Lab06/NBC-IMDB-short-program.ipynb

{"cells":[{"cell_type":"markdown","id":"fea671fe","metadata":{"papermill":{"duration":0.005432,"end_time":"2024-02-27T10:30:44.298449","exception":false,"start_time":"2024-02-27T10:30:44.293017","status":"completed"},"tags":[]},"source":["# Naive Bayes Classifier on IMDB Movies Review Dataset\n","\n","Credits. **Harinarayan**"]},{"cell_type":"markdown","id":"5b45596c","metadata":{},"source":["<a href=\"https://www.kaggle.com/code/kbdharun/imdb-dataset-nbc-short-program?scriptVersionId=164522645\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>"]},{"cell_type":"markdown","id":"eaf6650d","metadata":{"papermill":{"duration":0.005175,"end_time":"2024-02-27T10:30:44.309356","exception":false,"start_time":"2024-02-27T10:30:44.304181","status":"completed"},"tags":[]},"source":["# I. Importing Packages\n"]},{"cell_type":"code","execution_count":1,"id":"1b9d0144","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-02-27T10:30:44.323158Z","iopub.status.busy":"2024-02-27T10:30:44.322479Z","iopub.status.idle":"2024-02-27T10:30:47.962189Z","shell.execute_reply":"2024-02-27T10:30:47.96051Z"},"papermill":{"duration":3.650422,"end_time":"2024-02-27T10:30:47.965633","exception":false,"start_time":"2024-02-27T10:30:44.315211","status":"completed"},"tags":[]},"outputs":[],"source":["import pandas as pd\n","from sklearn.model_selection import train_test_split\n","from sklearn.feature_extraction.text import CountVectorizer\n","from sklearn.naive_bayes import MultinomialNB\n","from sklearn.metrics import confusion_matrix, classification_report\n","import nltk\n","from nltk.corpus import stopwords\n","from nltk.stem import PorterStemmer\n","from nltk.tokenize import word_tokenize\n","import re\n","import matplotlib.pyplot as plt"]},{"cell_type":"markdown","id":"2099f725","metadata":{"papermill":{"duration":0.005276,"end_time":"2024-02-27T10:30:47.976116","exception":false,"start_time":"2024-02-27T10:30:47.97084","status":"completed"},"tags":[]},"source":["# II. Reading Dataset"]},{"cell_type":"code","execution_count":2,"id":"0d11b141","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:30:47.989149Z","iopub.status.busy":"2024-02-27T10:30:47.988634Z","iopub.status.idle":"2024-02-27T10:30:49.873743Z","shell.execute_reply":"2024-02-27T10:30:49.871781Z"},"papermill":{"duration":1.89561,"end_time":"2024-02-27T10:30:49.877585","exception":false,"start_time":"2024-02-27T10:30:47.981975","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["[nltk_data] Downloading package punkt to /usr/share/nltk_data...\n","[nltk_data]   Package punkt is already up-to-date!\n","[nltk_data] Downloading package stopwords to /usr/share/nltk_data...\n","[nltk_data]   Package stopwords is already up-to-date!\n"]}],"source":["# Download NLTK resources\n","nltk.download('punkt')\n","nltk.download('stopwords')\n","# Load the dataset using read_csv\n","df = pd.read_csv(r'/kaggle/input/imdb-dataset-of-50k-movie-reviews/IMDB Dataset.csv')"]},{"cell_type":"markdown","id":"9d580309","metadata":{"papermill":{"duration":0.011036,"end_time":"2024-02-27T10:30:49.899001","exception":false,"start_time":"2024-02-27T10:30:49.887965","status":"completed"},"tags":[]},"source":["# III. Exploring the Dataset"]},{"cell_type":"code","execution_count":3,"id":"1f171070","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:30:49.919808Z","iopub.status.busy":"2024-02-27T10:30:49.918569Z","iopub.status.idle":"2024-02-27T10:30:49.93369Z","shell.execute_reply":"2024-02-27T10:30:49.932012Z"},"papermill":{"duration":0.030094,"end_time":"2024-02-27T10:30:49.938089","exception":false,"start_time":"2024-02-27T10:30:49.907995","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["                                              review sentiment\n","0  One of the other reviewers has mentioned that ...  positive\n","1  A wonderful little production. <br /><br />The...  positive\n","2  I thought this was a wonderful way to spend ti...  positive\n","3  Basically there's a family where a little boy ...  negative\n","4  Petter Mattei's \"Love in the Time of Money\" is...  positive\n"]}],"source":["# Display the first few rows of the dataset\n","print(df.head())"]},{"cell_type":"markdown","id":"8b2f616d","metadata":{"papermill":{"duration":0.006654,"end_time":"2024-02-27T10:30:49.954782","exception":false,"start_time":"2024-02-27T10:30:49.948128","status":"completed"},"tags":[]},"source":["# IV. Preprocess the dataset"]},{"cell_type":"code","execution_count":4,"id":"95a709a5","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:30:49.968136Z","iopub.status.busy":"2024-02-27T10:30:49.967751Z","iopub.status.idle":"2024-02-27T10:30:49.975026Z","shell.execute_reply":"2024-02-27T10:30:49.97381Z"},"papermill":{"duration":0.017415,"end_time":"2024-02-27T10:30:49.977734","exception":false,"start_time":"2024-02-27T10:30:49.960319","status":"completed"},"tags":[]},"outputs":[],"source":["# Preprocessing function: tokenization, stopword removal, stemming, and removing special characters and <br>\n","def preprocess_text(text):\n","    # Remove special characters and <br>\n","    text = re.sub(r'<br />', '', text)\n","    text = re.sub(r'[^a-zA-Z\\s]', '', text)\n","    # Tokenization\n","    tokens = word_tokenize(text)\n","    # Removing stopwords\n","    stop_words = set(stopwords.words('english'))\n","    filtered_tokens = [word for word in tokens if word.lower() not in stop_words]\n","    # Stemming\n","    stemmer = PorterStemmer()\n","    stemmed_tokens = [stemmer.stem(word) for word in filtered_tokens]\n","    return \" \".join(stemmed_tokens)"]},{"cell_type":"code","execution_count":5,"id":"e98dd227","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:30:49.99317Z","iopub.status.busy":"2024-02-27T10:30:49.992368Z","iopub.status.idle":"2024-02-27T10:34:39.762141Z","shell.execute_reply":"2024-02-27T10:34:39.760411Z"},"papermill":{"duration":229.78197,"end_time":"2024-02-27T10:34:39.765336","exception":false,"start_time":"2024-02-27T10:30:49.983366","status":"completed"},"tags":[]},"outputs":[],"source":["# Apply preprocessing to the 'review' column\n","df['review'] = df['review'].apply(preprocess_text)"]},{"cell_type":"code","execution_count":6,"id":"2c3fb723","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:34:39.779903Z","iopub.status.busy":"2024-02-27T10:34:39.779523Z","iopub.status.idle":"2024-02-27T10:34:45.825424Z","shell.execute_reply":"2024-02-27T10:34:45.824101Z"},"papermill":{"duration":6.055366,"end_time":"2024-02-27T10:34:45.828262","exception":false,"start_time":"2024-02-27T10:34:39.772896","status":"completed"},"tags":[]},"outputs":[],"source":["# Split the dataset into training and testing sets\n","X_train, X_test, y_train, y_test = train_test_split(df['review'],df['sentiment'], test_size=0.2, random_state=42)\n","# Vectorize the text data\n","vectorizer = CountVectorizer()\n","X_train_vect = vectorizer.fit_transform(X_train)\n","X_test_vect = vectorizer.transform(X_test)\n","# Train the Naive Bayes classifier\n","classifier = MultinomialNB()\n","classifier.fit(X_train_vect, y_train)\n","# Predictions\n","predictions = classifier.predict(X_test_vect)"]},{"cell_type":"markdown","id":"11aa5d75","metadata":{"papermill":{"duration":0.00526,"end_time":"2024-02-27T10:34:45.839152","exception":false,"start_time":"2024-02-27T10:34:45.833892","status":"completed"},"tags":[]},"source":["# V. Plot Confusion Matrix, Histograms and check classification report"]},{"cell_type":"code","execution_count":7,"id":"63f0fec4","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:34:45.852066Z","iopub.status.busy":"2024-02-27T10:34:45.851701Z","iopub.status.idle":"2024-02-27T10:34:45.898023Z","shell.execute_reply":"2024-02-27T10:34:45.896026Z"},"papermill":{"duration":0.056449,"end_time":"2024-02-27T10:34:45.900973","exception":false,"start_time":"2024-02-27T10:34:45.844524","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Confusion Matrix:\n","[[4312  649]\n"," [ 806 4233]]\n"]}],"source":["# Confusion matrix\n","conf_matrix = confusion_matrix(y_test, predictions)\n","print(\"Confusion Matrix:\")\n","print(conf_matrix)"]},{"cell_type":"code","execution_count":8,"id":"84fae343","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:34:45.914445Z","iopub.status.busy":"2024-02-27T10:34:45.914036Z","iopub.status.idle":"2024-02-27T10:34:46.54041Z","shell.execute_reply":"2024-02-27T10:34:46.539101Z"},"papermill":{"duration":0.635895,"end_time":"2024-02-27T10:34:46.542888","exception":false,"start_time":"2024-02-27T10:34:45.906993","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 2 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["import seaborn as sns\n","# Display confusion matrix as a heatmap\n","sns.heatmap(conf_matrix, annot=True, fmt='d', xticklabels=classifier.classes_,yticklabels=classifier.classes_)\n","plt.xlabel('Predicted Labels')\n","plt.ylabel('True Labels')\n","plt.title('Confusion Matrix')\n","plt.show()"]},{"cell_type":"code","execution_count":9,"id":"5e10e0a2","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:34:46.556297Z","iopub.status.busy":"2024-02-27T10:34:46.555913Z","iopub.status.idle":"2024-02-27T10:34:46.873973Z","shell.execute_reply":"2024-02-27T10:34:46.872806Z"},"papermill":{"duration":0.328428,"end_time":"2024-02-27T10:34:46.877126","exception":false,"start_time":"2024-02-27T10:34:46.548698","status":"completed"},"tags":[]},"outputs":[{"name":"stdout","output_type":"stream","text":["Classification Report:\n","              precision    recall  f1-score   support\n","\n","    negative       0.84      0.87      0.86      4961\n","    positive       0.87      0.84      0.85      5039\n","\n","    accuracy                           0.85     10000\n","   macro avg       0.85      0.85      0.85     10000\n","weighted avg       0.85      0.85      0.85     10000\n","\n"]}],"source":["class_report = classification_report(y_test, predictions)\n","print(\"Classification