYWHh0uSwsLCaj3LKC4utrauhIWFqby8XPv377fqRUVF8vPz049+9COPXBsAAABwPXgsoJ8+fVpLly7Vww8/LJvtu2mLi4u1a9cuVVZW6vTp03r//ff16quvKiEhwRqTlJSkefPmqbS0VOXl5crOzlbr1q2tHzkMGjRIe/fu1bJly1RVVaUNGzZo/fr11j73li1bqlu3bsrOztaJEyd05MgRzZ49W4mJiWxXAQAAwA3FY3vQ3377bR0/flw/+9nPXB7/8ssvlZ2drcOHD8vb21vBwcFKS0vTsGHDrDGpqalyOBxKTk5WRUWFYmNjlZOTYwX9kJAQ5eTkaPr06ZoyZYqaN2+uadOmKSrqu71h2dnZmjJliuLj4+Xt7a1+/fpp0qRJnro8AAAA4LrwWEDv27ev+vbtW+vx3r17q3fv3pc91mazKT09Xenp6ZccExcXp4KCgkvWmzRpolmzZtV9wQAAAICBrsn7oAMAAAD4fgjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAXKWwcHt9LwHATaxBfS8AAIAbjf9tvuqX8XF9L+O6emN6VH0vAbhlcAcdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADCIRwL6nDlzFB4erujoaOtj3LhxVn337t1KSkpSVFSUevXqpQULFrgcf+rUKU2ePFmdOnVSTEyM0tLSdPz4cZcxq1evVp8+fRQZGamBAwdq06ZNLvXPP/9cKSkpio6OVlxcnP785z+rpqbGE5cHAAAAXDceu4PeoUMH7dixw/qYMWOGJKmsrEypqanq1q2btm7dqpkzZ+qFF17Qm2++aR07bdo0FRUVqaCgQOvXr1d5ebkmTpxo1T/88ENlZmYqIyND27dv1/DhwzVy5Eh98cUXkqQzZ85oxIgRCg4O1saNG7Vo0SIVFBTor3/9q6cuDwAAALgurvkWl3Xr1slms2nUqFHy9fXV/fffryFDhmjx4sWSzt49X7lypcaOHatmzZqpcePGmjhxot59910rgC9dulS9e/dWfHy8fHx8NGTIEN17771avny5JGn79u367LPPNGHCBPn7+6tNmzZKTU21zgEAAADcKBp4aqKioiJ16dJFjRo1sraphISEqKSkRBEREbLZvnsuYLfblZeXJ0n69NNP5XQ61b59e6vetm1bNWrUSHv27FFwcLBKSko0YMAAl/PZ7XaVlJRIkkpKStSqVSsFBQW51A8ePKiysjIFBARc1XXg4goLC+t7CTcF+ug+eug+euie2NjY+l4CAA8x8fuhRwJ63759lZiYqODgYB05ckTPP/+8fvWrXyk/P19lZWUKDAx0GR8UFKSysjJJsv68cExgYKDLmPPD97k5SktLrfrFznGudjUB3W63y9fXt87jbxWFhYX8g+QB9NF99NB99BAAvlMf3w+dTudlbwp7ZItLu3bt1KJFC3l5ealZs2bKysrS0aNHtWPHDgUEBFhB+5yTJ09aofncnw6Hw2WMw+FwGXNh/cI5LnaO8+cHAAAAbgTXZA+6l5eXvLy8VFNTo7CwMO3evVvV1dVWvbi4WGFhYZKk1q1by9fX1+VZxP79+1VRUWGNCQsLq/Us4/w5wsLC9Nlnn7mE+OLiYrVs2ZKADgAAgBuKRwL62rVr9c0330iSvv76az3zzDNq0qSJoqOj1adPH505c0Y5OTmqrKzUzp07lZeXp2HDhkmS/Pz8NGjQIM2ePVtHjhzRiRMnlJ2drZ49e6pFixaSpKFDh+qdd97Rhg0bVFVVpWXLlmnfvn0aPHiwpLPvIHP33XcrOztb5eXlKi0tVW5urnUOAAAA4EbhkYC+atUq9e/fX1FRURo0aJCcTqdeffVVBQQEKCAgQLm5uXrvvffUoUMHjRkzRqNHj1a/fv2s4zMzMxUeHq6EhATFx8fL19dXf/rTn6x6TEyMsrKylJWVpdjYWM2fP185OTlWgPf29tbcuXN16NAhxcXFKTk5WQMGDFBKSoonLg8AAAC4bjzyItG5c+deth4REaHXX3/9knU/Pz9NnTpVU6dOveSYAQMG1Honl/OFhIRo3rx5V14sAAAAYLBr/j7oAAAAAOqOgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AcEtlVXV9LwEAbioN6nsBAIAbm09Dm/plfFzfy7iu3pgeVd9LAHAT4w46AAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEI8E9OzsbCUkJCgmJkbdunVTZmamjh075jImNDRUkZGRio6Otj727t1r1aurqzVjxgzFxcUpOjpaKSkpOnTokMscH3zwgQYOHKioqCj17dtXa9eudakfO3ZMaWlpiomJUadOnTR58mRVVlZ64hIBAACA68IjAd3b21vZ2dnasmWL8vPzdfjwYWVkZNQa98orr2jHjh3WR2hoqFXLzc3V6tWrtWjRIm3cuFHBwcEaMWKEqqurJUkHDx7UyJEjNXz4cG3btk2TJk1SRkaGPv74Y2uO8ePHq7y8XOvXr1dBQYGKior0hz/8wROXCAAAAFwXHgno48aNU0REhBo2bKg777xTw4cP19atW69qjiVLlig1NVVt2rSRv7+/JkyYoNLSUhUWFkqSVqxYoXbt2mnIkCHy8fFRfHy84uPjtWTJEklnA/zGjRs1ceJENW7cWM2aNdPYsWO1fPlyOZ1OT1wmAAAAcM01uBaTbtq0SWFhYbUeT09PV1VVlYKDgzVs2DANHTpUkuRwOHTo0CHZ7XZrbFBQkFq1aqU9e/aoY8eOKikpcalLkt1u15o1ayRJJSUlatSokdq2bWvV27dvr4qKCpWWll50PRdTVFR01dd7qzj3ZAnuoY/uo4fu82QPY2NjPTYXAFxvJv6b4vGAvnbtWuXl5WnRokUuj8+fP1/R0dGy2WzavHmzxo8fr9OnTys5OVllZWWSzoby8wUGBlq1srIy3XPPPS71oKAgl3pgYGCt48/V6sput8vX17fO428VhYWF/CPsAfTRffTQffQQAL5TH98PnU7nZW8Ke/RdXNasWaPf/va3ysnJ0X333edS69q1q/z8/OTj46MePXro0Ucf1apVqyRJAQEBks7eST+fw+GwagEBAbXqJ0+edKlfGMTPjT83BgAAADCdxwJ6Xl6epkyZorlz56pLly5XPrHNppqaGkln73S3aNHC5ZmEw+HQgQMHFB4eLkkKCwur9UyjuLjY2roSFham8vJy7d+/36oXFRXJz89PP/rRj9y+PgAAAOB68EhAX7BggZ577jnNmzfvoj8mKC4u1q5du1RZWanTp0/r/fff16uvvqqEhARrTFJSkubNm6fS0lKVl5crOztbrVu3tuYbNGiQ9u7dq2XLlqmqqkobNmzQ+vXrlZSUJElq2bKlunXrpuzsbJ04cUJHjhzR7NmzlZiYyJYVAAAA3DA8sgc9KytLDRo00C9+8QuXx9esWaPg4GB9+eWXys7O1uHDh+Xt7a3g4GClpaVp2LBh1tjU1FQ5HA4lJyeroqJCsbGxysnJkc129jlESEiIcnJyNH36dE2ZMkXNmzfXtGnTFBUVZc2RnZ2tKVOmKD4+Xt7e3urXr58mTZrkiUsEAAAArguPBPTzf+HQxfTu3Vu9e/e+7Bibzab09HSlp6dfckxcXJwKCgouWW/SpIlmzZp1+cUCAAAABvPoi0QBAAAAuIeADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAOAAAAGISADgAAABiEgA4AAAAYhIAO4JqprKr2+JyxsbEen9OTrsU1AwBuLQ3qewEAbl4+DW3ql/FxfS/junpjelR9LwEAcIPjDjoAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEAI6AAAAYBACOgAAAGAQAjoAAABgEAI6AHhQZVV1fS/himJjY+t7CQCAy2hQ3wsAgJuJT0Ob+mV8XN/LuK7emB5V30sAgJsKd9CB6ygs3F7fSwAAAIbjDjpwHfnf5ntL3V3lzioAAFePO+gAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6AAAAIBBCOgAAACAQQjoAAAAgEEI6Kg3lVXV9b0EAAAA4/CbRFFvfBrabqnfqinxmzUBAMCVcQcdAAAAMAgBHQAAADAIAR0AAAAwCAEdAAAAMAgBHQAAADAIAd0Qpr/lYGxsbH0vAQAA4JbA2ywagrccBAAAgMQddAAAAMAoBHQAAADAIAR0AAAAwCA3VUCvrq7WjBkzFBcXp+joaKWkpOjQoUP1vSwAAACgzm6qgJ6bm6vVq1dr0aJF2rhxo4KDgzVixAhVV5v9DikAAADAOTfVu7gsWbJEqampatOmjSRpwoQJiouLU2FhoTp27HjZY2tqaiRJlZWV13ydl3L7bTX1du764HQ6ueab3K12vRLXfKvgmm8NXPPNz+l01st5z+XNc/nzQl41l6rcYBwOhzp06KC8vDxFRkZajyckJOjhhx/WL37xiysev2/fvmu9TAAAAECS1K5dOwUGBtZ6/Ka5g15WViZJCgoKcnk8MDDQql2Ov7+/2rVrp4YNG8rLy+uarBEAAACoqalRVVWV/P39L1q/aQJ6QECApLN3ws/ncDis2uXYbLaLPoMBAAAAPM3Pz++StZvmRaKBgYFq0aKFioqKrMccDocOHDig8PDwelwZAAAAUHc3TUCXpKSkJM2bN0+lpaUqLy9Xdna2WrdurdjY2PpeGgAAAFAnN80WF0lKTU2Vw+FQcnKyKioqFBsbq5ycHNlsN9XzEAAAANzEbpp3cQEAAABuBtxaBgAAAAxCQAcAAAAMQkAHAAAADEJABwAAAAxCQAcAAAAMQkDHJb300kt68MEHFRsbq86dOyslJUV79uyp72Xd0EaPHq3Q0FBt2bKlvpdyw5gzZ47Cw8MVHR1tfYwbN66+l3XD2rp1q5KTkxUdHa1OnTpp5MiR9b2kG0ZCQoLL12FUVJRCQ0P1r3/9q76XdkP56quvlJ6erq5du6pDhw5KSkrStm3b6ntZN5Tjx48rMzNT3bp1U3R0tEaOHKnDhw/X97KMtWbNGiUnJysmJkahoaG16rt371ZSUpKioqLUq1cvLViwoB5W6eqmeh90eFa/fv30yCOPqHHjxqqsrNSiRYv0+OOP67333uO95b+HlStX6tSpU/W9jBtShw4dtHDhwvpexg1v27ZtGjlypH7729+qT58+stlsKikpqe9l3TDWrFnj8vmC/9/e3YU09f8BHH9PTTN1a+tJUqEHErEsjUovMgp6UAov1FwtEKUU04suulFDZGYgPVARJUKQCmoYBvbghSRYFlaIkZQmQqQSFCNbuq2Wuv0vIv9/qb/18+a7w+/zgsHOOTfvq+2z8z07p76eq1evsmPHDkVF2mS1WrHb7dy/fx+DwUBdXR35+fk8fPgQvV6vOk8TiouLAWhra8Pf35+ysjIKCgq4ffu2fD//hl6vx2Kx8O3bN06dOjXrmMPh4NixY1gsFurq6hgYGCA/P5/ly5eTkpKiqFjOoIs5rF69GoPBMLPt5+eHzWZjYmJCYZU2ffjwgUuXLnH69GnVKeJf7MKFC2RlZZGWlsbChQsJDAxk48aNqrM0q6mpiczMTIKCglSnaMrw8DApKSmYTCb8/f0xm824XC5GRkZUp2mCy+Wis7OToqIi9Ho9ISEhnDhxgoGBAXp7e1Xn+aTk5GQOHDhAVFTUL8fa29vx8/OjsLCQoKAg4uPjOXjwII2NjQpK/0sGdDGnzs5OtmzZQlxcHFVVVeTm5s4a2sWfeb1eSktLOX78OCtXrlSdo0mvXr0iKSmJXbt2cfLkSUZHR1UnaY7L5eLly5cApKenk5iYiNlspru7W3GZNnV3d/Pu3TsOHTqkOkVz8vLyaG9vx2azMTk5SUNDA6tWrSI6Olp1mib8fL7k/z5n8uf7/v5+JU1a9ubNG2JjY2etPGzYsEH56qIM6GJOO3fupKenh2fPnlFcXExCQoLqJM1pbGzE6/ViNptVp2jSvn37uHfvHt3d3dy8eRN/f39yc3NxOp2q0zRlfHwcj8fD3bt3qays5PHjx2RkZFBQUCA/eOahqamJ5OTk356RE3NLSEggICCA7du3s2nTJmpra6mqqiIwMFB1miaEhISQlJTElStX+Pz5MxMTE1y8eBGdTiefi/PgcDgICwubtU+v1+NwOBQV/SADuvgrixcvJjs7m9LSUoaGhlTnaMbIyAjV1dVUVlaqTtGs6OhoIiIi0Ol0rFixgjNnzmCz2Xjx4oXqNE0JCQkBICMjg9jYWBYsWEBWVhaRkZF0dXUprtOWjx8/0tHRgcViUZ2iOR6Ph5ycHMLDw3n+/Dl9fX1UVFSQl5fH4OCg6jzNOHfuHAaDgbS0NPbv38/mzZtZtGgRRqNRdZrmhIaG/jKMj4+PExoaqqjoBxnQxV/zeDxMTU0xPDysOkUzenp6sNvtM5cUJCYmAlBYWEh5ebniOm3S6XTodLpZy7viz8LCwn57tlen0ymo0bbm5mbCw8Plz6Hz8OXLF0ZHR8nOzsZgMBAQEMDu3buJioriyZMnqvM0Y9myZZw/f56uri4ePXpEUlISTqeTbdu2qU7TnJiYGPr7+/F4PDP7Xr9+TUxMjMIqGdDFHOrr67HZbACMjY1htVoJDAwkPj5ecZl2pKam8uDBA1pbW2deAJWVlXKrwL/U1tbG2NgYAJ8+faKsrAyTySSXW83DkSNHaGlpYXBwkOnpaVpaWnj//r0Mmv/A1NQUzc3NmM1muVvGPBiNRtauXUtDQwMOhwOPx0NHRwdDQ0OsX79edZ5mvH37lrGxMbxeL0NDQ5SUlJCZmcmaNWtUp/mk6elp3G43k5OTALjdbtxuNx6Ph7179zI9PU11dTXfv3+nr6+PW7ducfjwYaXNcptF8X89ffqUmpoanE4noaGhxMXFUVtby9KlS1WnaUZwcDDBwcG/7DeZTPJn2790584dKioq+Pr1K3q9nq1bt3Ljxg3ly49alJOTg9Pp5OjRo7hcLtatW0dNTQ2RkZGq0zSjo6MDu91OZmam6hTNunbtGmfPnmXPnj243W4iIiIoLy+fWWEUf9bb28vly5cZHx9nyZIlpKenyzMN5tDa2kpJScnM9s+7V9XX15OY3i1+ygAAAHtJREFUmMj169exWq3U1NRgNBopKioiNTVVVS4AOq+sEwshhBBCCOEzZH1OCCGEEEIIHyIDuhBCCCGEED5EBnQhhBBCCCF8iAzoQgghhBBC+BAZ0IUQQgghhPAhMqALIYQQQgjhQ2RAF0IIIYQQwofIgC6EEEIIIYQP+Q9XeyOjKJv+cQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {} } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 743 }, "id": "OkqQbT6jhfh9", "outputId": "c4c1edff-1a91-4e13-ae57-09b1ea65483b" }, "source": [ "df_hotel_reviews.plot(kind='scatter', \n", " x='Review_Total_Positive_Word_Counts', \n", " y='Review_Total_Negative_Word_Counts', \n", " label='Total reviews',\n", " s=df_hotel_reviews.Total_Number_of_Reviews/100,\n", " c='Reviewer_Score',\n", " cmap=plt.get_cmap('jet'), \n", " colorbar=True, \n", " alpha=0.4, figsize=(15,12),\n", " sharex=False, # label not showing up \n", " # https://stackoverflow.com/a/69661993/11105356 \n", " )\n", "font_size = 15\n", "plt.title(\"Review Sentiment Distribution\", fontsize=font_size)\n", "plt.xlabel(\"Total Positive Word Counts\", fontsize=font_size)\n", "plt.ylabel(\"Total Negative Word Counts\", fontsize=font_size)\n", "plt.legend()\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {} } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-Y3_6gEBkCT1", "outputId": "831c04c4-20a5-4594-cbda-f6310d329179" }, "source": [ "df_hotel_reviews.Reviewer_Nationality.value_counts()[:20]" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " United Kingdom 245246\n", " United States of America 35437\n", " Australia 21686\n", " Ireland 14827\n", " United Arab Emirates 10235\n", " Saudi Arabia 8951\n", " Netherlands 8772\n", " Switzerland 8678\n", " Germany 7941\n", " Canada 7894\n", " France 7296\n", " Israel 6610\n", " Italy 6114\n", " Belgium 6031\n", " Turkey 5444\n", " Kuwait 4920\n", " Spain 4737\n", " Romania 4552\n", " Russia 3900\n", " South Africa 3821\n", "Name: Reviewer_Nationality, dtype: int64" ] }, "metadata": {}, "execution_count": 22 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 505 }, "id": "svLKdYgMoD-q", "outputId": "19f56071-8414-468d-fca8-79c97bfd487c" }, "source": [ "df_hotel_reviews.Average_Score.hist()\n", "plt.title('Review Average Score Distribution');" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {} } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 505 }, "id": "3E4V2OkwoSAY", "outputId": "4b84a3b3-3d01-47d4-fd4a-327ecffabe9a" }, "source": [ "abs(df_hotel_reviews.Review_Total_Positive_Word_Counts - df_hotel_reviews.Review_Total_Negative_Word_Counts).hist()\n", "plt.title('Difference Between Total Positive and Negative Word Count Among Hotel Reviews');" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "metadata": { "id": "Zo_MeqAUppro" }, "source": [ "### Cleaning Review Text" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "eHh_dfcnqAXf", "outputId": "ebdeb04c-6045-4681-a65f-3fcef626b1a7" }, "source": [ "df_hotel_reviews['Negative_Review'][1]" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'No Negative'" ] }, "metadata": {}, "execution_count": 18 } ] }, { "cell_type": "code", "metadata": { "id": "y8J5tRmFUgoC" }, "source": [ "df_hotel_reviews.loc[:, 'Positive_Review'] = df_hotel_reviews.Positive_Review.apply(lambda x: x.replace('No Positive', ''))\n", "df_hotel_reviews.loc[:, 'Negative_Review'] = df_hotel_reviews.Negative_Review.apply(lambda x: x.replace('No Negative', ''))" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Bm4jgHxpQavZ", "outputId": "04282f02-4fd8-40f3-b69d-cc9c5751de05" }, "source": [ "df_hotel_reviews['Negative_Review'][1]" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "''" ] }, "metadata": {}, "execution_count": 20 } ] }, { "cell_type": "markdown", "metadata": { "id": "LlskezZ8pyny" }, "source": [ "### Merged Feature (Both Review Text)" ] }, { "cell_type": "code", "metadata": { "id": "8Gd9RxWNPC1P" }, "source": [ "df_hotel_reviews['review'] = df_hotel_reviews.Positive_Review + df_hotel_reviews.Negative_Review" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "9UrDt4QeqLGW" }, "source": [ "## Set Sentiment Type" ] }, { "cell_type": "code", "metadata": { "id": "DRriBcC6QfIz" }, "source": [ "df_hotel_reviews[\"review_type\"] = df_hotel_reviews[\"Reviewer_Score\"].apply(\n", " lambda x: \"bad\" if x < 7 else \"good\")" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "ClGBrv5pQojL" }, "source": [ "df_reviews = df_hotel_reviews[[\"review\", \"review_type\"]]" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OtEQ8qkrQx_k", "outputId": "dc640b57-b330-4828-d4a9-cc7a5df3dfde" }, "source": [ "df_reviews" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "\n", "
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reviewreview_type
0Only the park outside of the hotel was beauti...bad
1No real complaints the hotel was great great ...good
2Location was good and staff were ok It is cut...good
3Great location in nice surroundings the bar a...bad
4Amazing location and building Romantic settin...bad
.........
