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Setup and Installations\n", "\n", "Install all required libraries. This notebook is designed for **Google Colab with a GPU runtime**.\n", "\n", "> **Important:** Go to *Runtime → Change runtime type → GPU (T4)* before running.\n" ], "id": "TZgHwWSCU2h5" }, { "cell_type": "code", "metadata": { "id": "EQg33QC9U2h5" }, "source": [ "# Install required packages\n", "!pip install -q datasets transformers accelerate scikit-learn matplotlib seaborn wordcloud shap nltk" ], "outputs": [], "execution_count": 1, "id": "EQg33QC9U2h5" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4eTmhvo8U2h6", "outputId": "d095a5f1-6db1-489b-a9c1-a7ff3099c70a" }, "source": [ "# Core imports\n", "import os\n", "import re\n", "import random\n", "import warnings\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from collections import Counter\n", "\n", "# NLP & ML imports\n", "import nltk\n", "from nltk.corpus import stopwords\n", "from nltk.stem import WordNetLemmatizer\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import GridSearchCV, cross_val_score\n", "from sklearn.metrics import (\n", " accuracy_score, precision_score, recall_score,\n", " f1_score, classification_report, confusion_matrix,\n", " ConfusionMatrixDisplay\n", ")\n", "from wordcloud import WordCloud\n", "\n", "# Deep Learning / Transformer imports\n", "import torch\n", "from torch.utils.data import Dataset, DataLoader\n", "from transformers import (\n", " DistilBertTokenizer,\n", " DistilBertForSequenceClassification,\n", " get_linear_schedule_with_warmup\n", ")\n", "from datasets import load_dataset\n", "\n", "# SHAP for interpretability\n", "import shap\n", "\n", "# Download NLTK resources\n", "nltk.download('stopwords', quiet=True)\n", "nltk.download('wordnet', quiet=True)\n", "nltk.download('punkt', quiet=True)\n", "nltk.download('punkt_tab', quiet=True)\n", "\n", "# Suppress warnings for cleaner output\n", "warnings.filterwarnings('ignore')\n", "\n", "# Set random seeds for reproducibility\n", "SEED = 42\n", "random.seed(SEED)\n", "np.random.seed(SEED)\n", "torch.manual_seed(SEED)\n", "if torch.cuda.is_available():\n", " torch.cuda.manual_seed_all(SEED)\n", "\n", "# Check device\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "print(f\"Using device: {device}\")\n", "if device.type == 'cuda':\n", " print(f\"GPU: {torch.cuda.get_device_name(0)}\")\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Using device: cuda\n", "GPU: Tesla T4\n" ] } ], "execution_count": 2, "id": "4eTmhvo8U2h6" }, { "cell_type": "markdown", "metadata": { "id": "kEZdUg9_U2h6" }, "source": [ "## 2. Data Loading\n", "\n", "We load the IMDB dataset from Hugging Face's `datasets` library, which provides the standard 25K train / 25K test split from the [original Stanford source](https://ai.stanford.edu/~amaas/data/sentiment/).\n" ], "id": "kEZdUg9_U2h6" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 536, "referenced_widgets": [ "9c36938d5e164016bdb2ce46611167de", "a37b6d37f95a412ab16bd162ccf6f66e", "0d8d862a9bb84f49abe39f18e884ee22", "257e2661f9164f31b1cf228245920e52", "884ffeed947e4fba9c5965f345f750b7", "7d3b59f7c87641e2aff9d420632e2dc0", "8a2f395753ce4dabb05c4546d29b9cd8", "3b47340d18764278a1f2ecc8e771941d", "ea36b4ace3aa47a0bcb2f9420c13465d", "520d5873877b452ea9c7eb6efcb96b1e", "9cdc3d0941c747b5ba23fe8e3ce02b0f", "f791e2f0aa0746d1a6a2e860b228a24b", "aad475ea7e2d44bfaafbc8a7341bb631", "5d7e4958de4e49579f61449ebd751212", "0b84875f435c4233ae959b01f771a808", "c3729565788a41ff8475d40af5ca3b9d", "c2c3cf7f15ad4d7a96fe94cf6924d42c", "5648cf3a618c4236bd4e000fc69be05d", "2c1f04262365424ea8e94a20da5f8594", "e0eb8733f4dd49288ebb2753d1efc1e2", "72e7cfdaef794b86be95e39b42a3da69", "dedfceab1a794c5b8dafce907077ef3f", "8c7a03a33b58459d8e441706ae5c2128", "e98f68169ad046a6831f40a45ab207c1", "1e9f109fb7de4d369f207ab9a53a65ee", "a6f7a59b1a0f4ee4b258005eba83bccf", "9796edc3e5954b77bb50fc7b59bcab6c", "833d0b79a4aa474faa27e9476957f692", "6f776e8510d342c293bfe66986f6ebd6", "a203bf854e1847a895cbb0abcb5ce082", "912e8427f66d4900888fd07edc2606c9", "d1573d2d51224ec0a826a1eb9e0d1457", "1467afea2b9640e0af7225daca50f834", "2b0388e7f1624671a04056c490bc9f60", "5cd1ea04439a4a1cb552a45c73d82f86", "8bcde8c2702b428a8057fc2b8991e270", "95baa16b545e4c0782f40f4e82ee695b", "9931560bcf844ae69c56b207eebf8b97", "1d43b38a6e92411b849838184fef7181", "c51960e5ab3d4c7b844e0bd1566977c6", "a6a61f35625d4b708c1c09bcdcb1e109", "3a8a2a2141b14206b2dc17f3985fec12", "76eb85d77d0d4f8399c6e06ccee4b2e3", "8a3fbcbc94db4f63935d75bc283f235e", "4aea97a3f1a8432aaa7a5fe6979f5b4c", "d72bb326d23e48d9b64df4e89c52eb8f", "fef0344598fc447a82da2b30d096a072", "0470bfcfafb74c0f8876b6cdb973d985", "9f26ae7f08a4489aae465dd74f67126c", "8ae446e67af44a51a22bee2688652382", "51823688597841e8849100e314d23087", "c3ab222e858d4d1d9e5898f7ef41c97b", "7471af9fb2d242acb5dc3a98d208b8b8", "7e84d59b071d47c784ecb0b881676009", "8d812cf401cc426f858b079e285d992b", "632e163799af4ec3947cd69f1817eca2", "9fe4c231ebbe46749db4df2749bfcffa", "1b8c907fd0c74e6c90618a429ce81852", "de6a37a1c6434186926aa162105f17fc", "53cc88a68bec4f068661ea9e903e412e", "ac73ecef1c6745e3aea1fee4fd7daa2f", "ca195f6ebafb4ec49085b12bddd1d150", "388bf5a2502d4c04b42fbcca942041c5", "9dacab93bb0b4e58be7af3a434fcaa7b", "50de6e73bccc457bb8acfb0edab9f608", "7c115a00fdbf41acbdcc8141eebaaeb5", "2ef236735e4b4f7790c4a1b08087eb3c", "0e4cddc321da4b4fbc803d0c6cee6b1c", "b313faa789ab4feba0ef0ceca35fe98e", "b478498102ca46ab81f978577d86ab61", "dff8bcc8e57f4a499a2b692c7b24977e", "65a0bf3e9aff47a99cda09e9c3c927bb", "050a062d967b4242a02308e214abf456", "6159f4de653d41f58ce32cba59394652", "1a05937fed5d4503b6f008ed1a01cb11", "0c62083a937041e8a9e694b7077f06ee", "a8f3d0d9f8ec4b949ee12c7fd51bebeb" ] }, "id": "66tl8wwgU2h6", "outputId": "374d97a0-e5a2-44c7-e022-000dd5ed27e6" }, "source": [ "# Load the IMDB dataset\n", "dataset = load_dataset(\"imdb\")\n", "\n", "# Convert to pandas DataFrames for easier EDA\n", "train_df = pd.DataFrame(dataset['train'])\n", "test_df = pd.DataFrame(dataset['test'])\n", "\n", "# Map labels: 0 = negative, 1 = positive\n", "label_map = {0: 'negative', 1: 'positive'}\n", "train_df['sentiment'] = train_df['label'].map(label_map)\n", "test_df['sentiment'] = test_df['label'].map(label_map)\n", "\n", "print(f\"Training set size: {len(train_df)}\")\n", "print(f\"Test set size: {len(test_df)}\")\n", "print(f\"\\nColumns: {list(train_df.columns)}\")\n", "print(f\"\\nSample review (first 300 chars):\\n{train_df['text'].iloc[0][:300]}...\")\n", "print(f\"\\nLabel: {train_df['sentiment'].iloc[0]}\")\n" ], "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n", "WARNING:huggingface_hub.utils._http:Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "README.md: 0.00B [00:00, ?B/s]" ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "9c36938d5e164016bdb2ce46611167de" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "plain_text/train-00000-of-00001.parquet: 0%| | 0.00/21.0M [00:00" ], "image/png": 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}, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Training set class balance: {'negative': np.int64(12500), 'positive': np.int64(12500)}\n", "Test set class balance: {'negative': np.int64(12500), 'positive': np.int64(12500)}\n" ] } ], "execution_count": 4, "id": "noWvhz5bU2h6" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 423 }, "id": "RwFuyboyU2h7", "outputId": "71935009-efce-461a-9d62-f25ea4a882aa" }, "source": [ "# 3.2 Review length analysis (word count)\n", "train_df['word_count'] = train_df['text'].apply(lambda x: len(x.split()))\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 4))\n", "\n", "# Histogram of word counts\n", "axes[0].hist(train_df['word_count'], bins=50, color='#3498db', edgecolor='white', alpha=0.8)\n", "axes[0].set_title('Distribution of Review Lengths (Word Count)')\n", "axes[0].set_xlabel('Number of Words')\n", "axes[0].set_ylabel('Frequency')\n", "axes[0].axvline(train_df['word_count'].mean(), color='red', linestyle='--', label=f\"Mean: {train_df['word_count'].mean():.0f}\")\n", "axes[0].axvline(train_df['word_count'].median(), color='orange', linestyle='--', label=f\"Median: {train_df['word_count'].median():.0f}\")\n", "axes[0].legend()\n", "\n", "# Box plot by sentiment\n", "train_df.boxplot(column='word_count', by='sentiment', ax=axes[1])\n", "axes[1].set_title('Review Length by Sentiment')\n", "axes[1].set_xlabel('Sentiment')\n", "axes[1].set_ylabel('Word Count')\n", "plt.suptitle('')\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "print(f\"\\nReview length statistics:\")\n", "print(train_df['word_count'].describe().round(1))\n" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "Review length statistics:\n", "count 25000.0\n", "mean 233.8\n", "std 173.7\n", "min 10.0\n", "25% 127.0\n", "50% 174.0\n", "75% 284.0\n", "max 2470.0\n", "Name: word_count, dtype: float64\n" ] } ], "execution_count": 5, "id": "RwFuyboyU2h7" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 514 }, "id": "w1XGqW-gU2h7", "outputId": "2a77485e-17f4-4f1b-b86b-ea63308bf954" }, "source": [ "# 3.3 Word frequency analysis & word clouds\n", "stop_words = set(stopwords.words('english'))\n", "\n", "def get_top_words(texts, n=20):\n", " \"\"\"Extract the most common words from a list of texts, excluding stopwords.\"\"\"\n", " all_words = []\n", " for text in texts:\n", " words = re.findall(r'\\b[a-z]+\\b', text.lower())\n", " all_words.extend([w for w in words if w not in stop_words and len(w) > 2])\n", " return Counter(all_words).most_common(n)\n", "\n", "# Get top words for each sentiment\n", "pos_texts = train_df[train_df['label'] == 1]['text']\n", "neg_texts = train_df[train_df['label'] == 0]['text']\n", "\n", "top_pos = get_top_words(pos_texts, 20)\n", "top_neg = get_top_words(neg_texts, 20)\n", "\n", "fig, axes = plt.subplots(2, 2, figsize=(16, 10))\n", "\n", "# Bar charts of top words\n", "words, counts = zip(*top_pos)\n", "axes[0, 0].barh(words[::-1], counts[::-1], color='#2ecc71')\n", "axes[0, 0].set_title('Top 20 Words — Positive Reviews')\n", "\n", "words, counts = zip(*top_neg)\n", "axes[0, 1].barh(words[::-1], counts[::-1], color='#e74c3c')\n", "axes[0, 1].set_title('Top 20 Words — Negative Reviews')\n", "\n", "# Word clouds\n", "pos_text_combined = ' '.join(pos_texts)\n", "neg_text_combined = ' '.join(neg_texts)\n", "\n", "wc_pos = WordCloud(width=400, height=300, background_color='white',\n", " stopwords=stop_words, colormap='Greens', max_words=100).generate(pos_text_combined)\n", "axes[1, 0].imshow(wc_pos, interpolation='bilinear')\n", "axes[1, 0].set_title('Word Cloud — Positive Reviews')\n", "axes[1, 0].axis('off')\n", "\n", "wc_neg = WordCloud(width=400, height=300, background_color='white',\n", " stopwords=stop_words, colormap='Reds', max_words=100).generate(neg_text_combined)\n", "axes[1, 1].imshow(wc_neg, interpolation='bilinear')\n", "axes[1, 1].set_title('Word Cloud — Negative Reviews')\n", "axes[1, 1].axis('off')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "execution_count": 6, "id": "w1XGqW-gU2h7" }, { "cell_type": "markdown", "metadata": { "id": "3N4Lz7nLU2h7" }, "source": [ "## 4. Text Preprocessing\n", "\n", "### 4.1 Preprocessing for Traditional ML (TF-IDF + Logistic Regression)\n", "\n", "For the traditional pipeline, we apply standard NLP preprocessing:\n", "- Lowercasing\n", "- HTML tag removal\n", "- Special character / punctuation removal\n", "- Stopword removal\n", "- Lemmatisation\n", "\n", "### 4.2 Preprocessing for Transformer (DistilBERT)\n", "\n", "For the transformer model, we use the model-specific **WordPiece tokenizer** (`DistilBertTokenizer`), which handles subword segmentation internally. Minimal text cleaning is applied (only HTML tag removal), as BERT-family models benefit from retaining original casing and punctuation.\n" ], "id": "3N4Lz7nLU2h7" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "KR1jetehU2h7", "outputId": "df086039-74f7-47b3-81a9-470890cbf2f2" }, "source": [ "# 4.1 Traditional ML preprocessing pipeline\n", "\n", "lemmatizer = WordNetLemmatizer()\n", "stop_words_set = set(stopwords.words('english'))\n", "\n", "def preprocess_text_traditional(text):\n", " \"\"\"\n", " Preprocess text for TF-IDF vectorisation:\n", " 1. Lowercase\n", " 2. Remove HTML tags\n", " 3. Remove non-alphabetic characters\n", " 4. Tokenise, remove stopwords, lemmatise\n", " \"\"\"\n", " text = text.lower()\n", " text = re.sub(r'<[^>]+>', '', text) # Remove HTML tags\n", " text = re.sub(r'[^a-z\\s]', '', text) # Keep only letters and spaces\n", " tokens = text.split()\n", " tokens = [lemmatizer.lemmatize(w) for w in tokens if w not in stop_words_set and len(w) > 2]\n", " return ' '.join(tokens)\n", "\n", "# Apply preprocessing to train and test sets\n", "print(\"Preprocessing training data for traditional ML...\")\n", "train_df['clean_text'] = train_df['text'].apply(preprocess_text_traditional)\n", "print(\"Preprocessing test data for traditional ML...