Report:\")\n","print(class_report)"]},{"cell_type":"code","execution_count":10,"id":"fc29cf38","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:34:46.892343Z","iopub.status.busy":"2024-02-27T10:34:46.891934Z","iopub.status.idle":"2024-02-27T10:34:46.923852Z","shell.execute_reply":"2024-02-27T10:34:46.922775Z"},"papermill":{"duration":0.042667,"end_time":"2024-02-27T10:34:46.926589","exception":false,"start_time":"2024-02-27T10:34:46.883922","status":"completed"},"tags":[]},"outputs":[],"source":["df['review_length'] = df['review'].apply(len)\n"]},{"cell_type":"code","execution_count":11,"id":"a907ae30","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:34:46.940437Z","iopub.status.busy":"2024-02-27T10:34:46.940027Z","iopub.status.idle":"2024-02-27T10:34:47.222129Z","shell.execute_reply":"2024-02-27T10:34:47.220809Z"},"papermill":{"duration":0.292316,"end_time":"2024-02-27T10:34:47.225051","exception":false,"start_time":"2024-02-27T10:34:46.932735","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAk0AAAHHCAYAAACiOWx7AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8WgzjOAAAACXBIWXMAAA9hAAAPYQGoP6dpAABTgUlEQVR4nO3dd1gU1/s28HsBqbILqLCiiFhiiR2iomKJRFRiRI0Va4iaBGLBHhOisaAYuwaiyVdN1NhiSSwoEVsUG4oFFRu2KGCCsIKKwJ73D1/m5wjqiCAL3p/rmivuOc/OnNlZ4M7smVmVEEKAiIiIiF7IqKgHQERERFQcMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0UbFUuXJlDBw4sKiHUeLNmjULVapUgbGxMRo0aFDUw8nTwIEDUbly5aIeRrG1d+9eqFQqbNiwId/rOHbsGJo1awYrKyuoVCrExMQU3AAL0bVr16BSqbB8+XKpbdKkSVCpVEU3KDJoDE1U5JYvXw6VSoXjx4/n2d+6dWvUqVPntbezfft2TJo06bXX87bYtWsXxo4di+bNm2PZsmWYPn36c2sHDhwIlUolLWZmZnjnnXcQFBSER48evcFRF53KlSvjww8/LOphPNfq1asxb968Al9vZmYmunfvjuTkZMydOxe//vornJ2dC3w7OXJCXl5Lr169Cm27z3r2PV+6dGlUqVIFH3/8MX7//Xfo9fp8r7uwjhW9PpOiHgBRfsTFxcHI6NUy//bt27F48WIGJ4UiIyNhZGSEn3/+Gaampi+tNzMzw08//QQASE1NxZYtWzBlyhRcuXIFq1atKrRxLl269LX+QL0tVq9ejbNnz2LEiBEFut4rV67g+vXrWLp0KT799NMCXfeLDBs2DO+9956s7U2fcXz6Pf/w4UNcv34df/75Jz7++GO0bt0aW7ZsgVqtfuX1FtaxotfH0ETFkpmZWVEP4ZWlp6fDysqqqIehWFJSEiwsLBQFJgAwMTFB3759pcdffPEFmjVrht9++w1z5syBg4NDoYyzVKlShbJeUiYpKQkAYGNjU2DrVPKz4uHhgY8//rjAtpkfz77nAWDq1KmYMWMGJkyYgMGDB2Pt2rVFNDoqDPx4joqlZ+c0ZWZmYvLkyahevTrMzc1RpkwZtGjRAhEREQCenEpfvHgxAMhOqedIT0/HqFGj4OTkBDMzM9SoUQPff/89hBCy7T58+BDDhg1D2bJlYW1tjY8++gj//PMPVCqV7AxWzryIc+fOoU+fPrC1tUWLFi0AAKdPn8bAgQNRpUoVmJubQ6vV4pNPPsF///0n21bOOi5evIi+fftCo9GgXLly+OabbyCEwM2bN9G5c2eo1WpotVrMnj1b0WuXlZWFKVOmoGrVqjAzM0PlypXx1VdfISMjQ6pRqVRYtmwZ0tPTpdfq6XkfSqhUKrRo0QJCCFy9elXWt2PHDnh4eMDKygrW1tbw9vZGbGys1P/9999DpVLh+vXrudY7YcIEmJqa4t69ewDyntOk1+sxb948vPvuuzA3N4eDgwOGDh0qPQcAAgMDUaZMGdkx/vLLL6FSqbBgwQKpLTExESqVCqGhoa+0/8+zcuVKuLq6wsLCAnZ2dujVqxdu3rwpq8n5SPrcuXNo06YNLC0tUaFCBYSEhORa3/Xr1/HRRx/BysoK9vb2GDlyJHbu3AmVSoW9e/dK69u2bRuuX78uHc+8XrNp06ahYsWKMDc3R9u2bXH58uUX7svAgQPRqlUrAED37t2hUqnQunVrqT8yMlI6zjY2NujcuTPOnz8vW8eLflby63lzHlu3bi0bX2EZP3482rVrh/Xr1+PixYtS+5YtW+Dt7Q1HR0eYmZmhatWqmDJlCrKzs2VjfN6xevz4MYKCguDq6gqNRgMrKyt4eHhgz549hb5P9ATPNJHBSE1Nxb///purPTMz86XPnTRpEoKDg/Hpp5+icePG0Ol0OH78OE6cOIEPPvgAQ4cOxe3btxEREYFff/1V9lwhBD766CPs2bMHfn5+aNCgAXbu3IkxY8bgn3/+wdy5c6XagQMHYt26dejXrx+aNm2Kffv2wdvb+7nj6t69O6pXr47p06dLf5wjIiJw9epVDBo0CFqtFrGxsViyZAliY2Nx+PDhXJNQe/bsiVq1amHGjBnYtm0bpk6dCjs7O/z44494//33MXPmTKxatQqjR4/Ge++9h5YtW77wtfr000+xYsUKfPzxxxg1ahSOHDmC4OBgnD9/Hps2bQIA/Prrr1iyZAmOHj0qffzQrFmzlx6HZ127dg0AYGtrK7X9+uuvGDBgALy8vDBz5kw8ePAAoaGhaNGiBU6ePInKlSujR48eGDt2LNatW4cxY8bI1rlu3Tq0a9dOts5nDR06FMuXL8egQYMwbNgwxMfHY9GiRTh58iQOHjyIUqVKwcPDA3PnzkVsbKw0Z+7AgQMwMjLCgQMHMGzYMKkNwEtfVyWmTZuGb775Bj169MCnn36Ku3fvYuHChWjZsiVOnjwpO1tz7949tG/fHl27dkWPHj2wYcMGjBs3DnXr1kWHDh0APAn777//Pu7cuYPhw4dDq9Vi9erVuf6ITpw4Eampqbh165b0fi5durSsZsaMGTAyMsLo0aORmpqKkJAQ+Pr64siRI8/dn6FDh6JChQqYPn269HFZzhnFv/76Cx06dECVKlUwadIkPHz4EAsXLkTz5s1x4sSJXKEtr5+VF7l//36u3xd2dnav/LF9YenXrx927dqFiIgIvPPOOwCezN8sXbo0AgMDUbp0aURGRiIoKAg6nQ6zZs0C8OJjpdPp8NNPP6F3794YPHgw7t+/j59//hleXl44evSowV6sUaIIoiK2bNkyAeCFy7vvvit7jrOzsxgwYID0uH79+sLb2/uF2/H39xd5veU3b94sAIipU6fK2j/++GOhUqnE5cuXhRBCREdHCwBixIgRsrqBAwcKAOLbb7+V2r799lsBQPTu3TvX9h48eJCr7bfffhMAxP79+3OtY8iQIVJbVlaWqFixolCpVGLGjBlS+71794SFhYXsNclLTEyMACA+/fRTWfvo0aMFABEZGSm1DRgwQFhZWb1wfc/W3r17V9y9e1dcvnxZfP/990KlUok6deoIvV4vhBDi/v37wsbGRgwePFj2/ISEBKHRaGTt7u7uwtXVVVZ39OhRAUD88ssvsm07OztLjw8cOCAAiFWrVsmeGx4eLmtPSkoSAMQPP/wghBAiJSVFGBkZie7duwsHBwfpecOGDRN2dnbSPjyPs7PzC9+D165dE8bGxmLatGmy9jNnzggTExNZe6tWrXLtZ0ZGhtBqtaJbt25S2+zZswUAsXnzZqnt4cOHombNmgKA2LNnj9Tu7e0te51y7NmzRwAQtWrVEhkZGVL7/PnzBQBx5syZF+53zvPXr18va2/QoIGwt7cX//33n9R26tQpYWRkJPr37y+1vehn5UXby2uJj48XQuT+/ZCjVatWolWrVtLj+Ph4AUAsW7Ys13he5mU/HydPnhQAxMiRI6W2vH72hw4dKiwtLcWjR4+ktucdq6ysLNkxEuLJz76Dg4P45JNPXjpmen2GEcmJACxevBgRERG5lnr16r30uTY2NoiNjcWlS5deebvbt2+HsbGxdGYhx6hRoyCEwI4dOwAA4eHhAJ7M1Xnal19++dx1f/bZZ7naLCwspH8/evQI//77L5o2bQoAOHHiRK76pyfXGhsbw83NDUII+Pn5Se02NjaoUaNGro/BnrV9+3YATz6aetqoUaMAANu2bXvh818kPT0d5cqVQ7ly5VCtWjWMHj0azZs3x5YtW6SzZxEREUhJSUHv3r3x77//SouxsTGaNGkiO0PSs2dPREdH48qVK1Lb2rVrYWZmhs6dOz93HOvXr4dGo8EHH3wg24arqytKly4tbaNcuXKoWbMm9u/fDwA4ePAgjI2NMWbMGCQmJkrvpQMHDqBFixavfRn6xo0bodfr0aNHD9m4tFotqlevnuvsUOnSpWXzZUxNTdG4cWPZMQ4PD0eFChXw0UcfSW3m5uYYPHjwK49v0KBBsvlrHh4eAPDS91Re7ty5g5iYGAwcOBB2dnZSe7169fDBBx9I78On5fWz8iJBQUG5fldotdpXHmthyTk7dP/+fant6Z/9nDNlHh4eePDgAS5cuPDSdRobG0vHSK/XIzk5GVlZWXBzc8vzdwcVPH48RwajcePGcHNzy9Vua2ub58d2T/vuu+/QuXNnvPPOO6hTpw7at2+Pfv36KQpc169fh6OjI6ytrWXttWrVkvpz/mtkZAQXFxdZXbVq1Z677mdrASA5ORmTJ0/GmjVrpEm0OVJTU3PVV6pUSfZYo9HA3NwcZcuWzdX+7LyoZ+Xsw7Nj1mq1sLGxyXMOkVLm5ub4888/AQC3bt1CSEiINJk8R04Qef/99/Ncx9NXGnXv3h2BgYFYu3YtvvrqKwghsH79enTo0OGFVyRdunQJqampsLe3z7P/6dfcw8ND+gN+4MABuLm5wc3NDXZ2djhw4AAcHBxw6tQp9OnTR+Gr8HyXLl2CEALVq1fPs//ZCe0VK1bMFdRsbW1x+vRp6fH169dRtWrVXHUvek8+z7Pvs5yPP5+eB6ZUzvuoRo0aufpq1aqFnTt35prsndfPyovUrVsXnp6erzy2NyUtLQ0AZL9XYmNj8fXXXyMyMhI6nU5Wn9fPfl5WrFiB2bNn48KFC7KpC6/6+lH+MDRRidCyZUtcuXIFW7Zswa5du/DTTz9h7ty5CAsLe6OXQT/r6cCQo0ePHjh06BDGjBmDBg0aoHTp0tDr9Wjfvn2el84bGxsragOgaC4IgEK5eZ+xsbHsj5iXlxdq1qyJoUOH4o8//gAAaf9+/fXXPM8KmJj8368kR0dHeHh4YN26dfjqq69w+PBh3LhxAzNnznzhOPR6Pezt7Z97m4Ny5cpJ/27RogWWLl2Kq1ev4sCBA/Dw8JAmsB84cACOjo7Q6/XSWZfXodfroVKpsGPHjjyP37NzjF73GL+qN729Z+X1s5Jfz3t/Z2dnP3c/C9rZs2cB/F+ATUlJQatWraBWq/Hdd9+hatWqMDc3x4kTJzBu3DhFt81YuXIlBg4cCB8fH4wZMwb29vYwNjZGcHCw7IwsFR6GJiox7OzsMGjQIAwaNAhpaWlo2bIlJk2aJIWm5/0idXZ2xl9//YX79+/L/q8w53R5zo36nJ2dodfrER8fLztb8LIrjJ5279497N69G5MnT0ZQUJDUnp+PFfMjZx8uXboknUkDnlwhlpKSUqA3JSxfvjxGjhyJyZMn4/Dhw2jatCmqVq0KALC3t1d0lqBnz5744osvEBcXh7Vr18LS0hKdOnV64XOqVq2Kv/76C82bN3/pH+KcMBQREYFjx45h/PjxAJ6E8NDQUDg6OsLKygqurq5Kdvml4xJCwMXFRZoY/LqcnZ1x7tw5CCFk7++83pNv8i7XOe+juLi4XH0XLlxA2bJlC/X2G7a2tkhJScnVfv36dVSpUqXQtvu0X3/9FSqVCh988AGAJzfl/O+//7Bx40bZRQXx8fG5nvu8Y7VhwwZUqVIFGzdulNV8++23BTx6eh7OaaIS4dmPpUqXLo1q1arJLqPP+SX97C/Tjh07Ijs7G4sWLZK1z507FyqVSrpSycvLCwDwww8/yOoWLlyoeJw5/5f77P+9v6m7/3bs2DHP7c2ZMwcAXnglYH58+eWXsLS0xIwZMwA8eQ3VajWmT5+e51WRd+/elT3u1q0bjI2N8dtvv2H9+vX48MMPX/rHtkePHsjOzsaUKVNy9WVlZcmOv4uLCypUqIC5c+ciMzMTzZs3B/AkTF25cgUbNmxA06ZNZWfA8qtr164wNjbG5MmTcx1/IcRLP1rNi5eXF/755x/pTB7wZJ7c0qVLc9VaWVkp/gjodZUvXx4NGjTAihUrZK/32bNnsWvXLul9WFiqVq2Kw4cP4/Hjx1Lb1q1bc93aobDMmDEDu3btQs+ePaX/wcrrZ//x48e5fp8Azz9Wea3jyJEjiIqKKtDx0/PxTBOVCLVr10br1q3h6uoKOzs7HD9+HBs2bEBAQIBUk3O2YNiwYfDy8oKxsTF69eqFTp06oU2bNpg4cSKuXbuG+vXrY9euXdiyZQtGjBghnR1xdXVFt27dMG/ePPz333/SLQdy7sOi5P/k1Wo1WrZsiZCQEGRmZqJChQrYtWtXnv+3WRjq16+PAQMGYMmSJdLHBUePHsWKFSvg4+ODNm3aFOj2ypQpg0GDBuGHH37A+fPnUatWLYSGhqJfv35o1KgRevXqhXLlyuHGjRvYtm0bmjdvLguv9vb2aNOmDebMmYP79++jZ8+eL91mq1atMHToUAQHByMmJgbt2rVDqVKlcOnSJaxfvx7z58+X3RTRw8MDa9asQd26daV5PI0aNYKVlRUuXrz4SvOZLl++jKlTp+Zqb9iwIby9vTF16lRMmDAB165dg4+PD6ytrREfH49NmzZhyJAhGD16tOJtAU8u+V+0aBF69+6N4cOHo3z58li1ahXMzc0ByN+Trq6uWLt2LQIDA/Hee++hdOnSLz1r9zpmzZqFDh06wN3dHX5+ftItBzQaTaHflf/TTz/Fhg0b0L59e/To0QNXrlzBypUrpZ/lgpKVlYWVK1cCeBJWr1+/jj/++AOnT59GmzZtsGTJEqm2WbNmsLW1xYABAzBs2DCoVCr8+uuveX78+bxj9eGHH2Ljxo3o0qULvL29ER8fj7CwMNSuXVuaQ0WFrAiu2COSybnlwLFjx/Lsb9Wq1UtvOTB16lTRuHFjYWNjIywsLETNmjXFtGnTxOPHj6WarKws8eWXX4py5coJlUolu6z4/v37YuTIkcLR0VGUKlVKVK9eXcyaNSvXZebp6enC399f2NnZidKlSwsfHx8RFxcnAMhuAZBz2fLdu3dz7c+tW7dEly5dhI2NjdBoNKJ79+7i9u3bz71twbPreN6lznm9TnnJzMwUkydPFi4uLqJUqVLCyclJTJgwQXbJ84u2k5cX1V65ckUYGxvLjteePXuEl5eX0Gg0wtzcXFStWlUMHDhQHD9+PNfzly5dKgAIa2tr8fDhwzy3ndfl2UuWLBGurq7CwsJCWFtbi7p164qxY8eK27dvy+oWL14sAIjPP/9c1u7p6SkAiN27dyt4BZ68J/GcS+H9/Pykut9//120aNFCWFlZCSsrK1GzZk3h7+8v4uLipJrnHcu89vXq1avC29tbWFhYiHLlyolRo0aJ33//XQAQhw8flurS0tJEnz59hI2NjQAgred5twzI63L8vDzv+UII8ddff4nmzZsLCwsLoVarRadOncS5c+dkNS/6WXnV7T1t9uzZokKFCsLMzEw0b95cHD9+vMBvOfD0Mba0tBSVK1cW3bp1Exs2bBDZ2dm5nnPw4EHRtGlTYWFhIRwdHcXYsWPFzp07c90e4nnHSq/Xi+nTpwtnZ2dhZmYmGjZsKLZu3frcnwEqeCoh3tAsP6ISKiYmBg0bNsTKlSvh6+tb1MMhwrx58zBy5EjcunULFSpUKOrhEJUYnNNE9AoePnyYq23evHkwMjIqkDtGE72qZ9+Tjx49wo8//ojq1aszMBEVMM5pInoFISEhiI6ORps2bWBiYoIdO3Zgx44dGDJkCJycnIp6ePQW6tq1KypVqoQGDRogNTUVK1euxIULF557ywUiyj9+PEf0CiIiIjB58mScO3cOaWlpqFSpEvr164eJEycWyBVWRK9q3rx5+Omnn3Dt2jVkZ2ejdu3aGDt2rKJJ80T0ahiaiIiIiBTgnCYiIiIiBRiaiIiIiBTgJIwCotfrcfv2bVhbW7/RrysgIiKi/BNC4P79+3B0dISR0YvPJTE0FZDbt2/z6ikiIqJi6ubNm6hYseILaxiaCkjOF73evHkTarW6iEdDRERESuh0Ojg5Ocm+sP15GJoKSM5Hcmq1mqGJiIiomFEytYYTwYmIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBk6IeAL1Zlcdve2nNtRneb2AkRERExQvPNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKVCkoWn//v3o1KkTHB0doVKpsHnz5ufWfvbZZ1CpVJg3b56sPTk5Gb6+vlCr1bCxsYGfnx/S0tJkNadPn4aHhwfMzc3h5OSEkJCQXOtfv349atasCXNzc9StWxfbt28viF0kIiKiEqJIQ1N6ejrq16+PxYsXv7Bu06ZNOHz4MBwdHXP1+fr6IjY2FhEREdi6dSv279+PIUOGSP06nQ7t2rWDs7MzoqOjMWvWLEyaNAlLliyRag4dOoTevXvDz88PJ0+ehI+PD3x8fHD27NmC21kiIiIq1lRCCFHUgwAAlUqFTZs2wcfHR9b+zz//oEmTJti5cye8vb0xYsQIjBgxAgBw/vx51K5dG8eOHYObmxsAIDw8HB07dsStW7fg6OiI0NBQTJw4EQkJCTA1NQUAjB8/Hps3b8aFCxcAAD179kR6ejq2bt0qbbdp06Zo0KABwsLCFI1fp9NBo9EgNTUVarX6NV+NwsPvniMiIvo/r/L326DnNOn1evTr1w9jxozBu+++m6s/KioKNjY2UmACAE9PTxgZGeHIkSNSTcuWLaXABABeXl6Ii4vDvXv3pBpPT0/Zur28vBAVFfXcsWVkZECn08kWIiIiKrkMOjTNnDkTJiYmGDZsWJ79CQkJsLe3l7WZmJjAzs4OCQkJUo2Dg4OsJufxy2py+vMSHBwMjUYjLU5OTq+2c0RERFSsGGxoio6Oxvz587F8+XKoVKqiHk4uEyZMQGpqqrTcvHmzqIdEREREhchgQ9OBAweQlJSESpUqwcTEBCYmJrh+/TpGjRqFypUrAwC0Wi2SkpJkz8vKykJycjK0Wq1Uk5iYKKvJefyympz+vJiZmUGtVssWIiIiKrkMNjT169cPp0+fRkxMjLQ4OjpizJgx2LlzJwDA3d0dKSkpiI6Olp4XGRkJvV6PJk2aSDX79+9HZmamVBMREYEaNWrA1tZWqtm9e7ds+xEREXB3dy/s3SQiIqJiwqQoN56WlobLly9Lj+Pj4xETEwM7OztUqlQJZcqUkdWXKlUKWq0WNWrUAADUqlUL7du3x+DBgxEWFobMzEwEBASgV69e0u0J+vTpg8mTJ8PPzw/jxo3D2bNnMX/+fMydO1da7/Dhw9GqVSvMnj0b3t7eWLNmDY4fPy67LQERERG93Yr0TNPx48fRsGFDNGzYEAAQGBiIhg0bIigoSPE6Vq1ahZo1a6Jt27bo2LEjWrRoIQs7Go0Gu3btQnx8PFxdXTFq1CgEBQXJ7uXUrFkzrF69GkuWLEH9+vWxYcMGbN68GXXq1Cm4nSUiIqJizWDu01Tc8T5NRERExU+JuU8TERERkaFgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBQo0tC0f/9+dOrUCY6OjlCpVNi8ebPUl5mZiXHjxqFu3bqwsrKCo6Mj+vfvj9u3b8vWkZycDF9fX6jVatjY2MDPzw9paWmymtOnT8PDwwPm5uZwcnJCSEhIrrGsX78eNWvWhLm5OerWrYvt27cXyj4TERFR8VSkoSk9PR3169fH4sWLc/U9ePAAJ06cwDfffIMTJ05g48aNiIuLw0cffSSr8/X1RWxsLCIiIrB161bs378fQ4YMkfp1Oh3atWsHZ2dnREdHY9asWZg0aRKWLFki1Rw6dAi9e/eGn58fTp48CR8fH/j4+ODs2bOFt/NERERUrKiEEKKoBwEAKpUKmzZtgo+Pz3Nrjh07hsaNG+P69euoVKkSzp8/j9q1a+PYsWNwc3MDAISHh6Njx464desWHB0dERoaiokTJyIhIQGmpqYAgPHjx2Pz5s24cOECAKBnz55IT0/H1q1bpW01bdoUDRo0QFhYmKLx63Q6aDQapKamQq1W5/NVKHyVx297ac21Gd5vYCRERERF71X+fherOU2pqalQqVSwsbEBAERFRcHGxkYKTADg6ekJIyMjHDlyRKpp2bKlFJgAwMvLC3Fxcbh3755U4+npKduWl5cXoqKinjuWjIwM6HQ62UJEREQlV7EJTY8ePcK4cePQu3dvKQkmJCTA3t5eVmdiYgI7OzskJCRINQ4ODrKanMcvq8npz0twcDA0Go20ODk5vd4OEhERkUErFqEpMzMTPXr0gBACoaGhRT0cAMCECROQmpoqLTdv3izqIREREVEhMinqAbxMTmC6fv06IiMjZZ83arVaJCUlyeqzsrKQnJwMrVYr1SQmJspqch6/rCanPy9mZmYwMzPL/44RERFRsWLQZ5pyAtOlS5fw119/oUyZMrJ+d3d3pKSkIDo6WmqLjIyEXq9HkyZNpJr9+/cjMzNTqomIiECNGjVga2sr1ezevVu27oiICLi7uxfWrhEREVExU6ShKS0tDTExMYiJiQEAxMfHIyYmBjdu3EBmZiY+/vhjHD9+HKtWrUJ2djYSEhKQkJCAx48fAwBq1aqF9u3bY/DgwTh69CgOHjyIgIAA9OrVC46OjgCAPn36wNTUFH5+foiNjcXatWsxf/58BAYGSuMYPnw4wsPDMXv2bFy4cAGTJk3C8ePHERAQ8MZfEyIiIjJMRXrLgb1796JNmza52gcMGIBJkybBxcUlz+ft2bMHrVu3BvDk5pYBAQH4888/YWRkhG7dumHBggUoXbq0VH/69Gn4+/vj2LFjKFu2LL788kuMGzdOts7169fj66+/xrVr11C9enWEhISgY8eOiveFtxwgIiIqfl7l77fB3KepuGNoIiIiKn5K7H2aiIiIiIoKQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKRAkYam/fv3o1OnTnB0dIRKpcLmzZtl/UIIBAUFoXz58rCwsICnpycuXbokq0lOToavry/UajVsbGzg5+eHtLQ0Wc3p06fh4eEBc3NzODk5ISQkJNdY1q9fj5o1a8Lc3Bx169bF9u3bC3x/iYiIqPgq0tCUnp6O+vXrY/HixXn2h4SEYMGCBQgLC8ORI0dgZWUFLy8vPHr0SKrx9fVFbGwsIiIisHXrVuzfvx9DhgyR+nU6Hdq1awdnZ2dER0dj1qxZmDRpEpYsWSLVHDp0CL1794afnx9OnjwJHx8f+Pj44OzZs4W380RERFSsqIQQoqgHAQAqlQqbNm2Cj48PgCdnmRwdHTFq1CiMHj0aAJCamgoHBwcsX74cvXr1wvnz51G7dm0cO3YMbm5uAIDw8HB07NgRt27dgqOjI0JDQzFx4kQkJCTA1NQUADB+/Hhs3rwZFy5cAAD07NkT6enp2Lp1qzSepk2bokGDBggLC1M0fp1OB41Gg9TUVKjV6oJ6WQpc5fHbXlpzbYb3GxgJERFR0XuVv98GO6cpPj4eCQkJ8PT0lNo0Gg2aNGmCqKgoAEBUVBRsbGykwAQAnp6eMDIywpEjR6Sali1bSoEJALy8vBAXF4d79+5JNU9vJ6cmZzt5ycjIgE6nky1ERERUchlsaEpISAAAODg4yNodHBykvoSEBNjb28v6TUxMYGdnJ6vJax1Pb+N5NTn9eQkODoZGo5EWJyenV91FIiIiKkYMNjQZugkTJiA1NVVabt68WdRDIiIiokJksKFJq9UCABITE2XtiYmJUp9Wq0VSUpKsPysrC8nJybKavNbx9DaeV5PTnxczMzOo1WrZQkRERCWXwYYmFxcXaLVa7N69W2rT6XQ4cuQI3N3dAQDu7u5ISUlBdHS0VBMZGQm9Xo8mTZpINfv370dmZqZUExERgRo1asDW1laqeXo7OTU52yEiIiIq0tCUlpaGmJgYxMTEAHgy+TsmJgY3btyASqXCiBEjMHXqVPzxxx84c+YM+vfvD0dHR+kKu1q1aqF9+/YYPHgwjh49ioMHDyIgIAC9evWCo6MjAKBPnz4wNTWFn58fYmNjsXbtWsyfPx+BgYHSOIYPH47w8HDMnj0bFy5cwKRJk3D8+HEEBAS86ZeEiIiIDJRJUW78+PHjaNOmjfQ4J8gMGDAAy5cvx9ixY5Geno4hQ4YgJSUFLVq0QHh4OMzNzaXnrFq1CgEBAWjbti2MjIzQrVs3LFiwQOrXaDTYtWsX/P394erqirJlyyIoKEh2L6dmzZph9erV+Prrr/HVV1+hevXq2Lx5M+rUqfMGXgUiIiIqDgzmPk3FHe/TREREVPyUiPs0ERERERkShiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISIF8haarV68W9DiIiIiIDFq+QlO1atXQpk0brFy5Eo8ePSroMREREREZnHyFphMnTqBevXoIDAyEVqvF0KFDcfTo0YIeGxEREZHByFdoatCgAebPn4/bt2/jf//7H+7cuYMWLVqgTp06mDNnDu7evVvQ4yQiIiIqUq81EdzExARdu3bF+vXrMXPmTFy+fBmjR4+Gk5MT+vfvjzt37hTUOImIiIiK1GuFpuPHj+OLL75A+fLlMWfOHIwePRpXrlxBREQEbt++jc6dOxfUOImIiIiKlEl+njRnzhwsW7YMcXFx6NixI3755Rd07NgRRkZPMpiLiwuWL1+OypUrF+RYiYiIiIpMvkJTaGgoPvnkEwwcOBDly5fPs8be3h4///zzaw2OiIiIyFDkKzRdunTppTWmpqYYMGBAflZPREREZHDyNadp2bJlWL9+fa729evXY8WKFa89KCIiIiJDk6/QFBwcjLJly+Zqt7e3x/Tp0197UERERESGJl+h6caNG3BxccnV7uzsjBs3brz2oIiIiIgMTb5Ck729PU6fPp2r/dSpUyhTpsxrD4qIiIjI0OQrNPXu3RvDhg3Dnj17kJ2djezsbERGRmL48OHo1atXQY+RiIiIqMjl6+q5KVOm4Nq1a2jbti1MTJ6sQq/Xo3///pzTRERERCVSvkKTqakp1q5diylTpuDUqVOwsLBA3bp14ezsXNDjIyIiIjII+QpNOd555x288847BTUWIiIiIoOVr9CUnZ2N5cuXY/fu3UhKSoJer5f1R0ZGFsjgiIiIiAxFvkLT8OHDsXz5cnh7e6NOnTpQqVQFPS4iIiIig5Kv0LRmzRqsW7cOHTt2LOjxEBERERmkfN1ywNTUFNWqVSvoseSSnZ2Nb775Bi4uLrCwsEDVqlUxZcoUCCGkGiEEgoKCUL58eVhYWMDT0zPXd+MlJyfD19cXarUaNjY28PPzQ1pamqzm9OnT8PDwgLm5OZycnBASElLo+2eoKo/f9tKFiIjobZOv0DRq1CjMnz9fFl4Kw8yZMxEaGopFixbh/PnzmDlzJkJCQrBw4UKpJiQkBAsWLEBYWBiOHDkCKysreHl54dGjR1KNr68vYmNjERERga1bt2L//v0YMmSI1K/T6dCuXTs4OzsjOjoas2bNwqRJk7BkyZJC3T8iIiIqPlQiH8mnS5cu2LNnD+zs7PDuu++iVKlSsv6NGzcWyOA+/PBDODg44Oeff5baunXrBgsLC6xcuRJCCDg6OmLUqFEYPXo0ACA1NRUODg5Yvnw5evXqhfPnz6N27do4duwY3NzcAADh4eHo2LEjbt26BUdHR4SGhmLixIlISEiAqakpAGD8+PHYvHkzLly4oGisOp0OGo0GqampUKvVBbL/haGgzhJdm+FdIOshIiIqSq/y9ztfZ5psbGzQpUsXtGrVCmXLloVGo5EtBaVZs2bYvXs3Ll68CODJ17T8/fff6NChAwAgPj4eCQkJ8PT0lJ6j0WjQpEkTREVFAQCioqJgY2MjBSYA8PT0hJGREY4cOSLVtGzZUgpMAODl5YW4uDjcu3evwPaHiIiIiq98TQRftmxZQY8jT+PHj4dOp0PNmjVhbGyM7OxsTJs2Db6+vgCAhIQEAICDg4PseQ4ODlJfQkIC7O3tZf0mJiaws7OT1Tz7BcQ560xISICtrW2usWVkZCAjI0N6rNPpXmdXiYiIyMDl60wTAGRlZeGvv/7Cjz/+iPv37wMAbt++nWuC9etYt24dVq1ahdWrV+PEiRNYsWIFvv/+e6xYsaLAtpFfwcHBsrNrTk5ORT0kIiIiKkT5OtN0/fp1tG/fHjdu3EBGRgY++OADWFtbY+bMmcjIyEBYWFiBDG7MmDEYP3689CXAdevWxfXr1xEcHIwBAwZAq9UCABITE1G+fHnpeYmJiWjQoAEAQKvVIikpSbberKwsJCcnS8/XarVITEyU1eQ8zql51oQJExAYGCg91ul0DE5EREQlWL7ONA0fPhxubm64d+8eLCwspPYuXbpg9+7dBTa4Bw8ewMhIPkRjY2PpDuQuLi7QarWybep0Ohw5cgTu7u4AAHd3d6SkpCA6OlqqiYyMhF6vR5MmTaSa/fv3IzMzU6qJiIhAjRo18vxoDgDMzMygVqtlCxEREZVc+QpNBw4cwNdffy2bOA0AlStXxj///FMgAwOATp06Ydq0adi2bRuuXbuGTZs2Yc6cOejSpQsAQKVSYcSIEZg6dSr++OMPnDlzBv3794ejoyN8fHwAALVq1UL79u0xePBgHD16FAcPHkRAQAB69eoFR0dHAECfPn1gamoKPz8/xMbGYu3atZg/f77sTBIRERG93fL18Zxer0d2dnau9lu3bsHa2vq1B5Vj4cKF+Oabb/DFF18gKSkJjo6OGDp0KIKCgqSasWPHIj09HUOGDEFKSgpatGiB8PBwmJubSzWrVq1CQEAA2rZtCyMjI3Tr1g0LFiyQ+jUaDXbt2gV/f3+4urqibNmyCAoKkt3LiYiIiN5u+bpPU8+ePaHRaLBkyRJYW1vj9OnTKFeuHDp37oxKlSq9savrDAnv00RERFT8vMrf73ydaZo9eza8vLxQu3ZtPHr0CH369MGlS5dQtmxZ/Pbbb/kaNBEREZEhy1doqlixIk6dOoU1a9bg9OnTSEtLg5+fH3x9fWUTw4mIiIhKinyFJuDJDSL79u1bkGMhIiIiMlj5Ck2//PLLC/v79++fr8EQERERGap8habhw4fLHmdmZuLBgwcwNTWFpaUlQxMRERGVOPm6T9