515733location no trolly or staff to help you take ...good
515734Breakfast was ok and we got earlier check in ...bad
515735The ac was useless It was a hot week in vienn...bad
515736The rooms are enormous and really comfortable...good
515737staff was very kind I was in 3rd floor It di...good
\n", "

515738 rows × 2 columns

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\n", " \n", " \n", " \n", "\n", " \n", "
\n", "
\n", " " ], "text/plain": [ " review review_type\n", "0 Only the park outside of the hotel was beauti... bad\n", "1 No real complaints the hotel was great great ... good\n", "2 Location was good and staff were ok It is cut... good\n", "3 Great location in nice surroundings the bar a... bad\n", "4 Amazing location and building Romantic settin... bad\n", "... ... ...\n", "515733 location no trolly or staff to help you take ... good\n", "515734 Breakfast was ok and we got earlier check in ... bad\n", "515735 The ac was useless It was a hot week in vienn... bad\n", "515736 The rooms are enormous and really comfortable... good\n", "515737 staff was very kind I was in 3rd floor It di... good\n", "\n", "[515738 rows x 2 columns]" ] }, "metadata": {}, "execution_count": 24 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "oIge-CehQzSI", "outputId": "a08a49e0-0ff6-49c3-b0f8-ecc27cf74757" }, "source": [ "df_reviews.review_type.hist();\n", "# imbalanced distribution" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {} } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "a3feuDnNRwOg", "outputId": "2f571098-7224-460e-b534-36d25cc8e43d" }, "source": [ "df_reviews[df_reviews.review_type == 'good'].review.value_counts()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Location 947\n", " Everything Nothing 938\n", " Everything 599\n", " Great location 253\n", " Everything 219\n", " ... \n", " The hotel is in the center of the Navigli Area which is a nice quite area with lots of restaurants The hotel is clean modern and well maintained The breakfast is rich and even offers the option to prepare your own carrot juice And the hotel even offers a welcome drink not much really 1\n", " Booked a standard double and was upgraded to a suite in the Taj51 which was just utterly fantastic Staff were really helpful room was amazing location was great could see Buck House from my window A bit more info on how to use room service would ve helped I didn t find the hotel info books until I was leaving 1\n", " I likeed the Confort of the hotel and the location The restaurant 1\n", " Location excellent for Westfield beds really comfortable Nothing 1\n", " Very clean and very nice staff They have a can do attitude which I really like I ve stayed here twice already and will be doing so more often Breakfast is a little pricey for what you are getting I mostly chose continental and most days there were only apples available as fruit the two cold meat options were always dry which made me think they weren t fresh and the cheese were in awkward packages instead of slices Wish there was a bigger selection for a cheaper price Apart from this all was good 1\n", "Name: review, Length: 413884, dtype: int64" ] }, "metadata": {}, "execution_count": 26 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "bxEw2P3UR312", "outputId": "efe3769c-ad6c-4677-a0bd-bf9dd5a6f49e" }, "source": [ "df_reviews[df_reviews.review_type == 'bad'].review.value_counts()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " Nothing Everything 124\n", " Location 107\n", " Nothing 36\n", " location 26\n", " Staff 23\n", " ... \n", " Good spot for o2 arena Took ober 900 pounds from my account on top if the 600 already taken to authorise 3 rooms not refunded until 10 days after stay 1\n", " Good location and insonorised room Staff was not nice We did not have any towels in the room when I asked staff he did not want to give me ones No pillows either Bathroom was dirty Water was brown And cherry on the top we had cockroach in the bathroom 1\n", " Location Nice rooms Good afternoon We have just returned from a stay at your hotel last night I have to say I m somewhat shocked and disappointed at the service we received whilst staying with you Firstly a member of your staff knocked and then proceeded to come straight into our room yesterday afternoon They quickly left shouting sorry once they realised we were there We thought this to be somewhat odd but quickly dismissed it as an obvious mistake This morning the same thing happened again This was a different member of staff and presumingly they were waiting to potentially clean our room on check out but even so I feel it s unacceptable and inappropriate to knock once and then use their own key to enter uninvited In all the years of hotel breaks I have never experienced something like this let alone it happening twice On check out this morning we explained the situation to Nelson who simply said sorry about that it can happen sometimes I didn t feel this was an acceptable apology it sounds like it s a common occurrence at your hotel Maybe it s a policy that needs revisiting Finally there was a discrepancy with our final bill when I politely questioned this with Stephanie she came across extremely rude and condescending The bill was in fact correct but a simple explanation with less attitude would have been greatly appreciated She made us feel very uneasy and it was very unnecessary and disappointing from a hotel of your caliber We paid 200 for our room last night our experience with you did not justify the price we paid and we feel very disappointed with our stay I have felt the need to add this post as our concerns fell on deaf ears at check out this morning I hope you will address these issues so that other guests are not in the same situation Kind Regards 1\n", " Good location Room was smallish with mould in corner but facilities in room were good Window was a high velux in ceiling which cannot open which was loud with heavy rain Service was slow and when i asked for a mocha i was told they did not know what was in it and asked me did i know how to make it which i thought was a bit smart The poshness shined tru though 1\n", " There is paid parking next to the hotel for around 12 US dollars a night There is a bus and trolley stop a block away which makes it easy to get to central Amsterdam Take the number 21 bus as I recall the tram is less frequent Breakfast was good If you intend to park your car in the parking garage when you check in go to the left of the check in counter and open the door to the garage just to note it s location and appearance otherwise you may never find your way out of the garage The door says emergency only which of course is not true The door from the garage to the hotel is very poorly marked with a sign hanging from the ceiling about 50 ft in front of the door which you ll never see After hours don t go into the automatic door to the shops in the garage which might be closed You will get trapped like we did and couldn t get out This was during our search for the door to the hotel Front desk should have been more helpful they didn t tell us about the garage door didn t mention the 21 bus only the tram Park on the ground floor of the parking garage and when you enter you have two choices for parking ticket take either one Front desk didn t tell us this either Room had four beds in it and there were only two of us So it was cramped Room safe was locked and on the floor so not usable 1\n", "Name: review, Length: 85648, dtype: int64" ] }, "metadata": {}, "execution_count": 27 } ] }, { "cell_type": "code", "metadata": { "id": "dMp5C70RX3Ed" }, "source": [ "good_reviews = df_reviews[df_reviews.review_type == \"good\"]\n", "bad_reviews = df_reviews[df_reviews.review_type == \"bad\"]" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "UK9NVmCRSMRC" }, "source": [ "good_reviews_text = \" \".join(good_reviews.review.to_numpy().tolist())\n", "bad_reviews_text = \" \".join(bad_reviews.review.to_numpy().tolist())" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "WG0euHRHrHzc" }, "source": [ "## Word Cloud" ] }, { "cell_type": "code", "metadata": { "id": "HN_oHuX6rGRH" }, "source": [ "# generate Word Cloud\n", "def gen_wc(txt):\n", " stopwords = set(STOPWORDS) \n", "\n", " # crisp wordcloud : https://stackoverflow.com/a/28795577/11105356\n", " wc = WordCloud(width=800, height=400,background_color=\"white\", max_font_size=300, stopwords = stopwords).generate(txt)\n", " plt.figure(figsize=(14,10))\n", " plt.imshow(wc, interpolation=\"bilinear\")\n", " plt.axis('off')\n", " plt.show()" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 421 }, "id": "TsBHpD4OYRHR", "outputId": "2bbcc75c-6384-4c12-fad5-31d9a7f0dc47" }, "source": [ "gen_wc(good_reviews_text)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "metadata": { "id": "NFkxewQZrQf-" }, "source": [ "## Resample Dataset\n", "\n", "Under sample the positive review to achieve a balanced distribution between reviews" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FPbLj0RGYYCq", "outputId": "649d6353-f8ad-4fb7-9bc8-44073e3bdc76" }, "source": [ "good_df = good_reviews.sample(n=len(bad_reviews), random_state=RANDOM_SEED)\n", "\n", "df_review_resampled = good_df.append(bad_reviews).reset_index(drop=True)\n", "df_review_resampled.shape" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(173702, 2)" ] }, "metadata": {}, "execution_count": 30 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LTbxdlO3Y-2m", "outputId": "bc55a53d-37c6-4d9f-a462-0bdfd9ce4395" }, "source": [ "df_review_resampled.head()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "\n", "
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reviewreview_type
0Location was excellent rooms were extremely c...good
1very comfortable bed excellent air con great ...good
2The viewsgood
3Clean and comfortable room Kettle and selecti...good
4Beds comfy staff lovely food amazing room spa...good
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\n", "
\n", " " ], "text/plain": [ " review review_type\n", "0 Location was excellent rooms were extremely c... good\n", "1 very comfortable bed excellent air con great ... good\n", "2 The views good\n", "3 Clean and comfortable room Kettle and selecti... good\n", "4 Beds comfy staff lovely food amazing room spa... good" ] }, "metadata": {}, "execution_count": 31 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7QlTNvncZGWf", "outputId": "e48c5930-cf8f-4db8-aa0c-dd688c806b12" }, "source": [ "sns.countplot(\n", " x='review_type',\n", " data=df_review_resampled,\n", " order=df_review_resampled.review_type.value_counts().index\n", ")\n", "\n", "plt.xlabel(\"type\")\n", "plt.title(\"Review type (resampled)\");" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "metadata": { "id": "hQCWVjyRZbvd" }, "source": [ "## Data Preparation" ] }, { "cell_type": "markdown", "source": [ "### Encoding Labels" ], "metadata": { "id": "LfwFJaM-ebc0" } }, { "cell_type": "code", "source": [ "# one_hot_encoder = preprocessing.OneHotEncoder(sparse=False)\n", "# encoded_review = one_hot_encoder.fit_transform(df_review_resampled.review_type.to_numpy().reshape(-1, 1))\n", "\n", "\n", "label_enc = preprocessing.LabelEncoder()\n", "encoded_review = label_enc.fit_transform(df_review_resampled.review_type.values)" ], "metadata": { "id": "8lBNOE91dsTi" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "x7PYnGbKrcr-" }, "source": [ "### Train/test Split" ] }, { "cell_type": "code", "metadata": { "id": "nVa5si9faWYP" }, "source": [ "train_reviews, test_reviews, y_train, y_test = train_test_split(\n", " df_review_resampled.review, \n", " encoded_review, \n", " test_size=0.25, \n", " random_state=RANDOM_SEED\n", " )" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "# Modeling" ], "metadata": { "id": "rC2FXoWMTqhP" } }, { "cell_type": "markdown", "source": [ "## Feature Engineering" ], "metadata": { "id": "yOmL27Zc0Vzl" } }, { "cell_type": "markdown", "source": [ "### TF-IDF" ], "metadata": { "id": "z4fYxW66Bt-9" } }, { "cell_type": "code", "source": [ "%%time\n", "tfv = TfidfVectorizer(min_df=3, max_features=None, \n", " strip_accents='unicode', analyzer='word',token_pattern=r'\\w{1,}',\n", " ngram_range=(1, 3), use_idf=1,smooth_idf=1,sublinear_tf=1,\n", " stop_words = 'english')\n", "\n", "tfv.fit(list(train_reviews) + list(test_reviews))\n", "\n", "X_train_tfv = tfv.transform(train_reviews) \n", "X_test_tfv = tfv.transform(test_reviews)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hSj36PaO8UrA", "outputId": "52318677-aebd-4032-e47e-4df62380f09d" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "CPU times: user 32.5 s, sys: 934 ms, total: 33.4 s\n", "Wall time: 36.3 s\n" ] } ] }, { "cell_type": "code", "source": [ "def plot_LSA(test_data, test_labels):\n", " lsa = TruncatedSVD(n_components=2)\n", " lsa.fit(test_data)\n", " lsa_scores = lsa.transform(test_data)\n", "\n", " colors = ['orange','blue']\n", " plt.scatter(lsa_scores[:,0], lsa_scores[:,1], s=8, alpha=.8, c=test_labels, cmap=matplotlib.colors.ListedColormap(colors))\n", " orange_patch = mpatches.Patch(color='orange', label='Positive')\n", " blue_patch = mpatches.Patch(color='blue', label='Negative')\n", " plt.legend(handles=[orange_patch, blue_patch], prop={'size': 30})\n", "\n", "fig = plt.figure(figsize=(12, 12)) \n", "plot_LSA(X_train_tfv, y_train)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 706 }, "id": "-mqyJvGNF-zf", "outputId": "454859a2-5526-44f7-b339-02e60524746a" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "#### Logistic Regression Baseline" ], "metadata": { "id": "9ZNi3Mfk3jDP" } }, { "cell_type": "code", "source": [ "%%time\n", "\n", "# issue: https://stackoverflow.com/a/66560912/11105356\n", "clf = LogisticRegression(C=1.0, solver='lbfgs', max_iter=1000)\n", "clf.fit(X_train_tfv, y_train)\n", "predictions = clf.predict_proba(X_test_tfv)\n", "\n", "print (f\"logloss: {metrics.log_loss(y_test, predictions):0.3f}\")\n", "print (f\"ROC AUC: {metrics.roc_auc_score(y_test, predictions[:, 1]):0.3f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "pOr7tdhObrCA", "outputId": "52efb776-d85b-4954-d8ff-0bdeebb78be5" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "logloss: 0.403\n", "ROC AUC: 0.900\n", "CPU times: user 20.9 s, sys: 19.5 s, total: 40.4 s\n", "Wall time: 22.8 s\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Count Features" ], "metadata": { "id": "cTqtcsf6hHoA" } }, { "cell_type": "code", "source": [ "%%time\n", "ctv = CountVectorizer(analyzer='word',token_pattern=r'\\w{1,}',\n", " ngram_range=(1, 3), stop_words = 'english')\n", "\n", "# Fitting Count Vectorizer