\")\n", "test_df['clean_text'] = test_df['text'].apply(preprocess_text_traditional)\n", "\n", "# Show a before/after example\n", "print(\"\\n--- Example ---\")\n", "print(f\"Original (first 200 chars):\\n{train_df['text'].iloc[0][:200]}\")\n", "print(f\"\\nCleaned (first 200 chars):\\n{train_df['clean_text'].iloc[0][:200]}\")\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Preprocessing training data for traditional ML...\n", "Preprocessing test data for traditional ML...\n", "\n", "--- Example ---\n", "Original (first 200 chars):\n", "I rented I AM CURIOUS-YELLOW from my video store because of all the controversy that surrounded it when it was first released in 1967. I also heard that at first it was seized by U.S. customs if it ev\n", "\n", "Cleaned (first 200 chars):\n", "rented curiousyellow video store controversy surrounded first released also heard first seized custom ever tried enter country therefore fan film considered controversial really see myselfthe plot cen\n" ] } ], "execution_count": 7, "id": "KR1jetehU2h7" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wXtHNiW1U2h7", "outputId": "ab57cc65-a133-4a31-c383-40977c0e60a4" }, "source": [ "# 4.2 TF-IDF Vectorisation\n", "\n", "tfidf = TfidfVectorizer(\n", " max_features=20000, # Vocabulary size limit\n", " ngram_range=(1, 2), # Unigrams and bigrams\n", " min_df=5, # Ignore terms appearing in fewer than 5 documents\n", " max_df=0.95, # Ignore terms appearing in more than 95% of documents\n", " sublinear_tf=True # Apply sublinear TF scaling (1 + log(tf))\n", ")\n", "\n", "# Fit on training data, transform both sets\n", "X_train_tfidf = tfidf.fit_transform(train_df['clean_text'])\n", "X_test_tfidf = tfidf.transform(test_df['clean_text'])\n", "\n", "y_train = train_df['label'].values\n", "y_test = test_df['label'].values\n", "\n", "print(f\"TF-IDF matrix shape (train): {X_train_tfidf.shape}\")\n", "print(f\"TF-IDF matrix shape (test): {X_test_tfidf.shape}\")\n", "print(f\"Vocabulary size: {len(tfidf.vocabulary_)}\")\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "TF-IDF matrix shape (train): (25000, 20000)\n", "TF-IDF matrix shape (test): (25000, 20000)\n", "Vocabulary size: 20000\n" ] } ], "execution_count": 8, "id": "wXtHNiW1U2h7" }, { "cell_type": "markdown", "metadata": { "id": "MR4B_nMCU2h7" }, "source": [ "## 5. Model 1 — TF-IDF + Logistic Regression\n", "\n", "We train a Logistic Regression classifier on the TF-IDF features with hyperparameter tuning via `GridSearchCV`.\n" ], "id": "MR4B_nMCU2h7" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "hseE74OrU2h7", "outputId": "97b3072b-022e-4986-93c1-f06d11095b23" }, "source": [ "# 5.1 Hyperparameter tuning with GridSearchCV\n", "\n", "param_grid = {\n", " 'C': [0.1, 1.0, 10.0], # Regularisation strength\n", " 'penalty': ['l2'], # Regularisation type\n", " 'solver': ['lbfgs'], # Optimisation algorithm\n", " 'max_iter': [1000]\n", "}\n", "\n", "lr_model = LogisticRegression(random_state=SEED)\n", "\n", "grid_search = GridSearchCV(\n", " lr_model, param_grid,\n", " cv=5, # 5-fold cross-validation\n", " scoring='f1', # Optimise for F1-score\n", " n_jobs=-1, # Use all CPU cores\n", " verbose=1\n", ")\n", "\n", "print(\"Running GridSearchCV for Logistic Regression...\")\n", "grid_search.fit(X_train_tfidf, y_train)\n", "\n", "print(f\"\\nBest parameters: {grid_search.best_params_}\")\n", "print(f\"Best CV F1-score: {grid_search.best_score_:.4f}\")\n", "\n", "# Use the best model\n", "best_lr = grid_search.best_estimator_\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Running GridSearchCV for Logistic Regression...\n", "Fitting 5 folds for each of 3 candidates, totalling 15 fits\n", "\n", "Best parameters: {'C': 1.0, 'max_iter': 1000, 'penalty': 'l2', 'solver': 'lbfgs'}\n", "Best CV F1-score: 0.8695\n" ] } ], "execution_count": 9, "id": "hseE74OrU2h7" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 812 }, "id": "IAOgBgSHU2h7", "outputId": "1b70df6c-8521-4020-f40e-c07ac91a8cea" }, "source": [ "# 5.2 Evaluate Logistic Regression on the test set\n", "\n", "y_pred_lr = best_lr.predict(X_test_tfidf)\n", "\n", "# Compute all metrics\n", "lr_accuracy = accuracy_score(y_test, y_pred_lr)\n", "lr_precision = precision_score(y_test, y_pred_lr)\n", "lr_recall = recall_score(y_test, y_pred_lr)\n", "lr_f1 = f1_score(y_test, y_pred_lr)\n", "\n", "print(\"=\" * 50)\n", "print(\"LOGISTIC REGRESSION — Test Set Results\")\n", "print(\"=\" * 50)\n", "print(f\"Accuracy: {lr_accuracy:.4f}\")\n", "print(f\"Precision: {lr_precision:.4f}\")\n", "print(f\"Recall: {lr_recall:.4f}\")\n", "print(f\"F1-Score: {lr_f1:.4f}\")\n", "print(f\"\\nClassification Report:\\n\")\n", "print(classification_report(y_test, y_pred_lr, target_names=['Negative', 'Positive']))\n", "\n", "# Confusion matrix\n", "fig, ax = plt.subplots(figsize=(6, 5))\n", "cm_lr = confusion_matrix(y_test, y_pred_lr)\n", "disp = ConfusionMatrixDisplay(cm_lr, display_labels=['Negative', 'Positive'])\n", "disp.plot(cmap='Blues', ax=ax, values_format='d')\n", "ax.set_title('Logistic Regression — Confusion Matrix')\n", "plt.tight_layout()\n", "plt.show()\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "==================================================\n", "LOGISTIC REGRESSION — Test Set Results\n", "==================================================\n", "Accuracy: 0.8896\n", "Precision: 0.8875\n", "Recall: 0.8922\n", "F1-Score: 0.8898\n", "\n", "Classification Report:\n", "\n", " precision recall f1-score support\n", "\n", " Negative 0.89 0.89 0.89 12500\n", " Positive 0.89 0.89 0.89 12500\n", "\n", " accuracy 0.89 25000\n", " macro avg 0.89 0.89 0.89 25000\n", "weighted avg 0.89 0.89 0.89 25000\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "execution_count": 10, "id": "IAOgBgSHU2h7" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 356 }, "id": "L475Nn30U2h7", "outputId": "c0e277c4-ec00-40b7-cbe5-176f7f0fd80d" }, "source": [ "# 5.3 Top features (most influential words) for Logistic Regression\n", "\n", "feature_names = tfidf.get_feature_names_out()\n", "coefficients = best_lr.coef_[0]\n", "\n", "# Top 20 positive and negative features\n", "top_positive_idx = np.argsort(coefficients)[-20:]\n", "top_negative_idx = np.argsort(coefficients)[:20]\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", "\n", "# Positive sentiment features\n", "axes[0].barh([feature_names[i] for i in top_positive_idx],\n", " coefficients[top_positive_idx], color='#2ecc71')\n", "axes[0].set_title('Top 20 Features — Positive Sentiment')\n", "axes[0].set_xlabel('Coefficient Weight')\n", "\n", "# Negative sentiment features\n", "axes[1].barh([feature_names[i] for i in top_negative_idx],\n", " coefficients[top_negative_idx], color='#e74c3c')\n", "axes[1].set_title('Top 20 Features — Negative Sentiment')\n", "axes[1].set_xlabel('Coefficient Weight')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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Tk5Pg7Owsvn/w4IEAQAgKCioWV0nfaQCCVCpV+D5v3LhRACCYmpoK2dnZ4vaZM2cqfPfL87kXjf36/z/0799fMDIyUtimp6enkNMTlReXRyBSIYcOHYK6ujomTpyosH3q1KkQBAE///yzwvYOHTrA2dlZfG9ubo5+/frhyJEjCrfDvM3z588xcOBA6OjoYNGiRQr7/vnnnxLX1yxaU+mff/55a/8WFhY4evSowmv69OkAXt6Kb2tri2bNmuHhw4fiq+iX3JMnT4r9vLqWVlZWFh4+fAhXV1fcvn0bWVlZZT7fsmrcuDHc3d0Vtu3evRudOnVCrVq1FOLt3r07CgoKxFvzDA0N8ezZMxw9erTS43oXQUFBMDExgampqfiAjMWLF2PAgAGIj4/H/fv3MW7cOIU1s/r06YNmzZrh4MGDAF5+DlpaWoiOji52a31l6dq1K4yNjbFr1y5x25MnT3D06FEMGjRI3Fae709JQkJCsGPHDjg5OeHIkSOYNWsWnJ2d0apVKyQnJ1d4nO7duyv8ku7o6AgDAwPcvn274hcFwIgRIxRuBWvXrh0EQcCIESPEberq6mjdurXCWLt374ZcLkePHj0U4nd2doZMJisWv52dnTgbGng5A9jGxuad4yciIioJc2DmwNWhaLZtYmJiqXdjJSQkICUlBUOGDMGjR4/E83z27Bm6deuGX3/9FYWFhSgoKMCxY8fg6emJ+vXri8c3bdoUvXr1KtZvZX+GEokEAwcOxKFDh5CTkyNu37VrFxo0aICPPvoIwMuZz5mZmfD29lb43NTV1dGuXbu35sr29vZISEjA559/jrS0NKxevRqenp6oW7cuNm3aJLaryDhjx45VeN+pU6d3zjW7deumMKO3Xbt2AF7eJaivr19se9F4Zf3c3xb/o0ePkJ2d/U7nQPQqLo9ApEJ+//131K9fX+E/KMD/bjn+/fffFbaX9NRaa2trPH/+HA8ePICpqelbxywoKMDgwYNx7do1/PzzzwpJB/AywShpza6iJ4WW5aEEenp66N69e4n7UlJSkJycXOpt4a8ucB8TE4OgoCCcPXu22PpNWVlZkMvlb42lPIqeNPt6vJcvX35rvOPGjcMPP/yAXr16oUGDBvj444/h5eWFnj17vnHMBw8elOsfG68yMTERb4MqzejRozFw4ECoqanB0NAQ9vb24j9Iir5fNjY2xY5r1qwZzpw5A+Dl2m+LFy/G1KlTUbduXbRv3x59+/aFr69vmb5zZaGhoYFPP/0UO3bsQG5uLqRSKfbu3Yu8vDyFom15vj+l8fb2hre3N7KzsxEbG4vw8HDs2LEDHh4euHLlCrS1tcs9jrm5ebE2tWrVeuci9+v9Fn3nzczMim1/dayUlBRkZWWVuPYYUH3xExERlYQ5cHHMgcuuLDlwER8fH8ybNw9z586Fp6dnsf0pKSkAAD8/v1L7yMrKwr///ot//vkHTZs2Lba/pG1V8RkOGjQIq1atQlRUFIYMGYKcnBwcOnQIY8aMEX/kLzqf0pY2MDAweOs41tbW2LZtGwoKCnDt2jX89NNPWLJkCUaPHo3GjRuje/fu5R5HW1u72HepunNlAOJ4Zf3ca9WqVepYRfuePHlSputKVBYs2hLVcKNGjcJPP/2E7du3l/gf2Xr16iEjI6PY9qJtrye45VVYWAgHBwesWLGixP1F/4FNTU1Ft27d0KxZM6xYsQJmZmbQ0tLCoUOHsHLlymK/fJakpAcwACg1QSwpGS8sLESPHj3EWRKvs7a2BvByvdSEhAQcOXIEP//8M37++WeEhYXB19cXERERpcbYpk2bYv8wKas7d+68cU0q4OU/ckr7x0N5TJ48GR4eHoiMjMSRI0cwe/ZshIaG4sSJE3Bycnrn/oGXD4zYuHEjfv75Z3h6euKHH35As2bN0KJFC7FNWb8/ZWFgYIAePXqgR48e0NTUREREBGJjY+Hq6lrucUr7h4NQhgdfvElp/Za0/dWxCgsLUadOHWzfvr3E419PmqsqfiIiIlXBHLhm5cBFimbb+vv7Y//+/cX2F13PpUuXomXLliX2IZPJxOJ9WVTGZ1iS9u3bw8LCAj/88AOGDBmCAwcO4J9//lGY4FDU97Zt20r8MUNDo+wlIXV1dTg4OMDBwQEdOnRAly5dsH37dnTv3r3c45S1yF5e5cmVgf/ltmX93MvTJ1FlYNGWSIUULfT+9OlThZkG169fF/e/qugXwVfdvHkTurq6b32gEQBMmzYNYWFhWLVqFby9vUts07JlS5w+fRqFhYUKD2KIjY2Frq6umKBVlKWlJRITE9GtW7dSE0oAOHDgAHJzcxEVFaXwq2ZJt9qU1k/Rr5+ZmZniA7WA4rM33hZvTk5OmQqfWlpa8PDwgIeHBwoLCzFu3Dhs3LgRs2fPLvEXeADYvn17mW63K8m7znIt+n7duHGj2D9ebty4Uez7Z2lpialTp2Lq1KlISUlBy5YtsXz5cnz33Xcl9v+mz7cknTt3Rr169bBr1y589NFHOHHihPhQhldjKMv3p7xat26NiIgI8R9mVTFOZcb7NpaWljh27BhcXFzKNDOoLKozfiIi+rAxB2YOXJ058Oeff4758+cjJCQEn3zyicK+ouWtDAwM3niuderUgba2Nm7dulVs3+vbKuMzLI2XlxdWr16N7Oxs7Nq1CxYWFmjfvn2x86lTp06lTNwo0rp1awBQyJUre5zqzpWBt3/u5cV8md4V17QlUiG9e/dGQUEB1q1bp7B95cqVkEgkxdZHOnv2LC5evCi+v3v3Lvbv34+PP/74rb9eLl26FMuWLcP//d//vfFJrp999hn+/vtv7N27V9z28OFD7N69Gx4eHiWu9VUeXl5e+PPPPxXWRCryzz//4NmzZwD+90vmq79cZmVlISwsrNhxenp6yMzMLLa96D/GRWtuAcCzZ8/e+Kt/SfGePXsWR44cKbYvMzMT+fn5AIBHjx4p7FNTUxOfdlrSrXZFXFxc0L179wq9Xl2HtiJat26NOnXq4JtvvlGI8eeff0ZycjL69OkD4OX6b6/PLrC0tIS+vv4bz01PTw8ASvxsSqKmpobPPvsMBw4cwLZt25Cfn68wcwAo+/enJM+fP8fZs2dL3Fe0dl7RUhHvMk5pyns93oWXlxcKCgowb968Yvvy8/MrFEN1xk9ERB825sCKmANXbQ5cNNs2ISEBUVFRCvucnZ1haWmJZcuWKawVW+TBgwdiH927d0dkZCT++usvcf+tW7eKrcFcGZ9haQYNGoTc3FxERETg8OHD8PLyUtjv7u4OAwMDLFy4EHl5eaWeT2lOnz5d4nGHDh0C8L9c+V3HKYmuri6A6sk1y/q5l1d5P0+i13GmLZEK8fDwQJcuXTBr1iykpaWhRYsW+OWXX7B//35MnjxZ4cFGANC8eXO4u7tj4sSJkEqlWL9+PYCXD1d6k3379mH69OmwsrKCra1tsZmRPXr0QN26dQG8TFjbt2+PYcOG4dq1azA2Nsb69etRUFDw1nHKYujQofjhhx8wduxYnDx5Ei4uLigoKMD169fxww8/4MiRI2jdujU+/vhj8Vf7MWPGICcnB5s2bUKdOnWK3brm7OyMDRs2YP78+WjatCnq1KmDrl274uOPP4a5uTlGjBiBadOmQV1dHVu2bIGJiQnS09PLFO+0adMQFRWFvn37wt/fH87Oznj27BmSkpLw448/Ii0tDcbGxhg5ciQeP36Mrl27omHDhvj999+xdu1atGzZUlyfTdVoampi8eLFGDZsGFxdXeHt7Y2///4bq1evhoWFBb788ksAL2eydOvWDV5eXrCzs4OGhgb27duHv//+G4MHDy61f0tLSxgaGuKbb76Bvr4+9PT00K5duxLXTSsyaNAgrF27FkFBQXBwcCh27cr6/SnJ8+fP0bFjR7Rv3x49e/aEmZkZMjMzERkZidOnT8PT01Nc6uFdxilN0QNUZs2ahcGDB0NTUxMeHh5iMbQyubq6YsyYMQgNDUVCQgI+/vhjaGpqIiUlBbt378bq1avx2WeflavPli1bQl1dHYsXL0ZWVhakUim6du1a6rq5REREpWEOzBy4uhWtbZuQkKCwXU1NDZs3b0avXr1gb2+PYcOGoUGDBvjzzz9x8uRJGBgY4MCBAwCA4OBg/PLLL3BxccEXX3wh/vDQvHlzhX4r4zMsTatWrdC0aVPMmjULubm5xSY4GBgYYMOGDRg6dChatWqFwYMHi5/7wYMH4eLiUuzHklctXrwYFy5cwIABA8Ti+8WLF7F161bUrl0bkydPrpRxSqKjowM7Ozvs2rUL1tbWqF27Npo3b47mzZuXq5+yKM/nXh7Ozs44duwYVqxYgfr166Nx48biQ9CIykQgIqUZP3688Ppfw6dPnwpffvmlUL9+fUFTU1OwsrISli5dKhQWFiq0AyCMHz9e+O677wQrKytBKpUKTk5OwsmTJ986blBQkACg1NfrfTx+/FgYMWKEYGRkJOjq6gqurq5CXFxcmc7R1dVVsLe3f2ObFy9eCIsXLxbs7e0FqVQq1KpVS3B2dhZCQkKErKwssV1UVJTg6OgoaGtrCxYWFsLixYuFLVu2CACEO3fuiO3u3bsn9OnTR9DX1xcACK6uruK+CxcuCO3atRO0tLQEc3NzYcWKFUJYWFixPho1aiT06dOnxHifPn0qzJw5U2jatKmgpaUlGBsbCx07dhSWLVsmvHjxQhAEQfjxxx+Fjz/+WKhTp4441pgxY4SMjIwyXbfKdufOHQGAsHTp0re23bVrl+Dk5CRIpVKhdu3ago+Pj/DHH3+I+x8+fCiMHz9eaNasmaCnpyfI5XKhXbt2wg8//KDQj6urq8K1FwRB2L9/v2BnZydoaGgIAISwsDBBEATBz89PaNSoUbFYCgsLBTMzMwGAMH/+/BLjLev353V5eXnCpk2bBE9PT6FRo0aCVCoVdHV1BScnJ2Hp0qVCbm5uhcYp+rv5ukaNGgl+fn4K2+bNmyc0aNBAUFNTU/gOvt626Dv6+t+7or/LDx48UNju5+cn6OnpFYvh22+/FZydnQUdHR1BX19fcHBwEKZPny789ddfCnGW9N0v6fPctGmT0KRJE0FdXb3E/+8gIiIqCXPgl5gDV7035cBF519SLnXp0iVhwIABgpGRkSCVSoVGjRoJXl5ewvHjxxXaHT9+XHBychK0tLQES0tLYfPmzcLUqVMFbW1thXbv+hmePHmy1Fxr1qxZAgChadOmpV6HkydPCu7u7oJcLhe0tbUFS0tLwd/fX4iPj3/j9YuJiRHGjx8vNG/eXJDL5YKmpqZgbm4u+Pv7C6mpqRUap7Q8tejv56t+++03wdnZWdDS0hIACEFBQaW2LSkHL+3zL7qeu3fvVthels+9tPy7pL9P169fFzp37izo6OgIAIr9W4DobSSCwFWSid5HEokE48ePL/cvlkRERERE7yvmwKTqPD09cfXq1RLXXiYiKg+uaUtEREREREREVE6vPzwtJSUFhw4dgpubm3ICIqIPCte0JSIiIiIiIiIqpyZNmsDf3x9NmjTB77//jg0bNkBLSwvTp09XdmhE9AFg0ZaIiIiIiIiIqJx69uyJ77//Hvfu3YNUKkWHDh2wcOFCWFlZKTs0IvoAcE1bIiIiIiIiIiIiIhXCNW2JiIiIiIiIiIiIVAiLtkREREREREREREQqhGvaVrHCwkL89ddf0NfXh0QiUXY4RERERFVOEAQ8ffoU9evXh5oa5wjQS8yLiYiIqCaqaG7Mom0V++uvv2BmZqbsMIiIiIiq3d27d9GwYUNlh0EqgnkxERER1WTlzY1ZtK1i+vr6AF5+MAYGBkqOhoiIiKjqZWdnw8zMTMyDiADmxURERFQzVTQ3ZtG2ihXd+mVgYMDklIiIiGoU3gJPr2JeTERERDVZeXNjLjJGREREREREREREpEJYtCUiIiIiIiIiIiJSISzaEhEREREREREREakQFm2JiIiIiIiIiIiIVAiLtkREREREREREREQqhEVbIiIiIiIiIiIiIhXCoi0RERERERERERGRCmHRloiIiIiIiIiIiEiFsGhLREREREREREREpEJYtCUiIiIiIiIiIiJSISzaEhEREREREREREakQFm2JiIiIiIiIiIiIVAiLtkREREREREREREQqhEVbIiIiIiIiIiIiIhXCoi0RERERERERERGRCmHRloiIiIiIiIiIiEiFsGhLREREREREREREpEJYtCUiIiIiIiIiIiJSISzaEhEREREREREREakQFm2JiIiIiIiIiIiIVIiGsgOoKTpemgl1mVTZYRAREVENlui8QtkhEBERUQXd8+ik7BCIqAKe5uVX6DjOtCUiIiIiIiIiIiJSISzaEhEREREREREREakQFm2JiIiIiIiIiIiIVAiLtkRERET03nBzc8PkyZMBABYWFli1apVS46kIiUSCyMhIZYdBRERERCqMRdsyio6OhkQiQWZmprJDISIiIiIAcXFxGD16tLLDKLeMjAz06tWrzO3Dw8NhaGhYdQGVU1paGiQSCRISEpQdChEREdEHS0PZAVS1Fy9eQEtLS9lhEBEREVElMzExUXYIFWJqaqrsEIiIiIhIxb13M22fPn0KHx8f6OnpoV69eli5cmWx2+TmzZsHX19fGBgYiLMvzpw5g06dOkFHRwdmZmaYOHEinj17Jva7bds2tG7dGvr6+jA1NcWQIUNw//59AC9nE3Tp0gUAUKtWLUgkEvj7+1freRMRERHVNM+ePYOvry9kMhnq1auH5cuXK+x/dXkEQRAQHBwMc3NzSKVS1K9fHxMnThTbvinXA/53V9XBgwfh6OgIbW1ttG/fHleuXBHbFM14jYyMhJWVFbS1teHu7o67d+8qxLVhwwZYWlpCS0sLNjY22LZtm8L+V5dHKJq1unfvXnTp0gW6urpo0aIFzp49K8Y1bNgwZGVlQSKRQCKRIDg4WDz/+fPni9eoUaNGiIqKwoMHD9CvXz/IZDI4OjoiPj5eYfy35cUWFhZYuHAhhg8fDn19fZibm+Pbb78V9zdu3BgA4OTkBIlEAjc3t7d9lERERERUTu9d0XbKlCmIiYlBVFQUjh49itOnT+PixYsKbZYtW4YWLVrg0qVLmD17NlJTU9GzZ098+umnuHz5Mnbt2oUzZ84gICBAPCYvLw/z5s1DYmIiIiMjkZaWJhZmzczMsGfPHgDAjRs3kJGRgdWrV1fbORMRERHVRNOmTcOpU6ewf/9+/PLLL4iOji6W9xXZs2cPVq5ciY0bNyIlJQWRkZFwcHAQ978p13t9zOXLlyMuLg4mJibw8PBAXl6euP/58+dYsGABtm7dipiYGGRmZmLw4MHi/n379mHSpEmYOnUqrly5gjFjxmDYsGE4efLkG8911qxZCAwMREJCAqytreHt7Y38/Hx07NgRq1atgoGBATIyMpCRkYHAwEDxuJUrV8LFxQWXLl1Cnz59MHToUPj6+uLzzz/HxYsXYWlpCV9fXwiCAABlyosBYPny5WjdujUuXbqEcePG4YsvvsCNGzcAAOfPnwcAHDt2DBkZGdi7d+8bz42IiIiIyu+9Wh7h6dOniIiIwI4dO9CtWzcAQFhYGOrXr6/QrmvXrpg6dar4fuTIkfDx8RFn41pZWWHNmjVwdXXFhg0boK2tjeHDh4vtmzRpgjVr1qBNmzbIycmBTCZD7dq1AQB16tR545piubm5yM3NFd9nZ2e/62kTERER1Tg5OTn473//i++++07M+yIiItCwYcMS26enp8PU1BTdu3eHpqYmzM3N0bZtW3H/23K9IkFBQejRo4fCePv27YOXlxeAl8XfdevWoV27dmIbW1tbnD9/Hm3btsWyZcvg7++PcePGAXg54eDcuXNYtmyZeOdWSQIDA9GnTx8AQEhICOzt7XHr1i00a9YMcrkcEomkxGUVevfujTFjxgAA5syZgw0bNqBNmzYYOHAgAGDGjBno0KED/v77b5iamiI0NPSteXFRv0XnMGPGDKxcuRInT56EjY2NuCyFkZHRG5d6YF5MREREVHHv1Uzb27dvIy8vTyEBl8vlsLGxUWjXunVrhfeJiYkIDw+HTCYTX+7u7igsLMSdO3cAABcuXICHhwfMzc2hr68PV1dXAC//AVAeoaGhkMvl4svMzKwip0pERERUo6WmpuLFixdicRQAateuXSzvKzJw4ED8888/aNKkCUaNGoV9+/YhPz9f3F/WXK9Dhw7FxktOTha3aWhooE2bNuL7Zs2awdDQUGyTnJwMFxcXhT5dXFwU+iiJo6Oj+Od69eoBgMLyDWU5rm7dugCgMMO4aFtRX2XJi1/vt6hgXJZ4XsW8mIiIiKji3quibVnp6ekpvM/JycGYMWOQkJAgvhITE5GSkgJLS0s8e/YM7u7uMDAwwPbt2xEXF4d9+/YBePkgs/KYOXMmsrKyxNfra5wRERERUeUzMzPDjRs3sH79eujo6GDcuHHo3Lkz8vLyKjXXqyqamprinyUSCQCgsLCwQse9qa+35cUl9VvUT1nieRXzYiIiIqKKe6+WR2jSpAk0NTURFxcHc3NzAEBWVhZu3ryJzp07l3pcq1atcO3aNTRt2rTE/UlJSXj06BEWLVokzgB4/YENWlpaAICCgoI3xiiVSiGVSst8TkRERERUnKWlJTQ1NREbGyvmfU+ePMHNmzfFWbKv09HRgYeHBzw8PDB+/Hg0a9YMSUlJEAThrblekXPnzhUbz9bWVtyfn5+P+Ph48c6vGzduIDMzU2xja2uLmJgY+Pn5icfExMTAzs6uwtdCS0vrrTloWb0tLy5rPADzYiIiIqKq9F4VbfX19eHn54dp06ahdu3aqFOnDoKCgqCmpibOIijJjBkz0L59ewQEBGDkyJHQ09PDtWvXcPToUaxbtw7m5ubQ0tLC2rVrMXbsWFy5cgXz5s1T6KNRo0aQSCT46aef0Lt3b+jo6Cisf0ZERERElUcmk2HEiBGYNm0ajIyMUKdOHcyaNQtqaiXfKBYeHo6CggK0a9cOurq6+O6776Cjo4NGjRqhsLDwrblekblz58LIyAh169bFrFmzYGxsDE9PT3G/pqYmJkyYgDVr1kBDQwMBAQFo3769WMSdNm0avLy84OTkhO7du+PAgQPYu3cvjh07VuFrYWFhgZycHBw/fhwtWrSArq4udHV1K9TX2/LisqhTpw50dHRw+PBhNGzYENra2pDL5RWKh4iIiIhK9t4tj7BixQp06NABffv2Rffu3eHi4gJbW1vxoQklcXR0xKlTp3Dz5k106tQJTk5OmDNnjvgAMxMTE4SHh2P37t2ws7PDokWLsGzZMoU+GjRogJCQEHz11VeoW7dusSfsEhEREVHlWrp0KTp16gQPDw90794dH330EZydnUtsa2hoiE2bNsHFxQWOjo44duwYDhw4ACMjozLlekUWLVqESZMmwdnZGffu3cOBAwfEmaUAoKurixkzZmDIkCFwcXGBTCbDrl27xP2enp5YvXo1li1bBnt7e2zcuBFhYWFwc3Or8HXo2LEjxo4di0GDBsHExARLliypcF9vy4vLQkNDA2vWrMHGjRtRv3599OvXr8LxEBEREVHJJIIgCMoO4l08e/YMDRo0wPLlyzFixAhlh1NMdnY25HI57KPHQV3G28OIiIhIeRKdV1TLOEX5T1ZWFgwMDKplzHcVHR2NLl264MmTJzA0NCyxTXh4OCZPnozMzMxqje1D8T5+L4iIVMk9j07KDoGIKuBpXj6sj5wrdw70Xi2PAACXLl3C9evX0bZtW2RlZWHu3LkAwF/4iYiIiIiIiIiI6IPw3hVtAWDZsmW4ceMGtLS04OzsjNOnT8PY2FjZYRERERERERERERG9s/euaOvk5IQLFy4oOwwiIiIi+oC4ubnhbauG+fv7w9/fv3oCIiIiIqIa7b0r2r6vfnMK5dpdRERERERERFQhpgdOKzsEIqoA3exsQC4v93FqVRALEREREREREREREVUQi7ZEREREREREREREKoRFWyIiIiIiIiIiIiIVwjVtq0nHSzOhLpMqOwwiIiJ6DyU6r1B2CERERKRE9zw6KTsEIqqgp3n5FTqOM22JiIiIiIiIiIiIVAiLtkREREREREREREQqhEVbIiIiIiIiIiIiIhXyQRRtw8PDYWhoKL4PDg5Gy5YtlRYPEREREdH7rCz5tL+/Pzw9PaslHiIiIqKa5oMo2laH1wvDRERERETKVJVF08DAQBw/frxK+iYiIiKit9NQdgBERERERKRaZDIZZDKZssMgIiIiqrEqbaZtYWEhQkND0bhxY+jo6KBFixb48ccfIQgCunfvDnd3dwiCAAB4/PgxGjZsiDlz5ojHHzhwAG3atIG2tjaMjY3Rv39/cV9ubi4CAwPRoEED6OnpoV27doiOji5XfJs3b4atrS20tbXRrFkzrF+/XtyXlpYGiUSCvXv3okuXLtDV1UWLFi1w9uxZAEB0dDSGDRuGrKwsSCQSSCQSBAcHV/xiERERERGV0Y8//ggHBwfo6OjAyMgI3bt3x7Rp0xAREYH9+/eL+Wl0dDSio6MhkUiQmZkpHp+QkACJRIK0tDQA/7uDLDIyElZWVtDW1oa7uzvu3r0rHvP68ggFBQWYMmUKDA0NYWRkhOnTp4u5PRERERFVvkor2oaGhmLr1q345ptvcPXqVXz55Zf4/PPP8euvvyIiIgJxcXFYs2YNAGDs2LFo0KCBWLQ9ePAg+vfvj969e+PSpUs4fvw42rZtK/YdEBCAs2fPYufOnbh8+TIGDhyInj17IiUlpUyxbd++HXPmzMGCBQuQnJyMhQsXYvbs2YiIiFBoN2vWLAQGBiIhIQHW1tbw9vZGfn4+OnbsiFWrVsHAwAAZGRnIyMhAYGBgJV05IiIiIqKSZWRkwNvbG8OHD0dycjKio6MxYMAABAUFwcvLCz179hTz044dO5a53+fPn2PBggXYunUrYmJikJmZicGDB5fafvny5QgPD8eWLVtw5swZPH78GPv27auMUyQiIiKiElTK8gi5ublYuHAhjh07hg4dOgAAmjRpgjNnzmDjxo3YsWMHNm7cCF9fX9y7dw+HDh3CpUuXoKHxcvgFCxZg8ODBCAkJEfts0aIFACA9PR1hYWFIT09H/fr1AbxcY+vw4cMICwvDwoUL3xpfUFAQli9fjgEDBgAAGjdujGvXrmHjxo3w8/MT2wUGBqJPnz4AgJCQENjb2+PWrVto1qwZ5HI5JBIJTE1N33otcnNzxffZ2dlvjY+IiIiIqCQZGRnIz8/HgAED0KhRIwCAg4MDAEBHRwe5ublvzU9LkpeXh3Xr1qFdu3YAgIiICNja2uL8+fMKkyeKrFq1CjNnzhTz6W+++QZHjhx54xjMi4mIiIgqrlKKtrdu3cLz58/Ro0cPhe0vXryAk5MTAGDgwIHYt28fFi1ahA0bNsDKykpsl5CQgFGjRpXYd1JSEgoKCmBtba2wPTc3F0ZGRm+N7dmzZ0hNTcWIESMUxsjPz4dcLldo6+joKP65Xr16AID79++jWbNmbx2nSGhoqELxmYiIiIioolq0aIFu3brBwcEB7u7u+Pjjj/HZZ5+hVq1a79SvhoYG2rRpI75v1qwZDA0NkZycXKxom5WVhYyMDLHAW3R869at37hEAvNiIiIiooqrlKJtTk4OgJfLHDRo0EBhn1QqBfDyFqwLFy5AXV292LIGOjo6b+xbXV1dPPZVZXk4QlFsmzZtUkg0ARTrT1NTU/yzRCIB8HKt3vKYOXMmpkyZIr7Pzs6GmZlZufogIiIiIgJe5qtHjx7Fb7/9hl9++QVr167FrFmzEBsbW2J7NbWXq5+9WkzNy8urllhfx7yYiIiIqOIqpWhrZ2cHqVSK9PR0uLq6lthm6tSpUFNTw88//4zevXujT58+6Nq1K4CXM1yPHz+OYcOGFTvOyckJBQUFuH//Pjp16lTu2OrWrYv69evj9u3b8PHxKffxRbS0tFBQUPDWdlKpVCxUExERERG9K4lEAhcXF7i4uGDOnDlo1KgR9u3bV2J+amJiAuDlsgpFs3ETEhKK9Zmfn4/4+HhxVu2NGzeQmZkJW1vbYm3lcjnq1auH2NhYdO7cWTz+woULaNWqValxMy8mIiIiqrhKKdrq6+sjMDAQX375JQoLC/HRRx8hKysLMTExMDAwgLGxMbZs2YKzZ8+iVatWmDZtGvz8/HD58mXUqlULQUFB6NatGywtLTF48GDk5+fj0KFDmDFjBqytreHj4wNfX18sX74cTk5OePDgAY4fPw5HR0dxDdo3CQkJwcSJEyGXy9GzZ0/k5uYiPj4eT548Ufj1/00sLCyQk5OD48ePo0WLFtDV1YWuru67XjoiIiIiolLFxsbi+PHj+Pjjj1GnTh3ExsbiwYMHsLW1xb///osjR47gxo0bMDIyglwuR9OmTWFmZobg4GAsWLAAN2/exPLly4v1q6mpiQkTJmDNmjXQ0NBAQEAA2rdvX+J6tgAwadIkLFq0CFZWVmjWrBlWrFiBzMzMKj57IiIioppLrbI6mjdvHmbPno3Q0FDY2tqiZ8+eOHjwICwsLDBixAgEBweLv8SHhISgbt26GDt2LADAzc0Nu3fvRlRUFFq2bImuXbvi/PnzYt9hYWHw9fXF1KlTYWNjA09PT8TFxcHc3LxMsY0cORKbN29GWFgYHBwc4OrqivDwcDRu3LjM59exY0eMHTsWgwYNgomJCZYsWVKOq0NEREREVH4GBgb49ddf0bt3b1hbW+Prr7/G8uXL0atXL4waNQo2NjZo3bo1TExMEBMTA01NTXz//fe4fv06HB0dsXjxYsyfP79Yv7q6upgxYwaGDBkCFxcXyGQy7Nq1q9Q4pk6diqFDh8LPzw8dOnSAvr4++vfvX5WnTkRERFSjSYQ3PT2A3ll2djbkcjnso8dBXcbbw4iIiKj8Ep1XKDuEcinKf7KysmBgYKDscOg14eHhmDx5crXPlOX3goio4u55lH+5SCJSDU/z8mF95Fy5c6BKm2lLRERERERERERERO+ORVsiIiIiIiIiIiIiFcKiLRERERFRDeLv78+HiBERERGpOA1lB1BT/OYUyrW7iIiIiIiIiKjcTA+cVnYIRFRButnZgFxe7uM405aIiIiIiIiIiIhIhbBoS0RERERERERERKRCWLQlIiIiIiIiIiIiUiEs2hIRERERERERERGpED6IrJp0vDQT6jKpssMgIiIqUaLzCmWHQERERESluOfRSdkhEFEFPc3Lr9BxnGlLREREREREREREpEJYtCUiIiIiIiIiIiJSIR9s0TY4OBh169aFRCJBZGSkssMhIiIiIqp2bm5umDx5cqX05e/vD09Pz0rpi4iIiIje7IMs2iYnJyMkJAQbN25ERkYGevXq9c59BgcHo2XLlu8eHBEREREREREREdEbfFAPIisoKIBEIkFqaioAoF+/fpBIJEqOioiIiIiIiIiIiKjslDrT1s3NDQEBAQgICIBcLoexsTFmz54NQRAAALm5uQgMDESDBg2gp6eHdu3aITo6Wjw+PDwchoaGiIqKgp2dHaRSKYYPHw4PDw8AgJqamkLRdvPmzbC1tYW2tjaaNWuG9evXK8Tzxx9/wNvbG7Vr14aenh5at26N2NhYhIeHIyQkBImJiZBIJJBIJAgPD6/y60NEREREVFm2bduG1q1bQ19fH6amphgyZAju37+v0Obq1avo27cvDAwMoK+vj06dOokTIl4XFxcHExMTLF68uDrCJyIiIqpRlD7TNiIiAiNGjMD58+cRHx+P0aNHw9zcHKNGjUJAQACuXbuGnTt3on79+ti3bx969uyJpKQkWFlZAQCeP3+OxYsXY/PmzTAyMkK9evXg5uaGYcOGISMjQxxn+/btmDNnDtatWwcnJydcunQJo0aNgp6eHvz8/JCTkwNXV1c0aNAAUVFRMDU1xcWLF1FYWIhBgwbhypUrOHz4MI4dOwYAkMvlSrleREREREQVkZeXh3nz5sHGxgb379/HlClT4O/vj0OHDgEA/vzzT3Tu3Blubm44ceIEDAwMEBMTg/z8/GJ9nThxAgMGDMCSJUswevTo6j4VIiIiog+e0ou2ZmZmWLlyJSQSCWxsbJCUlISVK1fC3d0dYWFhSE9PR/369QEAgYGBOHz4MMLCwrBw4UIAL5PP9evXo0WLFmKfhoaGAABTU1NxW1BQEJYvX44BAwYAABo3boxr165h48aN8PPzw44dO/DgwQPExcWhdu3aAICmTZuKx8tkMmhoaCj0WZLc3Fzk5uaK77Ozs9/h6hARERERVY7hw4eLf27SpAnWrFmDNm3aICcnBzKZDP/5z38gl8uxc+dOaGpqAgCsra2L9bNv3z74+vpi8+bNGDRoUKnjMS8mIiIiqjilP4isffv2CksYdOjQASkpKUhKSkJBQQGsra0hk8nE16lTpxRu0dLS0oKjo+Mbx3j27BlSU1MxYsQIhb7mz58v9pWQkAAnJyexYFtRoaGhkMvl4svMzOyd+iMiIiIiqgwXLlyAh4cHzM3Noa+vD1dXVwBAeno6gJf5cKdOncSCbUliY2MxcOBAbNu27Y0FW4B5MREREdG7UPpM29Lk5ORAXV0dFy5cgLq6usI+mUwm/llHR+etDxvLyckBAGzatAnt2rVT2FfUt46OTmWEjZkzZ2LKlCni++zsbCaoRERERKRUz549g7u7O9zd3bF9+3aYmJggPT0d7u7uePHiBYCy5cOWlpYwMjLCli1b0KdPnzcWeJkXExEREVWc0ou2sbGxCu/PnTsHKysrODk5oaCgAPfv30enTp3eaYy6deuifv36uH37Nnx8fEps4+joiM2bN+Px48clzrbV0tJCQUHBW8eSSqWQSqXvFC8RERERUWW6fv06Hj16hEWLFomF0/j4eIU2jo6OiIiIQF5eXqnFWGNjY+zduxdubm7w8vLCDz/8UGpb5sVEREREFaf05RHS09MxZcoU3LhxA99//z3Wrl2LSZMmwdraGj4+PvD19cXevXtx584dnD9/HqGhoTh48GC5xwkJCUFoaCjWrFmDmzdvIikpCWFhYVixYgUAwNvbG6ampvD09ERMTAxu376NPXv24OzZswAACwsL3LlzBwkJCXj48KHC+lxERERERKrM3NwcWlpaWLt2LW7fvo2oqCjMmzdPoU1AQACys7MxePBgxMfHIyUlBdu2bcONGzcU2tWpUwcnTpzA9evX4e3tXeKDyoiIiIjo3Si9aOvr64t//vkHbdu2xfjx4zFp0iTxCbRhYWHw9fXF1KlTYWNjA09PT8TFxcHc3Lzc44wcORKbN29GWFgYHBwc4OrqivDwcDRu3BjAy5m0v/zyC+rUqYPevXvDwcEBixYtEpdP+PTTT9GzZ0906dIFJiYm+P777yvvIhARERERVSETExOEh4dj9+7dsLOzw6JFi7Bs2TKFNkZGRjhx4gRycnLg6uoKZ2dnbNq0qcSZtKampjhx4gSSkpLg4+NTpjvSiIiIiKjsJIIgCMoa3M3NDS1btsSqVauUFUKVy87Ohlwuh330OKjLeHsYERGppkTnFcoOgT4gRflPVlYWDAwMlB0OqQh+L4iIKu6ex7stG0lEyvM0Lx/WR86VOwdS+kxbIiIiIiIiIiIiIvofFm2JiIiIiIiIiIiIVIiGMgePjo5W5vBEREREREREREREKkepRdua5DenUK7dRURERERERETlZnrgtLJDIKIK0s3OBuTych/H5RGIiIiIiIiIiIiIVAiLtkREREREREREREQqhEVbIiIiIiIiIiIiIhXCoi0RERERERERERGRCuGDyKpJx0szoS6TKjsMIiJ6DyQ6r1B2CERERESkJPc8Oik7BCKqRE/z8it0HGfaEhEREREREREREakQFm2JiIiIiIiIiIiIVMh7V7RNS0uDRCJBQkLCO/d179499OjRA3p6ejA0NCzTMdHR0ZBIJMjMzHzn8YmIiIiIqoogCBg9ejRq165dpvz59TybeS8RERGR8tToNW1XrlyJjIwMJCQkQC6XKzscIiIiIqJKc/jwYYSHhyM6OhpNmjSBsbHxG9ubmZkhIyPjre2IiIiIqOrVyKLtixcvoKWlhdTUVDg7O8PKykrZIRERERERVarU1FTUq1cPHTt2LFN7dXV1mJqaVnFURERERFQW5Voe4aeffoKhoSEKCgoAAAkJCZBIJPjqq6/ENiNHjsTnn38OANizZw/s7e0hlUphYWGB5cuXK/RnYWGBhQsXYvjw4dDX14e5uTm+/fZbhTbnz5+Hk5MTtLW10bp1a1y6dKlYXFeuXEGvXr0gk8lQt25dDB06FA8fPhT3u7m5ISAgAJMnT4axsTHc3d1hYWGBPXv2YOvWrZBIJPD39y9x6YXMzExIJBJER0eX51IRERERESmNv78/JkyYgPT0dEgkElhYWODw4cP46KOPYGhoCCMjI/Tt2xepqaniMW9bhuz333+Hh4cHatWqBT09Pdjb2+PQoUPVdEZERERENUu5iradOnXC06dPxcLpqVOnYGxsrFDQPHXqFNzc3HDhwgV4eXlh8ODBSEpKQnBwMGbPno3w8HCFPpcvXy4WY8eNG4cvvvgCN27cAADk5OSgb9++sLOzw4ULFxAcHIzAwECF4zMzM9G1a1c4OTkhPj4ehw8fxt9//w0vLy+FdhEREdDS0kJMTAy++eYbxMXFoWfPnvDy8kJGRgZWr15dnktBRERERKSyVq9ejblz56Jhw4bIyMhAXFwcnj17hilTpiA+Ph7Hjx+Hmpoa+vfvj8LCwjL1OX78eOTm5uLXX39FUlISFi9eDJlMVsVnQkRERFQzlWt5BLlcjpYtWyI6OhqtW7dGdHQ0vvzyS4SEhCAnJwdZWVm4desWXF1dERwcjG7dumH27NkAAGtra1y7dg1Lly6Fv7+/2Gfv3r0xbtw4AMCMGTOwcuVKnDx5EjY2NtixYwcKCwvx3//+F9ra2rC3t8cff/yBL774Qjx+3bp1cHJywsKFC8VtW7ZsgZmZGW7evAlra2sAgJWVFZYsWaJwPlKpFDo6OuJtYE+ePCnP5ShRbm4ucnNzxffZ2dnv3CcRERERUXnI5XLo6+srLHnw6aefKrTZsmULTExMcO3aNTRv3vytfaanp+PTTz+Fg4MDAKBJkyZvbM+8mIiIiKjiyjXTFgBcXV0RHR0NQRBw+vRpDBgwALa2tjhz5gxOnTqF+vXrw8rKCsnJyXBxcVE41sXFBSkpKeLyCgDg6Ogo/lkikcDU1BT3798HACQnJ8PR0RHa2tpimw4dOij0mZiYiJMnT0Imk4mvZs2aAYDC7V7Ozs7lPdUKCQ0NhVwuF19mZmbVMi4RERER0ZukpKTA29sbTZo0gYGBASwsLAC8LMaWxcSJEzF//ny4uLggKCgIly9ffmN75sVEREREFVfuoq2bmxvOnDmDxMREaGpqolmzZnBzc0N0dDROnToFV1fXcvWnqamp8F4ikZT5Fi3g5RIKHh4eSEhIUHilpKSgc+fOYjs9Pb239qWm9vJyCIIgbsvLyytzLAAwc+ZMZGVlia+7d++W63giIiIioqrg4eGBx48fY9OmTYiNjUVsbCyAlw/pLYuRI0fi9u3bGDp0KJKSktC6dWusXbu21PbMi4mIiIgqrtxF26J1bVeuXCkWaIuKttHR0XBzcwMA2NraIiYmRuHYmJgYWFtbQ11dvUxj2dra4vLly/j333/FbefOnVNo06pVK1y9ehUWFhZo2rSpwqsshdpXmZiYAAAyMjLEbaU9iKE0UqkUBgYGCi8iIiIiImV69OgRbty4ga+//hrdunWDra1thZYGMzMzw9ixY7F3715MnToVmzZtKrUt82IiIiKiiit30bZWrVpwdHTE9u3bxQJt586dcfHiRdy8eVMs5E6dOhXHjx/HvHnzcPPmTURERGDdunXFHiT2JkOGDIFEIsGoUaNw7do1HDp0CMuWLVNoM378eDx+/Bje3t6Ii4tDamoqjhw5gmHDhiksw1AWOjo6aN++PRYtWoTk5GScOnUKX3/9dbn6ICIiIiJSNbVq1YKRkRG+/fZb3Lp1CydOnMCUKVPK1cfkyZNx5MgR3LlzBxcvXsTJkydha2tbRRETERER1WzlLtoCL9e1LSgoEIu2tWvXhp2dHUxNTWFjYwPg5QzYH374ATt37kTz5s0xZ84czJ07V+EhZG8jk8lw4MABJCUlwcnJCbNmzcLixYsV2tSvXx8xMTEoKCjAxx9/DAcHB0yePBmGhobicgflsWXLFuTn58PZ2RmTJ0/G/Pnzy90HEREREZEqUVNTw86dO3HhwgU0b94cX375JZYuXVquPgoKCjB+/HjY2tqiZ8+esLa2xvr166soYiIiIqKaTSK8uoArVbrs7GzI5XLYR4+Dukyq7HCIiOg9kOi8QtkhEL2TovwnKyuLt8STiN8LIqKyuefRSdkhEFElepqXD+sj58qdA1Vopi0RERERERERERERVQ0WbYmIiIiIiIiIiIhUCIu2RERERERERERERCpEQ9kB1BS/OYVy7S4iIiIiIiIieiPTA6eVHQIRVSLd7GxALi/3cZxpS0RERERERERERKRCWLQlIiIiIiIiIiIiUiEs2hIRERERERERERGpEBZtiYiIiIiIiIiIiFQIH0RWTTpemgl1mVTZYRARURVIdF6h7BCIiIiI6D1yz6OTskMgomryNC+/Qsdxpi0RERERERERERGRCmHRloiIiIiIiIiIiEiFsGhLREREREREREREpEI+qKKtm5sbJk+erOwwiIiIiEgFvZorWlhYYNWqVUqNpyIkEgkiIyPfuZ/39fyJiIiIago+iKyMoqOj0aVLFzx58gSGhobKDoeIiIiI3kFcXBz09PSUHUa5ZWRkoFatWmVuHx4ejsmTJyMzM1Nh+/t6/kREREQ1BYu2RERERFTjmJiYKDuECjE1Na2Uft7X8yciIiKqKT6o5REAID8/HwEBAZDL5TA2Nsbs2bMhCAIAIDc3F4GBgWjQoAH09PTQrl07REdHi8f+/vvv8PDwQK1ataCnpwd7e3scOnQIaWlp6NKlCwCgVq1akEgk8Pf3V8LZEREREVFZPHv2DL6+vpDJZKhXrx6WL1+usP/V5QEEQUBwcDDMzc0hlUpRv359TJw4UWy7bds2tG7dGvr6+jA1NcWQIUNw//59cX90dDQkEgkOHjwIR0dHaGtro3379rhy5YrYJjw8HIaGhoiMjISVlRW0tbXh7u6Ou3fvKsS1YcMGWFpaQktLCzY2Nti2bZvC/leXR0hLS4NEIsHevXvRpUsX6OrqokWLFjh79qwY17Bhw5CVlQWJRAKJRILg4OBi51/U7+bNm9G/f3/o6urCysoKUVFRCmNHRUWJsXfp0gURERGQSCTFZvESERER0bv74Iq2ERER0NDQwPnz57F69WqsWLECmzdvBgAEBATg7Nmz2LlzJy5fvoyBAweiZ8+eSElJAQCMHz8eubm5+PXXX5GUlITFixdDJpPBzMwMe/bsAQDcuHEDGRkZWL16dYnj5+bmIjs7W+FFRERERNVr2rRpOHXqFPbv349ffvkF0dHRuHjxYolt9+zZg5UrV2Ljxo1ISUlBZGQkHBwcxP15eXmYN28eEhMTERkZibS0tBJ/wJ82bRqWL1+OuLg4mJiYwMPDA3l5eeL+58+fY8GCBdi6dStiYmKQmZmJwYMHi/v37duHSZMmYerUqbhy5QrGjBmDYcOG4eTJk28811mzZiEwMBAJCQmwtraGt7c38vPz0bFjR6xatQoGBgbIyMhARkYGAgMDS+0nJCQEXl5euHz5Mnr37g0fHx88fvwYAHDnzh189tln8PT0RGJiIsaMGYNZs2a9MS7mxUREREQV98Etj2BmZoaVK1dCIpHAxsYGSUlJWLlyJdzd3REWFob09HTUr18fABAYGIjDhw8jLCwMCxcuRHp6Oj799FMxSW/SpInYb+3atQEAderUeeOatqGhoQgJCam6EyQiIiKiN8rJycF///tffPfdd+jWrRuAlz/sN2zYsMT26enpMDU1Rffu3aGpqQlzc3O0bdtW3D98+HDxz02aNMGaNWvQpk0b5OTkQCaTifuCgoLQo0cPhfH27dsHLy8vAC+Lv+vWrUO7du3ENra2tjh//jzatm2LZcuWwd/fH+PGjQMATJkyBefOncOyZcvEu75KEhgYiD59+gB4WXi1t7fHrVu30KxZM8jlckgkkjItq+Dv7w9vb28AwMKFC7FmzRqcP38ePXv2xMaNG2FjY4OlS5cCAGxsbHDlyhUsWLCg1P6YFxMRERFV3Ac307Z9+/aQSCTi+w4dOiAlJQVJSUkoKCiAtbU1ZDKZ+Dp16hRSU1MBABMnTsT8+fPh4uKCoKAgXL58udzjz5w5E1lZWeLr9VveiIiIiKhqpaam4sWLF2JxFHj5A7yNjU2J7QcOHIh//vkHTZo0wahRo7Bv3z7k5+eL+y9cuAAPDw+Ym5tDX18frq6uAF4We1/VoUOHYuMlJyeL2zQ0NNCmTRvxfbNmzWBoaCi2SU5OhouLi0KfLi4uCn2UxNHRUfxzvXr1AEBh+YayerUfPT09GBgYiP3cuHFDIXYACoXtkjAvJiIiIqq4D65oW5qcnByoq6vjwoULSEhIEF/JycniUgcjR47E7du3MXToUCQlJaF169ZYu3ZtucaRSqUwMDBQeBERERGR6jIzM8ONGzewfv166OjoYNy4cejcuTPy8vLw7NkzuLu7w8DAANu3b0dcXBz27dsHAHjx4oWSI39JU1NT/HPR5IXCwsJ36qeor4r0U4R5MREREVHFfXBF29jYWIX3586dg5WVFZycnFBQUID79++jadOmCq9XbxczMzPD2LFjsXfvXkydOhWbNm0CAGhpaQEACgoKqu9kiIiIiKjcLC0toampqZAXPnnyBDdv3iz1GB0dHXh4eGDNmjWIjo7G2bNnkZSUhOvXr+PRo0dYtGgROnXqhGbNmpU6i/XcuXPFxrO1tRW35efnIz4+Xnx/48YNZGZmim1sbW0RExOj0GdMTAzs7OzKdwFeoaWlVSn5q42NjULsABAXF/fO/RIRERFRyT64NW3T09MxZcoUjBkzBhcvXsTatWuxfPlyWFtbw8fHB76+vli+fDmcnJzw4MEDHD9+HI6OjujTpw8mT56MXr16wdraGk+ePMHJkyfFJLpRo0aQSCT46aef0Lt3b+jo6CisYUZEREREqkEmk2HEiBGYNm0ajIyMUKdOHcyaNQtqaiXPVwgPD0dBQQHatWsHXV1dfPfdd9DR0UGjRo1QWFgILS0trF27FmPHjsWVK1cwb968EvuZO3cujIyMULduXcyaNQvGxsbw9PQU92tqamLChAlYs2YNNDQ0EBAQgPbt24vLDEybNg1eXl5wcnJC9+7dceDAAezduxfHjh2r8LWwsLBATk4Ojh8/jhYtWkBXVxe6urrl7mfMmDFYsWIFZsyYgREjRiAhIQHh4eEAoLA0GRERERFVjg9upq2vry/++ecftG3bFuPHj8ekSZMwevRoAEBYWBh8fX0xdepU2NjYwNPTE3FxcTA3Nwfwchbt+PHjYWtri549e8La2hrr168HADRo0AAhISH46quvULduXQQEBCjtHImIiIjozZYuXYpOnTrBw8MD3bt3x0cffQRnZ+cS2xoaGmLTpk1wcXGBo6Mjjh07hgMHDsDIyAgmJiYIDw/H7t27YWdnh0WLFmHZsmUl9rNo0SJMmjQJzs7OuHfvHg4cOCDerQUAurq6mDFjBoYMGQIXFxfIZDLs2rVL3O/p6YnVq1dj2bJlsLe3x8aNGxEWFgY3N7cKX4eOHTti7NixGDRoEExMTLBkyZIK9dO4cWP8+OOP2Lt3LxwdHbFhwwbMmjULwMtlEIiIiIiockkEQRCUHcSHLDs7G3K5HPbR46AuY0JLRPQhSnReoewQiFRKUf6TlZVVI9YxjY6ORpcuXfDkyRMYGhqW2CY8PByTJ09GZmZmtcZWlRYsWIBvvvmmzA8Yq2nfCyKiN7nn0UnZIRBRNXmalw/rI+fKnQN9cMsjEBERERFR5Vu/fj3atGkDIyMjxMTEYOnSpbz7jIiIiKiKsGhLRERERERvlZKSgvnz5+Px48cwNzfH1KlTMXPmTGWHRURERPRB4vIIVYy3gREREVFNw/yHSsLvBREREdVEFc2BPrgHkRERERERERERERG9z1i0JSIiIiIiIiIiIlIhLNoSERERERERERERqRAWbYmIiIiIiIiIiIhUiIayA6gpOl6aCXWZVNlhEBHVWInOK5QdAhERERHVEPc8Oik7BCJSEU/z8it0HGfaEhEREREREREREakQFm2JiIiIiIiIiIiIVAiLtkREREREREREREQqpFqLtoIgYPTo0ahduzYkEgkSEhKqc3gF/v7+8PT0VNr4RERERETvO4lEgsjISGWHQURERPTBqdYHkR0+fBjh4eGIjo5GkyZNYGxsXJ3DK1i9ejUEQRDfu7m5oWXLlli1apXSYiIiIiIiIiIiIiKq1qJtamoq6tWrh44dO1bnsAoKCgogkUggl8uVFgMRERERERERERFRaapteQR/f39MmDAB6enpkEgksLCwwOHDh/HRRx/B0NAQRkZG6Nu3L1JTU8VjOnbsiBkzZij08+DBA2hqauLXX38FADx58gS+vr6oVasWdHV10atXL6SkpIjtw8PDYWhoiKioKNjZ2UEqlSI9PV1heQR/f3+cOnUKq1evhkQigUQiQVpaGgDgypUr6NWrF2QyGerWrYuhQ4fi4cOHVXuxiIiIiOi98uOPP8LBwQE6OjowMjJC9+7d8ezZM7i5uWHy5MkKbT09PeHv7y++t7CwwLx58+Dt7Q09PT00aNAA//nPfxSOkUgk2LBhA3r16gUdHR00adIEP/74o0KbpKQkdO3aVYxh9OjRyMnJEfdHR0ejbdu20NPTg6GhIVxcXPD777+L+/fv349WrVpBW1sbTZo0QUhICPLz88X9KSkp6Ny5M7S1tWFnZ4ejR49WwpUjIiIiopJUW9F29erVmDt3Lho2bIiMjAzExcXh2bNnmDJlCuLj43H8+HGoqamhf//+KCwsBAD4+Phg586dCssY7Nq1C/Xr10enTp0AvCy4xsfHIyoqCmfPnoUgCOjduzfy8vLEY54/f47Fixdj8+bNuHr1KurUqVMstg4dOmDUqFHIyMhARkYGzMzMkJmZia5du8LJyQnx8fE4fPgw/v77b3h5eZV6nrm5ucjOzlZ4EREREdGHKyMjA97e3hg+fDiSk5MRHR2NAQMGKOSwb7N06VK0aNECly5dwldffYVJkyYVK4rOnj0bn376KRITE+Hj44PBgwcjOTkZAPDs2TO4u7ujVq1aiIuLw+7du3Hs2DEEBAQAAPLz8+Hp6QlXV1dcvnwZZ8+exejRoyGRSAAAp0+fhq+vLyZNmoRr165h48aNCA8Px4IFCwAAhYWFGDBgALS0tBAbG4tvvvmm2OSK1zEvJiIiIqq4alseQS6XQ19fH+rq6jA1NQUAfPrppwpttmzZAhMTE1y7dg3NmzeHl5cXJk+ejDNnzohF2h07dsDb2xsSiQQpKSmIiopCTEyMuOTC9u3bYWZmhsjISAwcOBAAkJeXh/Xr16NFixalxqalpQVdXV0xNgBYt24dnJycsHDhQoUYzczMcPPmTVhbWxfrKzQ0FCEhIe9wpYiIiIjofZKRkYH8/HwMGDAAjRo1AgA4ODiUqw8XFxd89dVXAABra2vExMRg5cqV6NGjh9hm4MCBGDlyJABg3rx5OHr0KNauXYv169djx44d+Pfff7F161bo6ekBeJnLenh4YPHixdDU1ERWVhb69u0LS0tLAICtra3Yd0hICL766iv4+fkBAJo0aYJ58+Zh+vTpCAoKwrFjx3D9+nUcOXIE9evXBwAsXLgQvXr1KvWcmBcTERERVVy1zbQtSUpKCry9vdGkSRMYGBjAwsICAJCeng4AMDExwccff4zt27cDAO7cuYOzZ8/Cx8cHAJCcnAwNDQ20a9dO7NPIyAg2NjbirAMA0NLSgqOjY7njS0xMxMmTJyGTycRXs2bNAEBhGYdXzZw5E1lZWeLr7t275R6XiIiIiN4fLVq0QLdu3eDg4ICBAwdi06ZNePLkSbn66NChQ7H3r+azb2uTnJyMFi1aiAVb4GUhuLCwEDdu3EDt2rXh7+8Pd3d3eHh4YPXq1cjIyBDbJiYmYu7cuQp5b9FdaM+fP0dycjLMzMzEgm1J8byOeTERERFRxSm1aOvh4YHHjx9j06ZNiI2NRWxsLADgxYsXYhsfHx/8+OOPyMvLw44dO+Dg4FDumQs6OjrirV/lkZOTAw8PDyQkJCi8itbzKolUKoWBgYHCi4iIiIg+XOrq6jh69Ch+/vln2NnZYe3atbCxscGdO3egpqZWbJmEV5fxqk5hYWE4e/YsOnbsiF27dsHa2hrnzp0D8DLvDQkJUch5k5KSkJKSAm1t7QqNx7yYiIiIqOKUVrR99OgRbty4ga+//hrdunWDra1tiTMS+vXrh3///ReHDx/Gjh07xFm2wMtbuvLz88Vi76v92tnZlSseLS0tFBQUKGxr1aoVrl69CgsLCzRt2lTh9eosBiIiIiKq2SQSCVxcXBASEoJLly5BS0sL+/btg4mJicKM1oKCAly5cqXY8UXF01ffv7p8wdva2NraIjExEc+ePRP3x8TEQE1NDTY2NuI2JycnzJw5E7/99huaN2+OHTt2AHiZ9964caNYztu0aVOoqanB1tYWd+/eVTiX1+MhIiIiosqjtKJtrVq1YGRkhG+//Ra3bt3CiRMnMGXKlGLt9PT04OnpidmzZyM5ORne3t7iPisrK/Tr1w+jRo3CmTNnkJiYiM8//xwNGjRAv379yhWPhYUFYmNjkZaWhocPH6KwsBDjx4/H48eP4e3tjbi4OKSmpuLIkSMYNmxYsQIvEREREdVMsbGxWLhwIeLj45Geno69e/fiwYMHsLW1RdeuXXHw4EEcPHgQ169fxxdffIHMzMxifcTExGDJkiW4efMm/vOf/2D37t2YNGmSQpvdu3djy5YtuHnzJoKCgnD+/HnxQWM+Pj7Q1taGn58frly5gpMnT2LChAkYOnQo6tatizt37mDmzJk4e/Ysfv/9d/zyyy9ISUkRi75z5szB1q1bERISgqtXryI5ORk7d+7E119/DQDo3r07rK2t4efnh8TERJw+fRqzZs2q2gtLREREVIMprWirpqaGnTt34sKFC2jevDm+/PJLLF26tMS2Pj4+SExMRKdOnWBubq6wLywsDM7Ozujbty86dOgAQRBw6NAhaGpqliuewMBAqKurw87ODiYmJkhPT0f9+vURExODgoICfPzxx3BwcMDkyZNhaGgINTWlrixBRERERCrCwMAAv/76K3r37g1ra2t8/fXXWL58OXr16oXhw4fDz88Pvr6+cHV1RZMmTdClS5difUydOhXx8fFwcnLC/PnzsWLFCri7uyu0CQkJwc6dO+Ho6IitW7fi+++/F+8u09XVxZEjR/D48WO0adMGn332Gbp164Z169aJ+69fv45PP/0U1tbWGD16NMaPH48xY8YAANzd3fHTTz/hl19+QZs2bdC+fXusXLlSfLCampoa9u3bh3/++Qdt27bFyJEjsWDBgqq8rEREREQ1mkR4fZEtqlTZ2dmQy+Wwjx4HdZlU2eEQEdVYic4rlB0CUY1RlP9kZWVxHdMysLCwwOTJkzF58uRS20gkEuzbtw+enp7VFldl4/eCiGqSex6dlB0CEamIp3n5sD5yrtw5EKeLEhEREREREREREakQFm2JiIiIiIiIiIiIVIiGsgMgIiIiIqrJ0tLS3tqGK5oRERER1Sws2laT35xCuXYXERERERERUQ1geuC0skMgIhWhm50NyOXlPo7LIxARERERERERERGpEBZtiYiIiIiIiIiIiFQIi7ZEREREREREREREKoRr2laTjpdmQl0mVXYYREQ1TqLzCmWHQEREREQ1xD2PTsoOgYhUzNO8/Aodx5m2RERERERERERERCqERVsiIiIiIiIiIiIiFcKiLREREREREREREZEKqVFFW39/f3h6eio7DCIiIiIipbKwsMCqVauUHQYRERERlaJGPYhs9erVEARB2WEQERERESlVXFwc9PT0lB0GEREREZWiRhVt5XK5skMgIiIiIlI6ExMTZYdARERERG9QZcsjHD58GB999BEMDQ1hZGSEvn37IjU1FQCQlpYGiUSCH374AZ06dYKOjg7atGmDmzdvIi4uDq1bt4ZMJkOvXr3w4MEDsc+4uDj06NEDxsbGkMvlcHV1xcWLF8X94eHhkEgkxV7BwcEAii+P4ObmhokTJ2L69OmoXbs2TE1NxbZFrl+/jo8++gja2tqws7PDsWPHIJFIEBkZWVWXjoiIiIjeU2XJgffu3YsuXbpAV1cXLVq0wNmzZ8Xjw8PDYWhoiCNHjsDW1hYymQw9e/ZERkaG2KawsBBz585Fw4YNIZVK0bJlSxw+fFjc37VrVwQEBCjE9eDBA2hpaeH48eMAii+PIJFIsHnzZvTv3x+6urqwsrJCVFSUQh9RUVGwsrKCtrY2unTpgoiICEgkEmRmZlbW5SMiIiKi/6/KirbPnj3DlClTEB8fj+PHj0NNTQ39+/dHYWGh2CYoKAhff/01Ll68CA0NDQwZMgTTp0/H6tWrcfr0ady6dQtz5swR2z99+hR+fn44c+YMzp07BysrK/Tu3RtPnz4FAAwaNAgZGRni6/vvv4eGhgZcXFxKjTMiIgJ6enqIjY3FkiVLMHfuXBw9ehQAUFBQAE9PT+jq6iI2NhbffvstZs2a9cbzzs3NRXZ2tsKLiIiIiGqGsuTAs2bNQmBgIBISEmBtbQ1vb2/k5+eL+58/f45ly5Zh27Zt+PXXX5Geno7AwEBx/+rVq7F8+XIsW7YMly9fhru7Oz755BOkpKQAAEaOHIkdO3YgNzdXPOa7775DgwYN0LVr11JjDwkJgZeXFy5fvozevXvDx8cHjx8/BgDcuXMHn332GTw9PZGYmIgxY8YwLyYiIiKqQlW2PMKnn36q8H7Lli0wMTHBtWvXIJPJAACBgYFwd3cHAEyaNAne3t44fvy4WGQdMWIEwsPDxT5eTzK//fZbGBoa4tSpU+jbty90dHSgo6MDAEhNTcX48eOxcOFC9OjRo9Q4HR0dERQUBACwsrLCunXrcPz4cfTo0QNHjx5FamoqoqOjYWpqCgBYsGDBG/sLDQ1FSEhIWS4REREREX1gypoD9+nTB8DLQqm9vT1u3bqFZs2aAQDy8vLwzTffwNLSEgAQEBCAuXPnin0uW7YMM2bMwODBgwEAixcvxsmTJ7Fq1Sr85z//wYABAxAQEID9+/fDy8sLwMsZvP7+/pBIJKXG7u/vD29vbwDAwoULsWbNGpw/fx49e/bExo0bYWNjg6VLlwIAbGxscOXKFSxYsKDU/pgXExEREVVclc20TUlJgbe3N5o0aQIDAwNYWFgAANLT08U2jo6O4p/r1q0LAHBwcFDYdv/+ffH933//jVGjRsHKygpyuRwGBgbIyclR6BMAsrKy0LdvX/Tp0wfTpk17Y5yvxgAA9erVE8e8ceMGzMzMxIItALRt2/aN/c2cORNZWVni6+7du29sT0REREQfjvLmwPXq1QMAhZxXV1dXLNgWtSnan52djb/++qvYnWQuLi5ITk4GAGhra2Po0KHYsmULAODixYu4cuUK/P393xj7q3Hp6enBwMBAIS9u06aNQnvmxURERERVp8pm2np4eKBRo0bYtGkT6tevj8LCQjRv3hwvXrwQ22hqaop/LvrV//Vtr95K5ufnh0ePHmH16tVo1KgRpFIpOnTooNBnQUEBBg0aBAMDA3z77bdvjfPV8Uoas7ykUimkUmmFjyciIiKi91dFc+BX88+S8lNBEMoVx8iRI9GyZUv88ccfCAsLQ9euXdGoUaM3HsO8mIiIiEh1VMlM20ePHuHGjRv4+uuv0a1bN9ja2uLJkyfv3G9MTAwmTpyI3r17w97eHlKpFA8fPlRo8+WXXyIpKQmRkZHQ1tZ+p/FsbGxw9+5d/P333+K2uLi4d+qTiIiIiD5MVZUDv8rAwAD169dHTEyMwvaYmBjY2dmJ7x0cHNC6dWts2rQJO3bswPDhw99pXBsbG8THxytsY15MREREVHWqZKZtrVq1YGRkhG+//Rb16tVDeno6vvrqq3fu18rKCtu2bUPr1q2RnZ2NadOmiWvYAkBYWBjWr1+Pffv2QSKR4N69ewAAmUwmriFWHj169IClpSX8/PywZMkSPH36FF9//TUAvHE9MCIiIiKqeaoqB37dtGnTEBQUBEtLS7Rs2RJhYWFISEjA9u3bFdqNHDkSAQEB0NPTQ//+/d9pzDFjxmDFihWYMWMGRowYgYSEBPHZE8yLiYiIiCpflcy0VVNTw86dO3HhwgU0b94cX375pfjQgnfx3//+F0+ePEGrVq0wdOhQTJw4EXXq1BH3nzp1CgUFBfjkk09Qr1498bVs2bIKjaeuro7IyEjk5OSgTZs2GDlypPiU3HedxUtEREREH5aqyoFfN3HiREyZMgVTp06Fg4MDDh8+jKioKFhZWSm08/b2hoaGBry9vd85d23cuDF+/PFH7N27F46OjtiwYYOYF3MJBCIiIqLKJxHKu0BWDRcTE4OPPvoIt27dUnhARGmys7Mhl8thHz0O6jImtERE1S3ReYWyQyCqcYryn6ysLBgYGCg7nBorLS0NlpaWiIuLQ6tWrSq9/wULFuCbb74p8wPG+L0goprgnkcnZYdARCrmaV4+rI+cK3cOVGUPIvtQ7Nu3DzKZDFZWVrh16xYmTZoEFxeXMhVsiYiIiIiqW15eHh49eoSvv/4a7du3r7SC7fr169GmTRsYGRkhJiYGS5cuRUBAQKX0TURERESKWLR9i6dPn2LGjBlIT0+HsbExunfvjuXLlys7LCIiIiKiEsXExKBLly6wtrbGjz/+WGn9pqSkYP78+Xj8+DHMzc0xdepUzJw5s9L6JyIiIqL/4fIIVYzLIxARKReXRyCqfrwNnkrC7wUR1QRcHoGIXsflEVTcb06hTE6JiIiIiIiIPmCmB04rOwQiUjG62dmAXF7u49SqIBYiIiIiIiIiIiIiqiAWbYmIiIiIiIiIiIhUCIu2RERERERERERERCqEa9pWk46XZvJBZET0QeEDvoiIiIioJuFDxoioIp7m5VfoOM60JSIiIiIiIiIiIlIhLNoSERERERERERERqRAWbYmIiIiIiIiIiIhUyHtVtHVzc8PkyZOVGoO/vz88PT2VGgMRERERVa2YmBg4ODhAU1OzRuZ+4eHhMDQ0VHYYRERERDXWe1W0JSIiIiKqDlOmTEHLli1x584dhIeHv1NfEokEkZGRlRJXebH4SkRERPR+YtGWiIiIiOg1qamp6Nq1Kxo2bFjhoueLFy8qNygiIiIiqjHe26LtkydP4Ovri1q1akFXVxe9evVCSkoKACA7Oxs6Ojr4+eefFY7Zt28f9PX18fz5cwDA3bt34eXlBUNDQ9SuXRv9+vVDWlqa2L6goABTpkyBoaEhjIyMMH36dAiCUG3nSERERETlZ2FhgVWrVilsa9myJYKDgwG8nPm6efNm9O/fH7q6urCyskJUVBQAIC0tDRKJBI8ePcLw4cMhkUjEmbanTp1C27ZtIZVKUa9ePXz11VfIz88Xx3Bzc0NAQAAmT54MY2NjuLu7w8LCAgDQv39/SCQS8X1JS25NnjwZbm5uCv1NnDgR06dPR+3atWFqaiqeQ5EVK1bAwcEBenp6MDMzw7hx45CTkwMAiI6OxrBhw5CVlQWJRAKJRCIen5ubi8DAQDRo0AB6enpo164doqOjS7yeaWlpUFNTQ3x8vML2VatWoVGjRigsLCz5gyAiIiKiCntvi7b+/v6Ij49HVFQUzp49C0EQ0Lt3b+Tl5cHAwAB9+/bFjh07FI7Zvn07PD09oauri7y8PLi7u0NfXx+nT59GTEwMZDIZevbsKc6KWL58OcLDw7FlyxacOXMGjx8/xr59+5RxukRERERUiUJCQuDl5YXLly+jd+/e8PHxwePHj2FmZoaMjAwYGBhg1apVyMjIwKBBg/Dnn3+id+/eaNOmDRITE7Fhwwb897//xfz58xX6jYiIgJaWFmJiYvDNN98gLi4OABAWFoaMjAzxfVlFRERAT08PsbGxWLJkCebOnYujR4+K+9XU1LBmzRpcvXoVEREROHHiBKZPnw4A6NixI1atWgUDAwNkZGQgIyMDgYGBAICAgACcPXsWO3fuxOXLlzFw4ED07NlTnATxKgsLC3Tv3h1hYWEK28PCwuDv7w81tff2nxREREREKktD2QFUREpKCqKiohATE4OOHTsCeFmQNTMzQ2RkJAYOHAgfHx8MHToUz58/h66uLrKzs3Hw4EGx6Lpr1y4UFhZi8+bNkEgkAF4mnoaGhoiOjsbHH3+MVatWYebMmRgwYAAA4JtvvsGRI0feGFtubi5yc3PF99nZ2VVxCYiIiIjoHfj7+8Pb2xsAsHDhQqxZswbnz59Hz549YWpqColEArlcDlNTUwDA+vXrYWZmhnXr1kEikaBZs2b466+/MGPGDMyZM0csXFpZWWHJkiXFxjM0NBT7Kg9HR0cEBQWJfa9btw7Hjx9Hjx49AEDhIb0WFhaYP38+xo4di/Xr10NLSwtyuRwSiURh7PT0dISFhSE9PR3169cHAAQGBuLw4cMICwvDwoULi8UxcuRIjB07FitWrIBUKsXFixeRlJSE/fv3lxo782IiIiKiinsvfxZPTk6GhoYG2rVrJ24zMjKCjY0NkpOTAQC9e/eGpqameKvbnj17YGBggO7duwMAEhMTcevWLejr60Mmk0Emk6F27dr4999/kZqaiqysLGRkZCiMoaGhgdatW78xttDQUMjlcvFlZmZW2adPRERERO/I0dFR/LOenh4MDAxw//79UtsnJyejQ4cO4o/9AODi4oKcnBz88ccf4jZnZ+cqixMA6tWrpxDnsWPH0K1bNzRo0AD6+voYOnQoHj16JC4HVpKkpCQUFBTA2tpazINlMhlOnTqF1NTUEo/x9PSEurq6OAEiPDwcXbp0EZd7KAnzYiIiIqKKey9n2paFlpYWPvvsM+zYsQODBw/Gjh07MGjQIGhovDzlnJwcODs7Y/v27cWONTExqfC4M2fOxJQpU8T32dnZTFCJiIiIqpGamlqx5xDk5eUpvNfU1FR4L5FIKmVtVj09vTK1K0uMwJvjTEtLQ9++ffHFF19gwYIFqF27Ns6cOYMRI0bgxYsX0NXVLXHsnJwcqKur48KFC1BXV1fYJ5PJSjxGS0sLvr6+CAsLw4ABA7Bjxw6sXr36jefIvJiIiIio4t7Loq2trS3y8/MRGxsrLo/w6NEj3LhxA3Z2dmI7Hx8f9OjRA1evXsWJEycU1hxr1aoVdu3ahTp16sDAwKDEcerVq4fY2Fh07twZAJCfn48LFy6gVatWpcYmlUohlUor4zSJiIiIqAJMTEyQkZEhvs/OzsadO3feqU9bW1vs2bMHgiCIs21jYmKgr6+Phg0bvvFYTU1NFBQUFIvxypUrCtsSEhKKFWnf5MKFCygsLMTy5cvF5Rl++OEHhTZaWlrFxnZyckJBQQHu37+PTp06lXm8kSNHonnz5li/fj3y8/PFJcRKw7yYiIiIqOLey+URrKys0K9fP4waNQpnzpxBYmIiPv/8czRo0AD9+vUT23Xu3Bmmpqbw8fFB48aNFZY68PHxgbGxMfr164fTp0/jzp07iI6OxsSJE8Vb3CZNmoRFixYhMjIS169fx7hx45CZmVndp0tERERE5dC1a1ds27YNp0+fRlJSEvz8/IrNKC2vcePG4e7du5gwYQKuX7+O/fv3IygoCFOmTHnrg7gsLCxw/Phx3Lt3D0+ePBFjjI+Px9atW5GSkoKgoKBiRdy3adq0KfLy8rB27Vrcvn0b27ZtwzfffFNs7JycHBw/fhwPHz7E8+fPYW1tDR8fH/j6+mLv3r24c+cOzp8/j9DQUBw8eLDU8WxtbdG+fXvMmDED3t7e0NHRKVe8RERERFR272XRFnj50DBnZ2f07dsXHTp0gCAIOHTokMLsBIlEAm9vbyQmJsLHx0fheF1dXfz6668wNzfHgAEDYGtrixEjRuDff/8VZ95OnToVQ4cOhZ+fHzp06AB9fX3079+/Ws+TiIiIiMpn5syZcHV1Rd++fdGnTx94enrC0tLynfps0KABDh06hPPnz6NFixYYO3YsRowYga+//vqtxy5fvhxHjx6FmZkZnJycAADu7u6YPXs2pk+fjjZt2uDp06fw9fUtV0wtWrTAihUrsHjxYjRv3hzbt29HaGioQpuOHTti7