O9e/dkS1paGuLi4tCiRQtOBCciIqISKd/fPfes6tWrY8aMGbnOQhERERGVBAUWmoAnk8Nv375dkKskIiIiMgj5mtP0xx9/yB4LIXDnzh0sWrQIzZs3L5CBERERERmSfIWmnO91y6FSqVCuXDm8//77mD17dkGMi4iIiMig5Pu754iIiIjeJgU6p4mIiIiopMrXmabAwEDFtXPmzMnPJoiIiIgMSr5C08mTJ3Hy5ElkZmaiRo0aAICLFy/C2NgYjRo1kupUKlXBjJKIiIioiOUrNHXq1AnW1tZYsWIFbG1tATy54eWgQYPg4eGBUaNGFeggiYiIiIpavuY0zZ49G8HBwVJgAgBbW1tMnTqVV88RERFRiZSv0KTT6XD37t1c7Xfv3sX9+/dfe1BEREREhiZfoalLly4YNGgQNm7ciFu3buHWrVv4/fff4efnh65duxb0GImIiIiKXL7mNIWFhWH06NHo06cPMjMzn6zIxAR+fn6YNWtWgQ6QiIiIyBDkKzRZWlrihx9+wKxZs3DlyhUAQNWqVWFlZVWggyMiIiIyFK91c8s7d+7gzp07qF69OqysrCCEKKhxERERERmUfIWm//77D23btsU777yDjh074s6dOwAAPz8/3m6AiIiISqR8haaRI0eiVKlSuHHjBiwtLaX2nj17Ijw8vMAGR0RERGQo8jWnadeuXdi5cycqVqwoa69evTquX79eIAMjIiIiMiT5OtOUnp4uO8OUIzk5GWZmZq89KCIiIiJDk6/Q5OHhgV9++UV6rFKpoNfrERISgjZt2hTY4IiIiIgMRb4+ngsJCUHbtm1x/PhxPH78GGPHjkVsbCySk5Nx8ODBgh4jERERUZHLV2iqU6cOLl68iEWLFsHa2hppaWno2rUr/P39Ub58+YIeIylUefy2oh4CERFRifXKoSkzMxPt27dHWFgYJk6cWBhjIiIiIjI4rzynqVSpUjh9+nRhjIWIiIjIYOVrInjfvn3x888/F/RYiIiIiAxWvuY0ZWVl4X//+x/++usvuLq65vrOuTlz5hTI4IiIiIgMxSuFpqtXr6Jy5co4e/YsGjVqBAC4ePGirEalUhXc6IiIiIgMxCuFpurVq+POnTvYs2cPgCdfm7JgwQI4ODgUyuCIiIiIDMUrzWkSQsge79ixA+np6QU6ICIiIiJDlK+J4DmeDVFEREREJdUrhSaVSpVrzhLnMBEREdHb4JXmNAkhMHDgQOlLeR89eoTPPvss19VzGzduLLgREhERERmAVzrTNGDAANjb20Oj0UCj0aBv375wdHSUHucsBemff/5B3759UaZMGVhYWKBu3bo4fvy41C+EQFBQEMqXLw8LCwt4enri0qVLsnUkJyfD19cXarUaNjY28PPzQ1pamqzm9OnT8PDwgLm5OZycnBASElKg+0FERETF2yudaVq2bFlhjSNP9+7dQ/PmzdGmTRvs2LED5cqVw6VLl2BrayvVhISEYMGCBVixYgVcXFzwzTffwMvLC+fOnYO5uTkAwNfXF3fu3EFERAQyMzMxaNAgDBkyBKtXrwYA6HQ6tGvXDp6enggLC8OZM2fwySefwMbGBkOGDHmj+0xERESGSSUMeDb3+PHjcfDgQRw4cCDPfiEEHB0dMWrUKIwePRoAkJqaCgcHByxfvhy9evXC+fPnUbt2bRw7dgxubm4AgPDwcHTs2BG3bt2Co6MjQkNDMXHiRCQkJMDU1FTa9ubNm3HhwgVFY9XpdNBoNEhNTYVarS6AvX91b/ILe6/N8H5j2yIiIiosr/L3+7Wunitsf/zxB9zc3NC9e3fY29ujYcOGWLp0qdQfHx+PhIQEeHp6Sm0ajQZNmjRBVFQUACAqKgo2NjZSYAIAT09PGBkZ4ciRI1JNy5YtpcAEAF5eXoiLi8O9e/fyHFtGRgZ0Op1sISIiopLLoEPT1atXERoaiurVq2Pnzp34/PPPMWzYMKxYsQIAkJCQAAC5bq7p4OAg9SUkJMDe3l7Wb2JiAjs7O1lNXut4ehvPCg4Ols3jcnJyes29JSIiIkNm0KFJr9ejUaNGmD59Oho2bIghQ4Zg8ODBCAsLK+qhYcKECUhNTZWWmzdvFvWQiIiIqBAZdGgqX748ateuLWurVasWbty4AQDQarUAgMTERFlNYmKi1KfVapGUlCTrz8rKQnJysqwmr3U8vY1nmZmZQa1WyxYiIiIquQw6NDVv3hxxcXGytosXL8LZ2RkA4OLiAq1Wi927d0v9Op0OR44cgbu7OwDA3d0dKSkpiI6OlmoiIyOh1+vRpEkTqWb//v3IzMyUaiIiIlCjRg3ZlXpERET09jLo0DRy5EgcPnwY06dPx+XLl7F69WosWbIE/v7+AJ7cjXzEiBGYOnUq/vjjD5w5cwb9+/eHo6MjfHx8ADw5M9W+fXsMHjwYR48excGDBxEQEIBevXrB0dERANCnTx+YmprCz88PsbGxWLt2LebPn4/AwMCi2nUiIiIyMK90n6Y37b333sOmTZswYcIEfPfdd3BxccG8efPg6+sr1YwdOxbp6ekYMmQIUlJS0KJFC4SHh0v3aAKAVatWISAgAG3btoWRkRG6deuGBQsWSP0ajQa7du2Cv78/XF1dUbZsWQQFBfEeTURERCQx6Ps0FSe8TxMREVHxU2Lu00RERERkKBiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUMCnqAVDxVHn8tpfWXJvh/QZGQkRE9GbwTBMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAoUq9A0Y8YMqFQqjBgxQmp79OgR/P39UaZMGZQuXRrdunVDYmKi7Hk3btyAt7c3LC0tYW9vjzFjxiArK0tWs3fvXjRq1AhmZmaoVq0ali9f/gb2iIiIiIqLYhOajh07hh9//BH16tWTtY8cORJ//vkn1q9fj3379uH27dvo2rWr1J+dnQ1vb288fvwYhw4dwooVK7B8+XIEBQVJNfHx8fD29kabNm0QExODESNG4NNPP8XOnTvf2P4RERGRYSsWoSktLQ2+vr5YunQpbG1tpfbU1FT8/PPPmDNnDt5//324urpi2bJlOHToEA4fPgwA2LVrF86dO4eVK1eiQYMG6NChA6ZMmYLFixfj8ePHAICwsDC4uLhg9uzZqFWrFgICAvDxxx9j7ty5RbK/REREZHiKRWjy9/eHt7c3PD09Ze3R0dHIzMyUtdesWROVKlVCVFQUACAqKgp169aFg4ODVOPl5QWdTofY2Fip5tl1e3l5SevIS0ZGBnQ6nWwhIiKiksukqAfwMmvWrMGJEydw7NixXH0JCQkwNTWFjY2NrN3BwQEJCQlSzdOBKac/p+9FNTqdDg8fPoSFhUWubQcHB2Py5Mn53i8iIiIqXgz6TNPNmzcxfPhwrFq1Cubm5kU9HJkJEyYgNTVVWm7evFnUQyIiIqJCZNChKTo6GklJSWjUqBFMTExgYmKCffv2YcGCBTAxMYGDgwMeP36MlJQU2fMSExOh1WoBAFqtNtfVdDmPX1ajVqvzPMsEAGZmZlCr1bKFiIiISi6DDk1t27bFmTNnEBMTIy1ubm7w9fWV/l2qVCns3r1bek5cXBxu3LgBd3d3AIC7uzvOnDmDpKQkqSYiIgJqtRq1a9eWap5eR05NzjqIiIiIDHpOk7W1NerUqSNrs7KyQpkyZaR2Pz8/BAYGws7ODmq1Gl9++SXc3d3RtGlTAEC7du1Qu3Zt9OvXDyEhIUhISMDXX38Nf39/mJmZAQA+++wzLFq0CGPHjsUnn3yCyMhIrFu3Dtu2bXuzO0xEREQGy6BDkxJz586FkZERunXrhoyMDHh5eeGHH36Q+o2NjbF161Z8/vnncHd3h5WVFQYMGIDvvvtOqnFxccG2bdswcuRIzJ8/HxUrVsRPP/0ELy+votglIiIiMkAqIYQo6kGUBDqdDhqNBqmpqUU2v6nyeMM6M3ZthndRD4GIiOiFXuXvt0HPaSIiIiIyFAxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1EREREChT7+zSR4VJyCwTeloCIiIoLnmkiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgVMinoA9HarPH7bS2uuzfB+AyMhIiJ6MZ5pIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBgw5NwcHBeO+992BtbQ17e3v4+PggLi5OVvPo0SP4+/ujTJkyKF26NLp164bExERZzY0bN+Dt7Q1LS0vY29tjzJgxyMrKktXs3bsXjRo1gpmZGapVq4bly5cX9u4RERFRMWLQoWnfvn3w9/fH4cOHERERgczMTLRr1w7p6elSzciRI/Hnn39i/fr12LdvH27fvo2uXbtK/dnZ2fD29sbjx49x6NAhrFixAsuXL0dQUJBUEx8fD29vb7Rp0wYxMTEYMWIEPv30U+zcufON7i8REREZLpUQQhT1IJS6e/cu7O3tsW/fPrRs2RKpqakoV64cVq9ejY8//hgAcOHCBdSqVQtRUVFo2rQpduzYgQ8//BC3b9+Gg4MDACAsLAzjxo3D3bt3YWpqinHjxmHbtm04e/astK1evXohJSUF4eHhisam0+mg0WiQmpoKtVpd4Puu5CaQJRVvbklERIXlVf5+G/SZpmelpqYCAOzs7AAA0dHRyMzMhKenp1RTs2ZNVKpUCVFRUQCAqKgo1K1bVwpMAODl5QWdTofY2Fip5ul15NTkrCMvGRkZ0Ol0soWIiIhKrmITmvR6PUaMGIHmzZujTp06AICEhASYmprCxsZGVuvg4ICEhASp5unAlNOf0/eiGp1Oh4cPH+Y5nuDgYGg0GmlxcnJ67X0kIiIiw1VsQpO/vz/Onj2LNWvWFPVQAAATJkxAamqqtNy8ebOoh0RERESFqFh8YW9AQAC2bt2K/fv3o2LFilK7VqvF48ePkZKSIjvblJiYCK1WK9UcPXpUtr6cq+uernn2irvExESo1WpYWFjkOSYzMzOYmZm99r4RERFR8WDQZ5qEEAgICMCmTZsQGRkJFxcXWb+rqytKlSqF3bt3S21xcXG4ceMG3N3dAQDu7u44c+YMkpKSpJqIiAio1WrUrl1bqnl6HTk1OesgIiIiMugzTf7+/li