to both training and test sets (semi-supervised learning)\n", "ctv.fit(list(train_reviews) + list(test_reviews))\n", "\n", "X_train_ctv= ctv.transform(train_reviews) \n", "X_test_ctv = ctv.transform(test_reviews)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "z67z48DshQNw", "outputId": "e8dc5f7a-5a6f-4bae-842a-4fdb0307fd4d" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "CPU times: user 45.2 s, sys: 811 ms, total: 46 s\n", "Wall time: 47 s\n" ] } ] }, { "cell_type": "code", "source": [ "fig = plt.figure(figsize=(12, 12)) \n", "plot_LSA(X_train_ctv, y_train)\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 706 }, "id": "5Y8QQIuWKpuD", "outputId": "c0c3aff9-f577-493f-9268-0d6a530e2de2" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "#### Logistic Regression Baseline" ], "metadata": { "id": "ybYXP40p3ocw" } }, { "cell_type": "code", "source": [ "%%time\n", "clf = LogisticRegression(C=1.0, solver='lbfgs', max_iter=1000)\n", "clf.fit(X_train_ctv, y_train)\n", "predictions = clf.predict_proba(X_test_ctv)\n", "\n", "print (f\"logloss: {metrics.log_loss(y_test, predictions):0.3f}\")\n", "print (f\"ROC AUC: {metrics.roc_auc_score(y_test, predictions[:, 1]):0.3f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "OZsew--MiGex", "outputId": "baffda35-360d-4283-f07f-cbda182d925c" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "logloss: 0.456\n", "ROC AUC: 0.894\n", "CPU times: user 4min 43s, sys: 1min 48s, total: 6min 32s\n", "Wall time: 4min 16s\n" ] } ] }, { "cell_type": "markdown", "source": [ "## Naive Bayes" ], "metadata": { "id": "ssiajY_LiSMc" } }, { "cell_type": "code", "source": [ "%%time\n", "clf = MultinomialNB()\n", "clf.fit(X_train_tfv, y_train)\n", "predictions = clf.predict_proba(X_test_tfv)\n", "\n", "print (f\"logloss: {metrics.log_loss(y_test, predictions):0.3f}\")\n", "print (f\"ROC AUC: {metrics.roc_auc_score(y_test, predictions[:, 1]):0.3f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Fe6XZYN2igbb", "outputId": "1e54e274-aadd-49b1-c959-abe6eab68432" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "logloss: 0.414\n", "ROC AUC: 0.892\n", "CPU times: user 246 ms, sys: 11.3 ms, total: 257 ms\n", "Wall time: 258 ms\n" ] } ] }, { "cell_type": "code", "source": [ "%%time\n", "clf = MultinomialNB()\n", "clf.fit(X_train_ctv, y_train)\n", "predictions = clf.predict_proba(X_test_ctv)\n", "\n", "print (f\"logloss: {metrics.log_loss(y_test, predictions):0.3f}\")\n", "print (f\"ROC AUC: {metrics.roc_auc_score(y_test, predictions[:, 1]):0.3f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-0FJHmSijASp", "outputId": "044e2c28-7045-4311-d2a2-4edc62ea94e5" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "logloss: 1.245\n", "ROC AUC: 0.877\n", "CPU times: user 690 ms, sys: 14 ms, total: 704 ms\n", "Wall time: 704 ms\n" ] } ] }, { "cell_type": "markdown", "source": [ "## SVM" ], "metadata": { "id": "FVfOz9d0kWqz" } }, { "cell_type": "code", "source": [ "svd = decomposition.TruncatedSVD(n_components=120) # 120-200 is a good range\n", "svd.fit(X_train_tfv)\n", "X_train_svd = svd.transform(X_train_tfv)\n", "X_test_svd = svd.transform(X_test_tfv)\n", "\n", "scl = preprocessing.StandardScaler()\n", "scl.fit(X_train_svd)\n", "X_train_svd_scl = scl.transform(X_train_svd)\n", "X_test_svd_scl = scl.transform(X_test_svd)" ], "metadata": { "id": "hMAtW28Xj77G" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "%%time\n", "\n", "# it never ends :v\n", "\n", "clf = SVC(C=1.0, probability=True) # since we need probabilities\n", "clf.fit(X_train_svd_scl, y_train)\n", "predictions = clf.predict_proba(X_test_svd_scl)\n", "\n", "print (f\"logloss: {metrics.log_loss(y_test, predictions):0.3f}\")\n", "print (f\"ROC AUC: {metrics.roc_auc_score(y_test, predictions[:, 1]):0.3f}\")" ], "metadata": { "id": "7Z7bOiG6kygh" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## XGBoost" ], "metadata": { "id": "mvOBpqals3IB" } }, { "cell_type": "code", "source": [ "%%time\n", "clf = xgb.XGBClassifier(max_depth=7, n_estimators=200, colsample_bytree=0.8, \n", " subsample=0.8, nthread=10, learning_rate=0.1)\n", "clf.fit(X_train_tfv, y_train)\n", "predictions = clf.predict_proba(X_test_tfv)\n", "\n", "print (f\"logloss: {metrics.log_loss(y_test, predictions):0.3f}\")\n", "print (f\"ROC AUC: {metrics.roc_auc_score(y_test, predictions[:, 1]):0.3f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xgFMwtr-kq5l", "outputId": "3cb57876-cd8c-41b3-cdd0-ccdc4cb3d49a" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "logloss: 0.445\n", "ROC AUC: 0.877\n" ] } ] }, { "cell_type": "markdown", "source": [ "## Grid Search" ], "metadata": { "id": "61RMQ3C1znLV" } }, { "cell_type": "code", "source": [ "model_scorer = metrics.make_scorer(metrics.log_loss, greater_is_better=False, needs_proba=True)\n", "\n", "# model_scorer = metrics.make_scorer(metrics.roc_auc_score, greater_is_better=True, needs_proba=True)\n", "\n", "\n", "\n", "svd = TruncatedSVD()\n", " \n", "scl = preprocessing.StandardScaler()\n", "\n", "# https://stackoverflow.com/a/60868685/11105356\n", "\n", "lr_model = LogisticRegression(solver='liblinear')\n", "# Solver lbfgs supports only 'l2' or 'none' penalties\n", "clf = pipeline.Pipeline([('svd', svd),\n", " ('scl', scl),\n", " ('lr', lr_model)])\n", "\n", "\n", "param_grid = {'svd__n_components' : [120, 200],\n", " 'lr__C': [0.1, 1.0, 10], \n", " 'lr__penalty': ['l1', 'l2']}\n", "\n", "\n", "model = GridSearchCV(estimator=clf, param_grid=param_grid, scoring=model_scorer,\n", " verbose=10, n_jobs=-1, refit=True, cv=2)" ], "metadata": { "id": "DDe1zcpBuGB6" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "%%time\n", "\n", "model.fit(X_train_tfv, y_train) # we can use the full data here but im only using xtrain\n", "print(f\"Best score: {model.best_score_:0.3f}\")\n", "print(\"Best parameters set:\")\n", "best_parameters = model.best_estimator_.get_params()\n", "for param_name in sorted(param_grid.keys()):\n", " print(\"\\t%s: %r\" % (param_name, best_parameters[param_name]))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ibnBNB9A2xT7", "outputId": "965feb0a-4780-4570-e283-e1d1e6952eb2" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Fitting 2 folds for each of 12 candidates, totalling 24 fits\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.7/dist-packages/joblib/externals/loky/process_executor.py:705: UserWarning: A worker stopped while some jobs were given to the executor. This can be caused by a too short worker timeout or by a memory leak.\n", " \"timeout or by a memory leak.\", UserWarning\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Best score: -0.436\n", "Best parameters set:\n", "\tlr__C: 10\n", "\tlr__penalty: 'l1'\n", "\tsvd__n_components: 200\n", "CPU times: user 1min 56s, sys: 10 s, total: 2min 6s\n", "Wall time: 16min 9s\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "A9mcaRejrgm9" }, "source": [ "## Word Vectors\n", "### Universal Sentence Encoder from TF-HUB" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "HsTmCeLjakN2", "outputId": "4219b4de-036e-4fdf-8b73-e78a54720985" }, "source": [ "X_train = []\n", "for r in tqdm(train_reviews):\n", " emb = use(r)\n", " review_emb = tf.reshape(emb, [-1]).numpy()\n", " X_train.append(review_emb)\n", "\n", "X_train = np.array(X_train)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "100%|██████████| 130276/130276 [1:20:09<00:00, 27.09it/s]\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "36EkvWTJa4Al", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "5dd26c62-41f8-47a4-e589-daec473ad660" }, "source": [ "X_test = []\n", "for r in tqdm(test_reviews):\n", " emb = use(r)\n", " review_emb = tf.reshape(emb, [-1]).numpy()\n", " X_test.append(review_emb)\n", "\n", "X_test = np.array(X_test)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "100%|██████████| 43426/43426 [24:45<00:00, 29.22it/s]\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SZH__szVwXQn", "outputId": "36ef9352-482f-462b-d1ae-fe6a26ead804" }, "source": [ "print(X_train.shape, X_test.shape)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(130276, 512) (43426, 512)\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-jQRGYe8wdYW", "outputId": "ef79a75f-3c49-48da-a8cf-c06e5dc310fc" }, "source": [ "print(y_train.shape, y_test.shape)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(130276,) (43426,)\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "rC6wcg7b4HS8" }, "source": [ "# Deep Learning Modeling" ] }, { "cell_type": "markdown", "metadata": { "id": "-3RnCS1EVBBi" }, "source": [ "## Utility Function" ] }, { "cell_type": "code", "metadata": { "id": "eRRKP-OgRrcF" }, "source": [ "# plot accuracy and loss\n", "def plot_history(history):\n", " accuracy = history.history['accuracy']\n", " val_accuracy= history.history['val_accuracy']\n", " loss = history.history['loss']\n", " val_loss = history.history['val_loss']\n", "\n", " epochs = range(1, len(accuracy) + 1)\n", " plt.plot(epochs, accuracy, 'bo', label='Training accuracy')\n", " plt.plot(epochs, val_accuracy, 'b', label='Validation accuracy')\n", "\n", " plt.title('Training and validation accuracy')\n", " plt.legend()\n", " plt.figure()\n", "\n", " plt.plot(epochs, loss, 'bo', label='Training loss')\n", " plt.plot(epochs, val_loss, 'b', label='Validation loss')\n", " plt.title('Training and validation loss')\n", " plt.legend()\n", " plt.show()\n", "\n", "# plot model architecture\n", "def plot_model(model):\n", " model.summary()\n", " return tf.keras.utils.plot_model(\n", " model,\n", " to_file=\"model.png\",\n", " show_shapes=True,\n", " show_dtype=False,\n", " show_layer_names=True,\n", " rankdir=\"TB\",\n", " expand_nested=True,\n", " dpi=96,\n", " layer_range=None,\n", ")" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "R-_ZAiWY_XLS" }, "source": [ "## Baseline NN Model" ] }, { "cell_type": "code", "metadata": { "id": "7j57S3sn4IoB" }, "source": [ "def build_model_1():\n", " model = Sequential()\n", " model.add(Dense(256, activation='relu', input_shape=(X_train.shape[1],)))\n", " model.add(Dropout(0.25))\n", " model.add(Dense(128, activation='relu'))\n", " model.add(Dropout(0.25))\n", " model.add(Dense(1, activation='sigmoid'))\n", "\n", " model.compile(loss='binary_crossentropy',\n", " metrics=['accuracy'],\n", " optimizer=Adam(learning_rate=0.001))\n", " return model" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 974 }, "id": "6pIIgXW26yjQ", "outputId": "7477ceab-3375-441d-e0e3-8334f14321f1" }, "source": [ "model_1 = build_model_1()\n", "plot_model(model_1)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"sequential_4\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " dense_12 (Dense) (None, 256) 131328 \n", " \n", " dropout_8 (Dropout) (None, 256) 0 \n", " \n", " dense_13 (Dense) (None, 128) 32896 \n", " \n", " dropout_9 (Dropout) (None, 128) 0 \n", " \n", " dense_14 (Dense) (None, 1) 129 \n", " \n", "=================================================================\n", "Total params: 164,353\n", "Trainable params: 164,353\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] }, { "output_type": "execute_result", "data": { "image/png": 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f/4iIiAhYWVnBzMwMNjY2av10qa3XUo2+/Px8lJeXY8iQIZBKpbCzs8OBAwfQo0cPQev3tdar6vK1hSHUldSXzrjvH3zwAb788ktYW1vDxsYGU6dOxaNHj1QVVEJDQ1FfX68WX3l5OS5cuIApU6YA0O3vZuPGjVi0aBEOHDiAQYMGddyOMsYACHDL9+bNm6iursbEiRNb7Nfa2nqNa/S5uLigZ8+emDNnDqKiopCfn9/mbQhFm7p8Qnmd60p21n1vGAfXMInBf/3Xf2HAgAH461//qppOLTU1FUFBQarf5TvqM914PlR+tfwCgMDAQL3HwS/9nf+miNv6h9gw6XBDqZ/mvFxbb/Xq1WrLHBwctN6emZkZTp06hRUrVmDDhg2Ijo7GzJkzkZycLNg2WiM1NRVxcXHIysp6ZSmhjtbV60q2RJ/7fvToUWzZsgU5OTkoLy/X+AdAJBJhwYIFiIiIwD//+U/88Y9/xN/+9jfs2bNH1aejPtMd/ZxBZxcYGIjw8HCdK6WwriEwMLDJ9jYnVKlUCgB4/vx5i/1erq0XHh7epm0OGTIE33//PR4+fIi4uDhs3LgRQ4YMUU1/JcQ2dLF9+3acOHECp06d0qqUUEd6HepKNqej9/306dP497//jSVLlqCgoAD+/v6YPn06/vrXv6JXr17Yvn07vvjiC7X3zJ07FytXrsS3336LPn36QC6Xo2/fvqrlQv7dtGTmzJnttu6uKDAwEJ6ennzcXlPNJdQ23/IdOnQojIyM8OOPP7bYT6jaesXFxbh27RqAF182X331FUaNGoVr164JWr9PG9SKunwd7XWoK9mcjt73f//736qKHtnZ2aitrcXChQvh4uICqVTa5K0ia2trBAYGIiMjA1u3bkVwcLDa8o7+TDPGWq/NCdXW1hYBAQHYv38/du3ahfLycly9ehU7d+5U66dNbT1tFBcXY8GCBfjtt99QU1ODS5cu4c6dO/Dw8BBsG9pqTV2+9tbedSUNmb72vba2Fg8ePFArkeXk5AQAOHnyJJ49e4bc3Fy1ITwvCw0NxfPnz3HkyBGNCT06+jPNGGuDxo/9tuYx+oqKCpo/fz51796dzM3Nady4cbR27VoCQI6OjnTlyhUiInr+/DktX76cnJycSCwWk62tLQUEBFBOTg4lJiaSTCYjANS/f3/Ky8ujnTt3klwuJwDUt29funHjBuXn55OXlxdZW1uTsbEx9erVi1atWkV1dXWv3IYuzp49S2PHjiUHBwcCQADI3t6evLy86McffyQiouzsbNWypl5btmzRaZvbt28ne3t7AkAymYymTp2q9XEhejF0xMTEhHr37k1isZjkcjn5+flRXl6e2nYePXpEEyZMIKlUSs7OzvTZZ5/RsmXLCAC5ubmphplcvHiR+vbtS2ZmZjRu3Di6f/++1vsCHYYVnDt3joYMGUJGRkaq47xhwwaD2ve//OUv5Orq2uL5BkAHDx5UbWv58uVkY2NDVlZWNGPGDPr6668JALm6uqoN5SEiGjlyJEVGRjZ5fFr6TG/atInMzMwIAPXp00fnMmA8bKZ1dPl8s66nufPP9VC7EEOqK9nRXziGtO+tMWXKFLp161aHb5f/3luHE+rrrbnzz3P5djGvQ13J5nSmfX/5FvLVq1chlUqh68xajDHD8tok1N9++02r8UVCF8rV13aZYVu+fDlyc3Nx48YNfPLJJ1i/fr2+Q2LtaMGCBWp/702V/jt58iQiIyM1SgV+9NFHGn0nTZoECwsLGBsbY8iQIbh48WJH7EarxcTENPm99/L46pcJUTbz8OHD2LRpk8Y/2hkZGWoxNMy9LojGl6x8C6hzioyMJIlEQgCoX79+tG/fPr3Ggw68JWZo+66NVatWkZGREfXp00evpfr47711dP18N/wkkZmZSdevX6dnz56pLV+7di35+vpSeXm5qs3V1ZW6d+9OAOjIkSMa68zMzKRp06a1fic60Pr165t85mDIkCEafYUsmxkfH0/e3t5q05kqlUq6e/cunT59mqZMmaI2Hai2mjv/r80ValcXGxuL58+fg4hw+/ZtfPDBB/oOqcN0xn2PiYlBfX09CgoKDKJUnz51RKk8QyjHZ2ZmhsmTJ2PAgAFqFaw2btyI1NRUpKena8ywlpCQACMjI4SEhODp06cdHbKgdu/erVbYm4jwyy+/qPURumzm4sWLMXz4cEyZMgV1dXUAXkyo0rt3b4wfPx79+/cXdB85oTLG9KojSuUZajm+mzdvYs2aNVi3bp1qkpyXeXl5ITw8HEVFRfj888/1EGHHao+ymVFRUbh8+TLi4+OFD7gRTqiMMZ0QEeLi4lSFCKytreHn56c2t3BbSuV1VDm+48ePQy6XY8OGDe16vFqSkJAAIsLUqVOb7RMTE4MBAwbg22+/xcmTJ1tcnzbnRpdSmYZQDlNbzZXNtLa2hre3N+Lj41VzZrcXTqiMMZ1ERUUhMjISq1atQklJCU6fPo3CwkKMHz8eDx48APAiUTSeli8xMRHr1q1Ta4uPj4evry9cXV1BRLh58ybCwsIwd+5cVFdXY/HixcjPz8fFixdRV1eHd999V3VLry3bAH5/KlypVAp3cHR09OhRDBw4EDKZrNk+ZmZm+O6772BkZITg4GDV/M5N0ebcLFy4EEuWLIFCoYCFhQXS0tKQl5cHFxcXBAcHqz2BvmLFCmzevBnbtm3DvXv34Ovri1mzZuHnn3/WeV8jIyNhbW0NiUQCZ2dn+Pn54cKFCzqvpynV1dU4deoUgoODVcUzXjZy5EgUFRXhypUrgmyvOZxQGWNaUygUiIuLw/Tp0zFnzhxYWlrC3d0dO3bsQGlpqcYMaW3R3uX4fHx8UF5ejjVr1giyPl1VVVXh9u3bcHV1fWVfT09PLFmyBPn5+VixYkWTfVpzbloqiyhkOcyPP/4Yhw8fRmFhISorK7F3714UFBTA29sbOTk5Oq2rKa8qm9nwW2l2dnabt9USTqiMMa3l5OSgsrISo0ePVmsfM2YMJBJJs9MrCsHQyvG1VUlJCYioxavTl8XExGDgwIFITEzEmTNnNJa39dw0LosoZOnAPn36YOTIkTA3N4dEIoGHhweSk5OhUCiQmJio07oa06ZsZsMxbrhKby+cUBljWisrKwOAJgtBWFlZoaKiol2335VKET579gwAWnz45mVSqRTJyckQiUSYN28eFAqF2nKhz83LpQNfHrd5584djQd/WsPd3R3Gxsa4ceNGq9eRmpqKjRs3IisrC/369Wu2n5mZGYDfj3l74YTKGNOalZUVADT55dzepfK6WinChi95XWb48vT0REREBHJzczUmAxH63LxcOrDxcJezZ8/qtK6mKJVKKJVKrf+haGz79u1ISUnBqVOnXlmDuqamBsDvx7y9cEJljGlt6NChMDc313go5fz586ipqcGbb76pahO6VF5XK