NixGDRoEExMTMSHpIWFhcHX1xdTp06FjY0NPD09ERcXB3Nz8zeOWbT0wvDhw8sVKxERERGVj0R4fTEtqlTZ2dmQy+Wwjx4HdRlvDyOiD0ei8wplh0BEKqoo/8nKyip1GSp6P82bNw+7d+/G5cuXy30svxdE9L6751H2JWWIiIo8zcuH9ZFz5c6B3tuZtkREREREVD1ycnJw5coVrFu3DhMmTFB2OEREREQfPBZtiYiIiIjojQICAuDs7Aw3NzcujUBERERUDTSUHQAREREREam28PBwhIeHKzsMIiIiohqDRdtq8ptTKNfuIiIiIiIiInpPmR44rewQiOg9pJudDcjl5T6OyyMQERERERERERERqRAWbYmIiIiIiIiIiIhUCIu2RERERERERERERCqERVsiIiIiIiIiIiIiFcIHkVWTjpdmQl0mVXYYRETllui8QtkhEBEREREpzT2PTsoOgYjeY0/z8it0HGfaEhEREREREREREakQFm2JiIiIiIiIiIiIVEiNKdoKgoDRo0ejdu3akEgkSEhIUHZIRERERFRDubm5YfLkydUyVnR0NCQSCTIzMwEA4eHhMDQ0fOMxwcHBaNmyZZXHRkREREQlqzFr2h4+fBjh4eGIjo5GkyZNYGxsrOyQiIiIiIiqXMeOHZGRkQG5XK7sUIiIiIiojGpM0TY1NRX16tVDx44dlR0KEREREVGlevHiBbS0tIptz8vLg5aWFkxNTZUQFRERERFVVI1YHsHf3x8TJkxAeno6JBIJLCwsYGFhgVWrVim0a9myJYKDg8X3EokEmzdvRv/+/aGrqwsrKytERUVVb/BERERE9EEqLCzE9OnTUbt2bZiamirkoenp6ejXrx9kMhkMDAzg5eWFv//+W9xftHzB5s2b0bhxY2hrawN4mb9u2LABn3zyCfT09LBgwYJiyyMUiYyMhJWVFbS1teHu7o67d+++Md7NmzfD1tYW2traaNasGdavX19p14KIiIiIFNWIou3q1asxd+5cNGzYEBkZGYiLiyvzsSEhIfDy8sLly5fRu3dv+Pj44PHjx1UYLRERERHVBBEREdDT00NsbCyWLFmCuXPn4ujRoygsLES/fv3w+PFjnDp1CkePHsXt27cxaNAgheNv3bqFPXv2YO/evQrPawgODkb//v2RlJSE4cOHlzj28+fPsWDBAmzduhUxMTHIzMzE4MGDS411+/btmDNnDhYsWIDk5GQsXLgQs2fPRkRERKVcCyIiIiJSVCOWR5DL5dDX14e6unq5bw3z9/eHt7c3AGDhwoVYs2YNzp8/j549e5bYPjc3F7m5ueL77OzsigdORERERB8sR0dHBAUFAQCsrKywbt06HD9+HACQlJSEO3fuwMzMDACwdetW2NvbIy4uDm3atAHwckmErVu3wsTERKHfIUOGYNiwYeL727dvFxs7Ly8P69atQ7t27QC8LCDb2tri/PnzaNu2bbH2QUFBWL58OQYMGAAAaNy4Ma5du4aNGzfCz8+vxPNjXkxERERUcTVipu27cHR0FP+sp6cHAwMD3L9/v9T2oaGhkMvl4qso0SYiIiIietWreSYA1KtXD/fv30dycjLMzMwU8kg7OzsYGhoiOTlZ3NaoUaNiBVsAaN269VvH1tDQEIu/ANCsWbNi/Rd59uwZUlNTMWLECMhkMvE1f/58pKamljoG82IiIiKiiqsRM21LoqamBkEQFLbl5eUVa6epqanwXiKRoLCwsNR+Z86ciSlTpojvs7OzmaASERERUTHlzTNfp6enV67tFZWTkwMA2LRpkzgzt4i6unqpxzEvJiIiIqq4Glu0NTExQUZGhvg+Ozsbd+7ceed+pVIppFLpO/dDRERERDWTra0t7t69i7t374pFzmvXriEzMxN2dnaVMkZ+fj7i4+PFpRBu3LiBzMxM2NraFmtbt25d1K9fH7dv34aPj0+Zx2BeTERERFRxNbZo27VrV4SHh8PDwwOGhoaYM2fOG2cKEBERERFVh+7du8PBwQE+Pj5YtWoV8vPzMW7cOLi6upZp6YOy0NTUxIQJE7BmzRpoaGggICAA7du3L3E9W+Dlw3knTpwIuVyOnj17Ijc3F/Hx8Xjy5InCbFoiIiIiqhw1dk3bmTNnwtXVFX379kWfPn3g6ekJS0tLZYdFRERERDWcRCLB/v37UatWLXTu3Bndu3dHkyZNsGvXrkobQ1dXFzNmzMCQIUPg4uICmUz2xv5HjhyJzZs3IywsDA4ODnB1dUV4eDgaN25caTERERER0f9IhNcXdqVKlZ2dDblcDvvocVCX8fYwInr/JDqvUHYIRPSeKcp/srKyYGBgoOxwSEXwe0FE76t7Hp2UHQIRvcee5uXD+si5cudANXamLREREREREREREZEqYtGWiIiIiIiIiIiISIWwaEtERERERERERESkQjSUHUBN8ZtTKNfuIiIiIiIiInrPmB44rewQiOg9ppudDcjl5T6OM22JiIiIiIiIiIiIVAiLtkREREREREREREQqhEVbIiIiIiIiIiIiIhXCoi0RERERERERERGRCuGDyKpJx0szoS6TKjsMIqI3SnReoewQiIiIiIiqzT2PTsoOgYg+cE/z8it0HGfaEhEREREREREREakQFm2JiIiIiIiIiIiIVEiNKtq6ublh8uTJyg6DiIiIiEilpaWlQSKRICEhQdmhEBEREdVI70XRlsVWIiIiIiIiIiIiqinei6ItERERERFVjxcvXig7BCIiIqIaT+WLtv7+/jh16hRWr14NiUQCiUSCtLQ0nDp1Cm3btoVUKkW9evXw1VdfIT//f09je/bsGXx9fSGTyVCvXj0sX768WN/btm1D69atoa+vD1NTUwwZMgT3798HAAiCgKZNm2LZsmUKxyQkJEAikeDWrVtVe+JEREREVOO5ubkhICAAAQEBkMvlMDY2xuzZsyEIAgDgyZMn8PX1Ra1ataCrq4tevXohJSVFoY89e/bA3t4eUqkUFhYWxfJiCwsLzJs3D76+vjAwMMDo0aMV9jMvJiIiIqp+Kl+0Xb16NTp06IBRo0YhIyMDGRkZ0NTURO/evdGmTRskJiZiw4YN+O9//4v58+eLx02bNg2nTp3C/v378csvvyA6OhoXL15U6DsvLw/z5s1DYmIiIiMjkZaWBn9/fwCARCLB8OHDERYWpnBMWFgYOnfujKZNm1b5uRMRERERRUREQENDA+fPn8fq1auxYsUKbN68GcDLCQ7x8fGIiorC2bNnIQgCevfujby8PADAhQsX4OXlhcGDByMpKQnBwcGYPXs2wsPDFcZYtmwZWrRogUuXLmH27NkK+5gXExEREVU/iVD0M70Kc3NzQ8uWLbFq1SoAwKxZs7Bnzx4kJydDIpEAANavX48ZM2YgKysLz58/h5GREb777jsMHDgQAPD48WM0bNgQo0ePFvt5XXx8PNq0aYOnT59CJpPhr7/+grm5OX777Te0bdsWeXl5qF+/PpYtWwY/P78S+8jNzUVubq74Pjs7G2ZmZrCPHgd1mbTyLgoRURVIdF6h7BCI6AOQnZ0NuVyOrKwsGBgYKDuc95qbmxvu37+Pq1evinnvV199haioKOzfvx/W1taIiYlBx44dAQCPHj2CmZkZIiIiMHDgQPj4+ODBgwf45ZdfxD6nT5+OgwcP4urVqwBezrR1cnLCvn37xDZpaWlo3LgxLl26hJYtW1ZqXszvBRGpknsenZQdAhF94J7m5cP6yLly50AqP9O2JMnJyejQoYOYuAKAi4sLcnJy8McffyA1NRUvXrxAu3btxP21a9eGjY2NQj8XLlyAh4cHzM3Noa+vD1dXVwBAeno6AKB+/fro06cPtmzZAgA4cOAAcnNzxUJwSUJDQyGXy8WXmZlZpZ03EREREdU87du3V8h7O3TogJSUFFy7dg0aGhoKOa+RkRFsbGyQnJwM4GXe7OLiotCfi4sLUlJSUFBQIG5r3br1G2NgXkxERERUvd7Lom1lePbsGdzd3WFgYIDt27cjLi5OnF3w6sMXRo4ciZ07d+Kff/5BWFgYBg0aBF1d3VL7nTlzJrKyssTX3bt3q/xciIiIiIjehZ6e3lvbMC8mIiIiqj4ayg6gLLS0tBRmAtja2mLPnj0QBEGcdRATEwN9fX00bNgQtWvXhqamJmJjY2Fubg7g5UMabt68Kc6mvX79Oh49eoRFixaJv/rHx8cXG7t3797Q09PDhg0bcPjwYfz6669vjFUqlUIq5TIIRERERFQ5YmNjFd6fO3cOVlZWsLOzQ35+PmJjYxWWR7hx4wbs7OwAvMybY2JiFI6PiYmBtbU11NXVyxUH82IiIiKi6vNezLS1sLBAbGws0tLS8PDhQ4wbNw53797FhAkTcP36dezfvx9BQUGYMmUK1NTUIJPJMGLECEybNg0nTpzAlStX4O/vDzW1/52uubk5tLS0sHbtWty+fRtRUVGYN29esbHV1dXh7++PmTNnwsrKCh06dKjOUyciIiKiGi49PR1TpkzBjRs38P3332Pt2rWYNGkSrKys0K9fP4waNQpnzpxBYmIiPv/8czRo0AD9+vUDAEydOhXHjx/HvHnzcPPmTURERGDdunUIDAwsdxzMi4mIiIiqz3tRtA0MDIS6ujrs7OxgYmKCvLw8HDp0COfPn0eLFi0wduxYjBgxAl9//bV4zNKlS9GpUyd4eHige/fu+Oijj+Ds7CzuNzExQXh4OHbv3g07OzssWrQIy5YtK3H8ESNG4MWLFxg2bFiVnysRERER0at8fX3xzz//oG3bthg/fjwmTZqE0aNHAwDCwsLg7OyMvn37okOHDhAEAYcOHYKmpiYAoFWrVvjhhx+wc+dONG/eHHPmzMHcuXPh7+9foViYFxMRERFVD4kgCIKyg1B1p0+fRrdu3XD37l3UrVu3XMcWPT3ZPnoc1GW8PYyIVFui8wplh0BEH4Ci/Ke8T8il4tzc3NCyZUusWrVK2aEAqJy8mN8LIlIl9zw6KTsEIvrAPc3Lh/WRc+XOgd6LNW2VJTc3Fw8ePEBwcDAGDhxY7sSUiIiIiOhDwLyYiIiIqHq9F8sjKMv333+PRo0aITMzE0uWLFF2OERERERESsG8mIiIiKh6cXmEKsblEYjofcLlEYioMvA2eCoJvxdEpIq4PAIRVTUuj6DifnMKZXJKREREREREpEJMD5xWdghE9IHTzc4G5PJyH8flEYiIiIiIiIiIiIhUCIu2RERERERERERERCqERVsiIiIiIiIiIiIiFcKiLREREREREREREZEK4YPIqknHSzOhLpMqOwwiqmESnVcoOwQiIiIiompxz6OTskMgIirmaV5+hY7jTFsiIiIiIiIiIiIiFcKiLREREREREREREZEKYdGWiIiIiIiIiIj+X3t3Hl7jnf9//HUSsskmRBOEoBFrbEGFSGyDlqFajNFG1NKF2hVfpZZWTGspOtOFNtGOVheKokVNT0oQa1IljaVMtBPVKlmoyHL//vBz2lNbEklOJM/HdZ3ryjn3fX/u131PdN7ePudzAyhFylzTNjw8XOPGjbN1DAAAAAAAAAAolDLXtAUAAAAAAACAexlNWwAAAKCcu3r1qq0jAAAA4A/KdNP2woULioiIUOXKleXi4qKePXvq+PHjkqT09HQ5Ozvr888/tzrm008/lZubmy5fvixJOnPmjAYMGCBPT095eXmpT58+On36dElfCgAAAMqxjRs3ytPTU7m5uZKkhIQEmUwmTZ061bLP8OHD9dhjj0mS1qxZo8aNG8vR0VH+/v5auHCh1Xj+/v6aO3euIiIi5O7urpEjR+rq1asaPXq0fH195eTkpNq1aysqKspyzMWLFzV8+HB5e3vL3d1dnTt3VmJiYglcPQAAQPlTppu2kZGR2r9/vzZs2KDdu3fLMAw9+OCDys7Olru7u3r16qX333/f6phVq1apb9++cnFxUXZ2trp37y43Nzft2LFDcXFxcnV1VY8ePW45GyErK0vp6elWLwAAAOBuhIaGKiMjQ4cOHZIkxcbGqmrVqjKbzZZ9YmNjFR4ergMHDmjAgAH629/+psOHD2vWrFmaMWOGYmJirMZcsGCBmjVrpkOHDmnGjBlaunSpNmzYoI8++kjJyclatWqV/P39Lfv3799f586d0+eff64DBw6oZcuW6tKli3799debZqYuBgAAKLwKtg5QXI4fP64NGzYoLi5OISEhkq41ZP38/LRu3Tr1799fgwcP1uOPP67Lly/LxcVF6enp2rRpkz799FNJ0ocffqi8vDytWLFCJpNJkhQdHS1PT0+ZzWb95S9/ueG8UVFRmj17dsldKAAAAMo8Dw8PNW/eXGazWcHBwTKbzRo/frxmz56tzMxMpaWl6cSJEwoLC9OsWbPUpUsXzZgxQ5JUv359HT16VK+88ooiIyMtY3bu3FkTJ060vE9JSVFAQIA6dOggk8mk2rVrW7bt3LlTe/fu1blz5+To6CjpWtN33bp1+uSTTzRy5MgbMlMXAwAAFF6ZnWmblJSkChUqqG3btpbPqlSposDAQCUlJUmSHnzwQVWsWFEbNmyQdO1rZO7u7urataskKTExUSdOnJCbm5tcXV3l6uoqLy8vXblyRSdPnrzpeadNm6a0tDTL68yZM8V8pQAAACgPwsLCZDabZRiGduzYoX79+qlhw4bauXOnYmNjVb16dQUEBCgpKUnt27e3OrZ9+/Y6fvy4ZXkFSQoODrbaJzIyUgkJCQoMDNSYMWO0detWy7bExERlZmaqSpUqlrrY1dVVp06doi4GAAAoBmV2pm1+ODg46NFHH9X777+vv/3tb3r//fc1cOBAVahw7bZkZmaqVatWWrVq1Q3Hent733RMR0dHy+wDAAAAoKiEh4frnXfeUWJioipWrKgGDRooPDxcZrNZFy5cUFhYWIHGq1SpktX7li1b6tSpU/r888/15ZdfasCAAeratas++eQTZWZmytfX12o5hus8PT1vOj51MQAAQOGV2aZtw4YNlZOTo/j4eMvyCOfPn1dycrIaNWpk2W/w4MHq1q2bjhw5ov/85z968cUXLdtatmypDz/8UNWqVZO7u3uJXwMAAABw3fV1bRcvXmxp0IaHh2v+/Pm6cOGCZamDhg0bKi4uzurYuLg41a9fX/b29rc9h7u7uwYOHKiBAwfq0UcfVY8ePfTrr7+qZcuWOnv2rCpUqGC1zi0AAACKR5ldHiEgIEB9+vTRiBEjtHPnTiUmJuqxxx5TjRo11KdPH8t+HTt2lI+PjwYPHqw6depYLacwePBgVa1aVX369NGOHTt06tQpmc1mjRkzRj/88IMtLgsAAADlVOXKlRUUFKRVq1YpPDxc0rVa9uDBgzp27JilkTtx4kRt375dc+fO1bFjx7Ry5Uq99tprmjRp0m3HX7RokT744AN99913OnbsmD7++GP5+PjI09NTXbt2Vbt27dS3b19t3bpVp0+f1q5duzR9+nTt37+/uC8dAACg3CmzTVvp2kPDWrVqpV69eqldu3YyDEObN29WxYoVLfuYTCYNGjRIiYmJGjx4sNXxLi4u+vrrr1WrVi3LmmHDhg3TlStXmHkLAACAEhcWFqb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}, "metadata": {} } ], "execution_count": 11, "id": "L475Nn30U2h7" }, { "cell_type": "markdown", "metadata": { "id": "VLnmvv_fU2h8" }, "source": [ "## 6. Model 2 — DistilBERT (Fine-Tuned Transformer)\n", "\n", "We fine-tune **DistilBERT** (`distilbert-base-uncased`), a lighter variant of BERT that retains ~97% of BERT's performance while being 60% faster. This is practical for Colab's GPU constraints.\n", "\n", "**Key design decisions:**\n", "- **Tokenizer:** DistilBERT's WordPiece tokenizer (subword segmentation)\n", "- **Max sequence length:** 256 tokens (balances coverage and memory)\n", "- **Training subset:** 10,000 samples (due to Colab GPU/time constraints)\n", "- **Epochs:** 3 (standard for BERT fine-tuning)\n", "- **Learning rate:** 2e-5 (recommended for BERT-family models)\n" ], "id": "VLnmvv_fU2h8" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 220, "referenced_widgets": [ "ddc2baf3a7a744468c4514e4a95db46f", "a1722d3b1b2244328ea9be263d235c0b", "cc92f2690fd14abeb2b104b5a772c19d", "f49f88502a754a248c44b871d50feffd", "8a5ca976a747469a9b9e17bb17ea620b", "65a6ba0556044188a19e316a8bd7764f", "1f8b00b8077d4b2db177853f1396d304", "d1e708dc3f48460fa37d01e78d9c746a", "d352c3e852c140608aa09369d4e290d6", "13bf3820f5734281903f4d766ca95df2", "ff8d4de76188438fb967ae2f27194ea4", "f941bed199744a7d85b0fb8b4431a849", "c68245fee8544b08ad3f11d495e94dcf", "9685df24885d4d11a58e1b0aae9e0a01", "a17353c3779c48b8868fc51746db7ad8", "7febf8d063244437905684ce3f749906", "159b515e636c4b71a022891e893a1c9c", "fe1cec13d16c4c56bd9955d35b44d736", "90bdeb6240af47dabcdcebb82d25cc44", "66649b437fe24b2493d5dba78f647d98", "fc5db611ef944bf7b620c4de8f060e1d", "1b5d553ac6e942efbc580a61560c0e6b", "2599302f609b41a480cb0ef8ff83ab8b", "6f88a9b025a3494a85dcf3234dd747c1", "279d59c6877b49b39c6f00dde37eb13b", "82a6afb431c44a3ab2e8eca432ca1a86", "f180187a550040f3810c13acf27cdf3d", "b18cf2962b6a4045bdcccf23d362bc84", "d9a14259d283431a99ae3e8cc9abfc1e", "5e14b12342ac4e16a6c9d7a0e155be39", "52032d4df139427da7c74434b417ff95", "000c4d38fd434c6db8e584aaa33e65c2", "0f60b6170dbf41b2b2ed2733f9220f16" ] }, "id": "r7iQYQJGU2h8", "outputId": "f39e9f8c-2f7a-4d94-b6f4-6b4fcb389653" }, "source": [ "# 6.1 Preprocessing for DistilBERT\n", "\n", "def preprocess_text_transformer(text):\n", " \"\"\"Minimal preprocessing for transformer models — only remove HTML tags.\"\"\"\n", " text = re.sub(r'<[^>]+>', '', text) # Remove HTML tags\n", " return text.strip()\n", "\n", "# Apply minimal cleaning\n", "train_df['bert_text'] = train_df['text'].apply(preprocess_text_transformer)\n", "test_df['bert_text'] = test_df['text'].apply(preprocess_text_transformer)\n", "\n", "# Load the DistilBERT tokenizer\n", "tokenizer = DistilBertTokenizer.from_pretrained('distilbert-base-uncased')\n", "\n", "# Example tokenisation\n", "sample = train_df['bert_text'].iloc[0][:200]\n", "encoded = tokenizer(sample, truncation=True, max_length=256, padding='max_length')\n", "print(f\"Sample text: {sample[:100]}...\")\n", "print(f\"\\nToken IDs (first 20): {encoded['input_ids'][:20]}\")\n", "print(f\"Decoded tokens (first 20): {tokenizer.convert_ids_to_tokens(encoded['input_ids'][:20])}\")\n", "print(f\"Attention mask (first 20): {encoded['attention_mask'][:20]}\")\n" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "tokenizer_config.json: 0%| | 0.00/48.0 [00:00" ], "image/png": 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\n" }, "metadata": {} } ], "execution_count": 16, "id": "3GRaoKjlU2h8" }, { "cell_type": "markdown", "metadata": { "id": "Wy3HtsOwU2h8" }, "source": [ "## 7. Model Evaluation and Comparison\n", "\n", "We evaluate DistilBERT on the test subset and compare both models using accuracy, precision, recall, F1-score, and confusion matrices.