0XYs2dPiEQinceXrl+/HoMGDcKlS5fU2nU5N9oQsnTge++9p9F24cIFEJHORdqpFWUzG46xnZ2dTtvSFSdUxpjWpFIpli5dioMHDyIlJQXl5eXIzs5GaGgoHBwcEBISourb1lJ57V2OLzMzU6/DZmQyGVxcXHD37l2d3tdw67fxOExdzo2223lV6cCgoCDY2dm9curDoqIipKamoqysDLW1tTh79izmz58PJycnhIaG6hRXa8pmNhxjd3d3nbalK06ojDGdfPnll4iNjUV0dDR69OgBb29v9OvXT60eLPBieMaECRPw4YcfYuDAgVi/fr3qlpunp6dq+EtoaCh69uyJwYMHY8qUKXj8+DGAF793ubu7w8zMDOPHj8eAAQPwr3/9S+0WYVu3oW8+Pj7IyclR+z30H//4B9zc3JCXl4cxY8bgs88+03ifh4cHIiIiNNq1OTdJSUnYtm0bAGDYsGG4desWvvnmGyxduhQAMHnyZOTm5gJ4MeRoyZIl2LRpE7p37w4HBweEh4fjyZMnAF7cSi0pKcGhQ4da3M/Jkydj9erVcHR0hEwmw8yZMzF27FicO3cO3bt3V/U7d+4cxo0bh169euH8+fO4cuUKHBwcMHbsWJw+fRoAWjWW9MKFC+jduzeGDRum83t10nguQp7bkwkBXN6qUzDUv3dDL8en6+c7JCSEevfurdGem5tLYrFY5zq2hqK+vp7Gjx9Pu3bt0ncozSotLSWpVEpbt27VWLZ48WKey5cx1vV1pnJ82lAoFDhx4gRyc3NVD8m4ubkhOjoa0dHRapVSOoP6+npkZGSgoqLCoKtlRUVFYcSIEQgLCwPw4gq3uLgYZ86cUU3yIRROqIwx1gEeP36smhx/3rx5qvbIyEjMmDEDQUFBnWoC/KysLBw4cACZmZlaj6XtaHFxcbh8+TKOHTsGExMTAMChQ4dUk+MfPXpU0O1xQmWMGZSVK1ciOTkZT58+hbOzM/bv36/vkNpsx44dasNOUlJS1JZv2LABYWFh+Oqrr/QUoe4mTpyIPXv2qM2lbEgOHTqE58+fIysrC9bW1qp2Pz8/tXPRMOezEMSCrYkxxgQQGxuL2NhYfYfR4SZNmoRJkybpO4wuY9q0aZg2bVqHbpOvUBljjDEBcEJljDHGBMAJlTHGGBMAJ1TGGGNMAM0+lJSent6RcbAuSIgJtFn7ajhH/PeuO/58Mw2NZ3pomDmFX/ziF7/4xS9+Nf1qaqYk0X+mUWKMGaiZM2cC4KtIxgwd/4bKGGOMCYATKmOMMSYATqiMMcaYADihMsYYYwLghMoYY4wJgBMqY4wxJgBOqIwxxpgAOKEyxhhjAuCEyhhjjAmAEypjjDEmAE6ojDHGmAA4oTLGGGMC4ITKGGOMCYATKmOMMSYATqiMMcaYADihMsYYYwLghMoYY4wJgBMqY4wxJgBOqIwxxpgAOKEyxhhjAuCEyhhjjAmAEypjjDEmAE6ojDHGmAA4oTLGGGMC4ITKGGOMCYATKmOMMSYATqiMMcaYADihMsYYYwLghMoYY4wJgBMqY4wxJgBOqIwxxpgAOKEyxhhjAuCEyhhjjAlARESk7yAYYy/s2bMHu3btglKpVLXdvn0bAODs7KxqMzIywv/7f/8Ps2fP7vAYGWNN44TKmAG5evUqhg8frlXfK1euYNiwYe0cEWNMW5xQGTMwgwYNwvXr11vs4+bmhtzc3A6KiDGmDf4NlTED89FHH8HExKTZ5SYmJvjkk086MCLGmDb4CpUxA3Pr1i24ubmhpT/N3NxcuLm5dWBUjLFX4StUxgyMi4sLRo0aBZFIpLFMJBJh9OjRnEwZM0CcUBkzQH/6059gbGys0W5sbIw//elPeoiIMfYqfMuXMQNUUlICBwcHteEzwIvhMsXFxbCzs9NTZIyx5vAVKmMGqGfPnvD29la7SjU2NsY777zDyZQxA8UJlTED9dFHH2k8mPTRRx/pKRrG2KvwLV/GDFR5eTlsbW1RU1MD4MVwmZKSElhZWek5MsZYU/gKlTEDJZfLMXnyZIjFYojFYkyZMoWTKWMGjBMqYwZszpw5qK+vR319Pc/by5iB41u+jBmwZ8+eoUePHiAilJaWwszMTN8hMcaa0WUTanp6OgIDA/UdBmOMsZekpaVh5syZ+g6jXYj1HUB7S0tL03cIr51t27YBAJYsWaLnSAzH2bNnER8f36rP4+XLlyESibSuQtOVBAYGIjw8HJ6envoOhQmgq1/kdPmE2lX/EzJk+/btA8DHvrH4+PhWHZPp06cDAMTiLv/nqiEwMBCenp78WeoiOKEyxvTqdUykjHVG/JQvY4wxJgBOqIwxxpgAOKEyxhhjAuCEyhhjjAmAEypjncixY8dgaWmJ77//Xt+hGLyTJ08iMjISBw4cgIuLC0QiEUQiUZMFBiZNmgQLCwsYGxtjyJAhuHjxoh4i1l5MTIxqf15+DR06tMn+SqUS27Ztg5eXV5PLo6OjMXjwYMjlcpiamsLNzQ1ffPEFKisrVX0OHz6MTZs2ob6+vl32qSvghMpYJ9JF52ER3JdffomEhASsXLkSAWQYu5sAACAASURBVAEBuHXrFlxdXdG9e3ekpKTg6NGjav1/+OEH7Nu3D76+vsjJycGoUaP0FLnwcnNz8Yc//AERERGorq5uss+pU6ewaNEi5Ofno7S0FLGxsYiPj8eMGTNUfaZOnQqpVIqJEyeirKyso8LvVDihMtaJ+Pj44OnTp/D19dV3KFAoFM1e8ejTxo0bkZqaivT0dFhYWKgtS0hIgJGREUJCQvD06VM9RSiM3bt3g4jUXr/88otanytXrmDFihUIDQ3FiBEjml2Xubk5QkJCYGNjAwsLC8ycORP+/v44fvw4CgsLVf0WL16M4cOHY8qUKairq2u3feusOKEyxlpl165dKCkp0XcYam7evIk1a9Zg3bp1kEqlGsu9vLwQHh6OoqIifP7553qIsGMNHz4cBw4cwOzZs2FqatpsvyNHjqgVsweAHj16AIDGVW1UVBQuX76M+Ph44QPu5DihMtZJnDlzBk5OThCJRPj6668BAElJSejWrRtkMhkOHTqE999/H3K5HI6Ojti7d6/qvQkJCZBKpejZsycWLFgABwcHSKVSeHl54fz586p+YWFhkEgksLe3V7V9+umn6NatG0QiEUpLSwEA4eHhWLp0KfLy8iASieDm5gYAOH78OORyOTZs2NARh0RDQkICiAhTp05ttk9MTAwGDBiAb7/9FidPnmxxfUSEuLg4vPHGGzA1NYW1tTX8/Pzw22+/qfpoew4AoL6+HmvXroWTkxPMzMwwbNgwg50etaioCGZmZnB2dlZrt7a2hre3N+Lj4/kniEY4oTLWSYwbNw4//fSTWtvChQuxZMkSKBQKWFhYIC0tDXl5eXBxcUFwcDBqa2sBvEiUc+fORXV1NRYvXoz8/HxcvHgRdXV1ePfdd1W39RISEjSm+UtMTMS6devU2uLj4+Hr6wtXV1cQEW7evAkAqgdWlEpluxyDVzl69CgGDhwImUzWbB8zMzN89913MDIyQnBwMKqqqprtGxUVhcjISKxatQolJSU4ffo0CgsLMX78eDx48ACA9ucAAFasWIHNmzdj27ZtuHfvHnx9fTFr1iz8/PPPOu9rZGQkrK2tIZFI4OzsDD8/P1y4cEHn9TSluroap06dQnBwMCQSicbykSNHoqioCFeuXBFke10FJ1TGuggvLy/I5XLY2toiKCgIVVVVKCgoUOsjFotVV1uDBw9GUlISKioqkJycLEgMPj4+KC8vx5o1awRZny6qqqpw+/ZtuLq6vrKvp6cnlixZgvz8fKxYsaLJPgqFAnFxcZg+fTrmzJkDS0tLuLu7Y8eOHSgtLcXOnTs13tPSOXj27BmSkpLg7++PgIAAWFlZYfXq1TAxMdH5+H/88cc4fPgwCgsLUVlZib1796KgoADe3t7IycnRaV1NiY2NhYODA2JiYppc3r9/fwBAdnZ2m7fVlXBCZawLariqePnqqCmjR4+GTCZTu4XZWZWUlICIWrw6fVlMTAwGDhyIxMREnDlzRmN5Tk4OKisrMXr0aLX2MWPGQCKRqN0qb0rjc3D9+nVUV1erDW0xMzODvb29zse/T58+GDlyJMzNzSGRSODh4YHk5GQoFAokJibqtK7GDh48iPT0dJw4cULjoa4GDce44SqdvcAJlbHXnKmpKR4+fKjvMNrs2bNnANDiwzcvk0qlSE5Ohkgkwrx586BQKNSWNwwNMTc313ivlZUVKioqdIqv4dby6tWr1caO3rlzp9nhLLpwd3eHsbExbty40ep1pKamYuPGjcjKykK/fv2a7ddQ6L7hmLMXOKEy9hqrra1FWVkZHB0d9R1KmzV8yesy8YCnpyciIiKQm5uL9evXqy2zsrICgCYTZ2uOma2tLYAX9YIbD3c5e/asTutqilKphFKp1Pofisa2b9+OlJQUnDp1Cr169Wqxb01NDYDfjzl7gRMqY6+xrKwsEBE8PDxUbWKx+JW3ig1Rz549IRKJdB5fun79egwaNAiXLl1Sax86dCjMzc01Hhg6f/48ampq8Oabb+q0nT59+kAqleLy5cs6va8p7733nkbbhQsXQEQ6F2MnIixfvhzZ2dnIyMho8oq8sYZjbGdnp9O2ujpOqIy9RpRKJZ48eYK6ujpcvXoV4eHhcHJywty5c1V93Nzc8PjxY2RkZKC2thYPHz7EnTt3NNZlY2OD4uJi5Ofno6KiArW1tcjMzNTbsBmZTAYXFxfcvXtXp/c13PptPA5TKpVi6dKlOHjwIFJSUlBeXo7s7GyEhobCwcEBISEhOm/nk08+wd69e5GUlITy8nLU19fj7t27uHfvHgAgKCgIdnZ2r5z6sKioCKmpqSgrK0NtbS3Onj2L+fPnw8nJCaGhoTrFde3aNWzevBnffPMNTExMNKYz3Lp1q8Z7Go6xu7u7Ttvq8qiLSktLoy68ewbtgw8+oA8++EDfYRgUIT6P27dvJ3t7ewJAMpmMpk6dSomJiSSTyQgA9e/fn/Ly8mjnzp0kl8sJAPXt25du3LhBREQhISFkYmJCvXv3JrFYTHK5nPz8/CgvL09tO48ePaIJEyaQVColZ2dn+uyzz2jZsmUEgNzc3KigoICIiC5evEh9+/YlMzMzGjduHN2/f5+OHTtGFhYWFBMT06Z9bQCA0tLStO4fFhZGJiYmVF1drWo7ePAgubq6EgDq0aMHLVq0qMn3Llu2jKZNm6bWplQqacuWLdS/f38yMTEha2tr8vf3p+vXr6v66HIOnj9/TsuXLycnJycSi8Vka2tLAQEBlJOTQ0RE/v7+BIDWrl3b4n4uXbqUXF1dqVu3biQWi8nR0ZGCg4OpuLhYrd/Zs2dp7Nix5ODgQAAIANnb25OXlxf9+OOPRESUnZ2tWtbUa8uWLRrb9/Hxod69e5NSqWwxzsZ0PZ+dTZfNOJxQ9YcTqiZD+DyGhISQjY2NXmPQla5fwLm5uSQWi2n37t3tGFX7qa+vp/Hjx9OuXbv0HUqzSktLSSqV0tatW3V+b1dPqHzLl7HXSFevFOLm5obo6GhER0erVUrpDOrr65GRkYGKigoEBQXpO5xmRUVFYcSIEQgLC9N3KAaHE2oL5s+fDwsLC4hEIkEeJNAnIco3tZfG5bUaXhKJBD179sQ777yDLVu24MmTJ+0eC+v8IiMjMWPGDAQFBXWqCfCzsrJw4MABZGZmaj2WtqPFxcXh8uXLOHbsGExMTPQdjsHhhNqCb7/9Ft98842+w2gzoco3tZeXy2tZWlqCiKBUKlFSUoL09HQ4Oztj+fLlGDJkSKumaGPAypUrkZycjKdPn8LZ2Rn79+/Xd0jtasOGDQgLC8NXX32l71C0NnHiROzZs0dtHmVDcujQITx//hxZWVmwtrbWdzgGSazvAFj7unLlCqKjoxEaGoqqqqpmJ7NuKN/U8KTjzJkzceDAAaSnp6OwsBB9+vTpyLAhEolgZWWFd955B++88w58fHwQGBgIHx8f3LhxA5aWlh0aT2cXGxuL2NhYfYfRoSZNmoRJkybpO4wuY9q0aZg2bZq+wzBofIX6CiKRSN8htEl7lG/Shw8++ABz585FSUkJduzYoe9wGGNMAyfUlxARtmzZgoEDB8LU1BSWlpZYtmyZRr+WSjDpUsrpxx9/xFtvvQWZTAa5XA53d3eUl5e/chsdpbnyTfrSMFYyMzNT1fa6nAvGWCeg56eM201rhimsWrWKRCIR/fnPf6YnT55QdXU1JSYmEgC6dOmSqt/nn39OpqamtH//fnry5AmtXLmSjIyM6MKFC6r1AKB//vOf9PTpUyopKaHx48dTt27dqKamhoiIKisrSS6X06ZNm0ihUND9+/dp+vTp9PDhQ6220Rpvv/02DR8+XKu+VVVVZGFhQWFhYTpvp7XDZlxdXcnS0rLZ5eXl5QSA+vTpo2rrLOfCEIbNdEbo4sMsXjdd/Xx22b9wXb/AqqurSSaT0bvvvqvWvnfvXrWEqlAoSCaTUVBQkNp7TU1NaeHChUT0+5e4QqFQ9WlIzDdv3iQiol9++YUA0JEjRzRi0WYbraFLQl21ahUNGDCAysvLdd5OeyVUIiKRSERWVlZE1LnOBSfU1unqX8Cvm65+PvmhpP+4efMmqqurMXHixBb7tbYEU+NSTi4uLujZsyfmzJmDxYsXY+7cuarqDkKWeWqNhvJNP/zwQ7Plm/Sh4aEquVwOoHOei/T0dJ3f87oTYuJ4xjqEvjN6e9H1iuDYsWMEQGOGksZXqP/7v//b7BRdHh4eRNT0VdE333xDAOjXX39Vtf3yyy/03//93yQWi0kkElFgYCBVV1drtY3W0OYKde/evTRmzBgqKipq9Xba6wr14sWLBIAmTZpERJ3rXDR8HvnFr9f91ZWvUPmhpP+QSqUAgOfPn7fYT8gSTEOGDMH333+P4uJiLF++HGlpadi6dWu7l3lqji7lm/Th+PHjAID3338fQOc8F43Xwa+WXwCQlpam9zj4Jdz57Mo4of7H0KFDYWRkhB9//LHFfkKVYCouLsa1a9cAvEgMX331FUaNGoVr164JWuZJG0S6l2/qaPfv38e2bdvg6OiIefPmAeia54Ix1nlxQv0PW1tbBAQEYP/+/di1axfKy8tx9epV7Ny5U62fNiWYtFFcXIwFCxbgt99+Q01NDS5duoQ7d+7Aw8NDsG1oqzXlm9oLEaGyshJKpRJEhIcPHyItLQ1jx46FsbExMjIyVL+hdsVzwRjrxKiLas1TlRUVFTR//nzq3r07mZub07hx42jt2rUEgBwdHenKlStE1HIJJm1LOeXn55OXlxdZW1uTsbEx9erVi1atWkV1dXWv3IYu2qt8U0t0/Q318OHDNGzYMJLJZCSRSMjIyIgAqJ7ofeuttyg6OpoePXqk8d7Oci74Kd/WQRf/ze1109XPp4ioa97YTk9PR2Bg4Gtx397QNMz/u2/fPj1HYjj489g6IpEIaWlpmDlzpr5DYQLo6ueTb/kyxhhjAuCE2sn89ttvGr9xNvUy5HqKjDHWFXFC7WQGDRqk1ePpqamp+g6VMb06efIkIiMjNertfvTRRxp9J02aBAsLCxgbG2PIkCG4ePGiHiLWnrb1i2NiYpr8h/vliUoa1NbWIjY2Fm5ubpBIJLCyssLQoUORn58PADh8+DA2bdrU5YvUtwUnVMZYl/Pll18iISEBK1euVKu32717d6SkpODo0aNq/X/44Qfs27cPvr6+yMnJwahRo/QUuXbao35xYGAg/va3v2HPnj2orq7Gr7/+CldXV1WSnjp1KqRSKSZOnIiysjKhdqVL4YTK2GtCoVDAy8ur02/jVTZu3IjU1FSkp6drTJ2ZkJAAIyMjhISE4OnTp3qKsO0a6hfb2NjAwsICM2fOhL+/P44fP47CwkK1vrt379a4g/XLL7+o9UlNTUVGRgb27duHt99+G2KxGA4ODjh06JDa1ezixYsxfPhwTJkyBXV1dR2yr50JJ1TGXhO7du1CSUlJp99GS27evIk1a9Zg3bp1qtnPXubl5YXw8HAUFRXh888/10OEwhC6fvFf/vIXjBo1Cu7u7q/sGxUVhcuXLyM+Pl7n7XR1nFAZM1BEhLi4OLzxxhswNTWFtbU1/Pz81CblDwsLg0Qigb29vart008/Rbdu3SASiVBaWgoACA8Px9KlS5GXlweRSAQ3NzckJCRAKpWiZ8+eWLBgARwcHCCVSuHl5YXz588Lsg3gxZSRcrkcGzZsaNfjBby4AiUiTJ06tdk+MTExGDBgAL799lucPHmyxfVpcw50qbvbnrV1W1u/uKamBufOncOIESO06m9tbQ1vb2/Ex8fzMLDGOnTUawfigfT609rJ8buy1nwe165dSxKJhHbv3k1lZWV09epVGjVqFPXo0YPu37+v6jd79myys7NTe++WLVsIgKqmKxFRQEAAubq6qvULCQmhbt260bVr1+jZs2eUk5NDY8aMIQsLCyooKBBkG0eOHCELCwuKjo7Waf+JdJ8IwMXFhQYPHtzkMldXV7p9+zYREf30009kZGRE/fr1o8rKSiIiyszMpGnTpqm9R9tzoE3dXaL2qXNM1Hz94vXr15OjoyNZWVmRiYkJ9evXj6ZNm0b/93//p+pz+/ZtAkAjRoygd955h+zt7cnU1JQGDRpEX3/9NSmVSo3tRUZGEqBeJ1obup7PzoavUBkzQAqFAnFxcZg+fTrmzJkDS0tLuLu7Y8eOHSgtLdWYErMtxGKx6gps8ODBSEpKQkVFBZKTkwVZv4+PD8rLy7FmzRpB1tecqqoq3L59G66urq/s6+npiSVLliA/Px8rVqxosk9rzoGXlxfkcjlsbW0RFBSEqqoqFBQUAACePXuGpKQk+Pv7IyAgAFZWVli9ejVMTEzafKxjY2Ph4OCAmJgYtfaPP/4Yhw8fRmFhISorK7F3714UFBTA29sbOTk5AKB66MjW1hYbNmxATk4OHjx4AD8/PyxatAh///vfNbbXv39/AEB2dnab4u5qOKEyZoBycnJQWVmJ0aNHq7WPGTMGEolE7Zas0EaPHg2ZTNYhtXeFVFJSAiKCTCbTqn9MTAwGDhyIxMREnDlzRmN5W89B47q77VXnuKF+8YkTJzQewurTpw9GjhwJc3NzSCQSeHh4IDk5GQqFAomJiQAAU1NTAC8qLnl5ecHGxgaWlpZYt24dLC0tm/zHoeEYP3jwoNVxd0WcUBkzQA3DEpqq/GNlZYWKiop23b6pqSkePnzYrtsQ2rNnzwD8niBeRSqVIjk5GSKRCPPmzYNCoVBbLvQ5qKqqAgCsXr1abUzonTt3WvUgEfDi6dyNGzciKysL/fr10+o97u7uMDY2xo0bNwAADg4OAKD6LbyBRCJB3759kZeXp7EOMzMzAL8fc/YCJ1TGDJCVlRUANPmlXVZWBkdHx3bbdm1tbbtvoz00fMnrMvGAp6cnIiIikJubi/Xr16stE/ocCF1bt7X1i5VKJZRKpeofD3Nzc/Tv319VwvBldXV1sLS01GivqakB8PsxZy9wQmXMAA0dOhTm5ub4+eef1drPnz+PmpoavPnmm6o2sVisuq0ohKysLBARPDw82m0b7aFnz54QiUQ6jy9dv349Bg0ahEuXLqm163IOtCFUbV3SoX7xe++9p9F24cIFEBE8PT1VbYGBgbh06RJu3bqlaquursadO3eaHErTcIzt7OzasitdDidUxgyQVCrF0qVLcfDgQaSkpKC8vBzZ2dkIDQ2Fg4MDQkJCVH3d3Nzw+PFjZGRkoLa2Fg8fPsSdO3c01mljY4Pi4mLk5+ejoqJClSCVSiWePHmCuro6XL16FeHh4XBycsLcuXMF2UZmZmaHDJuRyWRwcXHB3bt3dXpfw63fxuM6dTkH2m7nVbV1g4KCYGdn1+LUh7rULy4qKkJqairKyspQW1uLs2fPYv78+XByckJoaKiqX0REBPr27Yu5c+eioKAAjx49wvLly6FQKJp8aKvhGGszbvW1or8HjNsXD5vRHx42o6k1n0elUklbtmyh/v37k4mJCVlbW5O/vz9dv35drd+jR49owoQJJJVKydnZmT777DNatmwZASA3NzfV8JeLFy9S3759yczMjMaNG0f379+nkJAQMjExod69e5NYLCa5XE5+fn6Ul5cn2DaOHTtGFhYWFBMTo/Nxg47DLMLCwsjExISqq6tVbQcPHiRXV1cCQD169KBFixY1+d5ly5ZpDJvR5hxoW3eX6NW1df39/QkArV27ttl91KV+8dKlS8nV1ZW6detGYrGYHB0dKTg4mIqLizXWW1hYSB9++CFZW1uTqakpvfXWW5SZmdlkDD4+PtS7d+8mh9S0RNfz2dl02YzDCVV/OKFqMtTPY0hICNnY2Og7jGbp+gWcm5tLYrGYdu/e3Y5RtZ/6+noaP3487dq1S9+hNKu0tJSkUilt3bpV5/d29YTKt3wZe811peohbm5uiI6ORnR0tEblFUNXX1+PjIwMVFRUGHT5xaioKIwYMQJhYWH6DsXgcEJljHUpkZGRmDFjBoKCgjrVBPhZWVk4cOAAMjMztR5L29Hi4uJw+fJlHDt2DCYmJvoOx+BwQmXsNbVy5UokJyfj6dOncHZ2xv79+/UdkmA2bNiAsLAwfPXVV/oORWsTJ07Enj171OZMNiSHDh3C8+fPkZWVBWtra32HY5DE+g6AMaYfsbGxiI2N1XcY7WbSpEmYNGmSvsPoMqZNm4Zp06bpOwyDxleojDHGmAA4oTLGGGMC4ITKGGOMCYATKmOMMSaALv9Q0owZM/Qdwmvn3LlzAPjYv6xhqjY+Jrrbtm0b9u3bp+8wGHslERGRvoNoD2fPnkVcXJy+w2CszRombR85cqSeI2Gs7SIiItQm5u9KumxCZayrmDlzJgAgPT1dz5EwxlrCv6EyxhhjAuCEyhhjjAmAEypjjDEmAE6ojDHGmAA4oTLGGGMC4ITKGGOMCYATKmOMMSYATqiMMcaYADihMsYYYwLghMoYY4wJgBMqY4wxJgBOqIwxxpgAOKEyxhhjAuCEyhhjjAmAEypjjDEmAE6ojDHGmAA4oTLGGGMC4ITKGGOMCYATKmOMMSYATqiMMcaYADihMsYYYwLghMoYY4wJgBMqY4wxJgBOqIwxxpgAOKEyxhhjAuCEyhhjjAmAEypjjDEmAE6ojDHGmAA4oTLGGGMC4ITKGGOMCYATKmOMMSYATqiMMcaYAMT6DoAx9rvq6mo8f/5cra2mpgYA8OTJE7V2U1NTyGSyDouNMdYyERGRvoNgjL2QlJSETz/9VKu+iYmJWLhwYTtHxBjTFidUxgzIw4cP4eDggPr6+hb7GRsb4969e7C1te2gyBhjr8K/oTJmQGxtbTFx4kQYGxs328fY2Bh//OMfOZkyZmA4oTJmYObMmYOWbhwREebMmdOBETHGtMG3fBkzMBUVFbC1tdV4OKmBRCLBw4cPIZfLOzgyxlhL+AqVMQNjYWEBX19fmJiYaCwTi8WYNm0aJ1PGDBAnVMYM0OzZs1FXV6fRXl9fj9mzZ+shIsbYq/AtX8YMUE1NDXr06IGKigq1dnNzc5SWlsLU1FRPkTHGmsNXqIwZIIlEghkzZkAikajaTExMEBgYyMmUMQPFCZUxAzVr1izVLEkAUFtbi1mzZukxIsZYS/iWL2MGSqlUwt7eHg8fPgQA9OjRA/fv329xjCpjTH/4CpUxA2VkZIRZs2ZBIpHAxMQEs2fP5mTKmAHjhMqYAfvwww9RU1PDt3sZ6wQ6TbWZ9PR0fYfAWIcjInTv3h0AcPv2beTn5+s3IMb0YObMmfoOQSud5jdUkUik7xAYY4zpQSdJU53nChUA0tLSOs1/Kq+L9PR0BAYGdpoPfGcyY8YMAMC6desAAIMHD9ZnOJ0Cfx67lobz2Vl0qoTK2OuIEyljnQM/lMQYY4wJgBMqY4wxJgBOqIwxxpgAOKEyxhhjAuCEyhhjjAmAEypjXdyxY8dgaWmJ77//Xt+hGLyTJ08iMjISBw4cgIuLC0QiEUQiET766CONvpMmTYKFhQWMjY0xZMgQXLx4UQ8Ray86OhqDBw+GXC6Hqakp3Nzc8MUXX6CyslKtX0xMjGq/X34NHTpUY521tbWIjY2Fm5sbJBIJrKysMHToUNUEJIcPH8amTZtQX1/fEbuod5xQGevieEymdr788kskJCRg5cqVCAgIwK1bt+Dq6oru3bsjJSUFR48eVev/ww8/YN++ffD19UVOTg5GjRqlp8i1c+rUKSxatAj5+fkoLS1FbGws4uPjVeOdWyMwMBB/+9vfsGfPHlRXV+PXX3+Fq6urKklPnToVUqkUEydORFlZmVC7YrA4oTLWxfn4+ODp06fw9fXVdyhQKBTw8vLSdxgaNm7ciNTUVKSnp8PCwkJtWUJCAoyMjBASEoKnT5/qKcK2Mzc3R0hICGxsbGBhYYGZM2fC398fx48fR2FhoVrf3bt3g4jUXr/88otan9TUVGRkZGDfvn14++23IRaL4eDggEOHDqldzS5evBjDhw/HlClTUFdX1yH7qi+cUBljHWbXrl0oKSnRdxhqbt68iTVr1mDdunWQSqUay728vBAeHo6ioiJ8/vnneohQGEeOHNGoVtSjRw8AQHV1tc7r+8tf/oJRo0bB3d39lX2joqJw+fJlxMfH67ydzoQTKmNd2JkzZ+Dk5ASRSISvv/4aAJCUlIRu3bpBJpPh0KFDeP/99yGXy+Ho6Ii9e/eq3puQkACpVIqePXtiwYIFcHBwgFQqhZeXF86fP6/qFxYWBolEAnt7e1Xbp59+im7dukEkEqG0tBQAEB4ejqVLlyIvLw8ikQhubm4AgOPHj0Mul2PDhg0dcUg0JCQkgIgwderUZvvExMRgwIAB+Pbbb3Hy5MkW10dEiIuLwxtvvAFTU1NYW1vDz88Pv/32m6qPtucAAOrr67F27Vo4OTnBzMwMw4YNQ1paWtt2+j+KiopgZmYGZ2dnnd5XU1ODc+fOYcSIEVr1t7a2hre3N+Lj47v0TxCcUBnrwsaNG4effvpJrW3hwoVYsmQJFAoFLCwskJaWhry8PLi4uCA4OBi1tbUAXiTKuXPnorq6GosXL0Z+fj4uXryIuro6vPvuu6rbhAkJCRpzbCcmJqrmIG4QHx8PX19fuLq6gohw8+ZNAFA9sKJUKtvlGLzK0aNHMXDgQMhksmb7mJmZ4bvvvoORkRGCg4NRVVXVbN+oqChERkZi1apVKCkpwenTp1FYWIjx48fjwYMHALQ/BwCwYsUKbN68Gdu2bcO9e/fg6+uLWbNm4eeff27TfldXV+PUqVMIDg6GRCJRWxYZGQlra2tIJBI4OzvDz88PFy5cUC0vLi5GTU0N/v3vf2PChAmqf7beeOMNJCYmNpk0R44ciaKiIly5cqVNcRsyTqiMvca8vLwgl8tha2uLoKAgVFVVoaCgQK2PWCxWXW0NHjwYSUlJqKioQHJysiAx+Pj4oLy8HGvWrBFkfbqoqqrC7du3dewF7wAAIABJREFU4erq+sq+np6eWLJkCfLz87FixYom+ygUCsTFxWH69OmYM2cOLC0t4e7ujh07dqC0tBQ7d+7UeE9L5+DZs2dISkqCv78/AgICYGVlhdWrV8PExKTNxz82NhYODg6IiYlRa//4449x+PBhFBYWorKyEnv37kVBQQG8vb2Rk5MDAKqHjmxtbbFhwwbk5OTgwYMH8PPzw6JFi/D3v/9dY3v9+/cHAGRnZ7cpbkPGCZUxBgCqq5SXr46aMnr0aMhkMrVbmJ1VSUkJiKjFq9OXxcTEYODAgUhMTMSZM2c0lufk5KCyshKjR49Wax8zZgwkEonarfKmND4H169fR3V1tdpDPmZmZrC3t2/T8T948CDS09Nx4sQJjYew+vTpg5EjR8Lc3BwSiQQeHh5ITk6GQqFAYmIiAMDU1BQAMGTIEHh5ecHGxgaWlpZYt24dLC0tm/zHoeEYN1yld0WcUBljOjM1NcXDhw/1HUabPXv2DMDvCeJVpFIpkpOTIRKJMG/ePCgUCrXlDUNDzM3NNd5rZWWFiooKneJruLW8evVqtTGhd+7cadWDRMCLp3M3btyIrKws9OvXT6v3uLu7w9jYGDdu3AAAODg4AIDq9/EGEokEffv2RV5ensY6zMzMAPx+zLsiTqiMMZ3U1tairKwMjo6O+g6lzRq+5HWZeMDT0xMRERHIzc3F+vXr1ZZZWVkBQJOJszXHzNbWFgCwbds2jWEsZ8+e1WldALB9+3akpKTg1KlT6NWrl9bvUyqVUCqVqn88zM3N0b9/f1y7dk2jb11dHSwtLTXaa2pqAPx+zLsiTqiMMZ1kZWWBiODh4aFqE4vFr7xVbIh69uwJkUik8/jS9evXY9CgQbh06ZJa+9ChQ2Fubq7xwND58+dRU1ODN998U6ft9OnTB1KpFJcvX9bpfY0REZYvX47s7GxkZGQ0eQXd4L333tNou3DhAogInp6eqrbAwEBcunQJt27dUrVVV1fjzp07TQ6laTjGdnZ2bdkVg8YJlTHWIqVSiSdPnqCurg5Xr15FeHg4nJycMHfuXFUfNzc3PH78GBkZGaitrcXDhw9x584djXXZ2NiguLgY+fn5qKioQG1tLTIzM/U2bEYmk8HFxQV3797V6X0Nt34bj+uUSqVYunQpDh48iJSUFJSXlyM7OxuhoaFwcHBASEiIztv55JNPsHfvXiQlJaG8vBz19fW4e/cu7t27BwAICgqCnZ1di1MfXrt2DZs3b8Y333wDExMTjWkFt27dqupbVFSE1NRUlJWVoba2FmfPnsX8+fPh5OSE0NBQVb+IiAj07dsXc+fORUFBAR49eoTly5dDoVA0+dBWwzHWZtxqp0WdBABKS0vTdxiskbS0NOpEH6NO5YMPPqAPPvigTevYvn072dvbEwCSyWQ0depUSkxMJJlMRgCof//+lJeXRzt37iS5XE4AqG/fvnTjxg0iIgoJCSETExPq3bs3icViksvl5OfnR3l5eWrbefToEU2YMIGkUik5OzvTZ599RsuWLSMA5ObmRgUFBUREdPHiRerbty+ZmZnRuHHj6P79+3Ts2DGysLCgmJiYNu0rUes+j2FhYWRiYkLV1dWqtoMHD5KrqysBoB49etCiRYuafO+yZcto2rRpam1KpZK2bNlC/fv3JxMTE7K2tiZ/f3+6fv26qo8u5+D58+e0fPlycnJyIrFYTLa2thQQEEA5OTlEROTv708AaO3atc3uY3Z2NgFo9rVlyxZV36VLl5Krqyt169aNxGIxOTo6UnBwMBUXF2ust7CwkD788EOytrYmU1NTeuuttygzM7PJGHx8fKh3796kVCqbjbOxzvb90mki5YRqmDrbB74zESKhtlVISAjZ2NjoNQZd/H/27jwsijPbH/i3gV5o6GZRVBRBoIkbCnFiDBhHjTcmxutCcCFjTNSYECcOImoQF6KIRINRLg6MEX24d9wAl0FjxOSql+TJE5NxfooSTAwuKC6IKMouCOf3h9Md2wbshm6quzmf5+k/rHqr6lS9bR9qeeu05ftYWFhIdnZ2tGPHDhNFZVqNjY00YsQI2r59u9ChtKisrIxkMhlt2LDBoOUs7feFL/kyxlpl7ZVCVCoV4uLiEBcXp1N5xdw1NjYiOzsblZWVCAsLEzqcFq1atQqBgYGIiIgQOhST6jQJde7cuVAoFBCJRO2+wW8Ndu/ejaFDh0KhUMDLywuzZ89GSUmJybf7dFks9UcikaBbt24YNWoUEhMTUV5ebvJYGFOLiYnB1KlTERYWZlEvwM/NzcX+/fuRk5Oj91jajrZx40bk5eXhyJEjEIvFQodjUp0moW7btg1paWlCh2EWMjMzMWPGDEydOhXXr1/HwYMH8d1332HcuHEmrwbxZFksJycnEBGamppQWlqKrKwseHt7Izo6GgMHDmz3q9VY+yxbtgzp6el48OABvL29sW/fPqFDMqm1a9ciIiICn376qdCh6G3MmDHYtWuX1nuUzcnBgwfx8OFD5ObmwsXFRehwTK7TJFRr054yWF988QV69uyJJUuWwMnJCYGBgYiKikJeXt4z3+RiCiKRCM7Ozhg1ahTS09ORlZWF27dva8qOWTpzLVn2LAkJCXj48CGICFeuXMGUKVOEDsnkxo4di3Xr1gkdhtWYNGkSYmJidJ6GtladKqGKRCKhQzCa9pTBKi4uhru7u9bx6N27NwA0O9Sho02ZMgWzZs1CaWkptmzZInQ47WaOJcsYY8ZntQmViJCYmIi+fftCKpXCyckJS5Ys0Wrz2WefQS6XQ6FQoLS0FIsWLUKvXr1w4cIFvUow6VveSh3Ps9bX3jJY+vLx8dH5gVffP/Xx8TFoXaaiHuOYk5MDoPP2FWPMggj4hLFBYOCwmeXLl5NIJKLPP/+cysvLqaamhlJSUggAnTlzRqsdAFqwYAFt3ryZ3nzzTfrll18oNjaWJBIJ7dixg+7fv0/nzp2jIUOGUNeuXamkpESzfHh4ODk4OND58+eprq6OCgoKaOjQoaRQKDRj74hI7/XNmDGDunfvrrUviYmJBIDu3LmjmRYaGkq+vr4GHUO13NxcEovFlJycTBUVFfTzzz9T//796bXXXjN4XW19rN3X15ecnJxanF9RUUEAqHfv3pppna2vzGHYjKWxtGEWrHWW1p8WE6khCbWmpobkcjm9+uqrWtP37NnTYkKtra3VWt7R0ZHCwsK0lv/nP/9JACguLk4zLTw8XCcxnDp1igDQ6tWrDV5fRyRUIqIVK1ZoDez28PCg4uJig9djqoRKRCQSicjZ2Vnz787WV5xQDWdpP8CsdZbWn3Ydcx7csS5evIiamhqMGTOmTcu3twTT0+Wt2rs+Y1u+fDm2bduG48ePY9iwYSgtLcXSpUsRFBSEH374QXM/VUjV1dUgIiiVylbbWXtf/fjjj5g6dWqHbtOSqV9vx8fMOhj6SkihWeU9VHUnqCs1GMoYJZieLG9l7JJO7XHr1i2sX78eH3zwAV555RU4ODjA29sbaWlpuHnzJhITEzssltaoy0T169ev1XbW3FeMMctilWeoMpkMAPDw4cM2Ld/eEkxPl7cydkmn9igsLERjY6NO6SalUglXV1cUFBR0WCytOXr0KABg3Lhxrbaz5r4CgJdeegl79+7t0G1asqysLEyfPp2PmZVQ96elsMozVH9/f9jY2ODbb79t8/LtKcH0dHkrQ9Zn6jJY6oSgrlShVllZiXv37pnF5d6SkhJs2rQJHh4emDNnTqttrbmvGGOWxSoTqpubG0JDQ7Fv3z5s374dFRUVOHfuHLZu3arX8oaWYHpWeStD1teeMlj68Pb2xujRo5GWlobvvvsOtbW1KC4u1sTw3nvv6bUeYyAiVFVVoampCUSEO3fuIDMzE8OHD4etrS2ys7OfeQ/VmvuKMWZhBH0kygAwcNhMZWUlzZ07l7p06UKOjo708ssvU2xsrOaJ1rNnz9L69evJ3t5eMzzjyWoT+pRgItK/vJW+62tPGSx9lZWVUWRkJKlUKpJKpeTo6EjDhw+nf/zjH3qvQ83Qp/AOHTpEgwcPJrlcThKJhGxsbAiA5oneF198keLi4uju3btay3XGvuKnfA1naU+FstZZWn+KiIiESuaGEIlEyMzMxLRp04QORcuHH36IvXv34u7du0KHIgj1PQ5L+BpZWl+pn1Tl+4H6s6TvI3s2S+tPq7zk29GsvbyVNeG+YoyZCidUK/Drr7/qlENr7mPO9RIZMwfHjh1DTEyMTpnBmTNn6rQdO3YsFAoFbG1tMXDgQJw+fVqAiPUXFxeHAQMGQKlUQiqVQqVS4eOPP9apARsfH9/s74e/v7/OOhsaGpCQkACVSgWJRAJnZ2f4+/ujqKgIAHDo0CGsX7++0/whywm1HcylvFW/fv1Aj9961eonIyNDkPjMgbn0FTNfn3zyCZKTk7Fs2TKtMoNdunTBzp078dVXX2m1/+abb7B3715MmDABBQUFGDJkiECR6+fEiROYP38+ioqKUFZWhoSEBCQlJbXrJRjTp0/H3//+d+zatQs1NTX45Zdf4Ovrq0nSEydOhEwmw5gxYzRjvK0ZJ9R26IzlrSwV91XbdETpOXMob7du3TpkZGQgKysLCoVCa15ycjJsbGwQHh5u0eUEHR0dER4eDldXVygUCkybNg0hISE4evQoiouLtdru2LFD5w/yn3/+WatNRkYGsrOzsXfvXgwbNgx2dnZwd3fHwYMHtc5mFyxYgICAALzxxhsmr7csNE6ojLEWdUTpOaHL2128eBErV67E6tWrNS+FeVJwcDAiIyNx48YNLF68WIAIjePw4cM6dUm7du0KAKipqTF4fX/7298wZMgQDBo06JltV61ahby8PCQlJRm8HUvCCZUxK0ImLj2nbxm89pa3O3r0KJRKJdauXWvS4wU8PgMlIkycOLHFNvHx8Xjuueewbds2HDt2rNX16dMHqampcHBwgFwux8GDBzFu3DgolUp4eHhgz549WutrbGxEbGwsPD09YW9vj8GDByMzM7N9O/1vN27cgL29Pby9vQ1arr6+Hj/++CMCAwP1au/i4oKRI0ciKSnJYp7YbZOOG6HTPjBwHCrrGJY2TsyStGUcakeUntO3DF57tnH48GFSKBRa1X300Zbvo4+PDw0YMKDZeb6+vnTlyhUiIvrhhx/IxsaG+vTpQ1VVVURElJOTQ5MmTdJaRt8+UFdPOn78OD148IBKS0tpxIgR5ODgQPX19Zp2ixcvJqlUSvv27aPy8nJatmwZ2djY0KlTpwzaz6dVV1eTQqGgiIgIrelr1qwhDw8PcnZ2JrFYTH369KFJkybRP//5T02bK1euEAAKDAykUaNGUY8ePUgqlVK/fv3or3/9KzU1NelsLyYmRqfa17NY2u8Ln6EyZiVqa2uxceNGvPnmm3j77bfh5OSEQYMGYcuWLSgrK9P7TWH6sLOz05yBDRgwAKmpqaisrER6erpR1j9+/HhUVFRg5cqVRllfS6qrq3HlyhX4+vo+s21QUBAWLlyIoqIiLF26tNk2bemD4OBgKJVKuLm5ISwsDNXV1bh27RoAoK6uDqmpqQgJCUFoaCicnZ2xYsUKiMXidh/rhIQEuLu7Iz4+Xmv6u+++i0OHDqG4uBhVVVXYs2cPrl27hpEjR2re9a1+6MjNzQ1r165FQUEBbt++jcmTJ2P+/PnYvXu3zvb8/PwAAPn5+e2K25xxQmXMSghZeu7pMniWorS0FEQEuVyuV/v4+Hj07dsXKSkp+P7773Xmt7cPJBIJAGheT3nhwgXU1NRoPeRjb2+PHj16tOtYHzhwAFlZWfj66691HsLq3bs3nn/+eTg6OkIikeCll15Ceno6amtrkZKSAuBxhSYAGDhwIIKDg+Hq6gonJyesXr0aTk5Ozf7hoD7Gt2/fbnPc5o4TKmNWQujSc0+WwbMUdXV1AH5PEM8ik8mQnp4OkUiEOXPmoLa2Vmu+sfuguroaALBixQqtMaFXr15t04NEwOOnc9etW4fc3Fz06dNHr2UGDRoEW1tbTVlFd3d3ANDcC1eTSCTw8vLCpUuXdNZhb28P4Pdjbo04oTJmJYQsPfd0GTxLof6RN+TFA0FBQYiKikJhYSHWrFmjNc/YfaCu6bxp0yadYSwnT540aF0AsHnzZuzcuRMnTpzQKeHYmqamJjQ1NWn+8HB0dISfnx/Onz+v0/bRo0dwcnLSmV5fXw/g92NujTihMmYlhCw993QZPFNswxS6desGkUhk8PjSNWvWoF+/fjhz5ozW9PaWE3xa7969IZPJkJeXZ9ByTyMiREdHIz8/H9nZ2c2eQau99tprOtNOnToFIkJQUJBm2vTp03HmzBlcvnxZM62mpgZXr15tdiiN+hh37969Pbti1jihMmYlOrL03LPK4LV3Gzk5OR0ybEYul8PHxwfXr183aDn1pd+nx3UaWk5Qn+3Mnj0be/bsQWpqKioqKtDY2Ijr169rahqHhYWhe/furb768Pz58/jss8+QlpYGsVis81rBDRs2aNreuHEDGRkZuH//PhoaGnDy5EnMnTsXnp6emDdvnqZdVFQUvLy8MGvWLFy7dg13795FdHQ0amtrm31oS32M9Rm3arGEe8DYMOBhM2bJ0h5rtyRtGTbTEaXn9C2D155tHDlyhBQKBcXHxxu0/235PkZERJBYLKaamhrNtAMHDpCvry8BoK5du9L8+fObXXbJkiU6w2b06YOUlBSSy+UEgPz8/OjSpUu0detWUiqVBIC8vLzot99+IyKihw8fUnR0NHl6epKdnR25ublRaGgoFRQUEBFRSEgIAaDY2NgW9zE/P58AtPhJTEzUtF20aBH5+vqSg4MD2dnZkYeHB73//vt08+ZNnfUWFxfTW2+9RS4uLiSVSunFF1+knJycZmMYP3489erVq9khNS2xtN8Xi4mUE6p5srQvvCUx13qo4eHh5OrqKnQYzWrL97GwsJDs7Oy0auxaksbGRhoxYgRt375d6FBaVFZWRjKZjDZs2GDQcpb2+8KXfBljBrOm6iEqlQpxcXGIi4vTqbxi7hobG5GdnY3Kykqzria1atUqBAYGIiIiQuhQTIoTKmOs04uJicHUqVMRFhZmUS/Az83Nxf79+5GTk6P3WNqOtnHjRuTl5eHIkSMQi8VCh2NSnFAZY3qz5jJ4a9euRUREBD799FOhQ9HbmDFjsGvXLq13JpuTgwcP4uHDh8jNzYWLi4vQ4ZicndABMMYsR0JCAhISEoQOw2TGjh2LsWPHCh2G1Zg0aRImTZokdBgdhs9QGWOMMSPghMoYY4wZASdUxhhjzAg4oTLGGGNGwAmVMcYYMwIREZHQQehDJBIJHQJjjDEBWEiaspxhM5mZmUKHwJggNm3aBABYuHChwJEwxlpjMWeojHVW06ZNAwBkZWUJHAljrDV8D5UxxhgzAk6ojDHGmBFwQmWMMcaMgBMqY4wxZgScUBljjDEj4ITKGGOMGQEnVMYYY8wIOKEyxhhjRsAJlTHGGDMCTqiMMcaYEXBCZYwxxoyAEypjjDFmBJxQGWOMMSPghMoYY4wZASdUxhhjzAg4oTLGGGNGwAmVMcYYMwJOqIwxxpgRcEJljDHGjIATKmOMMWYEnFAZY4wxI+CEyhhjjBkBJ1TGGGPMCDihMsYYY0bACZUxxhgzAk6ojDHGmBFwQmWMMcaMgBMqY4wxZgScUBljjDEj4ITKGGOMGQEnVMYYY8wIOKEyxhhjRmAndACMsd/99NNPOHv2rNa0y5cvAwC2bt2qNT0gIADDhg3rsNgYY60TEREJHQRj7LHDhw9jwoQJsLW1hY3N4wtI6v+iIpEIANDU1ITGxkZ8+eWX+M///E/BYmWMaeOEypgZaWhoQNeuXVFRUdFqO6VSiTt37kAikXRQZIyxZ+F7qIyZEbFYjLfeeqvVRKlPG8ZYx+OEypiZeeutt1BfX9/i/IaGBvzpT3/qwIgYY/rgS76MmZmmpib07NkTt2/fbna+m5sbSkpKNPdYGWPmgf9HMmZmbGxsMHPmzGYv6UokEsyaNYuTKWNmiP9XMmaGWrrsW19fj7feekuAiBhjz8KXfBkzU35+frh48aLWNB8fH1y6dEmgiBhjreEzVMbM1Ntvvw2xWKz5t0QiwbvvvitgRIyx1vAZKmNm6uLFi/Dz89OaduHCBTz33HMCRcQYaw2foTJmplQqFQICAiASiSASiRAQEMDJlDEzxgmVMTP2zjvvwNbWFra2tnjnnXeEDocx1gq+5MuYGbt58yZ69+4NIkJxcTF69eoldEiMsRZYbUI9efIkNm7cKHQYjLVbbm4uAGDUqFGCxsGYMURFRSEoKEjoMEzCai/5FhcXY9++fUKH0Sn9+OOP+PHHH4UOw6xcv369zd9HT09PeHl5GTkiy7Bv3z5cv35d6DCYkezbtw/FxcVCh2EyVl8Pde/evUKH0OlMnToVAB/7J2VlZWH69OltOib37t0DALi6uho7LLMnEomwcOFCTJs2TehQmBGoSxBaK6tPqIxZus6YSBmzRFZ7yZcxxhjrSJxQGWOMMSPghMoYY4wZASdUxhhjzAg4oTJmQY4cOQInJyd8+eWXQodi9o4dO4aYmBjs378fPj4+mlc4zpw5U6ft2LFjoVAoYGtri4EDB+L06dMCRKy/uLg4DBgwAEqlElKpFCqVCh9//DGqqqq02sXHx2v2+8mPv7+/zjobGhqQkJAAlUoFiUQCZ2dn+Pv7o6ioCABw6NAhrF+/Ho2NjR2xixaJEypjFsRK38NidJ988gmSk5OxbNkyhIaG4vLly/D19UWXLl2wc+dOfPXVV1rtv/nmG+zduxcTJkxAQUEBhgwZIlDk+jlx4gTmz5+PoqIilJWVISEhAUlJSZoha20xffp0/P3vf8euXbtQU1ODX375Bb6+vpokPXHiRMhkMowZMwb379831q5YFU6ojFmQ8ePH48GDB5gwYYLQoaC2thbBwcFCh6Fj3bp1yMjIQFZWFhQKhda85ORk2NjYIDw8HA8ePBAowvZzdHREeHg4XF1doVAoMG3aNISEhODo0aM6L07YsWMHiEjr8/PPP2u1ycjIQHZ2Nvbu3Ythw4bBzs4O7u7uOHjwoNbZ7IIFCxAQEIA33ngDjx496pB9tSScUBljbbJ9+3aUlpYKHYaWixcvYuXKlVi9ejVkMpnO/ODgYERGRuLGjRtYvHixABEax+HDh2Fra6s1rWvXrgCAmpoag9f3t7/9DUOGDMGgQYOe2XbVqlXIy8tDUlKSwduxdpxQGbMQ33//PTw9PSESifDXv/4VAJCamgoHBwfI5XIcPHgQ48aNg1KphIeHB/bs2aNZNjk5GTKZDN26dcOHH34Id3d3yGQyBAcH46efftK0i4iIgEQiQY8ePTTTPvroIzg4OEAkEqGsrAwAEBkZiUWLFuHSpUsQiURQqVQAgKNHj0KpVGLt2rUdcUh0JCcng4gwceLEFtvEx8fjueeew7Zt23Ds2LFW10dE2LhxI/r37w+pVAoXFxdMnjwZv/76q6aNvn0AAI2NjYiNjYWnpyfs7e0xePBgZGZmtm+n/+3GjRuwt7eHt7e3QcvV19fjxx9/RGBgoF7tXVxcMHLkSCQlJfEtiKdwQmXMQrz88sv44YcftKb9+c9/xsKFC1FbWwuFQoHMzExcunQJPj4+eP/999HQ0ADgcaKcNWsWampqsGDBAhQVFeH06dN49OgRXn31Vc1lwuTkZJ3X/KWkpGD16tVa05KSkjBhwgT4+vqCiHDx4kUA0Dyw0tTUZJJj8CxfffUV+vbtC7lc3mIbe3t7/Pd//zdsbGzw/vvvo7q6usW2q1atQkxMDJYvX47S0lJ89913KC4uxogRI3D79m0A+vcBACxduhSfffYZNm3ahFu3bmHChAn405/+hH/961/t2u+amhqcOHEC77//PiQSida8mJgYuLi4QCKRwNvbG5MnT8apU6c082/evIn6+nr8v//3/zB69GjNH1v9+/dHSkpKs0nz+eefx40bN3D27Nl2xW1tOKEyZiWCg4OhVCrh5uaGsLAwVFdX49q1a1pt7OzsNGdbAwYMQGpqKiorK5Genm6UGMaPH4+KigqsXLnSKOszRHV1Na5cuQJfX99ntg0KCsLChQtRVFSEpUuXNtumtrYWGzduxJtvvom3334bTk5OGDRoELZs2YKysjJs3bpVZ5nW+qCurg6pqakICQlBaGgonJ2dsWLFCojF4nYf/4SEBLi7uyM+Pl5r+rvvvotDhw6huLgYVVVV2LNnD65du4aRI0eioKAAADQPHbm5uWHt2rUoKCjA7du3MXnyZMyfPx+7d+/W2Z6fnx8AID8/v11xWxtOqIxZIfVZypNnR8154YUXIJfLtS5hWqrS0lIQUatnp0+Kj49H3759kZKSgu+//15nfkFBAaqqqvDCCy9oTR86dCgkEonWpfLmPN0HFy5cQE1NjdZDPvb29ujRo0e7jv+BAweQlZWFr7/+WuchrN69e+P555+Ho6MjJBIJXnrpJaSnp6O2thYpKSkAAKlUCgAYOHAggoOD4erqCicnJ6xevRpOTk7N/uGgPsbqs3T2GCdUxjo5qVSKO3fuCB1Gu9XV1QH4PUE8i0wmQ3p6OkQiEebMmYPa2lqt+eqhIY6OjjrLOjs7o7Ky0qD41JeWV6xYoTUm9OrVq216kAh4/HTuunXrkJubiz59+ui1zKBBg2Bra4vffvsNAODu7g4AmvvjahKJBF5eXrh06ZLOOuzt7QH8fszZY5xQGevEGhoacP/+fXh4eAgdSrupf+QNefFAUFAQoqKiUFhYiDVr1mjNc3Z2BoBmE2dbjpmbmxsAYNOmTTrDWE6ePGnQugBg8+bN2LlzJ06cOIGePXvqvVxTUxOampo0f3g4OjrCz88P58+f12n76NEjODk56Uyvr68H8PsxZ49xQmWsE8vNzQUR4aU/AbRzAAAgAElEQVSXXtJMs7Oze+alYnPUrVs3iEQig8eXrlmzBv369cOZM2e0pvv7+8PR0VHngaGffvoJ9fX1+MMf/mDQdnr37g2ZTIa8vDyDlnsaESE6Ohr5+fnIzs5u9gxa7bXXXtOZdurUKRARgoKCNNOmT5+OM2fO4PLly5ppNTU1uHr1arNDadTHuHv37u3ZFavDCZWxTqSpqQnl5eV49OgRzp07h8jISHh6emLWrFmaNiqVCvfu3UN2djYaGhpw584dXL16VWddrq6uuHnzJoqKilBZWYmGhgbk5OQINmxGLpfDx8cH169fN2g59aXfp8d1ymQyLFq0CAcOHMDOnTtRUVGB/Px8zJs3D+7u7ggPDzd4O7Nnz8aePXuQmpqKiooKNDY24vr167h16xYAICwsDN27d2/11Yfnz5/HZ599hrS0NIjFYp3XCm7YsEHT9saNG8jIyMD9+/fR0NCAkydPYu7cufD09MS8efM07aKiouDl5YVZs2bh2rVruHv3LqKjo1FbW9vsQ1vqY6zPuNVOhaxUZmYmWfHumbUpU6bQlClThA7DrBjj+7h582bq0aMHASC5XE4TJ06klJQUksvlBID8/Pzo0qVLtHXrVlIqlQSAvLy86LfffiMiovDwcBKLxdSrVy+ys7MjpVJJkydPpkuXLmlt5+7duzR69GiSyWTk7e1Nf/nLX2jJkiUEgFQqFV27do2IiE6fPk1eXl5kb29PL7/8MpWUlNCRI0dIoVBQfHx8u/ZVDQBlZmbq3T4iIoLEYjHV1NRoph04cIB8fX0JAHXt2pXmz5/f7LJLliyhSZMmaU1ramqixMRE8vPzI7FYTC4uLhQSEkIXLlzQtDGkDx4+fEjR0dHk6elJdnZ25ObmRqGhoVRQUEBERCEhIQSAYmNjW9zH/Px8AtDiJzExUdN20aJF5OvrSw4ODmRnZ0ceHh70/vvv082bN3XWW1xcTG+99Ra5uLiQVCqlF198kXJycpqNYfz48dSrVy9qampqMc7mGNqflsZqMw4nVOFwQtVlDt/H8PBwcnV1FTQGQxn6A1xYWEh2dna0Y8cOE0ZlOo2NjTRixAjavn270KG0qKysjGQyGW3YsMHgZa09ofIlX8Y6EWuvFKJSqRAXF4e4uDidyivmrrGxEdnZ2aisrERYWJjQ4bRo1apVCAwMREREhNChmB1OqIwxqxITE4OpU6ciLCzMol6An5ubi/379yMnJ0fvsbQdbePGjcjLy8ORI0cgFouFDsfscEJtxdy5c6FQKCASidr9ZJ7QmpqasGnTpharg6xfvx79+vWDvb09HBwc0K9fP6xcuRIVFRUmj+3pepXqj0QiQbdu3TBq1CgkJiaivLzc5LFYq2XLliE9PR0PHjyAt7c39u3bJ3RIJrV27VpERETg008/FToUvY0ZMwa7du3Seo+yOTl48CAePnyI3NxcuLi4CB2OeRL6mrOpGOue1Z49ewgAnTlzxghRCeO3336j4cOHEwAKCAhots348eNpw4YNVFpaSpWVlZSVlUVisZheffVVg7fX1nuovr6+5OTkRESPHwYpLy+n//u//6NZs2aRSCQid3d3OnXqlMHrNQfmcA/VEsHK77l1Ntben3yGauXOnj2LpUuXYt68ea1Wk5BIJPjoo4/g5uYGR0dHTJ06FZMnT8b//u//ah7p70gikQjOzs4YNWoU0tPTkZWVhdu3b2vqgTLGmLnhhPoMIpFI6BDaJSAgAPv378eMGTNafSXbgQMHdOpH9urVCwDM4uGOKVOmYNasWSgtLcWWLVuEDocxxnRwQn0CESExMRF9+/aFVCqFk5MTlixZotOutZqGhtRG/Pbbb/Hiiy9CLpdDqVRi0KBBmnuWpqybqK/CwkI4OzvDy8urQ7fbEvXLB3JycjTTOktfMMYsgNDXnE2lLfesli9fTiKRiD7//HMqLy+nmpoaSklJ0bmHunjxYpJKpbRv3z4qLy+nZcuWkY2Njeb+3vLlywkAHT9+nB48eEClpaU0YsQIcnBwoPr6eiIiqqqqIqVSSevXr6fa2loqKSmhN998k+7cuaPXNtpi2LBhLd5DVauvr6fr16/T5s2bSSqVtmk8nzHuoTanoqKCAFDv3r010yylL/geatvAyu+5dTbW3p9W+z/c0B+wmpoaksvlOg/hPP1QUm1tLcnlcgoLC9NaViqV0p///Gci+v1HvLa2VtNGnZgvXrxIREQ///wzAaDDhw/rxKLPNtpCn4TavXt3AkBdunSh//qv/9IkHUOYKqESEYlEInJ2diYiy+oLTqhtY+0/wJ2NtfcnX/L9t4sXL6KmpgZjxoxptV1baxo+XRvRx8cH3bp1w9tvv41Vq1ahqKio3dswhuLiYpSWlmL37t34n//5Hzz//PMoLS016Tb1VV1dDSKCUqkEYJl98fTQIP60/gEev7hd6Dj4Y7z+tGZ2QgdgLtQve1aXWGrJkzUNV6xYoTVPXVdQH/b29jhx4gSWLl2KtWvXIi4uDtOmTUN6errRttEWYrEYbm5uGDt2LLy9vfHcc88hISEBSUlJJt2uPtT1G/v16wfAMvuC770aZvr06YiMjNSqjMIs1/Tp04UOwaQ4of6b+gnXhw8fttruyZqGkZGR7drmwIED8eWXX+LOnTvYuHEj1q1bh4EDB2peO2aMbbSHSqWCra0tCgoKBIvhSUePHgUAjBs3DoBl9sW0adPavY7OZPr06QgKCuLjZiWsPaHyJd9/8/f3h42NDb799ttW2xmrpuHNmzc1BX3d3Nzw6aefYsiQITh//rzRtqGvu3fv4k9/+pPO9MLCQjQ2NqJ3794dEkdrSkpKsGnTJnh4eGDOnDkArLMvGGOWixPqv7m5uSE0NBT79u3D9u3bUVFRgXPnzmHr1q1a7fSpaaiPmzdv4sMPP8Svv/6K+vp6nDlzBlevXsVLL71ktG3oy8HBAd988w1OnDiBiooKNDQ04MyZM3j33Xfh4OCAqKgoo2+zJUSEqqoqNDU1gYhw584dZGZmYvjw4bC1tUV2drbmHqo19gVjzIIJ/FCUybTlqcrKykqaO3cudenShRwdHenll1+m2NhYAkAeHh509uxZImq9pqG+tRGLioooODiYXFxcyNbWlnr27EnLly+nR48ePXMbhjh58iQNHz6c3N3dNfUSe/ToQcHBwfTtt99q2k2cOJG8vb3J0dGRpFIp+fr6UlhYGOXn5xu0PSLDn/I9dOgQDR48mORyOUkkErKxsSEAmid6X3zxRYqLi6O7d+/qLGspfcFP+bYNrPyp0M7G2vtTREQkTCo3raysLEyfPh1WuntmberUqQCAvXv3ChyJ+eDvY9uIRCJkZmbyPVQrYe39yZd8GWOMMSPghGphfv31V73Ge5lzgWLGOsKxY8cQExOjUx5w5syZOm3Hjh0LhUIBW1tbDBw4EKdPnxYgYsM9qyxjXFwcBgwYAKVSCalUCpVKhY8//rjZ93Pv3r0bQ4cOhUKhgJeXF2bPno2SkhLN/EOHDmH9+vVWX6S+PTihWph+/fqBHr/hqtVPRkaG0KEyJphPPvkEycnJWLZsGUJDQ3H58mX4+vqiS5cu2LlzJ7766iut9t988w327t2LCRMmoKCgAEOGDBEocv0VFhbij3/8I6KiolBTU9NsmxMnTmD+/PkoKipCWVmZZky5+raMWmZmJmbMmIGpU6fi+vXrOHjwIL777juMGzcOjx49AgBMnDgRMpkMY8aMwf37902+f5aIEypjnURtbW2LZzKWtI1nWbduHTIyMpCVlQWFQqE1Lzk5GTY2NggPD7foMoD6lmV0dHREeHg4XF1doVAoMG3aNISEhODo0aMoLi7WtPviiy/Qs2dPLFmyBE5OTggMDERUVBTy8vLw008/adotWLAAAQEBeOONNzSJlv2OEypjncT27dtN/hrJjthGay5evIiVK1di9erVOuUIASA4OBiRkZG4ceMGFi9eLECExqFvWcbDhw/D1tZWa1rXrl0BQOustri4GO7u7lqvB1SPP7969arW8qtWrUJeXp5ZvD3N3HBCZcxMERE2btyI/v37QyqVwsXFBZMnT9Z6h3BERAQkEgl69OihmfbRRx/BwcEBIpEIZWVlAIDIyEgsWrQIly5dgkgkgkqlQnJyMmQyGbp164YPP/wQ7u7ukMlkCA4O1jorac82gMdvuFIqlVi7dq1Jjxfw+AyUiDBx4sQW28THx+O5557Dtm3bcOzYsVbXp08fGFIm0BxKAd64cQP29vbw9vbWTPPx8dH5Q0h9/9THx0druouLC0aOHImkpCR+av1pHT5Qp4PwuD/htLXajDVry/cxNjaWJBIJ7dixg+7fv0/nzp2jIUOGUNeuXamkpETTbsaMGdS9e3etZRMTEwmApgQdEVFoaCj5+vpqtQsPDycHBwc6f/481dXVUUFBAQ0dOpQUCgVdu3bNKNs4fPgwKRQKiouLM2j/iQwft+jj40MDBgxodp6vry9duXKFiIh++OEHsrGxoT59+lBVVRUREeXk5NCkSZO0ltG3D/QpE0gkXFlGterqalIoFBQREaE1PTc3l8RiMSUnJ1NFRQX9/PPP1L9/f3rttdeaXU9MTIxOWUt9GNqflobPUBkzQ7W1tdi4cSPefPNNvP3223BycsKgQYOwZcsWlJWV6bzBqz3s7Ow0Z2ADBgxAamoqKisrkZ6ebpT1jx8/HhUVFVi5cqVR1teS6upqXLlyBb6+vs9sGxQUhIULF6KoqAhLly5ttk1b+iA4OBhKpRJubm4ICwtDdXU1rl27BgCoq6tDamoqQkJCEBoaCmdnZ6xYsQJisdhox/pZEhIS4O7ujvj4eK3pI0eORHR0NCIiIqBUKuHv74/Kykps27at2fX4+fkBAPLz800esyXhhMqYGSooKEBVVRVeeOEFrelDhw6FRCLRuiRrbC+88ALkcrnJSwUaW2lpKYgIcrlcr/bx8fHo27cvUlJS8P333+vMb28fPF0mUMiyjABw4MABZGVl4euvv9Z5WGv58uXYunUrjh8/jqqqKly+fBnBwcEICgrSenhJTX2Mb9++bfK4LQknVMbMkHpYgqOjo848Z2dnVFZWmnT7UqkUd+7cMek2jK2urg4AWn1I50kymQzp6ekQiUSYM2cOamtrteYbuw+eLAX45Jjxq1evtjjsxVgyMjKwbt065Obmok+fPlrzbt26hfXr1+ODDz7AK6+8AgcHB3h7eyMtLQ03b95EYmKizvrs7e0B/H7M2WOcUBkzQ87OzgDQ7I/2/fv34eHhYbJtNzQ0mHwbpqD+kTfkxQNBQUGIiopCYWEh1qxZozXP2H3wZLlBemrc+MmTJw1alyE2b96MnTt34sSJE+jZs6fOfHVVqafnKZVKuLq6Nlu+sb6+HsDvx5w9xgmVMTPk7+8PR0dH/Otf/9Ka/tNPP6G+vh5/+MMfNNPs7Ow0lxWNITc3F0SEl156yWTbMIVu3bpBJBIZPL50zZo16NevH86cOaM13ZA+0EdHlwIkIkRHRyM/Px/Z2dnNnmkD0Pxh8HT1pMrKSty7d6/Z8o3qY9y9e3cjR23ZOKEyZoZkMhkWLVqEAwcOYOfOnaioqEB+fj7mzZsHd3d3hIeHa9qqVCrcu3cP2dnZaGhowJ07d3TGDgKAq6srbt68iaKiIlRWVmoSZFNTE8rLy/Ho0SOcO3cOkZGR8PT0xKxZs4yyjZycnA4ZNiOXy+Hj44Pr168btJz60u/T4zUN6QN9t/OsUoBhYWHo3r27UV59eP78eXz22WdIS0uDWCzWeT3phg0bAADe3t4YPXo00tLS8N1336G2thbFxcWa/Xvvvfd01q0+xoMGDWp3nFZFwCeMTYqHzQiHh83oasv3sampiRITE8nPz4/EYjG5uLhQSEgIXbhwQavd3bt3afTo0SSTycjb25v+8pe/0JIlSwgAqVQqzfCX06dPk5eXF9nb29PLL79MJSUlFB4eTmKxmHr16kV2dnakVCpp8uTJdOnSJaNt48iRI6RQKCg+Pt7g4wYDh1lERESQWCymmpoazbQDBw6Qr68vAaCuXbvS/Pnzm112yZIlOsNm9OkDfcsEEj27FGBISAgBoNjY2Fb3U5+yjPn5+Zp5zX0SExM16ysrK6PIyEhSqVQklUrJ0dGRhg8fTv/4xz+a3f748eOpV69e1NTU1GqcTzO0Py2N1WYcTqjC4YSqy1y/j+Hh4eTq6ip0GC0y9Ae4sLCQ7OzsaMeOHSaMynQaGxtpxIgRtH37dqFDaVFZWRnJZDLasGGDwctae0LlS76MdXLWVD1EpVIhLi4OcXFxzVZUMWeNjY3Izs5GZWWlWVeLWrVqFQIDAxERESF0KGaHEypjzKrExMRg6tSpCAsLs6gX4Ofm5mL//v3IycnReyxtR9u4cSPy8vJw5MgRiMViocMxO5xQGeukli1bhvT0dDx48ADe3t7Yt2+f0CEZzdq1axEREYFPP/1U6FD0NmbMGOzatUvrncnm5ODBg3j48CFyc3Ph4uIidDhmyU7oABhjwkhISEBCQoLQYZjM2LFjMXbsWKHDsBqTJk3CpEmThA7DrPEZKmOMMWYEnFAZY4wxI+CEyhhjjBkBJ1TGGGPMCKz+oaSsrCyhQ+h01K8l42P/O/XLz/mYGM6UL45nzJhERERCB2EKWVlZmD59utBhMMYYe0JmZiamTZsmdBgmYbUJlTFrof7x4bNbxswb30NljDHGjIATKmOMMWYEnFAZY4wxI+CEyhhjjBkBJ1TGGGPMCDihMsYYY0bACZUxxhgzAk6ojDHGmBFwQmWMMcaMgBMqY4wxZgScUBljjDEj4ITKGGOMGQEnVMYYY8wIOKEyxhhjRsAJlTHGGDMCTqiMMcaYEXBCZYwxxoyAEypjjDFmBJxQGWOMMSPghMoYY4wZASdUxhhjzAg4oTLGGGNGwAmVMcYYMwJOqIwxxpgRcEJljDHGjIATKmOMMWYEnFAZY4wxI+CEyhhjjBkBJ1TGGGPMCDihMsYYY0bACZUxxhgzAk6ojDHGmBFwQmWMMcaMQEREJHQQjLHHdu3ahe3bt6OpqUkz7cqVKwAAb29vzTQbGxu89957mDFjRofHyBhrHidUxszIuXPnEBAQoFfbs2fPYvDgwSaOiDGmL06ojJmZfv364cKFC622UalUKCws7KCIGGP64HuojJmZmTNnQiwWtzhfLBZj9uzZHRgRY0wffIbKmJm5fPkyVCoVWvuvWVhYCJVK1YFRMcaehc9QGTMzPj4+GDJkCEQikc48kUiEF154gZMpY2aIEypjZuidd96Bra2tznRbW1u88847AkTEGHsWvuTLmBkqLS2Fu7u71vAZ4PFwmZs3b6J79+4CRcYYawmfoTJmhrp164aRI0dqnaXa2tpi1KhRnEwZM1OcUBkzUzNnztR5MGnmzJkCRcMYexa+5MuYmaqoqICbmxvq6+sBPB4uU1paCmdnZ4EjY4w1h89QGTNTSqUSr7/+Ouzs7GBnZ4c33niDkyljZowTKmNm7O2330ZjYyMaGxv5vb2MmTm+5MuYGaurq0PXrl1BRCgrK4O9vb3QITHGWmAxCbW5Qe6MMcasn4WkKdgJHYAhIiMjERQUJHQY7AknT55EUlISMjMzhQ7F6mzatAkAMHr0aIhEIr2r0HRm/H20Lur+tBQWlVCDgoIwbdo0ocNgT0lKSuJ+MYG9e/cCAOLi4gAAdnYW9d9VMPx9tC6cUBljRsOJlDHLwE/5MsYYY0bACZUxxhgzAk6ojDHGmBFwQmWMMcaMgBMqY1buyJEjcHJywpdffil0KGbv2LFjiImJwf79++Hj4wORSASRSNRsUYKxY8dCoVDA1tYWAwcOxOnTpwWI2HBNTU3YtGkTgoODm50fFxeHAQMGQKlUQiqVQqVS4eOPP0ZVVZVO2927d2Po0KFQKBTw8vLC7NmzUVJSopl/6NAhrF+/Ho2NjSbbH3PCCZUxK2cpg+KF9sknnyA5ORnLli1DaGgoLl++DF9fX3Tp0gU7d+7EV199pdX+m2++wd69ezFhwgQUFBRgyJAhAkWuv8LCQvzxj39EVFQUampqmm1z4sQJzJ8/H0VFRSgrK0NCQgKSkpIwdepUrXaZmZmYMWMGpk6diuvXr+PgwYP47rvvMG7cODx69AgAMHHiRMhkMowZMwb37983+f4JjRMqY1Zu/PjxePDgASZMmCB0KKitrW3xzEhI69atQ0ZGBrKysqBQKLTmJScnw8bGBuHh4Xjw4IFAEbbf2bNnsXTpUsybNw+BgYEttnN0dER4eDhcXV2hUCgwbdo0hISE4OjRoyguLta0++KLL9CzZ08sWbIETk5OCAwMRFRUFPLy8vDTTz9p2i1YsAABAQF44403NInWWnFCZYx1mO3bt6O0tFToMLRcvHgRK1euxOrVqyGTyXTmBwcHIzIyEjdu3MDixYsFiNA4AgICsH//fsyYMQNSqbTFdocPH9YqbA8AXbt2BQCts9ri4mK4u7trvRa2d+/eAICrV69qLb9q1Srk5eVZ1Esa2oITKmNW7Pvvv4enpydEIhH++te/AgBSU1Ph4OAAuVyOgwcPYty4cVAqlfDw8MCePXs0yyYnJ0Mmk6Fbt2748MMP4e7uDplMhuDgYK0zkIiICEgkEvTo0UMz7aOPPoKDgwNEIhHKysoAPH516KJFi3Dp0iWIRCKoVCoAwNGjR6FUKrF27dqOOCQ6kpOTQUSYOHFii23i4+Px3HPPYdu2bTh27Fir6yMibNy4Ef3794dUKoWLiwsmT56MX3/9VdNG3z4AgMbGRsTGxsLT0xP29vYYPHhwh79a8caNG7C3t4e3t7dmmo+Pj84fR+r7pz4+PlrTXVxcMHLkSCQlJVn3LQiyEAAoMzNT6DDYUzIzM8mCvkYWZcqUKTRlypR2r6e4uJgA0ObNmzXTli9fTgDo+PHj9ODBAyotLaURI0aQg4MD1dfXa9qFh4eTg4MDnT9/nurq6qigoICGDh1KCoWCrl27pmk3Y8YM6t69u9Z2ExMTCQDduXNHMy00NJR8fX212h0+fJgUCgXFxcW1e1/b8n308fGhAQMGNDvP19eXrly5QkREP/zwA9nY2FCfPn2oqqqKiIhycnJo0qRJWsvExsaSRCKhHTt20P379+ncuXM0ZMgQ6tq1K5WUlGja6dsHixcvJqlUSvv27aPy8nJatmwZ2djY0KlTpwzazycNGzaMAgIC9GpbXV1NCoWCIiIitKbn5uaSWCym5ORkqqiooJ9//pn69+9Pr732WrPriYmJIQB05swZveO0tN8XPkNlrBMLDg6GUqmEm5sbwsLCUF1djWvXrmm1sbOz05xtDRgwAKmpqaisrER6erpRYhg/fjwqKiqwcuVKo6zPENXV1bhy5Qp8fX2f2TYoKAgLFy5EUVERli5d2myb2tpabNy4EW+++SbefvttODk5YdCgQdiyZQvKysqwdetWnWVa64O6ujqkpqYiJCQEoaGhcHZ2xooVKyAWi412/J8lISEB7u7uiI+P15o+cuRIREdHIyIiAkqlEv7+/qisrMS2bduaXY+fnx8AID8/3+QxC4UTKmMMACCRSAAADQ0NrbZ74YUXIJfLtS5hWqrS0lIQEeRyuV7t4+Pj0bdvX6SkpOD777/XmV9QUICqqiq88MILWtOHDh0KiUSidam8OU/3wYULF1BTUwN/f39NG3t7e/To0aNDjv+BAweQlZWFr7/+WudhreXLl2Pr1q04fvw4qqqqcPnyZQQHByMoKEjr4SU19TG+ffu2yeMWCidUxpjBpFIp7ty5I3QY7VZXVwcArT6k8ySZTIb09HSIRCLMmTMHtbW1WvPVQ0McHR11lnV2dkZlZaVB8VVXVwMAVqxYoRkTKxKJcPXq1RaHvRhLRkYG1q1bh9zcXPTp00dr3q1bt7B+/Xp88MEHeOWVV+Dg4ABvb2+kpaXh5s2bSExM1Fmfvb09gN+PuTXihMoYM0hDQwPu378PDw8PoUNpN/WPvCEvHggKCkJUVBQKCwuxZs0arXnOzs4A0GzibMsxc3NzA/C4Ni4RaX1Onjxp0LoMsXnzZuzcuRMnTpxAz549deYXFhaisbFRZ55SqYSrqysKCgp0lqmvrwfw+zG3RpxQGWMGyc3NBRHhpZde0kyzs7N75qVic9StWzeIRCKDx5euWbMG/fr1w5kzZ7Sm+/v7w9HREf/617+0pv/000+or6/HH/7wB4O207t3b8hkMuTl5Rm0XFsREaKjo5Gfn4/s7Oxmz7QBaP4wuHXrltb0yspK3Lt3TzN85knqY9y9e3cjR20+OKEyxlrV1NSE8vJyPHr0COfOnUNkZCQ8PT0xa9YsTRuVSoV79+4hOzsbDQ0NuHPnjs5YRABwdXXFzZs3UVRUhMrKSjQ0NCAnJ0ewYTNyuRw+Pj64fv26QcupL/0+PV5TJpNh0aJFOHDgAHbu3ImKigrk5+dj3rx5cHd3R3h4uMHbmT17Nvbs2YPU1FRUVFSgsbER169f1ySzsLAwdO/e3SivPjx//jw+++wzpKWlQSwWa11mFolE2LBhAwDA29sbo0ePRlpaGr777jvU1taiuLhYs3/vvfeezrrVx3jQoEHtjtNsCfiEsUHAw2bMkqU91m5JjDFsZvPmzdSjRw8CQHK5nCZOnEgpKSkkl8sJAPn5+dGlS5do69atpFQqCQB5eXnRb7/9RkSPh82IxWLq1asX2dnZkVKppMmTJ9OlS5e0tnP37l0aPXo0yWQy8vb2pr/85S+0ZMkSAkAqlUozxOb06dPk5eVF9vb29PLLL1NJSQkdOXKEFAoFxcfHt2tfidr2fYyIiCCxWEw1NTWaaQcOHCBfX18CQF27dqX58+c3u+ySJUt0hs00NTVRYmIi+fn5kVgsJhcXFwoJCaELFy5o2hjSBw8fPqTo6Gjy9PQkOzs7cnNzo9DQUCooKCAiopCQEAJAsQYiTYYAACAASURBVLGxre7nyZMnafjw4eTu7k4ACAD16NGDgoOD6dtvvyUiovz8fM285j6JiYma9ZWVlVFkZCSpVCqSSqXk6OhIw4cPp3/84x/Nbn/8+PHUq1cvampqajXOJ1na74vFRMoJ1TxZ2hfekhhrHGp7hIeHk6urq6AxGKIt38fCwkKys7OjHTt2mCgq02psbKQRI0bQ9u3bhQ6lRWVlZSSTyWjDhg0GLWdpvy98yZcx1iprrxSiUqkQFxeHuLi4ZiuqmLPGxkZkZ2ejsrISYWFhQofTolWrViEwMBARERFCh2JSnSahzp07FwqFAiKRqMNu8JurhoYGxMbGwsfHBxKJBL169cLixYt1hgCYwtNlsdQfiUSCbt26YdSoUUhMTER5ebnJY2FMLSYmBlOnTkVYWJhFvQA/NzcX+/fvR05Ojt5jaTvaxo0bkZeXhyNHjkAsFgsdjkl1moS6bds2pKWlCR2GWYiMjERiYiISEhJw9+5d7Nq1C2lpaZg7d67Jt/1kWSwnJycQEZqamlBaWoqsrCx4e3sjOjoaAwcO1HlSknWsZcuWIT09HQ8ePIC3tzf27dsndEgmtXbtWkRERODTTz8VOhS9jRkzBrt27dJ6j7I5OXjwIB4+fIjc3Fy4uLgIHY7JdZqEam3aWgbr8uXL2LJlC9555x2EhYVBoVBg1KhRiIiIwO7du/HLL7+YINrWiUQiODs7Y9SoUUhPT0dWVhZu376tKTtm6cy1ZNmzJCQk4OHDhyAiXLlyBVOmTBE6JJMbO3Ys1q1bJ3QYVmPSpEmIiYnReRraWnWqhPpkmSFL19YyWKdOnUJTUxOGDRumNf31118HAHz99ddGia89pkyZglmzZqG0tBRbtmwROpx2M8eSZYwx47PahEpESExMRN++fSGVSuHk5IQlS5Zotfnss88gl8uhUChQWlqKRYsWoVevXrhw4YJeJZj0LW+ljudZ62tvGSx92Ng87vKn31aifnG1EGeozVGPcczJyQHQOfuKMWZhBHzC2CAwcNjM8uXLSSQS0eeff07l5eVUU1NDKSkpOuWD1CWUFixYQJs3b6Y333yTfvnlF71LMOlb3krf9bWnDJY+zp07RwBo5cqVWtMfPXpEACgkJMSg9bX1sXZfX19ycnJqcX5FRQUBoN69e2umdba+ModhM5bG0oZZsNZZWn9a5RlqbW0tNm3ahP/4j/9AVFQUnJ2dYW9vD1dX1xaXWbduHebPn4/9+/fDy8vLoBJMzypv1ZaSTqYyaNAgvP7660hJScGJEydQV1eHkpISHDhwACKRyGxeH6d+Iru5d6J2lr5ijFkWO6EDMIWLFy+ipqYGY8aMadPy7S3B9HR5q/auz9gyMjIQHR2Nd955B/fu3YO7uzuGDRsGIkKXLl06NJaWVFdXg4igVCpbbWftfXX9+nVkZWV16DYtmfqF8XzMrIMpCwCYglUmVPU7I9WVGgxljBJMT5a3MnZJp/ZycnLSedjn1q1b2LNnT7OVJYTw22+/AQD69evXajtr76sff/wR06dP79BtWgM+ZkwIVnnJVyaTAQAePnzYpuXbW4Lp6fJWxi7pZAqnTp0CAIwePVrgSB47evQoAGDcuHGttrP2vpoyZYpO2S7+tPzJzMwEAMHj4I9x+9NSWGVC9ff3h42NDb799ts2L9+eEkxPl7cyZH1ClcFKS0uDt7c3Ro4c2eHbflpJSQk2bdoEDw8PzJkzp9W2nbGvGGPmySoTqpubG0JDQ7Fv3z5s374dFRUVOHfunN4PlBhagulZ5a0MWV97ymDp68UXX8TVq1fx6NEjFBUVYfHixTh27Bi2b98OiUSi93rai4hQVVWFpqYmEBHu3LmDzMxMDB8+HLa2tsjOzn7mPVRr7yvGmAUhCwEDh81UVlbS3LlzqUuXLuTo6Egvv/wyxcbGEgDy8PCgs2fP0vr168ne3l4zPOPJahP6lGAi0r+8lb7ra08ZLH29+uqr5OzsTHZ2duTi4kLjx4+nU6dO6b38kwx9rP3QoUM0ePBgksvlJJFIyMbGhgCQSCQiZ2dnevHFFykuLo7u3r2rtVxn7CseNmM4SxtmwVpnaf0pIiISKpkbQiQSITMzE9OmTRM6FC0ffvgh9u7di7t37wodiiCysrIwffp0WMLXyNL6aurUqQCAvXv3ChyJ5bCk7yN7NkvrT6u85NvRrL28lTXhvmKMmQonVCvw66+/6pRDa+5jzvUSGWPM0nFCbQdzKW/Vr18/vR5Bz8jIECQ+c2AufcXM27FjxxATE6NTt3fmzJk6bceOHQuFQgFbW1sMHDgQp0+fFiBiwzU1NWHTpk0tVkCKi4vDgAEDoFQqIZVKoVKp8PHHHzdbfH337t0YOnQoFAoFvLy8MHv2bJSUlGjmHzp0COvXr+88V4aEuHHbFjDwoSTWMSztoQFLwg8lGa4938fY2FiaMGECVVRUaKb5+vpSly5dCAAdPnxYZ5mcnByaNGlSm+PtaL/99hsNHz6cAFBAQECzbUaOHEkpKSl09+5dqqiooMzMTBKLxfT6669rtcvIyCAAtH79erp//z6dOXOGfHx8KDAwkBoaGjTtkpKSaOTIkVReXm5wvJb2+8JnqIyxFnVELVdzqBe7bt06ZGRkICsrCwqFQmtecnIybGxsEB4ebtH1ec+ePYulS5di3rx5CAwMbLGdo6MjwsPD4erqCoVCgWnTpiEkJARHjx5FcXGxpt0XX3yBnj17YsmSJXByckJgYCCioqKQl5en9YrOBQsWICAgAG+88QYePXpk0n0UGidUxliLOqKWq9D1Yi9evIiVK1di9erVmresPSk4OBiRkZG4ceMGFi9eLECExhEQEID9+/djxowZkEqlLbY7fPiwTkHwrl27AgBqamo004qLi+Hu7q5VZ7p3794AoDMee9WqVcjLy0NSUlK798OccUJlzIoQmbaWq751ZdtbL/bo0aNQKpVYu3atSY8X8PgMlIgwceLEFtvEx8fjueeew7Zt23Ds2LFW16dPH6SmpsLBwQFyuRwHDx7EuHHjoFQq4eHhgT179mitr7GxEbGxsfD09IS9vT0GDx7c4a/ku3HjBuzt7eHt7a2Z5uPjo/OHkPr+qY+Pj9Z0FxcXjBw5EklJSRYzBKZNhL3irD/wPVSzZGn3OCxJW+6hdkQtV33ryrZnG4cPHyaFQkFxcXEG7X9bvo8+Pj40YMCAZuf5+vrSlStXiIjohx9+IBsbG+rTpw9VVVURUfP3UPXtA3V93+PHj9ODBw+otLSURowYQQ4ODlRfX69pt3jxYpJKpbRv3z4qLy+nZcuWkY2NTZtfxkJENGzYsBbvoT6turqaFAoFRUREaE3Pzc0lsVhMycnJVFFRQT///DP179+fXnvttWbXExMTo1OP+lks7feFz1AZsxIdWcv1WXVl22v8+PGoqKjAypUrjbK+llRXV+PKlSvw9fV9ZtugoCAsXLgQRUVFWLp0abNt2tIHwcHBUCqVcHNzQ1hYGKqrq3Ht2jUAQF1dHVJTUxESEoLQ0FA4OztjxYoVEIvFRjvWz5KQkAB3d3fEx8drTR85ciSio6MREREBpVIJf39/VFZWYtu2bc2ux8/PDwCQn59v8piFwgmVMSshZC3Xp+vKWorS0lIQEeRyuV7t4+Pj0bdvX6SkpOD777/Xmd/ePlC/S1v9vucLFy6gpqYG/v7+mjb29vbo0aNHhxzrAwcOICsrC19//bXOw1rLly/H1q1bcfz4cVRVVeHy5csIDg5GUFCQ1sNLaupjfPv2bZPHLRROqIxZCaFruT5ZV9ZS1NXVAUCrD+k8SSaTIT09HSKRCHPmzEFtba3WfGP3QXV1NQBgxYoVWi9puXr1qtYDQqaQkZGBdevWITc3F3369NGad+vWLaxfvx4ffPABXnnlFTg4OMDb2xtpaWm4efMmEhMTddZnb28P4Pdjbo04oTJmJYSs5fp0XVlLof6RN+TFA0FBQYiKikJhYSHWrFmjNc/YfeDm5gYA2LRpk86LWk6ePGnQugyxefNm7Ny5EydOnEDPnj115hcW/v/27jwoijP9A/h3YC4GZjjkjEbDYWI8oms0G1F/xmWXrYRSJIiyYqrMsSFGQ/BgEVBiENAECy2yUlmV4g/NKngEEwPZlKYw5epaSSlKoKJIRCVKgHgwwHA4PL8/EiaOgzgDPfTM8Hyq+Kf77X6f7nfgoXv67acGer3eZJ1Go4GXlxeqqqpMtunq6gLw+zl3RJxQGXMQYtZyfbCurDX6sAZfX19IJBKL55du2rQJ48aNw7lz54yWD7Y+74Mef/xxKJVKVFRUWLTdQBERkpOTUVlZiZKSkj6vtAEY/jG4efOm0XKtVotbt24Zps/cr/cc+/n5CRy17eCEypiDGMparo+qKzvYPsrKyoZk2oxKpUJQUBDq6+st2q731u+D8zUtrc9rTj+vvvoq9u3bh/z8fLS0tECv16O+vt6QzGJjY+Hn5yfIqw+rq6vx4YcfYteuXZDJZCbvA9+6dSsAIDAwEHPnzsWuXbvwzTffQKfT4fr164bje/3110323XuOJ02aNOg4bZaITxhbBDxtxibZ22Pt9mQg02aGoparuXVlB9NHaWkpqdVqyszMtOj4B/J5TEhIIJlMRu3t7YZlhw8fpuDgYAJA3t7etHLlyj63TUpKMpk2Y84Y7Nixg1QqFQGgsWPHUm1tLe3cuZM0Gg0BoDFjxtClS5eIiKizs5OSk5Np9OjRJJVKycfHh6Kjo6mqqoqIiKKioggApaen93ucp0+fppkzZ1JAQAABIADk7+9PoaGhdOLECSIiqqysNKzr6ycnJ8ewv+bmZkpMTKSQkBBSKBTk5uZGM2fOpE8//bTP/iMiImjkyJHU09PTb5z3s7e/L3YTKSdU22RvH3h7Yqvv8o2PjycvLy+xw+jTQD6PNTU1JJVKjYrW2xO9Xk+zZ8+mgoICsUN5qObmZlIqlbR161aLtrO3vy98y5cxZjFHqh4SEhKCjIwMZGRk9FlRxZbp9XqUlJRAq9XadHnGjRs3YsqUKUhISBA7FKvihMoYG/ZSUlIQExOD2NhYu3oBfnl5OQ4dOoSysjKz59IOtdzcXFRUVKC0tBQymUzscKyKEypjzGyOXFc2KysLCQkJ2Lx5s9ihmC0sLAyffPKJ0TuTbcmRI0fQ2dmJ8vJyeHp6ih2O1UnFDoAxZj+ys7ORnZ0tdhhWEx4ejvDwcLHDcBiRkZGIjIwUO4whw1eojDHGmAA4oTLGGGMC4ITKGGOMCYATKmOMMSYAu3ooadu2bThw4IDYYbD79L5OLCYmRuRIHM///vc/AHxuLcGfR8di6SshxSYhIhI7CHPwLwgbrnpfwP6HP/xB5EgYE4e9XEjZTUJlbLhatGgRAKC4uFjkSBhj/eHvUBljjDEBcEJljDHGBMAJlTHGGBMAJ1TGGGNMAJxQGWOMMQFwQmWMMcYEwAmVMcYYEwAnVMYYY0wAnFAZY4wxAXBCZYwxxgTACZUxxhgTACdUxhhjTACcUBljjDEBcEJljDHGBMAJlTHGGBMAJ1TGGGNMAJxQGWOMMQFwQmWMMcYEwAmVMcYYEwAnVMYYY0wAnFAZY4wxAXBCZYwxxgTACZUxxhgTACdUxhhjTACcUBljjDEBcEJljDHGBMAJlTHGGBMAJ1TGGGNMAJxQGWOMMQFwQmWMMcYEwAmVMcYYEwAnVMYYY0wAUrEDYIz9rr29HZ2dnUbLurq6AAC3b982Wq5QKKBSqYYsNsZY/yRERGIHwRj7VX5+PlasWGFW2x07duDtt9+2ckSMMXNxQmXMhjQ1NSEgIAB6vb7fds7Ozrh58yZ8fHyGKDLG2KPwd6iM2RAfHx+EhYXB2dn5oW2cnZ3x5z//mZMpYzaGEypjNmbp0qXo78YREWHp0qVDGBFjzBx8y5cxG6PVauHj42PycFIvuVyOpqYmaDSaIY6MMdYfvkJlzMao1WrMmzcPMpnMZJ1UKkVkZCQnU8ZsECdUxmxQXFwc7t27Z7Jcr9cjLi5OhIgYY4/Ct3wZs0FdXV3w9vaGVqs1Wu7m5obm5mYoFAqRImOMPQxfoTJmg+RyOWJiYiCXyw3LZDIZFi9ezMmUMRvFCZUxG7VkyRLDW5IAoLu7G0uWLBExIsZYf/iWL2M2qqenB/7+/mhqagIAeHt7o6Ghod85qowx8fAVKmM2ysnJCUuWLIFcLodMJkNcXBwnU8ZsGCdUxmzY3/72N3R1dfHtXsbsgMNWm6mvr8epU6fEDoOxQSEijBgxAgBw5coV1NXViRsQY4MUGhqKUaNGiR2GVTjsd6jFxcVYvHix2GEwxhi7T1FRERYtWiR2GFbhsFeovRz0/wWbFhMTAwA4cOCAyJHYjt5/8AbyeayurgYAjB8/XuiwbJ5EInHoP8DDjUQiETsEq3L4hMqYvRuOiZQxe8QPJTHGGGMC4ITKGGOMCYATKmOMMSYATqiMMcaYADihMsYYYwLghMqYHSktLYW7uzs+//xzsUOxeceOHUNKSgoOHTqEoKAgSCQSSCQSvPLKKyZtw8PDoVar4ezsjAkTJuDs2bMiRGy5np4ebNu2DaGhoX2uz8jIwPjx46HRaKBQKBASEoJ//OMfaG1tNWn773//G9OnT4darcaYMWPw6quvoqGhwbD+s88+wwcffAC9Xm+147F3nFAZsyM8r9o87733HvLy8pCamoro6Gj8+OOPCA4OxogRI7B371588cUXRu2/+uorHDhwAPPmzUNVVRWmTp0qUuTmq6mpwf/93/9h9erVaG9v77PN119/jZUrV6Kurg7Nzc3Izs7G9u3bDXPFexUVFSEuLg4xMTGor6/HkSNH8M033+DFF180FLqfP38+lEolwsLCcOfOHasfnz3ihMqYHYmIiMDdu3cxb948sUOBTqd76JWRmLZs2YL9+/ejuLgYarXaaF1eXh6cnJwQHx+Pu3fvihTh4J0/fx7r1q3D8uXLMWXKlIe2c3NzQ3x8PLy8vKBWq7Fo0SJERUXhyy+/xPXr1w3t/vWvf+Gxxx5DUlIS3N3dMWXKFKxevRoVFRU4c+aMod27776LyZMn46WXXjIkWvY7TqiMsQEpKChAY2Oj2GEYuXz5MjZs2ID3338fSqXSZH1oaCgSExPx008/Ye3atSJEKIzJkyfj0KFDiIuL67fg/NGjR00qFHl7ewOA0VXt9evXERAQYPQmo8cffxwAcPXqVaPtN27ciIqKCmzfvn3Qx+FoOKEyZidOnjyJ0aNHQyKR4J///CcAID8/H66urlCpVDhy5AhefPFFaDQajBo1Cvv27TNsm5eXB6VSCV9fX7z11lsICAiAUqlEaGio0RVIQkIC5HI5/P39DctWrFgBV1dXSCQSNDc3AwASExOxZs0a1NbWQiKRICQkBADw5ZdfQqPRICsrayhOiYm8vDwQEebPn//QNpmZmXjyySexe/duHDt2rN/9ERFyc3Px9NNPQ6FQwNPTEwsWLMAPP/xgaGPuGACAXq9Heno6Ro8eDRcXFzzzzDMoKioa3EFb6KeffoKLiwsCAwMNy4KCgkz+Oer9/jQoKMhouaenJ+bMmYPt27fzVxAPIgdVVFREDnx4Nm3hwoW0cOFCscOwKUJ9Hq9fv04A6KOPPjIsS0tLIwB0/Phxunv3LjU2NtLs2bPJ1dWVurq6DO3i4+PJ1dWVqqurqaOjg6qqqmj69OmkVqvp2rVrhnZxcXHk5+dn1G9OTg4BoKamJsOy6OhoCg4ONmp39OhRUqvVlJGRMehjJSICQEVFRWa3DwoKovHjx/e5Ljg4mK5cuUJERKdOnSInJyd64oknqLW1lYiIysrKKDIy0mib9PR0ksvltGfPHrpz5w5duHCBpk6dSt7e3tTQ0GBoZ+4YrF27lhQKBR08eJBu375Nqamp5OTkRN9++63Zx/igP/7xjzR58mSz2ra1tZFaraaEhASj5eXl5SSTySgvL49aWlro+++/p6effpr++te/9rmflJQUAkDnzp2zKFZLx9Pe8BUqYw4iNDQUGo0GPj4+iI2NRVtbG65du2bURiqVGq62xo8fj/z8fGi1WhQWFgoSQ0REBFpaWrBhwwZB9meJtrY2XLlyBcHBwY9sO2PGDKxatQp1dXVYt25dn210Oh1yc3Px8ssvY+nSpXB3d8ekSZPw8ccfo7m5GTt37jTZpr8x6OjoQH5+PqKiohAdHQ0PDw+sX78eMplMsPP/KNnZ2QgICEBmZqbR8jlz5iA5ORkJCQnQaDSYOHEitFotdu/e3ed+xo4dCwCorKy0esz2hBMqYw5ILpcDALq7u/ttN23aNKhUKqNbmPaqsbERRASVSmVW+8zMTDz11FPYsWMHTp48abK+qqoKra2tmDZtmtHy6dOnQy6XG90q78uDY3Dx4kW0t7dj4sSJhjYuLi7w9/cfkvN/+PBhFBcX4z//+Y/Jw1ppaWnYuXMnjh8/jtbWVvz4448IDQ3FjBkzjB5e6tV7jn/++Werx21POKEyNswpFAo0NTWJHcagdXR0AEC/D+ncT6lUorCwEBKJBK+99hp0Op3R+t6pIW5ubibbenh4QKvVWhRfW1sbAGD9+vWGObESiQRXr1596LQXoezfvx9btmxBeXk5nnjiCaN1N2/exAcffIA333wTf/rTn+Dq6orAwEDs2rULN27cQE5Ojsn+XFxcAPx+ztmvOKEyNox1d3fjzp07GDVqlNihDFrvH3lLXjwwY8YMrF69GjU1Ndi0aZPROg8PDwDoM3EO5Jz5+PgAALZt2wYiMvo5ffq0RfuyxEcffYS9e/fi66+/xmOPPWayvqamBnq93mSdRqOBl5cXqqqqTLbp6uoC8Ps5Z7/ihMrYMFZeXg4iwvPPP29YJpVKH3mr2Bb5+vpCIpFYPL9006ZNGDduHM6dO2e0fOLEiXBzc8N3331ntPzMmTPo6urCs88+a1E/jz/+OJRKJSoqKizabqCICMnJyaisrERJSUmfV9oADP8Y3Lx502i5VqvFrVu3DNNn7td7jv38/ASO2r5xQmVsGOnp6cHt27dx7949XLhwAYmJiRg9ejSWLVtmaBMSEoJbt26hpKQE3d3daGpqMpmLCABeXl64ceMG6urqoNVq0d3djbKyMtGmzahUKgQFBaG+vt6i7Xpv/T44X1OpVGLNmjU4fPgw9u7di5aWFlRWVmL58uUICAhAfHy8xf28+uqr2LdvH/Lz89HS0gK9Xo/6+npDMouNjYWfn58grz6srq7Ghx9+iF27dkEmkxndZpZIJNi6dSsAIDAwEHPnzsWuXbvwzTffQKfT4fr164bje/3110323XuOJ02aNOg4HYqITxhbFU+bEQ9PmzElxOfxo48+In9/fwJAKpWK5s+fTzt27CCVSkUAaOzYsVRbW0s7d+4kjUZDAGjMmDF06dIlIvp12oxMJqORI0eSVColjUZDCxYsoNraWqN+fvnlF5o7dy4plUoKDAykd955h5KSkggAhYSEGKbYnD17lsaMGUMuLi40a9YsamhooNLSUlKr1ZSZmTmoY+0FC6dZJCQkkEwmo/b2dsOyw4cPU3BwMAEgb29vWrlyZZ/bJiUlmUyb6enpoZycHBo7dizJZDLy9PSkqKgounjxoqGNJWPQ2dlJycnJNHr0aJJKpeTj40PR0dFUVVVFRERRUVEEgNLT0/s9ztOnT9PMmTMpICCAABAA8vf3p9DQUDpx4gQREVVWVhrW9fWTk5Nj2F9zczMlJiZSSEgIKRQKcnNzo5kzZ9Knn37aZ/8RERE0cuRI6unp6TfOB1k6nvbGYTMOJ1TxcEI1ZQufx/j4ePLy8hI1BktZ+ge4pqaGpFIp7dmzx4pRWY9er6fZs2dTQUGB2KE8VHNzMymVStq6davF2zp6QuVbvowNI45eKSQkJAQZGRnIyMjos6KKLdPr9SgpKYFWq0VsbKzY4TzUxo0bMWXKFCQkJIgdis3hhNqPN954A2q1GhKJZMgeJLCWR5V5elBHRwfGjRuH9evXWzkymJTX6v2Ry+Xw9fXFCy+8gJycHNy+fdvqsTD7l5KSgpiYGMTGxtrVC/DLy8tx6NAhlJWVmT2Xdqjl5uaioqICpaWlkMlkYodjczih9mP37t3YtWuX2GEMmjllnh6UlpaGixcvWjmyX91fXsvd3R1EhJ6eHjQ2NqK4uBiBgYFITk7GhAkTTJ64ZOZJTU1FYWEh7t69i8DAQBw8eFDskKwqKysLCQkJ2Lx5s9ihmC0sLAyffPKJ0XuUbcmRI0fQ2dmJ8vJyeHp6ih2OTZKKHQCzrvPnzyMjIwPLly9HW1ubWS+zPnXqFL7//vshiO7hJBIJPDw88MILL+CFF15AREQEFi9ejIiICFy6dAnu7u6ixmdvsrOzkZ2dLXYYQyo8PBzh4eFih+EwIiMjERkZKXYYNo2vUB/h/nJG9sjcMk+9dDodkpKSbK4008KFC7Fs2TI0Njbi448/FjscxhgzwQn1PkSEnJwcPPXUU1AoFHB3d0dSUpJJu/5KMFlSyunEiRN47rnnoFKpoNFoMGnSJLS0tDyyD2tKS0vDihUrDG91sSW9cyXLysoMyxx5LBhj9oUT6n02bNiA5ORkxMfH4+eff0ZDQ0OflSjWrVuHDz/8ENu2bcPNmzcxb948LFmyBN999x3efvttrFq1CjqdDmq1GkVFRaitrUVQUBD+/ve/G95A09bWhvnz52PhwoW4desWampq8OSTTxpe6dVfH9by3//+F7W1tViyZInV+hiMKVOmAAB+/PFHwzJHHQvGmB0SedqO1Vg676+9vZ1UKhX95S9/MVq+b98+o7p/Op2OVCoVxcbGGm2rUCjo7bffJqLfayPqdDpDmx07dhAAunz5MhERff/99wSAjh49ahKLOX0MRH91E9vb22natGlUX19PRERNTU0EgNLS0izuZ6DzUIODg8nd3b3fNhKJhDw8PIjIAbo2CAAACntJREFUvsbCFuah2iM4+LzF4cbRx5MfSvrN5cuX0d7ejrCwsH7bDbQE04OlnIKCguDr64ulS5fi3XffxbJlywxVIMQo85Samoo333wTI0eOtMr+hdD7UJVGowFgn2MRExNj8TbD3bZt23DgwAGxw2DskfiW72963035qO8OhSrB5OLigq+//hqzZs1CVlYWgoKCEBsbC51ON+Rlnk6ePInKykq88cYbgu9bSJcuXQIAjBs3DoBjjgVjzH7xFepvlEolAKCzs7PfdveXYEpMTBxUnxMmTMDnn3+OpqYm5ObmYsuWLZgwYYLhLSlC9GGOgoICHD9+HE5Opv9fZWVlISsrC99++61JoeWh9uWXXwIAXnzxRQD2ORZ8pWUZiUSCVatWYdGiRWKHwgRg77MmHoWvUH8zceJEODk54cSJE/22E6oE040bN1BdXQ3g18SwefNmTJ06FdXV1UNe5qmwsNCkPmNvwem0tDQQkejJtKGhAdu2bcOoUaPw2muvAXDMsWCM2S9OqL/x8fFBdHQ0Dh48iIKCArS0tODChQvYuXOnUTtzSjCZ48aNG3jrrbfwww8/oKurC+fOncPVq1fx/PPPC9aHPSIitLa2oqenx5DYi4qKMHPmTDg7O6OkpMTwHSqPBWPMpoj3PJR1DeSpSq1WS2+88QaNGDGC3NzcaNasWZSenk4AaNSoUXT+/Hki6r8Ek7mlnOrq6ig0NJQ8PT3J2dmZHnvsMUpLS6N79+49sg9LmFPmqS9D+ZTvZ599Rs888wypVCqSy+Xk5OREAAxP9D733HOUkZFBv/zyi8m29jIW/JTvwMDBnwodbhx9PCVEZryLzg4VFxdj8eLFZr1qjwmr90lW/r7wd/x5HBiJRIKioiL+DtVBOPp48i1fxhhjTACcUO3MDz/8YFLmrK8fW66nyJgtOXbsGFJSUkzKCL7yyismbcPDw6FWq+Hs7IwJEybg7NmzIkRsuf7KN3722Wf44IMPHL5W7lDghGpnxo0bZ/JEbl8/+/fvFztUxmzee++9h7y8PKSmphqVERwxYgT27t2LL774wqj9V199hQMHDmDevHmoqqrC1KlTRYrcfI8q3zh//nwolUqEhYXhzp07IkToODihMjZM6HQ6swvM23IfQtmyZQv279+P4uJiqNVqo3V5eXlwcnJCfHy8XRUpf9D58+exbt06LF++3PAu7L68++67mDx5Ml566SXcu3dvCCN0LJxQGRsmCgoK0NjYaPd9COHy5cvYsGED3n//fcNLXe4XGhqKxMRE/PTTT1i7dq0IEQrDkvKNGzduREVFhc2VbrQnnFAZs1FEhNzcXDz99NNQKBTw9PTEggULjN4hnJCQALlcDn9/f8OyFStWwNXVFRKJBM3NzQCAxMRErFmzBrW1tZBIJAgJCUFeXh6USiV8fX3x1ltvISAgAEqlEqGhoThz5owgfQC/vuFKo9EgKyvLqufLEnl5eSAizJ8//6FtMjMz8eSTT2L37t04duxYv/szZ6wsKScoRslAT09PzJkzB9u3b+en0QdqyCfqDBGe9yeegVabcWQD+Tymp6eTXC6nPXv20J07d+jChQs0depU8vb2poaGBkO7uLg48vPzM9o2JyeHAFBTU5NhWXR0NAUHBxu1i4+PJ1dXV6qurqaOjg6qqqqi6dOnk1qtpmvXrgnSx9GjR0mtVlNGRoZFx09kvXmLQUFBNH78+D7XBQcH05UrV4iI6NSpU+Tk5ERPPPEEtba2EhFRWVkZRUZGGm1j7lj1Vj86fvw43b17lxobG2n27Nnk6upKXV1dhnZr164lhUJBBw8epNu3b1Nqaio5OTnRt99+O+Bj7q/aVK+UlBSj6lpCs9Z42gq+QmXMBul0OuTm5uLll1/G0qVL4e7ujkmTJuHjjz9Gc3OzyRu8BkMqlRqurMaPH4/8/HxotVoUFhYKsv+IiAi0tLRgw4YNguxvsNra2nDlyhUEBwc/su2MGTOwatUq1NXV9VkbGRjYWIWGhkKj0cDHxwexsbFoa2vDtWvXAAAdHR3Iz89HVFQUoqOj4eHhgfXr10Mmkwk2Jg8zduxYAEBlZaVV+3FUnFAZs0FVVVVobW01eYfy9OnTIZfLjW7JCm3atGlQqVRWKxUotsbGRhARVCqVWe0zMzPx1FNPYceOHTh58qTJ+sGO1YPlBMUo39ir95z8/PPPVu3HUXFCZcwG9U5fcHNzM1nn4eEBrVZr1f4VCoWhQIKj6ejoAIBHPqTTS6lUorCwEBKJBK+99hp0Op3ReqHHSsySgS4uLgB+P0fMMpxQGbNBHh4eANDnH+M7d+5g1KhRVuu7u7vb6n2IqTdpWPIigxkzZmD16tWoqanBpk2bjNYJPVb3lyWkB+aXnz592qJ9WaqrqwvA7+eIWYYTKmM2aOLEiXBzc8N3331ntPzMmTPo6urCs88+a1gmlUoNtwuFUF5eDiLC888/b7U+xOTr6wuJRGLx/NJNmzZh3LhxOHfunNFyS8bKHGKWDOw9J35+fkPetyPghMqYDVIqlVizZg0OHz6MvXv3oqWlBZWVlVi+fDkCAgIQHx9vaBsSEoJbt26hpKQE3d3daGpqwtWrV0326eXlhRs3bqCurg5ardaQIHt6enD79m3cu3cPFy5cQGJiIkaPHo1ly5YJ0kdZWZlNTZtRqVQICgpCfX29Rdv13vp1dnY2WW7uWJnbz6NKBsbGxsLPz0/wVx/2npNJkyYJut9hQ8xHjK2Jp82Ih6fNmBrI57Gnp4dycnJo7NixJJPJyNPTk6KioujixYtG7X755ReaO3cuKZVKCgwMpHfeeYeSkpIIAIWEhBimv5w9e5bGjBlDLi4uNGvWLGpoaKD4+HiSyWQ0cuRIkkqlpNFoaMGCBVRbWytYH6WlpaRWqykzM9Pi8wYrTbNISEggmUxG7e3thmWHDx+m4OBgAkDe3t60cuXKPrdNSkoymTZjzliZW06Q6NElA6OioggApaen93uclpZvjIiIoJEjR1JPT495J9JC1hpPW+GwGYcTqng4oZqy1c9jfHw8eXl5iR3GQ1nrD3BNTQ1JpVLas2eP4PseCnq9nmbPnk0FBQWC7bO5uZmUSiVt3bpVsH0+yNETKt/yZWyYG45VRkJCQpCRkYGMjAy0traKHY5F9Ho9SkpKoNVqBa0qtXHjRkyZMgUJCQmC7XO44YTKGBuWUlJSEBMTg9jYWLt6AX55eTkOHTqEsrIys+fSPkpubi4qKipQWloKmUwmyD6HI06ojA1TqampKCwsxN27dxEYGIiDBw+KHdKQy8rKQkJCAjZv3ix2KGYLCwvDJ598YvRu5cE4cuQIOjs7UV5eDk9PT0H2OVxJxQ6AMSaO7OxsZGdnix2G6MLDwxEeHi52GKKJjIxEZGSk2GE4BL5CZYwxxgTACZUxxhgTACdUxhhjTACcUBljjDEBcEJljDHGBODwT/lKJBKxQxi2+Nyb4nNiucWLF2Px4sVih8HYI0mIiMQOwhrq6+tx6tQpscNgjDF2n9DQUIctDeiwCZUxxhgbSvwdKmOMMSYATqiMMcaYADihMsYYYwKQAjggdhCMMcaYvft/fJLL3ZaIwK4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "execution_count": 64 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "--yFGEjQ7lAU", "outputId": "531b8edc-9009-4194-f5aa-9d20c24e0c89" }, "source": [ "history = model_1.fit(\n", " X_train, y_train, \n", " epochs=10, \n", " batch_size=16, \n", " validation_split=0.1, \n", " verbose=1, \n", " shuffle=True\n", ")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/10\n", "7328/7328 [==============================] - 25s 3ms/step - loss: 0.4294 - accuracy: 0.7962 - val_loss: 0.4152 - val_accuracy: 0.8094\n", "Epoch 2/10\n", "7328/7328 [==============================] - 24s 3ms/step - loss: 0.4067 - accuracy: 0.8106 - val_loss: 0.4046 - val_accuracy: 0.8119\n", "Epoch 3/10\n", "7328/7328 [==============================] - 24s 3ms/step - loss: 0.3934 - accuracy: 0.8187 - val_loss: 0.3981 - val_accuracy: 0.8136\n", "Epoch 4/10\n", "7328/7328 [==============================] - 25s 3ms/step - loss: 0.3814 - accuracy: 0.8266 - val_loss: 0.3983 - val_accuracy: 0.8169\n", "Epoch 5/10\n", "7328/7328 [==============================] - 24s 3ms/step - loss: 0.3692 - accuracy: 0.8329 - val_loss: 0.3981 - val_accuracy: 0.8164\n", "Epoch 6/10\n", "7328/7328 [==============================] - 25s 3ms/step - loss: 0.3570 - accuracy: 0.8376 - val_loss: 0.3998 - val_accuracy: 0.8137\n", "Epoch 7/10\n", "7328/7328 [==============================] - 25s 3ms/step - loss: 0.3453 - accuracy: 0.8433 - val_loss: 0.3995 - val_accuracy: 0.8171\n", "Epoch 8/10\n", "7328/7328 [==============================] - 24s 3ms/step - loss: 0.3353 - accuracy: 0.8483 - val_loss: 0.4067 - val_accuracy: 0.8140\n", "Epoch 9/10\n", "7328/7328 [==============================] - 37s 5ms/step - loss: 0.3240 - accuracy: 0.8537 - val_loss: 0.4095 - val_accuracy: 0.8153\n", "Epoch 10/10\n", "7328/7328 [==============================] - 31s 4ms/step - loss: 0.3143 - accuracy: 0.8580 - val_loss: 0.4221 - val_accuracy: 0.8130\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 506 }, "id": "VC56o4sg_g_4", "outputId": "2d1efa5d-c963-4aeb-83a4-8ab48c977fbf" }, "source": [ "plt.plot(history.history['loss'], label='train loss')\n", "plt.plot(history.history['val_loss'], label='val loss')\n", "plt.xlabel(\"epoch\")\n", "plt.ylabel(\"Cross-entropy loss\")\n", "plt.legend();" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {} } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 506 }, "id": "5e9W0gOO_2XJ", "outputId": "906b8417-d816-4dc7-a5c9-825530ad077d" }, "source": [ "plt.plot(history.history['accuracy'], label='train accuracy')\n", "plt.plot(history.history['val_accuracy'], label='val accuracy')\n", "plt.xlabel(\"epoch\")\n", "plt.ylabel(\"accuracy\")\n", "plt.legend();" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": {} } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ebT_opPS__3x", "outputId": "61cf71e2-2c6b-462f-82eb-f7cd2e9b89bb" }, "source": [ "model_1.evaluate(X_test, y_test)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1358/1358 [==============================] - 4s 3ms/step - loss: 0.4416 - accuracy: 0.8087\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[0.4416257441043854, 0.8087320923805237]" ] }, "metadata": {}, "execution_count": 68 } ] }, { "cell_type": "markdown", "metadata": { "id": "gvzQxg_IAFev" }, "source": [ "### Prediction" ] }, { "cell_type": "code", "source": [ "# predict_classes() was removed in tf 2.6+, predict_proba(): use predict()\n", "# https://keras.rstudio.com/reference/predict_proba.html#details\n", "\n", "# \n", "# https://github.com/keras-team/keras/blob/f0eb8d538c82798944346b4b2df917a06bf5e9d4/keras/engine/sequential.py#L254\n", "\n", "y_pred_probas = model_1.predict(X_test) \n", "y_pred_classes = (y_preds > 0.5).astype('int32')" ], "metadata": { "id": "FyHIabTjbk_G" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5tcWoMoaAF7N", "outputId": "e408462b-3d65-4b5f-a6cb-f18db762bd3b" }, "source": [ "print(test_reviews.iloc[0])\n", "print(\"Bad\" if y_pred_classes[0] == 0 else \"Good\", y_pred_probas[0])" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Location staff Asked for late checkout and didnt get an answer then got a yes but had to pay 25 euros by noon they called to say sorry you have to leave in 1h knowing that i had a sick dog and an appointment next to the hotel \n", "Bad [0.03418516]\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-arDqGfCARTW", "outputId": "7c012ec4-98f9-4560-adc9-30b7f2acafe1" }, "source": [ "print(test_reviews.iloc[5])\n", "print(\"Bad\" if y_test[5] == 0 else \"Good\")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Easy to find Easy location No traffic noise in room Flooded bathroom from room above Painting and decorating blocking stair access \n", "Bad\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 53 }, "id": "RB8AfnUQAVhg", "outputId": "73dd24fc-27b8-41dc-8a3b-af4cb7f12df7" }, "source": [ "print(y_pred_probas[5])\n", "\"Bad\" if y_pred_classes[5] == 0 else \"Good\"" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[0.53020537]\n" ] }, { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'Good'" ] }, "metadata": {}, "execution_count": 169 } ] }, { "cell_type": "markdown", "metadata": { "id": "3pJ-JG4k_bFo" }, "source": [ "## LSTM Model" ] }, { "cell_type": "code", "source": [ "y_train.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "19B4vx_Zq5wl", "outputId": "3110d832-f8ef-48be-d6c0-249bf007a683" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(130276,)" ] }, "metadata": {}, "execution_count": 197 } ] }, { "cell_type": "markdown", "metadata": { "id": "iE6xo3LaCLwR" }, "source": [ "For an LSTM layer, you need the shape like `(NumberOfExamples, TimeSteps, FeaturesPerStep)`" ] }, { "cell_type": "code", "metadata": { "id": "Q6avecFHCfZE" }, "source": [ "X_train_reshaped = X_train[:, newaxis,:]\n", "X_test_reshaped = X_test[:, newaxis,:]\n", "y_train_reshaped = y_train[:, newaxis, newaxis]\n", "y_test_reshaped = y_test[:, newaxis, newaxis]" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4XQ8fWhgJXbY", "outputId": "66a30b70-7b63-41b6-993a-b36a51e4298c" }, "source": [ "y_train_reshaped.shape" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(130276, 1, 1)" ] }, "metadata": {}, "execution_count": 200 } ] }, { "cell_type": "code", "source": [ "1,X_train_reshaped.shape[2]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "EejSDtMJwaOz", "outputId": "0c12628b-02e8-4503-9c08-5bd28cbed28c" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(1, 512)" ] }, "metadata": {}, "execution_count": 196 } ] }, { "cell_type": "code", "metadata": { "id": "gRrEksR59DDK" }, "source": [ "def build_model_lstm():\n", " model = Sequential()\n", " model.add(LSTM(256, activation='sigmoid', return_sequences=True,\n", " input_shape=(1,X_train_reshaped.shape[2])\n", " ))\n", "\n", " model.add(Dense(128, activation='relu'))\n", "\n", " model.add(Dense(1, activation='sigmoid'))\n", " model.compile(loss='binary_crossentropy',\n", " metrics=['accuracy'],\n", " optimizer=Adam(learning_rate=0.0005))\n", " return model" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 717 }, "id": "XgouK1vMAYPG", "outputId": "c2e13c3f-2147-45cd-b48e-4badded5fb62" }, "source": [ "model_lstm_1 = build_model_lstm()\n", "plot_model(model_lstm_1)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "WARNING:tensorflow:Layer lstm_1 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "WARNING:tensorflow:Layer lstm_1 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Model: \"sequential_6\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " lstm_1 (LSTM) (None, 1, 256) 787456 \n", " \n", " dense_17 (Dense) (None, 1, 128) 32896 \n", " \n", " dense_18 (Dense) (None, 1, 1) 129 \n", " \n", "=================================================================\n", "Total params: 820,481\n", "Trainable params: 820,481\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] }, { "output_type": "execute_result", "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "execution_count": 202 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TogrO6k8A0Nw", "outputId": "8e1ce549-918e-44dd-c1fb-b83ae6438cd8" }, "source": [ "%%time\n", "\n", "history_lstm_1 = model_lstm_1.fit(\n", " X_train_reshaped, y_train_reshaped, \n", " epochs=10, \n", " batch_size=16, \n", " validation_split=0.1, \n", " verbose=1, \n", " shuffle=True\n", ")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/10\n", "7328/7328 [==============================] - 39s 5ms/step - loss: 0.4505 - accuracy: 