\n" ], "id": "Wy3HtsOwU2h8" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 815 }, "id": "YCQfjN30U2h8", "outputId": "bdcf92c8-9ce0-41d0-8aeb-5243bdf0f5b5" }, "source": [ "# 7.1 DistilBERT test evaluation\n", "\n", "_, bert_preds, bert_labels = evaluate_model(model, test_loader, device)\n", "\n", "bert_accuracy = accuracy_score(bert_labels, bert_preds)\n", "bert_precision = precision_score(bert_labels, bert_preds)\n", "bert_recall = recall_score(bert_labels, bert_preds)\n", "bert_f1 = f1_score(bert_labels, bert_preds)\n", "\n", "print(\"=\" * 50)\n", "print(\"DistilBERT — Test Set Results\")\n", "print(\"=\" * 50)\n", "print(f\"Accuracy: {bert_accuracy:.4f}\")\n", "print(f\"Precision: {bert_precision:.4f}\")\n", "print(f\"Recall: {bert_recall:.4f}\")\n", "print(f\"F1-Score: {bert_f1:.4f}\")\n", "print(f\"\\nClassification Report:\\n\")\n", "print(classification_report(bert_labels, bert_preds, target_names=['Negative', 'Positive']))\n", "\n", "# Confusion matrix\n", "fig, ax = plt.subplots(figsize=(6, 5))\n", "cm_bert = confusion_matrix(bert_labels, bert_preds)\n", "disp = ConfusionMatrixDisplay(cm_bert, display_labels=['Negative', 'Positive'])\n", "disp.plot(cmap='Oranges', ax=ax, values_format='d')\n", "ax.set_title('DistilBERT — Confusion Matrix')\n", "plt.tight_layout()\n", "plt.show()\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "==================================================\n", "DistilBERT — Test Set Results\n", "==================================================\n", "Accuracy: 0.9106\n", "Precision: 0.9098\n", "Recall: 0.9116\n", "F1-Score: 0.9107\n", "\n", "Classification Report:\n", "\n", " precision recall f1-score support\n", "\n", " Negative 0.91 0.91 0.91 2500\n", " Positive 0.91 0.91 0.91 2500\n", "\n", " accuracy 0.91 5000\n", " macro avg 0.91 0.91 0.91 5000\n", "weighted avg 0.91 0.91 0.91 5000\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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VpeyMjAzY2dmpvMfOzg4ymQxPnz5VK6hncESvrfj4eMyfPx8uLi7w9/d/Zr9Hjx6V+c2k9EaP+fn5AABTU1MAZX9gvqzCwkLs378fYrFYUVbRhgkTJmDJkiVYtGgRtm/f/lJjNW3aFE2bNtXOxJQ4Ojpi1KhRiIyMxMqVKzFhwgSVdrlcjmXLlmHgwIGoV68eunXrhh07duDGjRuKS8bv3r2LjRs3on379ooy3cuSSqWoXbs2EhMTVW4xsGrVKpV+xcXFyM7OhoWFhWKfra0tHBwcFN+b8vTo0QPffvstvv76a4SGhir2L1u2DCKR6JlBlTZ89tlnOHToEAYOHPjMPqWZKuXftAsKCsqcP1Dy70KTMtuzpKamYurUqRgwYABmzpyJWrVqYezYsVi/fn25N0KlylMZZbX//uIyd+7cFz5eKSgoCOfOncPRo0fLbZfJZOjZsyeaNm1aZizlkmyrVq2Qk5ODJUuWlFnn9zIYHNFrYe/evbh06RKKiopw9+5dxMfHIy4uDk5OTti5c+dzLyMNDw9HYmIievbsCScnJ9y7dw+rVq1CvXr10L59ewAltW1LS0tERkbC3NwcpqamaNu2rUZrKpTnCQD37t3Dxo0bceXKFcyYMaPMD/fLly+r3J+plJ2dHbp27frc49SqVQvDhg3DqlWrcPHiRa0GXtr05Zdf4tq1a5g4cSK2bt2KXr16wcrKCmlpafj5559x6dIlfPTRRwBKfrCX3o9q/PjxMDAwwJo1a5Cfn4/FixdrdV4jR47EokWLMHLkSLz55ptITEzE5cuXVfo8efIE9erVw/vvvw8PDw+YmZnhwIEDOHnypGItQ3l69+6Nzp0749NPP8WNGzfg4eGB/fv3Y8eOHZg0aZLK4mtt69ixIzp27PjcPu3atYOVlRUCAgIwceJEiEQi/Pjjj+WW8dq0aYPNmzdj8uTJeOutt2BmZobevXtrNCdBEDB8+HAYGxtj9erVAIAxY8bg119/xccffwxvb284ODhoNCZVL7du3VL5/+1FWaPg4GDExsYiMTGx3LvjP3nyBN27d4e5uTm2bdsGQ0PD547Xtm1bzJ8/H/n5+ZBIJLC3t8fdu3dV+ty9exdSqVTtUjCDI3otzJkzBwAgFothbW0Nd3d3LF++HMOGDXvh1VB9+vTBjRs3sHbtWjx48AC1a9dGx44dMW/ePEVWwNDQEOvWrUNoaCjGjh2LoqIiREVFaRwclc4TKFlI3bhxY6xevbrc9UGlV6f9V8eOHV8YHAHA5MmTERkZic8//7zKnpv2IiYmJti7dy+io6Oxbt06zJ8/H7m5uXBwcMC7776LmJgY1K1bF0BJie7IkSMIDQ1FREQE5HI52rZtiw0bNpS5x9HLmjNnDu7fv49ffvkFW7Zsga+vL/bu3auysN/ExATjx4/H/v37sXXrVsjlcri6umLVqlUYN27cM8fW09PDzp07MWfOHGzevBlRUVFwdnbGkiVL8Mknn2j1PCqiVq1aiI2NxSeffIJZs2bBysoKgwcPRpcuXcqUp8ePH4/k5GRERUVh2bJlcHJy0jg4WrlyJRISEvDrr7/CxsZGsf+HH35A8+bNMWrUKOzevVsr50YvJvp309ZYQEk2Vp3MriAImDBhArZt24aEhIRy/3+VyWTw8fGBRCJ54S++pZKTk2FlZaUIyjw9PbFnzx6VPnFxcfD09HzxSf1LJGi66o+IiIheKzKZDBYWFpjdSB9G+toJj/KKBcy/XKxYNP0i48ePx8aNG7Fjxw6VK1NLr3qVyWTo1q0bcnNzsW3bNsVyB6BkXaK+vj527dqFu3fv4u2334aRkRHi4uIwZcoUTJkyBfPmzQNQUsZt3rw5goKCMHz4cMTHx2PixInYvXu32lerMTgiIiKq4UqDozlu2g2OwlPUD46etcA/KioKgYGBSEhIKHOft1KpqalwdnbGvn37EBoaiqtXr0IQBLi6umLcuHEYNWqUyq1ZEhISEBISggsXLqBevXqYPXs2AgMD1T43BkdEREQ1XGlwFKbl4ChMg+DodcL7HBEREREp4YJsIiIiHVGVd8h+nTA4IiIi0hGVcbVaTcSyGhEREZESZo6qIblcjjt37sDc3LxaP3WdiIi0QxAEPHnyBA4ODlp/ILYyltXUw+CoGrpz547WniNFRESvj1u3bpV712h6tRgcVUOld3wOaaAHiV4NDs2JyhF65EpVT4HolZM9eQLHRh4vvOP/y+KaI/UwOKqGSktpEj0RJFq6HwXR60IqrdwfDkTVWWUvpdATlWzaGqum4oJsIiIiIiXMHBEREekIltXUw8wRERERkRJmjoiIiHQEL+VXD4MjIiIiHcGymnpYViMiIiJSwswRERGRjhCJBK1dgi8SCdoZqBpicERERKQjWFZTD8tqREREREqYOSIiItIRzByph5kjIiIiIiXMHBEREekI3udIPQyOiIiIdATLauphWY2IiIhICTNHREREOkJPBK3d50hb41RHzBwRERERKWHmiIiISEdwzZF6GBwRERHpCF6tph6W1YiIiIiUMHNERESkI1hWUw+DIyIiIh3Bq9XUw7IaERERkRJmjoiIiHQEy2rqYeaIiIiISAkzR0RERDqCl/Krh8ERERGRjmBZTT0sqxEREREpYeaIiIhIR7Csph5mjoiIiIiUMHNERESkI0TQXlakBieOGBwRERHpCpbV1MOyGhEREZESBkdEREQ6QqTlTRMRERF46623YG5uDltbW/Tr1w8pKSkqffLy8hAUFIRatWrBzMwMAwYMwN27d1X6pKWloWfPnjAxMYGtrS2mTp2KoqIilT4JCQlo3bo1JBIJXF1dER0drdFcGRwRERFRpTt8+DCCgoJw4sQJxMXFobCwEN26dUNOTo6iT0hICHbt2oWff/4Zhw8fxp07d9C/f39Fe3FxMXr27ImCggIcP34c69atQ3R0NObMmaPok5qaip49e6Jz585ITk7GpEmTMHLkSPz2229qz1UkCIKgndMmbZHJZLCwsMAMV31I9GtwUZeoHGF/plf1FIheOZnsCSzqNEBWVhakUmkljF/yc2VtGz2YGGjn50pukYDhp+UVnvP9+/dha2uLw4cPw8vLC1lZWbCxscHGjRvx/vvvAwAuXbqEJk2aICkpCW+//Tb27t2LXr164c6dO7CzswMAREZGYvr06bh//z7EYjGmT5+O3bt349y5c4pjffTRR8jMzMS+ffvUmhszR0RERDqiMspqMplMZcvPz1drLllZWQAAa2trAMDp06dRWFgIb29vRZ/GjRujfv36SEpKAgAkJSXB3d1dERgBgI+PD2QyGc6fP6/oozxGaZ/SMdTB4IiIiIgqzNHRERYWFootIiLihe+Ry+WYNGkS3nnnHTRv3hwAkJGRAbFYDEtLS5W+dnZ2yMjIUPRRDoxK20vbntdHJpPh6dOnap0TL+UnIiLSEXqikk1bYwHArVu3VMpqEonkhe8NCgrCuXPncPToUe1MRssYHBEREekIPWivZFQ6jlQq1WjNUXBwMGJjY5GYmIh69eop9tvb26OgoACZmZkq2aO7d+/C3t5e0eePP/5QGa/0ajblPv+9wu3u3buQSqUwNjbW6NyIiIiIKo0gCAgODsa2bdsQHx8PFxcXlfY2bdrA0NAQBw8eVOxLSUlBWloaPD09AQCenp44e/Ys7t27p+gTFxcHqVSKpk2bKvooj1Hap3QMdTBzREREpCOq8g7ZQUFB2LhxI3bs2AFzc3PFGiELCwsYGxvDwsICI0aMwOTJk2FtbQ2pVIoJEybA09MTb7/9NgCgW7duaNq0KYYMGYLFixcjIyMDs2bNQlBQkKKcN3bsWHz99deYNm0ahg8fjvj4eGzZsgW7d+9We67MHBEREVGlW716NbKystCpUyfUqVNHsW3evFnRZ9myZejVqxcGDBgALy8v2NvbY+vWrYp2fX19xMbGQl9fH56enhg8eDCGDh2K8PBwRR8XFxfs3r0bcXFx8PDwwJdffonvv/8ePj4+as+V9zmqhnifI9JlvM8R6aJXdZ+jjW9p9z5Hficrfp+j6oxlNSIiIh3BB8+qh2U1IiIiIiXMHBEREekIPZGgxfsc1dxVOcwcERERESlh5oiIiEhHVMZNIGsiBkdEREQ6gguy1VOTAz8iIiIijTFzREREpCNE0F5WpAYnjhgcERER6QqW1dTDshoRERGREmaOiIiIdASvVlNPTT43IiIiIo0xc0RERKQj9ETQ4h2ytTNOdcTgiIiISEdwQbZ6WFYjIiIiUsLMERERkY7ggmz11ORzIyIiItIYM0dEREQ6gmuO1MPgiIiISEewrKaemnxuRERERBpj5oiIiEhH8D5H6mHmiIiIiEgJM0dEREQ6QvTvpq2xaioGR0RERDqCZTX1sKxGREREpISZIyIiIh1SgxM+WsPgiIiISEewrKYeltWIiIiIlDBzREREpCP0RIIWM0eCdgaqhpg5IiIiIlLCzBEREZGO4H2O1MPgiIiISEdwQbZ6WFYjIiIiUsLMERERkY5gWU09zBwRERERKWHmiIiISEdwzZF6GBwRERHpCD1or2RUk0tPNfnciIiIiDTGzBEREZGOEIlKNm2NVVMxOCIiItIRXHOkHpbViIiIqNIlJiaid+/ecHBwgEgkwvbt21XaRSJRuduSJUsUfZydncu0L1q0SGWcM2fOoEOHDjAyMoKjoyMWL16s8VyZOSIiItIRVXmfo5ycHHh4eGD48OHo379/mfb09HSV13v37sWIESMwYMAAlf3h4eEYNWqU4rW5ubnizzKZDN26dYO3tzciIyNx9uxZDB8+HJaWlhg9erTac2VwRERERJXO19cXvr6+z2y3t7dXeb1jxw507twZDRo0UNlvbm5epm+pmJgYFBQUYO3atRCLxWjWrBmSk5OxdOlSjYIjltWIiIh0hAjll64qtP2bO5LJZCpbfn7+S8/z7t272L17N0aMGFGmbdGiRahVqxZatWqFJUuWoKioSNGWlJQELy8viMVixT4fHx+kpKTg8ePHah+fmaMXcHZ2xqRJkzBp0qSqngqpqf2wCWjybg/UdnZFUX4ebv19CnErPsPDm9cAAMZSS3QaOwUN3+4IC/u6yH38CJcS9iJ+9WLkZz8BALTs/SH6zfuq3PGXdGmOnMcPVfY5eryFYd9txb1rlxA5qGvlniCRBo6sXYGL8Xvw4MZVGEiM4OjxJrpOnIXazq4AgNysx0iI/ALXThxGVsY/MLGyRuNOvnh33DQYmUtVxvpr52YkbViDh2nXITE1QzPv3ugZGlEVp0UVpcWr1Urrao6Ojiq7586di7CwsJcaet26dTA3Ny9Tfps4cSJat24Na2trHD9+HKGhoUhPT8fSpUsBABkZGXBxcVF5j52dnaLNyspKreNXaXAUGBiIdevWISIiAjNmzFDs3759O9577z0IgvDK5hIdHY1JkyYhMzNTZf/Jkydhamr6yuZBL8+5jSdObonCP+eToadvgC7BoRiyahO+GeCFwrynMLexg7mNPfYvD8f965dhWacees38HOY29tgyraSOfW7/Tlw9fkhl3H7zvoKBWFImMDIyk+K98BW4fvIozKxrv7LzJFLHjdNJeOvDYajbrCXkxUU4+HUEfhz/EYJ+TYTY2ARP7t/Fk/sZ6DZpDmwaNEJm+m3ELpyOJ/czMHDJ94pxjm+IRNKPa9B10mzUa94aBU9zkZl+qwrPjKqLW7duQSr9XyAtkUheesy1a9fC398fRkZGKvsnT56s+HOLFi0gFosxZswYREREaOW4pao8c2RkZITPP/8cY8aMUTuie5VsbGyqegqkoQ3Bfiqvt8+dhGnx5+DQ1AM3/zyBe9dSsGXqSEX749s3cfCbRej/2dfQ09eHvLgYRfl5yM7PU/QxsawFl7fewY7wT8ocr9enn+Psvm0Q5MVo3Kl75Z0YUQUM+eYnldf95i3Hki7uuHPhbzi38YSda2MM/OIHRbu1ozO6BM3A1lnBKC4qgr6BAZ7KMhG/6nP4LVuPBm07KPraN2r6ys6DtESrNzoCAAFSqVQlOHpZR44cQUpKCjZv3vzCvm3btkVRURFu3LgBNzc32Nvb4+7duyp9Sl8/a51Seap8zZG3tzfs7e0REfHs1OzRo0fRoUMHGBsbw9HRERMnTkROTo6iPT09HT179oSxsTFcXFywceNGODs7Y/ny5Yo+S5cuhbu7O0xNTeHo6Ijx48cjOzsbAJCQkIBhw4YhKytLUUstTQkqj+Pn54eBAweqzK2wsBC1a9fG+vXrAQByuRwRERFwcXGBsbExPDw88Msvv2jhk6KKMvr3SoanWc+uNxuZSZGfkw15cXG57R693kdh3lNcOBCrsr9ln4GwquuEw99+qb0JE1WivCclpWNji2f/MpqXLYPE1Az6BiW/P187kQhBLkB2Px1f9++AL7u3xpbpo5GV8c8rmTPplh9++AFt2rSBh4fHC/smJydDT08Ptra2AABPT08kJiaisLBQ0ScuLg5ubm4aJWCqPDjS19fHwoULsXLlSty+fbtM+7Vr19C9e3cMGDAAZ86cwebNm3H06FEEBwcr+gwdOhR37txBQkICfv31V3z77be4d++eyjh6enpYsWIFzp8/j3Xr1iE+Ph7Tpk0DALRr1w7Lly+HVCpFeno60tPTMWXKlDJz8ff3x65duxRBFQD89ttvyM3NxXvvvQcAiIiIwPr16xEZGYnz588jJCQEgwcPxuHDh7XyeZFmRCIRuk8JR9pff+DetZRy+5hYWsNrVAhOb93wzHFa9/PD2b3bUKSUTbJ2dIH3hE+xdVbwM4MqoupELpdj3xdz4NjyLdi5Ni63T87jh0j8bhna9B+s2Pf4n5sQ5HIcWbsC3aeE48PF3+FpVibWjx+IosKCVzV90oLSxJG2Nk1kZ2cjOTkZycnJAIDU1FQkJycjLS1N0Ucmk+Hnn3/GyJEjy7w/KSkJy5cvx99//43r168jJiZG8TO2NPDx8/ODWCzGiBEjcP78eWzevBlfffWVSjlOHVVeVgOA9957Dy1btsTcuXPxww8/qLRFRETA399fsSD6jTfewIoVK9CxY0esXr0aN27cwIEDB3Dy5Em8+eabAIDvv/8eb7zxhso4yguqnZ2d8dlnn2Hs2LFYtWoVxGIxLCwsIBKJnpt28/HxgampKbZt24YhQ4YAADZu3Ig+ffrA3Nwc+fn5WLhwIQ4cOABPT08AQIMGDXD06FGsWbMGHTt2LHfc/Px8ldX9MplMvQ+OXqjHjAjYNmyMtcP7ltsuMTWD31c/4v71y0hY80W5feq1aAObBo2wdfYExT6Rnh4GLFyFhMgv8DDteqXMnUjb9iwKxb1rlzB87Y5y2/Oyn2Djx0Ng06AROo353y+IglwOeVEhfKd+BlfPTgCA9yNW4YuuHrhx8hhc23V+FdMnLSitjmhnLM36nzp1Cp07/++7UhqwBAQEIDo6GgCwadMmCIKAQYMGlXm/RCLBpk2bEBYWhvz8fLi4uCAkJEQl8LGwsMD+/fsRFBSENm3aoHbt2pgzZ45Gl/ED1SQ4AoDPP/8c7777bpmMzd9//40zZ84gJiZGsU8QBMjlcqSmpuLy5cswMDBA69atFe2urq5l0mcHDhxAREQELl26BJlMhqKiIuTl5SE3NxcmJiZqzdHAwAAffvghYmJiMGTIEOTk5GDHjh3YtGkTAODq1avIzc1F166qVysVFBSgVatWzxw3IiIC8+bNU2sOpL4e0xegUQdvRI18D7J76WXaxSamGPz1RhTkZmPzJ8MhV7ocVFnrfn5Iv3QW6RfPKPZJTMxQt1lL1HFrjh7TFwAoCZhEenqY88ct/Bj0EVJPHqucEyOqgN2LZuLykQMY9v02WNg5lGnPz8nGhmA/iE3MMPDLtdA3NFS0mdcuudrHpkEjxT5Tq9owsbRmaY3U1qlTpxdeaDV69OhnBjKtW7fGiRMnXnicFi1a4MiRIxWaY6lqExx5eXnBx8cHoaGhCAwMVOzPzs7GmDFjMHHixDLvqV+/Pi5fvvzCsW/cuIFevXph3LhxWLBgAaytrXH06FGMGDECBQUFagdHQElprWPHjrh37x7i4uJgbGyM7t27K+YKALt370bdunVV3ve8VfShoaEqka9MJitzaSRppsf0BWjc2RfRowYg807ZK2okpmYY/M1PKC4owE8hgSgqKP++HGJjEzTr2gcHv16osj8/5wlWfdBJZd9bHwTC5a322DJtJB7/kwai6kAQBOz5/FNcOrQXgd/9Cqu69cv0yct+gg1Bg6AvFmPQsmgYSlSvEHJs+RYA4OGNa4rAKjfrMXIzH8GiTr3KPwnSmqrMHL1Oqk1wBJTc2Klly5Zwc3NT7GvdujUuXLgAV1fXct/j5uaGoqIi/PXXX2jTpg2AkgyO8s2eTp8+Dblcji+//BJ6eiXLrLZs2aIyjlgsRrEa60batWsHR0dHbN68GXv37sUHH3wAw39/w2ratCkkEgnS0tKeWUIrj0Qi0eoliLqu54wIuPu+h59ChqEgNxtmtUquOMzLfoKi/DxITM0wZNUmGBoZY9OsYEhMzSAxNQNQst5CkMsVYzXr1hd6+vo4s/tXlWMIglBmDVPO4wcoKsh75tomoqqwe1Eozu7dhkHLoiA2McOTByXrMY3MzGFoZIy87Cf4cfxHKMx7io8++xr5OdnIzyn5Rc/Uqhb09PVR26kh3Dr5YO8Xs9F71hJITM1xcOVC1HZ2hcub71Tl6ZGm9KC91cZVvmq58lSr4Mjd3R3+/v5YsWKFYt/06dPx9ttvIzg4GCNHjoSpqSkuXLiAuLg4fP3112jcuDG8vb0xevRorF69GoaGhvjkk09gbGysiI5dXV1RWFiIlStXonfv3jh27BgiIyNVju3s7Izs7GwcPHgQHh4eMDExeWZGyc/PD5GRkbh8+TIOHfrfvXDMzc0xZcoUhISEQC6Xo3379sjKysKxY8cglUoREBBQCZ8a/ddbHwYCAIZ9v1Vl//a5HyN51xbUaeyOeu4lgfTHO1VTtMt7voXM9P9dGNC63yBcjN+LvGyuA6PX06mf1wEAokepPp+qb9hytOozEOmXzuKfc38CAFb09VTp83HsH7ByKMlivxe+Er99ORcbJw6BSE8PTq3fxuCvN6qU34hqCpHwKu+0+B+BgYHIzMxUeTJv6b0KCgoKFLXJkydP4tNPP0VSUhIEQUDDhg0xcOBAzJw5E0DJpfwjRoxAfHy84rYAkyZNQnh4OMaMGQMAWLZsGZYsWYLMzEx4eXnB398fQ4cOxePHj2FpaQkAGDduHH7++Wc8fPhQcYfP8u6QffHiRTRt2hROTk5ITU1VSVEKgoAVK1Zg9erVuH79OiwtLdG6dWvMnDkTXl5ean0uMpkMFhYWmOGqD4l+Dc5bEpUj7M+y68OIajqZ7Aks6jRAVlaWVu8Z9L/xS36unOllCHND7fxceVIooEVsYaXNuSpVaXBUWW7fvg1HR0ccOHAAXbp0qerpaIzBEekyBkekixgcVS/VqqxWUfHx8cjOzoa7uzvS09Mxbdo0ODs7q52pISIi0gVavUF2Df7dvUYER4WFhZg5cyauX78Oc3NztGvXDjExMYqF0kRERMSr1dRVI4IjHx8f+Pj4VPU0iIiIqAaoEcERERERqUH076atsWqoGnyXAiIiIiLNMXNERESkI7jmSD0MjoiIiHQEr1ZTD8tqREREREqYOSIiItIRLKuph5kjIiIiIiXMHBEREekKrS460s4w1RGDIyIiIh3BBdnqYVmNiIiISAkzR0RERDqCC7LVw+CIiIhIR7Csph6W1YiIiIiUMHNERESkM7SYOqrBmDkiIiIiUsLMERERkY7gmiP1MDgiIiLSEbxaTT0sqxEREREpYeaIiIhIRzBzpB5mjoiIiIiUMHNERESkI7ggWz0MjoiIiHSFVqMj7QxTHbGsRkRERKSEmSMiIiIdwbKaehgcERER6QotXq3GshoRERGRjmDmiIiISEewrKYeZo6IiIiIlDBzREREpCt4Kb9aGBwRERHpCD4+RD0sqxEREREpYXBERESkI0qratraNJGYmIjevXvDwcEBIpEI27dvV2kPDAxUZLZKt+7du6v0efToEfz9/SGVSmFpaYkRI0YgOztbpc+ZM2fQoUMHGBkZwdHREYsXL9b4c2JwRERERJUuJycHHh4e+Oabb57Zp3v37khPT1dsP/30k0q7v78/zp8/j7i4OMTGxiIxMRGjR49WtMtkMnTr1g1OTk44ffo0lixZgrCwMHz77bcazZVrjoiIiHREScZHW2uOBI36+/r6wtfX97l9JBIJ7O3ty227ePEi9u3bh5MnT+LNN98EAKxcuRI9evTAF198AQcHB8TExKCgoABr166FWCxGs2bNkJycjKVLl6oEUS/CzBEREZGuEGl507KEhATY2trCzc0N48aNw8OHDxVtSUlJsLS0VARGAODt7Q09PT38/vvvij5eXl4Qi8WKPj4+PkhJScHjx4/VngczR0RERFRhMplM5bVEIoFEItF4nO7du6N///5wcXHBtWvXMHPmTPj6+iIpKQn6+vrIyMiAra2tynsMDAxgbW2NjIwMAEBGRgZcXFxU+tjZ2SnarKys1JoLgyMiIiIdIdLTg0hPO0Uj0b/DODo6quyfO3cuwsLCNB7vo48+UvzZ3d0dLVq0QMOGDZGQkIAuXbq8zFQ1xuCIiIiIKuzWrVuQSqWK1xXJGpWnQYMGqF27Nq5evYouXbrA3t4e9+7dU+lTVFSER48eKdYp2dvb4+7duyp9Sl8/ay1TebjmiIiISFdUwrX8UqlUZdNWcHT79m08fPgQderUAQB4enoiMzMTp0+fVvSJj4+HXC5H27ZtFX0SExNRWFio6BMXFwc3Nze1S2oAgyMiIiLdUYU3OsrOzkZycjKSk5MBAKmpqUhOTkZaWhqys7MxdepUnDhxAjdu3MDBgwfRt29fuLq6wsfHBwDQpEkTdO/eHaNGjcIff/yBY8eOITg4GB999BEcHBwAAH5+fhCLxRgxYgTOnz+PzZs346uvvsLkyZM1miuDIyIiIqp0p06dQqtWrdCqVSsAwOTJk9GqVSvMmTMH+vr6OHPmDPr06YNGjRphxIgRaNOmDY4cOaKSiYqJiUHjxo3RpUsX9OjRA+3bt1e5h5GFhQX279+P1NRUtGnTBp988gnmzJmj0WX8ANccERER6QwR9CASaWlBtob9O3XqBEF49r2RfvvttxeOYW1tjY0bNz63T4sWLXDkyBENZ6eKwREREZGuqMhzP543Vg3FshoRERGREmaOiIiIdAUzR2ph5oiIiIhICTNHREREOkIkEmnxwbM1N3PE4IiIiEhXiPT+99yPlx5LO8NURyyrERERESlh5oiIiEhHiPREEOlpqaympXGqI2aOiIiIiJQwc0RERKQreCm/WhgcERER6QouyFYLy2pEREREStTKHO3cuVPtAfv06VPhyRAREVHl4X2O1KNWcNSvXz+1BhOJRCguLn6Z+RAREVFl4ZojtagVHMnl8sqeBxEREVG18FILsvPy8mBkZKStuRAREVFlEkGLmSPtDFMdabwgu7i4GPPnz0fdunVhZmaG69evAwBmz56NH374QesTJCIiInqVNA6OFixYgOjoaCxevBhisVixv3nz5vj++++1OjkiIiLSHpFIT6tbTaXxma1fvx7ffvst/P39oa+vr9jv4eGBS5cuaXVyREREpEWlC7K1tdVQGgdH//zzD1xdXcvsl8vlKCws1MqkiIiIiKqKxsFR06ZNceTIkTL7f/nlF7Rq1UorkyIiIiLtK33wrLa2mkrjq9XmzJmDgIAA/PPPP5DL5di6dStSUlKwfv16xMbGVsYciYiIiF4ZjTNHffv2xa5du3DgwAGYmppizpw5uHjxInbt2oWuXbtWxhyJiIhIG0qfraatrYaq0H2OOnTogLi4OG3PhYiIiCoT75CtlgrfBPLUqVO4ePEigJJ1SG3atNHapIiIiIiqisbB0e3btzFo0CAcO3YMlpaWAIDMzEy0a9cOmzZtQr169bQ9RyIiItICEbT44NkafItsjQuGI0eORGFhIS5evIhHjx7h0aNHuHjxIuRyOUaOHFkZcyQiIiJt4H2O1KJx5ujw4cM4fvw43NzcFPvc3NywcuVKdOjQQauTIyIiInrVNA6OHB0dy73ZY3FxMRwcHLQyKSIiIqoE2rzKTCRoZ5xqSONPaMmSJZgwYQJOnTql2Hfq1Cl8/PHH+OKLL7Q6OSIiIqJXTa3MkZWVlcoCrpycHLRt2xYGBiVvLyoqgoGBAYYPH45+/fpVykSJiIjo5YhEWlyQretrjpYvX17J0yAiIqJKpycq2bQ1Vg2lVnAUEBBQ2fMgIiIiqhYqfBNIAMjLy0NBQYHKPqlU+lITIiIiosohEulBpKUF2SIuyP6fnJwcBAcHw9bWFqamprCyslLZiIiIiF5nGgdH06ZNQ3x8PFavXg2JRILvv/8e8+bNg4ODA9avX18ZcyQiIiJt4E0g1aJxWW3Xrl1Yv349OnXqhGHDhqFDhw5wdXWFk5MTYmJi4O/vXxnzJCIiopfFB8+qRePM0aNHj9CgQQMAJeuLHj16BABo3749EhMTtTs7IiIioldM4+CoQYMGSE1NBQA0btwYW7ZsAVCSUSp9EC0RERFVPyWJI5GWtqo+m8qjcXA0bNgw/P333wCAGTNm4JtvvoGRkRFCQkIwdepUrU+QiIiI6FXSODgKCQnBxIkTAQDe3t64dOkSNm7ciL/++gsff/yx1idIREREWlL6bDVtbRpITExE79694eDgAJFIhO3btyvaCgsLMX36dLi7u8PU1BQODg4YOnQo7ty5ozKGs7NzmQzWokWLVPqcOXMGHTp0gJGRERwdHbF48WKNP6aXus8RADg5OcHJyellhyEiIqLKVoULsnNycuDh4YHhw4ejf//+Km25ubn4888/MXv2bHh4eODx48f4+OOP0adPH5VnuQJAeHg4Ro0apXhtbm6u+LNMJkO3bt3g7e2NyMhInD17FsOHD4elpSVGjx6t9lzVCo5WrFih9oClWSUiIiKiUr6+vvD19S23zcLCAnFxcSr7vv76a/zf//0f0tLSUL9+fcV+c3Nz2NvblztOTEwMCgoKsHbtWojFYjRr1gzJyclYunSp9oOjZcuWqTWYSCRicERERFRNVcaDZ2Uymcp+iUQCiUTy0uNnZWVBJBKVudhr0aJFmD9/PurXrw8/Pz+EhITAwKAknElKSoKXlxfEYrGiv4+PDz7//HM8fvxY7ZtVqxUclV6dRq9W6JErkErNX9yRqAYJa12nqqdA9MrlF7+iR3Ho6ZVs2hoLgKOjo8ruuXPnIiws7KWGzsvLw/Tp0zFo0CCVx5JNnDgRrVu3hrW1NY4fP47Q0FCkp6dj6dKlAICMjAy4uLiojGVnZ6do02pwRERERFSeW7duqQQwL5s1KiwsxIcffghBELB69WqVtsmTJyv+3KJFC4jFYowZMwYRERFayVaVYnBERESkKyphQbZUKtXaQ+dLA6ObN28iPj7+heO2bdsWRUVFuHHjBtzc3GBvb4+7d++q9Cl9/ax1SuXRUm6NiIiIqOJKA6MrV67gwIEDqFWr1gvfk5ycDD09Pdja2gIAPD09kZiYiMLCQkWfuLg4uLm5qV1SA5g5IiIi0h0VuD/Rc8fSQHZ2Nq5evap4nZqaiuTkZFhbW6NOnTp4//338eeffyI2NhbFxcXIyMgAAFhbW0MsFiMpKQm///47OnfuDHNzcyQlJSEkJASDBw9WBD5+fn6YN28eRowYgenTp+PcuXP46quv1L6wrBSDIyIiIl1Rhfc5OnXqFDp37qx4Xbp+KCAgAGFhYdi5cycAoGXLlirvO3ToEDp16gSJRIJNmzYhLCwM+fn5cHFxQUhIiMo6JAsLC+zfvx9BQUFo06YNateujTlz5mh0GT9QweDoyJEjWLNmDa5du4ZffvkFdevWxY8//ggXFxe0b9++IkMSERFRDdapUycIwrOvynteGwC0bt0aJ06ceOFxWrRogSNHjmg8P2Ua59Z+/fVX+Pj4wNjYGH/99Rfy8/MBlNyPYOHChS81GSIiIqpM2nx0SM1dtqzxmX322WeIjIzEd999B0NDQ8X+d955B3/++adWJ0dERET0qmlcVktJSYGXl1eZ/RYWFsjMzNTGnIiIiKgyVOGao9eJxpkje3t7ldXmpY4ePYoGDRpoZVJERERUCbRVUtPmVW/VkMZnNmrUKHz88cf4/fffIRKJcOfOHcTExGDKlCkYN25cZcyRiIiI6JXRuKw2Y8YMyOVydOnSBbm5ufDy8oJEIsGUKVMwYcKEypgjERERaQPLamrRODgSiUT49NNPMXXqVFy9ehXZ2dlo2rQpzMzMKmN+REREpC0ikRZvAsngqAyxWIymTZtqcy5EREREVU7j4Khz584QPSdajI+Pf6kJERERUSVhWU0tGgdH/72td2FhIZKTk3Hu3DkEBARoa15EREREVULj4OhZD28LCwtDdnb2S0+IiIiIKgkzR2rR2k0KBg8ejLVr12prOCIiItI23udILVo7s6SkJBgZGWlrOCIiIqIqoXFZrX///iqvBUFAeno6Tp06hdmzZ2ttYkRERKRlLKupRePgyMLCQuW1np4e3NzcEB4ejm7dumltYkRERERVQaPgqLi4GMOGDYO7uzusrKwqa05ERERUGbS5Vohrjkro6+ujW7duyMzMrKTpEBERUaUpLatpa6uhNA77mjdvjuvXr1fGXIiIiIiqnMbB0WeffYYpU6YgNjYW6enpkMlkKhsRERFVU7yUXy1qrzkKDw/HJ598gh49egAA+vTpo/IYEUEQIBKJUFxcrP1ZEhEREb0iagdH8+bNw9ixY3Ho0KHKnA8RERFVFl7Krxa1gyNBEAAAHTt2rLTJEBERUSXi1Wpq0ejMRDU4SiQiIiICNLzPUaNGjV4YID169OilJkRERESVhGU1tWgUHM2bN6/MHbKJiIjoNcGymlo0Co4++ugj2NraVtZciIiIiKqc2sER1xsRERG95lhWU4vaObHSq9WIiIiIajK1M0dyubwy50FERESVTSTS4pqjmps50mjNEREREb3OtPnA2JobHNXcpeZEREREFcDMERERka7gpfxqqblnRkRERFQBzBwRERHpCl7KrxYGR0RERLqCZTW11NwzIyIiIqoAZo6IiIh0BctqamFwREREpCtYVlNLzT0zIiIiogpg5oiIiEhX6IlKNm2NVUMxc0RERESVLjExEb1794aDgwNEIhG2b9+u0i4IAubMmYM6derA2NgY3t7euHLlikqfR48ewd/fH1KpFJaWlhgxYgSys7NV+pw5cwYdOnSAkZERHB0dsXjxYo3nyuCIiIhIV5QuyNbWpoGcnBx4eHjgm2++Kbd98eLFWLFiBSIjI/H777/D1NQUPj4+yMvLU/Tx9/fH+fPnERcXh9jYWCQmJmL06NGKdplMhm7dusHJyQmnT5/GkiVLEBYWhm+//VajubKsRkREpCuqcEG2r68vfH19y20TBAHLly/HrFmz0LdvXwDA+vXrYWdnh+3bt+Ojjz7CxYsXsW/fPpw8eRJvvvkmAGDlypXo0aMHvvjiCzg4OCAmJgYFBQVYu3YtxGIxmjVrhuTkZCxdulQliHoRZo6IiIiowmQymcqWn5+v8RipqanIyMiAt7e3Yp+FhQXatm2LpKQkAEBSUhIsLS0VgREAeHt7Q09PD7///ruij5eXF8RisaKPj48PUlJS8PjxY7Xnw+CIiIhIV1RCWc3R0REWFhaKLSIiQuNpZWRkAADs7OxU9tvZ2SnaMjIyYGtrq9JuYGAAa2trlT7ljaF8DHWwrEZEREQVduvWLUilUsVriURShbPRDgZHREREuqIS1hxJpVKV4Kgi7O3tAQB3795FnTp1FPvv3r2Lli1bKvrcu3dP5X1FRUV49OiR4v329va4e/euSp/S16V91MGyGhERka4Qif4XIL30pr37HLm4uMDe3h4HDx5U7JPJZPj999/h6ekJAPD09ERmZiZOnz6t6BMfHw+5XI62bdsq+iQmJqKwsFDRJy4uDm5ubrCyslJ7PgyOiIiIqNJlZ2cjOTkZycnJAEoWYScnJyMtLQ0ikQiTJk3CZ599hp07d+Ls2bMYOnQoHBwc0K9fPwBAkyZN0L17d4waNQp//PEHjh07huDgYHz00UdwcHAAAPj5+UEsFmPEiBE4f/48Nm/ejK+++gqTJ0/WaK4sqxEREemKKryU/9SpU+jcubPidWnAEhAQgOjoaEybNg05OTkYPXo0MjMz0b59e+zbtw9GRkaK98TExCA4OBhdunSBnp4eBgwYgBUrVijaLSwssH//fgQFBaFNmzaoXbs25syZo9Fl/AAgEgRB0OgdVOlkMhksLCyQlX4dUql5VU+H6JUKa13nxZ2Iapj8YgGLrhYjKyvrpdfvlKf058rjTeMhNdHOgmlZbj6sPlpVaXOuSiyrERERESlhWY2IiEhXVGFZ7XVSc8+MiIiIqAKYOSIiItIVzByphcERERGRrlB67IdWxqqham7YR0RERFQBzBwRERHpCpbV1FJzz4yIiIioApg5IiIi0hlazBzV4PwKgyMiIiJdwbKaWmrumRERERFVADNHREREuoKX8quFmSMiIiIiJcwcERER6QquOVILgyMiIiJdIRJpMThiWY2IiIhIJzBzREREpCv09Eo2bY1VQzE4IiIi0hW8Wk0tNTfsIyIiIqoAZo6IiIh0Ba9WU0vNPTMiIiKiCmDmiIiISFcwc6QWBkdERES6gguy1VJzwz4iIiKiCmDmiIiISFewrKaWmntmRERERBXAzBEREZGuYOZILQyOiIiIdAWDI7XU3DMjIiIiqgBmjoiIiHQFL+VXC4MjIiIiXSESabGsVnODI5bViIiIiJQwc0Q13pG1K3Axfg8e3LgKA4kRHD3eRNeJs1Db2RUAkJv1GAmRX+DaicPIyvgHJlbWaNzJF++OmwYjc6linD2LZ+FW8h+4dy0FtV3ewLhNB6rqlIjK1X7YBDR5twdqO7uiKD8Pt/4+hbgVn+HhzWsAAGOpJTqNnYKGb3eEhX1d5D5+hEsJexG/ejHys58AAFr2/hD95n1V7vhLujRHzuOHAIC3PgzE/w0cDss69ZCV8Q+O/LACf+/++dWcKFUcF2SrRWeDo4SEBHTu3BmPHz+GpaXlM/s5Oztj0qRJmDRp0iubG2nXjdNJeOvDYajbrCXkxUU4+HUEfhz/EYJ+TYTY2ARP7t/Fk/sZ6DZpDmwaNEJm+m3ELpyOJ/czMHDJ9ypjteo7CLfP/Ym7Vy5W0dkQPZtzG0+c3BKFf84nQ0/fAF2CQzFk1SZ8M8ALhXlPYW5jB3Mbe+xfHo771y/Dsk499Jr5Ocxt7LFl2igAwLn9O3H1+CGVcfvN+woGYokiMHrz/aHwDp6JnZ9NwZ3zyajbrBV6z/4CT59k4nJi3Cs/byJtq/bBUWBgINatWwcAMDQ0RP369TF06FDMnDkTBgYVn367du2Qnp4OCwsLAEB0dDQmTZqEzMxMlX4nT56EqalphY9DVW/INz+pvO43bzmWdHHHnQt/w7mNJ+xcG2PgFz8o2q0dndElaAa2zgpGcVER9P/9nvWY9hkAIOfxQwZHVC1tCPZTeb197iRMiz8Hh6YeuPnnCdy7loItU0cq2h/fvomD3yxC/8++hp6+PuTFxSjKz0N2fp6ij4llLbi89Q52hH+i2OfR832c2vojzu/fWTLOP2lwaNYS7QOCGRxVd1yQrZZqHxwBQPfu3REVFYX8/Hzs2bMHQUFBMDQ0RGhoaIXHFIvFsLe3f2E/GxubCh+Dqqe8JyXlA2MLq2f3yZZBYmqmCIyIXkdG5uYAgKdZj5/dx0yK/JxsyIuLy2336PU+CvOe4sKBWMU+fbEERfn5Kv2K8vNQt3lL6BkYQF5UpIXZU+XQYlmtBi9bfi3OTCKRwN7eHk5OThg3bhy8vb2xc+dOPH78GEOHDoWVlRVMTEzg6+uLK1euKN538+ZN9O7dG1ZWVjA1NUWzZs2wZ88eACVlNZFIhMzMTCQkJGDYsGHIysqCSCSCSCRCWFgYgJKy2vLlywEAfn5+GDhwoMrcCgsLUbt2baxfvx4AIJfLERERARcXFxgbG8PDwwO//PJL5X9IpBa5XI59X8yBY8u3YOfauNw+OY8fIvG7ZWjTf/Arnh2R9ohEInSfEo60v0rWyZXHxNIaXqNCcHrrhmeO07qfH87u3YYipWzStaQEtO7nhzpNWgAAHJp4oHU/P+gbimFiaa3dEyGqAq/lr8XGxsZ4+PAhAgMDceXKFezcuRNSqRTTp09Hjx49cOHCBRgaGiIoKAgFBQVITEyEqakpLly4ADMzszLjtWvXDsuXL8ecOXOQklLyn0h5/fz9/fHBBx8gOztb0f7bb78hNzcX7733HgAgIiICGzZsQGRkJN544w0kJiZi8ODBsLGxQceOHcs9n/z8fOQr/RYmk8le+jOi8u1ZFIp71y5h+Nod5bbnZT/Bxo+HwKZBI3QaM+UVz45Ie3rMiIBtw8ZYO7xvue0SUzP4ffUj7l+/jIQ1X5Tbp16LNrBp0AhbZ09Q2X/4u2Uwq2WDkdGxEIlEyH50H8mxW9A+MBiCXK71cyEt4oJstbxWwZEgCDh48CB+++03+Pr6Yvv27Th27BjatWsHAIiJiYGjoyO2b9+ODz74AGlpaRgwYADc3d0BAA0aNCh3XLFYDAsLC4hEoueW2nx8fGBqaopt27ZhyJAhAICNGzeiT58+MDc3R35+PhYuXIgDBw7A09NTccyjR49izZo1zwyOIiIiMG/evAp/LqSe3Ytm4vKRAxj2/TZY2DmUac/PycaGYD+ITcww8Mu10Dc0rIJZEr28HtMXoFEHb0SNfA+ye+ll2sUmphj89UYU5GZj8yfDn1kGa93PD+mXziL94hmV/UX5edgxbzJ2LZgGM2sbPHlwF236D0Z+9hPk/rtom+h19lqEfbGxsTAzM4ORkRF8fX0xcOBABAYGwsDAAG3btlX0q1WrFtzc3HDxYsli2YkTJ+Kzzz7DO++8g7lz5+LMmTPPOoRaDAwM8OGHHyImJgYAkJOTgx07dsDf3x8AcPXqVeTm5qJr164wMzNTbOvXr8e1a9eeOW5oaCiysrIU261bt15qnqRKEATsXjQTlw7tRcCan2FVt36ZPnnZT/Dj+I+gb2iIQcuiYSgxqoKZEr28HtMXoHFnX6wb8wEy75T9v0RiaoYhqzahuLAQP4UEoqggv5xRALGxCZp17YO/dvxUbjsAyIuKILuXDkEuR3Offrh8JA6CIGjtXKgSlGaOtLXVUK/FmXXu3BnJycm4cuUKnj59inXr1kGkxir5kSNH4vr16xgyZAjOnj2LN998EytXrnypufj7++PgwYO4d+8etm/fDmNjY3Tv3h0AkJ2dDQDYvXs3kpOTFduFCxeeu+5IIpFAKpWqbKQ9uxeF4syeXzFg4TcQm5jhyYN7ePLgHgrzngL4X2BU8DQXfecsRX5OtqKP8iLVh2mpSE85h+yH91CUn4f0lHNITzmHosKCqjo1IhU9Z0SgRY8B+HVmEApys2FWywZmtWxg8G+wXxoYiY1NsCN8MiSmZoo+Ij3VHwfNuvWFnr4+zuz+tcxxatVvgBY9BsDa0QV1m7XE+xGrYdvQDQe/jngl50kvQU+k3U0Dzs7OinW9yltQUBAAoFOnTmXaxo4dqzJGWloaevbsCRMTE9ja2mLq1KkoqoQLAF6LspqpqSlcXV1V9jVp0gRFRUX4/fffFWW1hw8fIiUlBU2bNlX0c3R0xNixYzF27FiEhobiu+++w4QJqvVzoKS0VvyMqzWUtWvXDo6Ojti8eTP27t2LDz74AIb/ll+aNm0KiUSCtLS0Z5bQ6NU79XPJrSCiRw1Q2d83bDla9RmI9Etn8c+5PwEAK/p6qvT5OPYPWDk4AgB2zv8EN08nKdrWDOpapg9RVXrrw0AAwLDvt6rs3z73YyTv2oI6jd1Rz70NAODjnSdU+izv+RYy028rXrfuNwgX4/ciL7vsGkiRvj48B49BbSdXFBcV4sap4/hhWB+V9xP918mTJ1V+zp47dw5du3bFBx98oNg3atQohIeHK16bmJgo/lxcXIyePXvC3t4ex48fR3p6OoYOHQpDQ0MsXLhQq3N9LYKj8rzxxhvo27cvRo0ahTVr1sDc3BwzZsxA3bp10bdvyQLESZMmwdfXF40aNcLjx49x6NAhNGnSpNzxnJ2dkZ2djYMHD8LDwwMmJiYqfynK/Pz8EBkZicuXL+PQof/dLM3c3BxTpkxBSEgI5HI52rdvj6ysLBw7dgxSqRQBAQHa/yDohcL+LLvmQpnLm+1e2AcAhn239YV9iKpSWOs6z22/cTrphX1K/TCszzPbHqRewRq/bhrNjaqJKlyQ/d9b4yxatAgNGzZUSSaYmJg8c+3v/v37ceHCBRw4cAB2dnZo2bIl5s+fj+nTpyMsLAxisVjzc3iG16Ks9ixRUVFo06YNevXqBU9PTwiCgD179igyOcXFxQgKCkKTJk3QvXt3NGrUCKtWrSp3rHbt2mHs2LEYOHAgbGxssHjx4mce19/fHxcuXEDdunXxzjvvqLTNnz8fs2fPRkREhOK4u3fvhouLi/ZOnIiIqJqQyWQqW35++evYlBUUFGDDhg0YPny4yjKZmJgY1K5dG82bN0doaChyc3MVbUlJSXB3d4ednZ1in4+PD2QyGc6fP6/VcxIJXD1X7chkMlhYWCAr/TqkUvOqng7RK6VuZoOoJskvFrDoajGysrIqZd1p6c+Vx0dWQ2pmrJ0xs5/CqsO4Mvvnzp2ruFfgs2zZsgV+fn5IS0uDg0PJ1cPffvstnJyc4ODggDNnzmD69On4v//7P2zdWpK1Hz16NG7evInffvtNMU5ubi5MTU2xZ88e+Pr6auW8gNe4rEZEREQaqoSy2q1bt1QCOolE8sK3/vDDD/D19VUERkBJ8FPK3d0dderUQZcuXXDt2jU0bNhQO3NW02tdViMiIqKq9d+rrV8UHN28eRMHDhzAyJEjn9uv9FY9V69eBQDY29vj7t27Kn1KX6vzODBNMDgiIiLSFaUPntXWVgFRUVGwtbVFz549n9svOTkZAFCnTkmp3dPTE2fPnsW9e/cUfeLi4iCVSlWuUtcGltWIiIh0SsWCGm2Qy+WIiopCQEAADJQe7H3t2jVs3LgRPXr0QK1atXDmzBmEhITAy8sLLVqUPMOvW7duaNq0KYYMGYLFixcjIyMDs2bNQlBQkFqlPE0wOCIiIqJX4sCBA0hLS8Pw4cNV9ovFYhw4cADLly9HTk4OHB0dMWDAAMyaNUvRR19fH7GxsRg3bhw8PT1hamqKgIAAlfsiaQuDIyIiIl1RxQ+e7datW7mPmHF0dMThw4df+H4nJyfs2bNH4+NqimuOiIiIiJQwc0RERKQrXmIhdblj1VAMjoiIiHSGHrRXNKq5xaeae2ZEREREFcDMERERka5gWU0tzBwRERERKWHmiIiISFcwc6QWBkdEREQ6gwuy1VFzz4yIiIioApg5IiIi0hUsq6mFwREREZGuYHCkFpbViIiIiJQwc0RERKQzuCBbHTX3zIiIiIgqgJkjIiIiXcE1R2phcERERKQrRHolm7bGqqFq7pkRERERVQAzR0RERDpD9O+mrbFqJmaOiIiIiJQwc0RERKQruCBbLQyOiIiIdIZIiwupa25wxLIaERERkRJmjoiIiHSESCSCSEvlMG2NUx0xOCIiItIZfHyIOmrumRERERFVADNHREREuoJXq6mFmSMiIiIiJcwcERER6QpmjtTC4IiIiEhncEG2OmrumRERERFVADNHREREuoJlNbUwc0RERESkhJkjIiIiXcHMkVoYHBEREekMLshWR809MyIiIqIKYOaIiIhIV7CsphZmjoiIiIiUMHNERESkK0R6JZu2xqqhGBwRERHpDNG/m7bGqplqbthHRERE1UZYWBhEIpHK1rhxY0V7Xl4egoKCUKtWLZiZmWHAgAG4e/euyhhpaWno2bMnTExMYGtri6lTp6KoqEjrc2XmiIiISFdU8YLsZs2a4cCBA4rXBgb/C0NCQkKwe/du/Pzzz7CwsEBwcDD69++PY8eOAQCKi4vRs2dP2Nvb4/jx40hPT8fQoUNhaGiIhQsXvvz5KGFwREREpCtEIi2uOdI8ODIwMIC9vX2Z/VlZWfjhhx+wceNGvPvuuwCAqKgoNGnSBCdOnMDbb7+N/fv348KFCzhw4ADs7OzQsmVLzJ8/H9OnT0dYWBjEYvFLn1IpltWIiIjolbhy5QocHBzQoEED+Pv7Iy0tDQBw+vRpFBYWwtvbW9G3cePGqF+/PpKSkgAASUlJcHd3h52dnaKPj48PZDIZzp8/r9V5MnNERESkKyqhrCaTyVR2SyQSSCSSMt3btm2L6OhouLm5IT09HfPmzUOHDh1w7tw5ZGRkQCwWw9LSUuU9dnZ2yMjIAABkZGSoBEal7aVt2sTgiIiIiCrM0dFR5fXcuXMRFhZWpp+vr6/izy1atEDbtm3h5OSELVu2wNjYuLKnqREGR0RERDpD+5fy37p1C1KpVLG3vKxReSwtLdGoUSNcvXoVXbt2RUFBATIzM1WyR3fv3lWsUbK3t8cff/yhMkbp1WzlrWN6GVxzREREpCtKbwKprQ2AVCpV2dQNjrKzs3Ht2jXUqVMHbdq0gaGhIQ4ePKhoT0lJQVpaGjw9PQEAnp6eOHv2LO7du6foExcXB6lUiqZNm2rxQ2LmiIiIiF6BKVOmoHfv3nBycsKdO3cwd+5c6OvrY9CgQbCwsMCIESMwefJkWFtbQyqVYsKECfD09MTbb78NAOjWrRuaNm2KIUOGYPHixcjIyMCsWbMQFBSkdkCmLgZHREREOqPq7pB9+/ZtDBo0CA8fPoSNjQ3at2+PEydOwMbGBgCwbNky6OnpYcCAAcjPz4ePjw9WrVqleL++vj5iY2Mxbtw4eHp6wtTUFAEBAQgPD9fS+fyPSBAEQeuj0kuRyWSwsLBAVvp1SKXmVT0dolcqrHWdqp4C0SuXXyxg0dViZGVlqazf0ZbSnyuZKUcgNTfTzphPsmHp1qHS5lyVmDkiIiLSFVV8h+zXBYMjIiIincEHz6qDV6sRERERKWHmiIiISFewrKYWZo6IiIiIlDA4IiIiIlLCshoREZGuYFlNLcwcERERESlh5oiIiEhn8FJ+dTA4IiIi0hUsq6mFZTUiIiIiJcwcERER6QyW1dTBzBERERGREmaOiIiIdAXXHKmFwREREZHOYFlNHSyrERERESlh5oiIiEhXsKymFmaOiIiIiJQwc0RERKQzuOZIHQyOiIiIdEkNLodpC8tqREREREqYOSIiItIZLKupg5kjIiIiIiUMjoiIiIiUsKxGRESkI0QiEURaWpCtrXGqI2aOiIiIiJQwc0RERKQzuCBbHQyOiIiIdAUfH6IWltWIiIiIlDBzREREpDNYVlMHM0dERERESpg5IiIi0hVcc6QWBkfVkCAIAADZkydVPBOiVy+/WKjqKRC9cvnyku996f//lYdlNXUwOKqGnvwbFDk28qjimRAR0av05MkTWFhYVPU0dB6Do2rIwcEBt27dgrm5eY2+A2l1JJPJ4OjoiFu3bkEqlVb1dIheKX7/q44gCHjy5AkcHBwq90Asq6mFwVE1pKenh3r16lX1NHSaVCrlDwfSWfz+V41XkzFiWU0dvFqNiIiISAkzR0RERLqCZTW1MHNEpEQikWDu3LmQSCRVPRWiV47ff6ISIqHyrxskIiKiKiSTyWBhYYGs2ymQSs21NOYTWNRzQ1ZWVo1bo8bMERERka4QaXnTQEREBN566y2Ym5vD1tYW/fr1Q0pKikqfTp06QSQSqWxjx45V6ZOWloaePXvCxMQEtra2mDp1KoqKijSbzAtwzRERERFVusOHDyMoKAhvvfUWioqKMHPmTHTr1g0XLlyAqampot+oUaMQHh6ueG1iYqL4c3FxMXr27Al7e3scP34c6enpGDp0KAwNDbFw4UKtzZXBERERkc6oukv59+3bp/I6Ojoatra2OH36NLy8vBT7TUxMYG9vX+4Y+/fvx4ULF3DgwAHY2dmhZcuWmD9/PqZPn46wsDCIxWLNT6McLKsRvSRnZ2csX768qqdBVCEJCQkQiUTIzMx8bj9+z+lZZDKZypafn6/W+7KysgAA1tbWKvtjYmJQu3ZtNG/eHKGhocjNzVW0JSUlwd3dHXZ2dop9Pj4+kMlkOH/+vBbOpgSDI6rWAgMDIRKJsGjRIpX927dvf+V3D4+OjoalpWWZ/SdPnsTo0aNf6VxI95T+WxCJRBCLxXB1dUV4ePhLr7Vo164d0tPTFTcg5Pe8hiu9lF9bGwBHR0dYWFgotoiIiBdOQy6XY9KkSXjnnXfQvHlzxX4/Pz9s2LABhw4dQmhoKH788UcMHjxY0Z6RkaESGAFQvM7IyNDGJwSAZTV6DRgZGeHzzz/HmDFjYGVlVdXTKcPGxqaqp0A6onv37oiKikJ+fj727NmDoKAgGBoaIjQ0tMJjisXiZ5YwlPF7XlNov6z238fNqHMriKCgIJw7dw5Hjx5V2a8cgLu7u6NOnTro0qULrl27hoYNG2pp3i/GzBFVe97e3rC3t3/ubyNHjx5Fhw4dYGxsDEdHR0ycOBE5OTmK9vT0dPTs2RPGxsZwcXHBxo0by5QJli5dCnd3d5iamsLR0RHjx49HdnY2gJLSw7Bhw5CVlaX47T0sLAyAarnBz88PAwcOVJlbYWEhateujfXr1wMo+Y0pIiICLi4uMDY2hoeHB3755RctfFJU00kkEtjb28PJyQnjxo2Dt7c3du7cicePH2Po0KGwsrKCiYkJfH19ceXKFcX7bt68id69e8PKygqmpqZo1qwZ9uzZA0C1rMbvOVVE6eNmSrcXBUfBwcGIjY3FoUOHXviorLZt2wIArl69CgCwt7fH3bt3VfqUvlYnyFcXgyOq9vT19bFw4UKsXLkSt2/fLtN+7do1dO/eHQMGDMCZM2ewefNmHD16FMHBwYo+Q4cOxZ07d5CQkIBff/0V3377Le7du6cyjp6eHlasWIHz589j3bp1iI+Px7Rp0wCUlB6WL18OqVSK9PR0pKenY8qUKWXm4u/vj127dimCKgD47bffkJubi/feew9AyeWs69evR2RkJM6fP4+QkBAMHjwYhw8f1srnRbrD2NgYBQUFCAwMxKlTp7Bz504kJSVBEAT06NEDhYWFAEp+S8/Pz0diYiLOnj2Lzz//HGZmZmXG4/dcB1RCWU1dgiAgODgY27ZtQ3x8PFxcXF74nuTkZABAnTp1AACenp44e/asyv/fcXFxkEqlaNq0qUbzedFkiaqtgIAAoW/fvoIgCMLbb78tDB8+XBAEQdi2bZtQ+vUdMWKEMHr0aJX3HTlyRNDT0xOePn0qXLx4UQAgnDx5UtF+5coVAYCwbNmyZx77559/FmrVqqV4HRUVJVhYWJTp5+TkpBinsLBQqF27trB+/XpF+6BBg4SBAwcKgiAIeXl5gomJiXD8+HGVMUaMGCEMGjTo+R8G6TTlfwtyuVyIi4sTJBKJ0K9fPwGAcOzYMUXfBw8eCMbGxsKWLVsEQRAEd3d3ISwsrNxxDx06JAAQHj9+LAgCv+c1VVZWlgBAyEq/Lgg597WyZaVfLxkzK0utOYwbN06wsLAQEhIShPT0dMWWm5srCIIgXL16VQgPDxdOnTolpKamCjt27BAaNGggeHl5KcYoKioSmjdvLnTr1k1ITk4W9u3bJ9jY2AihoaFa/by45oheG59//jnefffdMr/J/v333zhz5gxiYmIU+wRBgFwuR2pqKi5fvgwDAwO0bt1a0e7q6lpm/dKBAwcQERGBS5cuQSaToaioCHl5ecjNzVW5z8bzGBgY4MMPP0RMTAyGDBmCnJwc7NixA5s2bQJQkhrOzc1F165dVd5XUFCAVq1aafR5kO6JjY2FmZkZCgsLIZfL4efnh/79+yM2NlZRfgCAWrVqwc3NDRcvXgQATJw4EePGjcP+/fvh7e2NAQMGoEWLFhWeB7/nry/ZkydVNtbq1asBlNzoUVlUVBQCAwMhFotx4MABLF++HDk5OXB0dMSAAQMwa9YsRV99fX3ExsZi3Lhx8PT0hKmpKQICAlTui6QNDI7oteHl5QUfHx+EhoYiMDBQsT87OxtjxozBxIkTy7ynfv36uHz58gvHvnHjBnr16oVx48ZhwYIFsLa2xtGjRzFixAgUFBSoHRwBJSWHjh074t69e4iLi4OxsTG6d++umCsA7N69G3Xr1lV5H59nRS/SuXNnrF69GmKxGA4ODjAwMMDOnTtf+L6RI0fCx8cHu3fvxv79+xEREYEvv/wSEyZMqPBc+D1/vZQuvHds5KHVce3t7dW+t5DwgqeVOTo6qlV2dXJyUqyZqywMjui1smjRIrRs2RJubm6Kfa1bt8aFCxfg6upa7nvc3NxQVFSEv/76C23atAFQ8pvt48ePFX1Onz4NuVyOL7/8Enp6JUvxtmzZojKOWCxGcXHxC+fYrl07ODo6YvPmzdi7dy8++OADGBoaAgCaNm0KiUSCtLQ0dOzYUbOTJ51nampa5nvepEkTFBUV4ffff0e7du0AAA8fPkRKSorKGgxHR0eMHTsWY8eORWhoKL777rtygyN+z2smIyMjpKamoqCgQKvjisViGBkZaXXM6oDBEb1W3N3d4e/vjxUrVij2TZ8+HW+//TaCg4MxcuRImJqa4sKFC4iLi8PXX3+Nxo0bw9vbG6NHj8bq1athaGiITz75BMbGxop7Jbm6uqKwsBArV65E7969cezYMURGRqoc29nZGdnZ2Th48CA8PDxgYmLyzIySn58fIiMjcfnyZRw6dEix39zcHFOmTEFISAjkcjnat2+PrKwsHDt2DFKpFAEBAZXwqVFN9sYbb6Bv374YNWoU1qxZA3Nzc8yYMQN169ZF3759AQCTJk2Cr68vGjVqhMePH+PQoUNo0qRJuePxe15zGRkZ1chAplJodQUTkZYpL0ItlZqaKojFYkH56/vHH38IXbt2FczMzARTU1OhRYsWwoIFCxTtd+7cEXx9fQWJRCI4OTkJGzduFGxtbYXIyEhFn6VLlwp16tQRjI2NBR8fH2H9+vUqC1UFQRDGjh0r1KpVSwAgzJ07VxAE1YWqpS5cuCAAEJycnAS5XK7SJpfLheXLlwtubm6CoaGhYGNjI/j4+AiHDx9+uQ+LarTy/i2UevTokTBkyBDBwsJC8f29fPmyoj04OFho2LChIJFIBBsbG2HIkCHCgwcPBEEouyBbEPg9JxIJwguKgEQ10O3bt+Ho6IgDBw6gS5cuVT0dIiKqRhgckU6Ij49HdnY23N3dkZ6ejmnTpuGff/7B5cuXFeskiIiIAK45Ih1RWFiImTNn4vr16zA3N0e7du0QExPDwIiIiMpg5oiIiIhICR8fQkRERKSEwRERERGREgZHREREREoYHBEREREpYXBERBoJDAxEv379FK87deqESZMmvfJ5JCQkQCQSITMz85l9RCIRtm/frvaYYWFhaNmy5UvN68aNGxCJREhOTn6pcYio6jA4IqoBAgMDIRKJIBKJIBaL4erqivDwcBQVFVX6sbdu3Yr58+er1VedgIaIqKrxPkdENUT37t0RFRWF/Px87NmzB0FBQTA0NERoaGiZvgUFBWo/SftFrK2ttTIOEVF1wcwRUQ0hkUhgb28PJycnjBs3Dt7e3ti5cyeA/5XCFixYAAcHB7i5uQEAbt26hQ8//BCWlpawtrZG3759cePGDcWYxcXFmDx5MiwtLVGrVi1MmzYN/7012n/Lavn5+Zg+fTocHR0hkUjg6uqKH374ATdu3EDnzp0BAFZWVhCJRAgMDAQAyOVyREREwMXFBcbGxvDw8MAvv/yicpw9e/agUaNGMDY2RufOnVXmqa7p06ejUaNGMDExQYMGDTB79mwUFhaW6bdmzRo4OjrCxMQEH374IbKyslTav//+ezRp0gRGRkZo3LgxVq1apfFciKj6YnBEVEMZGxujoKBA8frgwYNISUlBXFwcYmNjUVhYCB8fH5ibm+PIkSM4duwYzMzM0L17d8X7vvzyS0RHR2Pt2rU4evQoHj16hG3btj33uEOHDsVPP/2EFStW4OLFi1izZg3MzMzg6OiIX3/9FQCQkpKC9PR0fPXVVwCAiIgIrF+/HpGRkTh//jxCQkIwePBgHD58GEBJENe/f3/07t0bycnJGDlyJGbMmKHxZ2Jubo7o6GhcuHABX331Fb777jssW7ZMpc/Vq1exZcsW7Nq1C/v27cNff/2F8ePHK9pjYmIwZ84cLFiwABcvXsTChQsxe/ZsrFu3TuP5EFE1VYUPvSUiLVF+YrtcLhfi4uIEiUQiTJkyRdFuZ2cn5OfnK97z448/Cm5ubipPU8/PzxeMjY2F3377TRAEQahTp46wePFiRXthYaFQr149lafDd+zYUfj4448FQRCElJQUAYAQFxdX7jzLewJ8Xl6eYGJiIhw/flyl74gRI4RBgwYJgiAIoaGhQtOmTVXap0+fXmas/wIgbNu27ZntS5YsEdq0aaN4PXfuXEFfX1+4ffu2Yt/evXsFPT09IT09XRAEQWjYsKGwceNGlXHmz58veHp6CoIgCKmpqQIA4a+//nrmcYmoeuOaI6IaIjY2FmZmZigsLIRcLoefnx/CwsIU7e7u7irrjP7++29cvXoV5ubmKuPk5eXh2rVryMrKQnp6Otq2batoMzAwwJtvvlmmtFYqOTkZ+vr66Nixo9rzvnr1KnJzc9G1a1eV/QUFBWjVqhUA4OLFiyrzAABPT0+1j1Fq8+bNWLFiBa5du4bs7GwUFRVBKpWq9Klfvz7q1q2rchy5XI6UlBSYm5vj2rVrGDFiBEaNGqXoU1RUBAsLC43nQ0TVE4Mjohqic+fOWL16NcRiMRwcHGBgoPrP29TUVOV1dnY22rRpg5iYmDJj2djYVGgOxsbGGr8nOzsbALB7926VoAQoWUelLUlJSfD398e8efPg4+MDCwsLbNq0CV9++aXGc/3uu+/KBGv6+vpamysRVS0GR0Q1hKmpKVxdXdXu37p1a2zevBm2trZlsiel6tSpg99//x1eXl4ASjIkp0+fRuvWrcvt7+7uDrlcjsOHD8Pb27tMe2nmqri4WLGvadOmkEgkSEtLe2bGqUmTJorF5aVOnDjx4pNUcvz4cTg5OeHTTz9V7Lt582aZfmlpabhz5w4cHBwUx9HT04Obmxvs7Ozg4OCA69evw9/fX6PjE9HrgwuyiXSUv78/ateujb59++LIkSNITU1FQkICJk6ciNu3bwMAPv74YyxatAjbt2/HpUuXMH78+Ofeo8jZ2RkBAQEYPnw4tm/frhhzy5YtAAAnJyeIRCLExsbi/v37yM7Ohrm5OaZMmYKQkBCsW7cO165dw59//omVK1cqFjmPHTsWV65cwdSpU5GSkoKNGzciOjpao/N94403kJaWhk2bNuHatWtYsWJFuYvLjYyMEBAQgL///htHjhzBxIkT8eGHH8Le3h4AMG/ePERERGDFihW4fPkyzp49i6ioKCxdulSj+RBR9cXgiEhHmZiYIDExEfXr10f//v3RpEkTjBgxAnl5eYpM0ieffIIhQ4YgICAAnp6eMDc3x3vvvffccVevXo33338f48ePR+PGjTFq1Cjk5OQAAOrWrYt58+ZhxowZsLOzQ3BwMABg/vz5mD17NiIiItCkSRN0794du3fvhouLC4CSdUC//vortm/fDg8PD0RGRmLhwoUanW+fPn0QEhKC4OBgtGzZEsePH8fs2bPL9HN1dUX//v3Ro0cPdOvWDS1atFC5VH/kyJH4/vvvERUVBXd3d3Ts2BHR0dGKuRLR608kPGtlJREREZEOYuaIiIiISAmDIyIiIiIlDI6IiIiIlDA4IiIiIlLC4IiIiIhICYMjIiIiIiUMjoiIiIiUMDgiIiIiUsLgiIiIiEgJgyMiIiIiJQyOiIiIiJQwOCIiIiJS8v/FrnG1U4j8eQAAAABJRU5ErkJggg==\n" }, "metadata": {} } ], "execution_count": 17, "id": "YCQfjN30U2h8" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 569 }, "id": "P8F9X07sU2h8", "outputId": "78bbb861-ce35-46e2-c53e-49f2e38f32a3" }, "source": [ "# 7.2 Side-by-side comparison\n", "\n", "# For fair comparison, evaluate LR on the same test subset used for DistilBERT\n", "X_test_subset_tfidf = tfidf.transform(test_subset['clean_text'])\n", "y_test_subset = test_subset['label'].values\n", "\n", "y_pred_lr_subset = best_lr.predict(X_test_subset_tfidf)\n", "\n", "lr_sub_accuracy = accuracy_score(y_test_subset, y_pred_lr_subset)\n", "lr_sub_precision = precision_score(y_test_subset, y_pred_lr_subset)\n", "lr_sub_recall = recall_score(y_test_subset, y_pred_lr_subset)\n", "lr_sub_f1 = f1_score(y_test_subset, y_pred_lr_subset)\n", "\n", "# Comparison table\n", "comparison = pd.DataFrame({\n", " 'Metric': ['Accuracy', 'Precision', 'Recall', 'F1-Score'],\n", " 'Logistic Regression': [lr_sub_accuracy, lr_sub_precision, lr_sub_recall, lr_sub_f1],\n", " 'DistilBERT': [bert_accuracy, bert_precision, bert_recall, bert_f1]\n", "})\n", "comparison = comparison.set_index('Metric')\n", "comparison = comparison.round(4)\n", "\n", "print(\"=\" * 55)\n", "print(\"MODEL COMPARISON (Same Test Subset)\")\n", "print(\"=\" * 55)\n", "print(comparison.to_string())\n", "\n", "# Grouped bar chart comparison\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "x = np.arange(len(comparison.index))\n", "width = 0.3\n", "\n", "bars1 = ax.bar(x - width/2, comparison['Logistic Regression'], width,\n", " label='TF-IDF + Logistic Regression', color='#3498db')\n", "bars2 = ax.bar(x + width/2, comparison['DistilBERT'], width,\n", " label='DistilBERT', color='#e67e22')\n", "\n", "ax.set_ylabel('Score')\n", "ax.set_title('Model Performance Comparison')\n", "ax.set_xticks(x)\n", "ax.set_xticklabels(comparison.index)\n", "ax.legend()\n", "ax.set_ylim(0.7, 1.0)\n", "ax.grid(axis='y', alpha=0.3)\n", "\n", "# Add value labels on bars\n", "for bar in bars1:\n", " ax.text(bar.get_x() + bar.get_width()/2., bar.get_height() + 0.005,\n", " f'{bar.get_height():.3f}', ha='center', va='bottom', fontsize=9)\n", "for bar in bars2:\n", " ax.text(bar.get_x() + bar.get_width()/2., bar.get_height() + 0.005,\n", " f'{bar.get_height():.3f}', ha='center', va='bottom', fontsize=9)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "=======================================================\n", "MODEL COMPARISON (Same Test Subset)\n", "=======================================================\n", " Logistic Regression DistilBERT\n", "Metric \n", "Accuracy 0.8914 0.9106\n", "Precision 0.8869 0.9098\n", "Recall 0.8972 0.9116\n", "F1-Score 0.8920 0.9107\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "execution_count": 18, "id": "P8F9X07sU2h8" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 357 }, "id": "3qNt-oOkU2h8", "outputId": "3e1d6530-eabd-4fa8-9e81-0a99b5de905e" }, "source": [ "# 7.3 Side-by-side confusion matrices\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "cm_lr_sub = confusion_matrix(y_test_subset, y_pred_lr_subset)\n", "ConfusionMatrixDisplay(cm_lr_sub, display_labels=['Negative', 'Positive']).plot(\n", " cmap='Blues', ax=axes[0], values_format='d')\n", "axes[0].set_title('TF-IDF + Logistic Regression')\n", "\n", "ConfusionMatrixDisplay(cm_bert, display_labels=['Negative', 'Positive']).plot(\n", " cmap='Oranges', ax=axes[1], values_format='d')\n", "axes[1].set_title('DistilBERT')\n", "\n", "plt.suptitle('Confusion Matrix Comparison', fontsize=14, fontweight='bold')\n", "plt.tight_layout()\n", "plt.show()\n" ], "outputs": [ { "output_type": "display_data", "data": { 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}, "metadata": {} } ], "execution_count": 19, "id": "3qNt-oOkU2h8" }, { "cell_type": "markdown", "metadata": { "id": "oaQSXFsQU2h8" }, "source": [ "## 8. Interpretability and Insight Generation\n", "\n", "### 8.1 SHAP Analysis for Logistic Regression\n", "\n", "We use **SHAP (SHapley Additive exPlanations)** to interpret which words most influence the Logistic Regression model's predictions.\n", "\n", "### 8.2 Attention Visualisation for DistilBERT\n", "\n", "We extract and visualise the **attention weights** from DistilBERT's self-attention heads to see which tokens the model focuses on when making sentiment predictions.\n" ], "id": "oaQSXFsQU2h8" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Jet6PfkgU2h9", "outputId": "2c418799-1400-4b71-b34c-572b711f21a7" }, "source": [ "# 8.1 SHAP analysis for Logistic Regression\n", "\n", "# Use a small background sample for SHAP (100 samples)\n", "background_sample = shap.sample(X_train_tfidf, 100, random_state=SEED)\n", "\n", "# Create SHAP explainer\n", "explainer = shap.LinearExplainer(best_lr, background_sample)\n", "\n", "# Explain a subset of test predictions (100 samples)\n", "X_test_shap = X_test_subset_tfidf[:100]\n", "shap_values = explainer.shap_values(X_test_shap)\n", "\n", "print(\"SHAP values computed for 100 test samples.\")\n", "print(f\"SHAP values shape: {shap_values.shape}\")\n" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "SHAP values computed for 100 test samples.\n", "SHAP values shape: (100, 20000)\n" ] } ], "execution_count": 20, "id": "Jet6PfkgU2h9" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 493 }, "id": "KaKiuGavU2h9", "outputId": "4684f8e1-f20d-4fea-c7d4-20dc8af73400" }, "source": [ "# SHAP summary plot — top 20 features by mean |SHAP value|\n", "\n", "# Compute mean absolute SHAP values per feature\n", "mean_shap = np.abs(shap_values).mean(axis=0)\n", "top_20_idx = np.argsort(mean_shap)[-20:]\n", "top_20_features = feature_names[top_20_idx]\n", "top_20_values = mean_shap[top_20_idx]\n", "\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.barh(top_20_features, top_20_values, color='#8e44ad')\n", "ax.set_xlabel('Mean |SHAP Value|')\n", "ax.set_title('SHAP Feature Importance — Logistic Regression (Top 20)')\n", "plt.tight_layout()\n", "plt.show()\n" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "execution_count": 21, "id": "KaKiuGavU2h9" }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 957 }, "id": "ywYX_1ieU2h9", "outputId": "8c3fd845-29ab-4b75-d974-855918e798cb" }, "source": [ "# SHAP bar plot using built-in SHAP visualisation\n", "shap.summary_plot(\n", " shap_values,\n", " X_test_shap,\n", " feature_names=feature_names,\n", " max_display=20,\n", " plot_type='bar',\n", " show=True\n", ")\n" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "execution_count": 22, "id": "ywYX_1ieU2h9" }, { "cell_type": "markdown", "metadata": { "id": "6LRm7U6nU2h9" }, "source": [ "## 9. Comparative Interpretability Discussion\n", "\n", "### Logistic Regression (TF-IDF)\n", "- **Interpretability:** Highly interpretable — each feature (word/bigram) has a learned coefficient weight. SHAP values directly show each word's contribution to the prediction.\n", "- **Limitations:** Treats words independently (bag-of-words); cannot capture context, word order, or long-range dependencies. Bigrams provide partial context but are still limited.\n", "\n", "### DistilBERT (Transformer)\n", "- **Interpretability:** Attention weights offer a window into which tokens the model focuses on, but attention ≠ explanation (Jain & Wallace, 2019). Attention patterns are harder to interpret than simple coefficient weights.\n", "- **Strengths:** Captures semantic meaning, word order, context, and long-range dependencies through self-attention. Can understand negation, sarcasm, and nuance that bag-of-words models miss.\n", "\n", "### Key Takeaways\n", "- Traditional ML models offer **transparency** at the cost of **linguistic understanding**.\n", "- Transformer models offer **superior performance** but with reduced **interpretability**.\n", "- For deployment, the choice depends on whether the priority is **transparency** (e.g., regulated industries) or **accuracy** (e.g., large-scale social media monitoring).\n" ], "id": "6LRm7U6nU2h9" }, { "cell_type": "markdown", "metadata": { "id": "1zir4S6zU2h9" }, "source": [ "## 10. Summary\n", "\n", "| Aspect | TF-IDF + Logistic Regression | DistilBERT |\n", "|---|---|---|\n", "| **Approach** | Bag-of-words + linear classifier | Contextual embeddings + fine-tuned transformer |\n", "| **Preprocessing** | Stopword removal, lemmatisation, TF-IDF | Minimal (WordPiece tokenisation) |\n", "| **Training time** | Seconds | Minutes (GPU) |\n", "| **Inference speed** | Very fast | Slower |\n", "| **Model size** | Small (KB) | Large (~250 MB) |\n", "| **Interpretability** | High (coefficients, SHAP) | Moderate (attention weights) |\n", "| **Context awareness** | None (bag-of-words) | Full (bidirectional self-attention) |\n", "| **Expected performance** | Good | Better |\n", "\n", "---\n", "*End of notebook — ACCA7026 Coursework*\n" ], "id": "1zir4S6zU2h9" } ] }