0.7843 - val_loss: 0.4279 - val_accuracy: 0.7984\n", "Epoch 2/10\n", "7328/7328 [==============================] - 36s 5ms/step - loss: 0.4241 - accuracy: 0.7980 - val_loss: 0.4224 - val_accuracy: 0.7999\n", "Epoch 3/10\n", "7328/7328 [==============================] - 38s 5ms/step - loss: 0.4176 - accuracy: 0.8010 - val_loss: 0.4224 - val_accuracy: 0.7997\n", "Epoch 4/10\n", "7328/7328 [==============================] - 36s 5ms/step - loss: 0.4149 - accuracy: 0.8032 - val_loss: 0.4166 - val_accuracy: 0.8025\n", "Epoch 5/10\n", "7328/7328 [==============================] - 36s 5ms/step - loss: 0.4120 - accuracy: 0.8049 - val_loss: 0.4130 - val_accuracy: 0.8027\n", "Epoch 6/10\n", "7328/7328 [==============================] - 36s 5ms/step - loss: 0.4104 - accuracy: 0.8061 - val_loss: 0.4128 - val_accuracy: 0.8052\n", "Epoch 7/10\n", "7328/7328 [==============================] - 36s 5ms/step - loss: 0.4090 - accuracy: 0.8062 - val_loss: 0.4138 - val_accuracy: 0.8040\n", "Epoch 8/10\n", "7328/7328 [==============================] - 36s 5ms/step - loss: 0.4081 - accuracy: 0.8071 - val_loss: 0.4115 - val_accuracy: 0.8062\n", "Epoch 9/10\n", "7328/7328 [==============================] - 36s 5ms/step - loss: 0.4062 - accuracy: 0.8079 - val_loss: 0.4113 - val_accuracy: 0.8064\n", "Epoch 10/10\n", "7328/7328 [==============================] - 36s 5ms/step - loss: 0.4051 - accuracy: 0.8094 - val_loss: 0.4090 - val_accuracy: 0.8074\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "X8Xy6ZZiKeE5", "outputId": "62271ec1-1a24-4b37-ac38-a74c3948055a" }, "source": [ "model_lstm_1.evaluate(X_test_reshaped, y_test_reshaped)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1358/1358 [==============================] - 6s 4ms/step - loss: 0.4133 - accuracy: 0.8032\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[0.41327717900276184, 0.8031824231147766]" ] }, "metadata": {}, "execution_count": 204 } ] }, { "cell_type": "code", "metadata": { "id": "Am6zvydTggj7", "colab": { "base_uri": "https://localhost:8080/", "height": 993 }, "outputId": "5303c620-8562-4164-8ae4-0784a401b756" }, "source": [ "plot_history(history_lstm_1)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {} } ] }, { "cell_type": "code", "metadata": { "id": "HKYV96nPKdY2" }, "source": [ "# https://www.tensorflow.org/api_docs/python/tf/keras/layers/LSTM\n", "\n", "def build_model_lstm_2():\n", " model = Sequential()\n", "\n", " model.add(LSTM(256, activation='relu', return_sequences=True,\n", " input_shape=(1,X_train_reshaped.shape[2])\n", " ))\n", " model.add(LSTM(128, dropout=0.2, activation='relu', return_sequences=True))\n", "\n", " model.add(LSTM(64, dropout=0.2, activation='relu', return_sequences=True))\n", "\n", " model.add(Dense(1, activation='sigmoid'))\n", "\n", " model.compile(loss='binary_crossentropy',\n", " metrics=['accuracy'],\n", " optimizer=Adam(learning_rate=0.0005))\n", " return model" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 932 }, "id": "JnpkxeptLyI6", "outputId": "d733c353-e159-4bef-c15d-54e4a977131b" }, "source": [ "model_lstm_2 = build_model_lstm_2()\n", "plot_model(model_lstm_2)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "WARNING:tensorflow:Layer lstm_2 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "WARNING:tensorflow:Layer lstm_2 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "WARNING:tensorflow:Layer lstm_3 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "WARNING:tensorflow:Layer lstm_3 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "WARNING:tensorflow:Layer lstm_4 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "WARNING:tensorflow:Layer lstm_4 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Model: \"sequential_7\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " lstm_2 (LSTM) (None, 1, 256) 787456 \n", " \n", " lstm_3 (LSTM) (None, 1, 128) 197120 \n", " \n", " lstm_4 (LSTM) (None, 1, 64) 49408 \n", " \n", " dense_19 (Dense) (None, 1, 1) 65 \n", " \n", "=================================================================\n", "Total params: 1,034,049\n", "Trainable params: 1,034,049\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] }, { "output_type": "execute_result", "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "execution_count": 207 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rVgdZwBDL4eG", "outputId": "a6880a50-a2a5-44d5-bfec-3e8411020905" }, "source": [ "%%time\n", "history = model_lstm_2.fit(\n", " X_train_reshaped, y_train_reshaped, \n", " epochs=10, \n", " batch_size=16, \n", " validation_split=0.1, \n", " verbose=1, \n", " shuffle=True\n", ")" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/10\n", "7328/7328 [==============================] - 70s 9ms/step - loss: 0.4332 - accuracy: 0.7931 - val_loss: 0.4158 - val_accuracy: 0.8033\n", "Epoch 2/10\n", "7328/7328 [==============================] - 67s 9ms/step - loss: 0.4074 - accuracy: 0.8104 - val_loss: 0.4057 - val_accuracy: 0.8103\n", "Epoch 3/10\n", "7328/7328 [==============================] - 69s 9ms/step - loss: 0.3947 - accuracy: 0.8177 - val_loss: 0.4025 - val_accuracy: 0.8143\n", "Epoch 4/10\n", "7328/7328 [==============================] - 69s 9ms/step - loss: 0.3847 - accuracy: 0.8243 - val_loss: 0.3970 - val_accuracy: 0.8173\n", "Epoch 5/10\n", "7328/7328 [==============================] - 67s 9ms/step - loss: 0.3742 - accuracy: 0.8295 - val_loss: 0.3952 - val_accuracy: 0.8162\n", "Epoch 6/10\n", "7328/7328 [==============================] - 69s 9ms/step - loss: 0.3635 - accuracy: 0.8354 - val_loss: 0.3976 - val_accuracy: 0.8123\n", "Epoch 7/10\n", "7328/7328 [==============================] - 69s 9ms/step - loss: 0.3533 - accuracy: 0.8407 - val_loss: 0.3973 - val_accuracy: 0.8169\n", "Epoch 8/10\n", "7328/7328 [==============================] - 72s 10ms/step - loss: 0.3412 - accuracy: 0.8486 - val_loss: 0.4031 - val_accuracy: 0.8109\n", "Epoch 9/10\n", "7328/7328 [==============================] - 90s 12ms/step - loss: 0.3292 - accuracy: 0.8540 - val_loss: 0.4077 - val_accuracy: 0.8117\n", "Epoch 10/10\n", "7328/7328 [==============================] - 67s 9ms/step - loss: 0.3167 - accuracy: 0.8596 - val_loss: 0.4208 - val_accuracy: 0.8092\n" ] } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 993 }, "id": "UzJcDNHQVIIt", "outputId": "b0054b8a-8bb3-4ac6-c1a2-04c8c7efdf9c" }, "source": [ "plot_history(history)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {} } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SuCX-gmeMvUh", "outputId": "121ca861-0cd3-4917-b884-17b4cea5c6d2" }, "source": [ "model_lstm_2.evaluate(X_test_reshaped, y_test_reshaped)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1358/1358 [==============================] - 6s 4ms/step - loss: 0.4273 - accuracy: 0.8091\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[0.4273212254047394, 0.8090775012969971]" ] }, "metadata": {}, "execution_count": 210 } ] }, { "cell_type": "markdown", "metadata": { "id": "5Du22TuVsI9D" }, "source": [ "## Serve Model" ] }, { "cell_type": "markdown", "metadata": { "id": "0OvIwD9hkLuu" }, "source": [ "### Save Model" ] }, { "cell_type": "code", "metadata": { "id": "kQJ_KWZHYgyd" }, "source": [ "model_lstm_2.save(\"lstm_sentiment_model.h5\")" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "ryo8eD-wkO57" }, "source": [ "### Load Model" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3KS7IPisjKP_", "outputId": "b9643050-6166-4b84-9883-0e2860dbf03b" }, "source": [ "imported_model = tf.keras.models.load_model('/content/lstm_final_model.h5')\n", "imported_model.summary()" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "WARNING:tensorflow:Layer lstm_2 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "WARNING:tensorflow:Layer lstm_2 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "WARNING:tensorflow:Layer lstm_3 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "WARNING:tensorflow:Layer lstm_3 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "WARNING:tensorflow:Layer lstm_4 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "WARNING:tensorflow:Layer lstm_4 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Model: \"sequential_7\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " lstm_2 (LSTM) (None, 1, 256) 787456 \n", " \n", " lstm_3 (LSTM) (None, 1, 128) 197120 \n", " \n", " lstm_4 (LSTM) (None, 1, 64) 49408 \n", " \n", " dense_19 (Dense) (None, 1, 1) 65 \n", " \n", "=================================================================\n", "Total params: 1,034,049\n", "Trainable params: 1,034,049\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "Nq6WjdRika2i" }, "source": [ "### Prediction" ] }, { "cell_type": "markdown", "metadata": { "id": "UFG7Yf5JloCU" }, "source": [ "#### Positive Sentiment" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vCMMGDyvkQQs", "outputId": "c5d877ef-2ac3-4a75-db35-7c23a912a267" }, "source": [ "text = 'This room is great'\n", "emb_test = use(text)\n", "emb_test.shape" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "TensorShape([1, 512])" ] }, "metadata": {}, "execution_count": 228 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "v1P6NA3rkqa6", "outputId": "d3c0d700-c02f-4026-ee36-dc6563626111" }, "source": [ "emb_test_reshaped = emb_test[:, newaxis, :]\n", "emb_test_reshaped.shape" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "TensorShape([1, 1, 512])" ] }, "metadata": {}, "execution_count": 229 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Lr6jeCHllwQa", "outputId": "9232025d-be01-428c-9fed-02a04830ae8c" }, "source": [ "imported_model.predict(emb_test_reshaped)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([[[0.7893306]]], dtype=float32)" ] }, "metadata": {}, "execution_count": 230 } ] }, { "cell_type": "code", "source": [ "(imported_model.predict(emb_test_reshaped)[0][0][0] > 0.5).astype('int32')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MG0zH1VP5_GQ", "outputId": "f43523e5-c85f-4669-9222-bc939aa7accf" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "1" ] }, "metadata": {}, "execution_count": 232 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "nVDhS3WFkgu1", "outputId": "64b8d3f0-94cc-4b91-8ad1-bd695cb16063" }, "source": [ "sentiment_val = (imported_model.predict(emb_test_reshaped) > 0.5).astype('int32')\n", "\n", "\"Good\" if sentiment_val == 1 else \"Bad\"" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'Good'" ] }, "metadata": {}, "execution_count": 233 } ] }, { "cell_type": "markdown", "metadata": { "id": "irpEvDGNlquB" }, "source": [ "#### Negative Sentiment" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-MYPzKl_ltks", "outputId": "9dcfcb09-d12a-4d66-b93a-2aed0c722cd2" }, "source": [ "text = 'This room is small'\n", "emb_test = use(text)\n", "\n", "emb_test_reshaped = emb_test[:, newaxis, :]\n", "emb_test_reshaped.shape\n", "\n", "imported_model.predict(emb_test_reshaped)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([[[0.27476135]]], dtype=float32)" ] }, "metadata": {}, "execution_count": 239 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "eXIZ5gu1l2aK", "outputId": "afeed2ff-9bc7-4649-d75f-c0ab0ab64e74" }, "source": [ "sentimen_val = (imported_model.predict(emb_test_reshaped) > 0.5).astype('int32')\n", "\n", "\"Good\" if sentimen_val == 1 else \"Bad\"" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'Bad'" ] }, "metadata": {}, "execution_count": 240 } ] }, { "cell_type": "markdown", "metadata": { "id": "MMCMOH53lkAE" }, "source": [ "### Prediction Pipeline" ] }, { "cell_type": "code", "metadata": { "id": "0M0GuPdqlWke" }, "source": [ "def predict_sentiment(txt):\n", " emb_txt = use(txt)\n", " emb_test_reshaped = emb_txt[:, newaxis, :]\n", " sentiment_val = (imported_model.predict(emb_test_reshaped) > 0.5).astype('int32')\n", " print(\"Score:\", imported_model.predict(emb_test_reshaped).flatten()[0])\n", " return \"Positive\" if sentiment_val == 1 else \"Negative\"" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "sample_text = \"I love the room service\"\n", "f\"The sentiment of this sentence is : {predict_sentiment(sample_text)}\"" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 53 }, "id": "lR_Pelw764QM", "outputId": "06a5a4fb-c38f-4bfa-a279-49ac0fd72791" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Score: 0.8424862\n" ] }, { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'The sentiment of this sentence is : Positive'" ] }, "metadata": {}, "execution_count": 267 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 53 }, "id": "yAEMYoREmdHY", "outputId": "c8beffca-8c4e-4d74-d460-f5a8bc52c729" }, "source": [ "sample_text = \"I like the room service but the bathroom is small\"\n", "f\"The sentiment of this sentence is : {predict_sentiment(sample_text)}\"" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Score: 0.61470836\n" ] }, { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'The sentiment of this sentence is : Positive'" ] }, "metadata": {}, "execution_count": 268 } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 53 }, "id": "jsyDvJkjq8Sr", "outputId": "396bd8c5-4e6d-476b-e765-b651725ff11c" }, "source": [ "sample_text = \"The windows is so big. it has good air circulation\"\n", "f\"The sentiment of this sentence is : {predict_sentiment(sample_text)}\"" ], "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Score: 0.9178533\n" ] }, { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'The sentiment of this sentence is : Positive'" ] }, "metadata": {}, "execution_count": 269 } ] }, { "cell_type": "code", "source": [ "sample_text = \"The windows is so small. it has bad air circulation\"\n", "f\"The sentiment of this sentence is : {predict_sentiment(sample_text)}\"" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 53 }, "id": "VUFqofkn8BBa", "outputId": "45ca6785-1594-49f1-d369-613eaf010b5c" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Score: 0.1390446\n" ] }, { "output_type": "execute_result", "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'The sentiment of this sentence is : Negative'" ] }, "metadata": {}, "execution_count": 270 } ] }, { "cell_type": "markdown", "source": [ "# Conclusion\n", "- LSTM performs comparatively better than baseline fully connected dense model\n", "- In order to achieve a balanced distribution between positive and negative reviews, the positive reviews are down sampled, hence discarding lots of valuable information\n", "- More resampling technique such as stratifying, Synthetic oversampling such as SMOTE, NLP augmentation like [nlpaug](https://github.com/makcedward/nlpaug) options will be explored" ], "metadata": { "id": "4Imx8wf-kmVX" } } ] }