9ejW2bNkCa2traQ6SRqOBhYUFNBoN/Pz8EBgYCDs7O6jVanz55Zdwd3dH06ZNAQDt2rVD7dq10a9fP4SEhCAhIQFff/01/P39pTNFn332GRYtWoSxY8fik08+QWRkJNatW4dt297eK9aIiIhIzqDPNIWGhiI1NRWtW7dG+fLlpWXt2rVSzdy5c/Hhhx+iW7duaNmyJbRaLTZu3Cj1GxsbY+vWrTA2Noa7uzv69u2L/v3747vvvpNqXFxcsG3bNkRERKB+/fqYPXs2fvrpJ3h5eb3R/SUiIiLDVazu02TIeJ+mosV7ORERUX6U2Ps0ERERERUVhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUM+gt7iZRS8jUz/KoVIiJ6HTzTRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECvOUAvTV4WwIiInodPNNEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAK+eI3oKr7AjIqLn4ZkmIiIiIgUYmoiIiIgU4MdzRK+IH+EREb2deKaJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAE8GJCgEnixMRlTwMTURFhMGKiKh44cdzRERERArwTBORAePZKCIiw8EzTUREREQK8EwTUTHHs1FERG8GQ9MzFi9ejFmzZiEhIQH169fHwoUL0bhx46IeFtFrURKslGD4IqK3GUPTU9auXYvAwECEhYWhSZMmmDdvHry8vBAXFwd7e/uiHh5RkeNZLSJ6m6mEEKKoB2EomjRpgvfeew+LFi0CAOj1ejg5OeHLL7/E+PHjX/hcnU4HjUaD1NRUqNXqAh9bQZ0pIDIEDFZEZChe5e83zzT9f48fP0Z0dDQmTJggtRkZGcHT0xNRUVFFODKikodnrIioOGJo+v/+/fdfZGdnw8HBQdbu4OCACxcu5KrPyMhARkaG9Dg1NRXAk8RaGPQZDwplvUSGqtLI9QWynrOTvQpkPURUMuX83VbywRtDUz4FBwdj8uTJudqdnJyKYDRE9DyaeUU9AiIqDu7fvw+NRvPCGoam/69s2bIwNjZGYmKirD0xMRFarTZX/YQJExAYGCg91uv1SE5ORpkyZaBSqQpsXDqdDk5OTrh582ahzJWigsXjVbzweBUvPF7FS3E5XkII3L9/H46Oji+tZWj6/0xNTeHq6ordu3fDx8cHwJMgtHv3bgQEBOSqNzMzg5mZmazNxsam0ManVqsN+k1HcjxexQuPV/HC41W8FIfj9bIzTDkYmp4SGBiIAQMGwM3NDY0bN8a8efOQnp6OQYMGFfXQiIiIqIgxND2lZ8+euHv3LoKCgpCQkIAGDRogPDw81+RwIiIievswND0jICAgz4/jioqZmRm+/fbbXB8FkmHi8SpeeLyKFx6v4qUkHi/e3JKIiIhIAaOiHgARERFRccDQRERERKQAQxMRERGRAgxNRERERAowNBmwxYsXo3LlyjA3N0eTJk1w9OjRoh5SiRccHIz33nsP1tbWsLe3h4+PD+Li4mQ1jx49gr+/P8qUKYPSpUujW7duue4kf+PGDXh7e8PS0hL29vYYM2YMsrKyZDV79+5Fo0aNYGZmhmrVqmH58uWFvXsl3owZM6BSqTBixAipjcfL8Pzzzz/o27cvypQpAwsLC9StWxfHjx+X+oUQCAoKQvny5WFhYQFPT09cunRJto7k5GT4+vpCrVbDxsYGfn5+SEtLk9WcPn0aHh4eMDc3h5OTE0JCQt7I/pUk2dnZ+Oabb+Di4gILCwtUrVoVU6ZMkX1P21t1vAQZpDVr1ghTU1Pxv//9T8TGxorBgwcLGxsbkZiYWNRDK9G8vLzEsmXLxNmzZ0VMTIzo2LGjqFSpkkhLS5NqPvvsM+Hk5CR2794tjh8/Lpo2bSqaNWsm9WdlZYk6deoIT09PcfLkSbF9+3ZRtmxZMWHCBKnm6tWrwtLSUgQGBopz586JhQsXCmNjYxEeHv5G97ckOXr0qKhcubKoV6+eGD58uNTO42VYkpOThbOzsxg4cKA4cuSIuHr1qti5c6e4fPmyVDNjxgyh0WjE5s2bxalTp8RHH30kXFxcxMOHD6Wa9u3bi/r164vDhw+LAwcOiGrVqonevXtL/ampqcLBwUH4+vqKs2fPit9++01YWFiIH3/88Y3ub3E3bdo0UaZMGbF161YRHx8v1q9fL0qXLi3mz58v1bxNx4uhyUA1btxY+Pv7S4+zs7OFo6OjCA4OLsJRvX2SkpIEALFv3z4hhBApKSmiVKlSYv369VLN+fPnBQARFRUlhBBi+/btwsjISCQkJEg1oaGhQq1Wi4yMDCGEEGPHjhXvvvuubFs9e/YUXl5ehb1LJdL9+/dF9erVRUREhGjVqpUUmni8DM+4ceNEixYtntuv1+uFVqsVs2bNktpSUlKEmZmZ+O2334QQQpw7d04AEMeOHZNqduzYIVQqlfjnn3+EEEL88MMPwtbWVjqGOduuUaNGQe9Siebt7S0++eQTWVvXrl2Fr6+vEOLtO178eM4APX78GNHR0fD09JTajIyM4OnpiaioqCIc2dsnNTUVAGBnZwcAiI6ORmZmpuzY1KxZE5UqVZKOTVRUFOrWrSu7k7yXlxd0Oh1iY2OlmqfXkVPD45s//v7+8Pb2zvWa8ngZnj/++ANubm7o3r077O3t0bBhQyxdulTqj4+PR0JCguz11mg0aNKkieyY2djYwM3NTarx9PSEkZERjhw5ItW0bNkSpqamUo2Xlxfi4uJw7969wt7NEqNZs2bYvXs3Ll68CAA4deoU/v77b3To0AHA23e8eEdwA/Tvv/8iOzs719e3ODg44MKFC0U0qrePXq/HiBEj0Lx5c9SpUwcAkJCQAFNT01xfzuzg4ICEhASpJq9jl9P3ohqdToeHDx/CwsKiMHapRFqzZg1OnDiBY8eO5erj8TI8V69eRWhoKAIDA/HVV1/h2LFjGDZsGExNTTFgwADpNc/r9X76eNjb28v6TUxMYGdnJ6txcXHJtY6cPltb20LZv5Jm/Pjx0Ol0qFmzJoyNjZGdnY1p06bB19cXAN6648XQRPQc/v7+OHv2LP7++++iHgo9x82bNzF8+HBERETA3Ny8qIdDCuj1eri5uWH69OkAgIYNG+Ls2bMICwvDgAEDinh09Kx169Zh1apVWL16Nd59913ExMRgxIgRcHR0fCuPFz+eM0Bly5aFsbFxrit8EhMTodVqi2hUb5eAgABs3boVe/bsQcWKFaV2rVaLx48fIyUlRVb/9LHRarV5HrucvhfVqNVqnrV4BdHR0UhKSkKjRo1gYmICExMT7Nu3DwsWLICJiQkcHBx4vAxM+fLlUbt2bVlbrVq1cOPGDQD/95q/6PefVqtFUlKSrD8rKwvJycmvdFzp5caMGYPx48ejV69eqFu3Lvr164eRI0ciODgYwNt3vBiaDJCpqSlcXV2xe/duqU2v12P37t1wd3cvwpGVfEIIBAQEYNOmTYiMjMx1utjV1RWlSpWSHZu4uDjcuHFDOjbu7u44c+aM7JdEREQE1Gq19MfC3d1dto6cGh7fV9O2bVucOXMGMTEx0uLm5gZfX1/p3zxehqV58+a5buNx8eJFODs7AwBcXFyg1Wplr7dOp8ORI0dkxywlJQXR0dFSTWRkJPR6PZo0aSLV7N+/H5mZmVJNREQEatSoYTAf9RQHDx48gJGRPCoYGxtDr9cDeAuPV1HPRKe8rVmzRpiZmYnly5eLc+fOiSFDhggbGxvZFT5U8D7//HOh0WjE3r17xZ07d6TlwYMHUs1nn30mKlWqJCIjI8Xx48eFu7u7cHd3l/pzLmFv166diImJEeHh4aJcuXJ5XsI+ZswYcf78ebF48WJewl5Anr56TggeL0Nz9OhRYWJiIqZNmyYuXbokVq1aJSwtLcXKlSulmhkzZggbGxuxZcsWcfr0adG5c+c8L2Fv2LChOHLkiPj7779F9erVZZewp6SkCAcHB9GvXz9x9uxZsWbNGmFpaWlwl7AbugEDBogKFSpItxzYuHGjKFu2rBg7dqxU8zYdL4YmA7Zw4UJRqVIlYWpqKho3biwOHz5c1EMq8QDkuSxbtkyqefjwofjiiy+Era2tsLS0FF26dBF37tyRrefatWuiQ4cOwsLCQpQtW1aMGjVKZGZmymr27NkjGjRoIExNTUWVKlVk26D8ezY08XgZnj///FPUqVNHmJmZiZo1a4olS5bI+vV6vfjmm2+Eg4ODMDMzE23bthVxcXGymv/++0/07t1blC5dWqjVajFo0CBx//59Wc2pU6dEixYthJmZmahQoYKYMWNGoe9bSaPT6cTw4cNFpUqVhLm5uahSpYqYOHGi7NYAb9PxUgnx1G09iYiIiChPnNNEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRUYmgUqmwefPmoh6GQWjdujVGjBhR1MMgKnEYmoioUA0cOBAqlQoqlQqlSpWCi4sLxo4di0ePHhXodu7cuYMOHToU6DpfxBCCyd69e6FSqXJ9ITERFQ6Toh4AEZV87du3x7Jly5CZmYno6GgMGDAAKpUKM2fOLLBtGNI3oRNRycQzTURU6MzMzKDVauHk5AQfHx94enoiIiJC6tfr9QgODoaLiwssLCxQv359bNiwQeqrWLEiQkNDZes8efIkjIyMcP36dQC5P567efMmevToARsbG9jZ2aFz5864du0aAODs2bMwMjLC3bt3AQDJyckwMjJCr169pOdPnToVLVq0yPc+//333/Dw8ICFhQWcnJwwbNgwpKenS/2VK1fG9OnT8cknn8Da2hqVKlXCkiVLZOs4dOgQGjRoAHNzc7i5uWHz5s1QqVSIiYnBtWvX0KZNGwCAra0tVCoVBg4cKHtNx44dCzs7O2i1WkyaNCnf+0JETzA0EdEbdfbsWRw6dAimpqZSW3BwMH755ReEhYUhNjYWI0eORN++fbFv3z4YGRmhd+/eWL16tWw9q1atQvPmzeHs7JxrG5mZmfDy8oK1tTUOHDiAgwcPonTp0mjfvj0eP36Md999F2XKlMG+ffsAAAcOHJA9BoB9+/ahdevW+drHK1euoH379ujWrRtOnz6NtWvX4u+//0ZAQICsbvbs2XBzc8PJkyfxxRdf4PPPP0dcXBwAQKfToVOnTqhbty5OnDiBKVOmYNy4cdJznZyc8PvvvwMA4uLicOfOHcyfP1/qX7FiBaysrHDkyBGEhITgu+++kwVVIsqHov7GYCIq2QYMGCCMjY2FlZWVMDMzEwCEkZGR2LBhgxBCiEePHglLS0tx6NAh2fP8/PxE7969hRBCnDx5UqhUKnH9+nUhhBDZ2dmiQoUKIjQ0VKoHIDZt2iSEEOLXX38VNWrUEHq9XurPyMgQFhYWYufOnUIIIbp27Sr8/f2FEEKMGDFCjBkzRtja2orz58+Lx48fC0tLS7Fr167n7lerVq3E8OHD8+zz8/MTQ4YMkbUdOHBAGBkZiYcPHwohhHB2dhZ9+/aV+vV6vbC3t5f2KTQ0VJQpU0aqF0KIpUuXCgDi5MmTQggh9uzZIwCIe/fu5RpbixYtZG3vvfeeGDdu3HP3h4hejnOaiKjQtWnTBqGhoUhPT8fcuXNhYmKCbt26AQAuX76MBw8e4IMPPpA95/Hjx2jYsCEAoEGDBqhVqxZWr16N8ePHY9++fUhKSkL37t3z3N6pU6dw+fJlWFtby9ofPXqEK1euAABatWolfRy2b98+TJ8+HRcvXsTevXuRnJyMzMxMNG/ePF/7e+rUKZw+fRqrVq2S2oQQ0Ov1iI+PR61atQAA9erVk/pVKhW0Wi2SkpIAPDl7VK9ePZibm0s1jRs3VjyGp9cNAOXLl5fWTUT5w9BERIXOysoK1apVAwD873//Q/369fHzzz/Dz88PaWlpAIBt27ahQoUKsueZmZlJ//b19ZVC0+rVq9G+fXuUKVMmz+2lpaXB1dVVFlpylCtXDsD/Xf126dIlnDt3Di1atMCFCxewd+9e3Lt3D25ubrC0tMzX/qalpWHo0KEYNmxYrr5KlSpJ/y5VqpSsT6VSQa/X52ubzyrMdRO9rRiaiOiNMjIywldffYXAwED06dMHtWvXhpmZGW7cuIFWrVo993l9+vTB119/jejoaGzYsAFhYWHPrW3UqBHWrl0Le3t7qNXqPGvq1q0LW1tbTJ06FQ0aNEDp0qXRunVrzJw5E/fu3cv3fKac7Z87d04KivlRo0YNrFy5EhkZGVJ4PHbsmKwmZ15YdnZ2vrdDRMpxIjgRvXHdu3eHsbExFi9eDGtra4wePRojR47EihUrcOXKFZw4cQILFy7EihUrpOdUrlwZzZo1g5+fH7Kzs/HRRx89d/2+vr4oW7YsOnfujAMHDiA+Ph579+7FsGHDcOvWLQBPzry0bNkSq1atkgJSvXr1kJGRgd27d78wwOW4e/cuYmJiZEtiYiLGjRuHQ4cOISAgADExMbh06RK2bNmSayL4i/Tp0wd6vR5DhgzB+fPnsXPnTnz//ffS2AHA2dkZKpUKW7duxd27d6WzdkRUOBiaiOiNMzExQUBAAEJCQpCeno4pU6bgm2++QXBwMGrVqoX27dtj27ZtcHFxkT3P19cXp06dQpcuXWBhYfHc9VtaWmL//v2oVKkSunbtilq1asHPzw+PHj2SnXlq1aoVsrOzpdBkZGSEli1bQqVSKZrPtHr1ajRs2FC2LF26FPXq1cO+fftw8eJFeHh4oGHDhggKCoKjo6Pi10itVuPPP/9ETEwMGjRogIkTJyIoKAgApHlOFSpUwOTJkzF+/Hg4ODi8UigjolenEkKIoh4EERG93KpVqzBo0CCkpqa+MDQSUeHgnCYiIgP1yy+/oEqVKqhQoQJOnTqFcePGoUePHgxMREWEoYmIyEAlJCQgKCgICQkJKF++PLp3745p06YV9bCI3lr8eI6IiIhIAU4EJyIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJS4P8BZbAIxiq0xpUAAAAASUVORK5CYII=","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plt.hist(df['review_length'], bins=50)\n","plt.xlabel('Review Length')\n","plt.ylabel('Frequency')\n","plt.title('Histogram of Review Length for Full Data')\n","plt.show()"]},{"cell_type":"code","execution_count":12,"id":"04735999","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:34:47.239885Z","iopub.status.busy":"2024-02-27T10:34:47.239501Z","iopub.status.idle":"2024-02-27T10:34:47.262173Z","shell.execute_reply":"2024-02-27T10:34:47.260849Z"},"papermill":{"duration":0.033786,"end_time":"2024-02-27T10:34:47.265393","exception":false,"start_time":"2024-02-27T10:34:47.231607","status":"completed"},"tags":[]},"outputs":[],"source":["positive_reviews = df[df['sentiment'] == 'positive']\n","negative_reviews = df[df['sentiment'] == 'negative']"]},{"cell_type":"code","execution_count":13,"id":"bea38524","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:34:47.281082Z","iopub.status.busy":"2024-02-27T10:34:47.280696Z","iopub.status.idle":"2024-02-27T10:34:47.56501Z","shell.execute_reply":"2024-02-27T10:34:47.564118Z"},"papermill":{"duration":0.295166,"end_time":"2024-02-27T10:34:47.567216","exception":false,"start_time":"2024-02-27T10:34:47.27205","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plt.hist(positive_reviews['review_length'], bins=50, color='blue')\n","plt.xlabel('Review Length')\n","plt.ylabel('Frequency')\n","plt.title('Histogram of Review Length for Positive Reviews')\n","plt.show()"]},{"cell_type":"code","execution_count":14,"id":"c8e079cf","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:34:47.583307Z","iopub.status.busy":"2024-02-27T10:34:47.582898Z","iopub.status.idle":"2024-02-27T10:34:48.016831Z","shell.execute_reply":"2024-02-27T10:34:48.015542Z"},"papermill":{"duration":0.445315,"end_time":"2024-02-27T10:34:48.019491","exception":false,"start_time":"2024-02-27T10:34:47.574176","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["plt.hist(negative_reviews['review_length'], bins=50, color='red')\n","plt.xlabel('Review Length')\n","plt.ylabel('Frequency')\n","plt.title('Histogram of Review Length for Negative Reviews')\n","plt.show()"]},{"cell_type":"code","execution_count":15,"id":"09881469","metadata":{"execution":{"iopub.execute_input":"2024-02-27T10:34:48.037681Z","iopub.status.busy":"2024-02-27T10:34:48.037204Z","iopub.status.idle":"2024-02-27T10:35:13.329631Z","shell.execute_reply":"2024-02-27T10:35:13.328322Z"},"papermill":{"duration":25.304768,"end_time":"2024-02-27T10:35:13.332119","exception":false,"start_time":"2024-02-27T10:34:48.027351","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 640x480 with 1 Axes>"]},"metadata":{},"output_type":"display_data"}],"source":["from collections import Counter\n","words = nltk.word_tokenize(\" \".join(df['review'].values.tolist()))\n","word_freq = Counter(words)\n","\n","words_df = pd.DataFrame.from_dict(word_freq, orient='index', columns=['Frequency'])\n","top_words = words_df.sort_values(by='Frequency', ascending=False).head(20)\n","\n","top_words.plot(kind='barh', legend=False)\n","plt.xlabel('Frequency')\n","plt.title('Top 20 Words')\n","plt.gca().invert_yaxis()\n","plt.show()"]}],"metadata":{"kaggle":{"accelerator":"none","dataSources":[{"datasetId":134715,"sourceId":320111,"sourceType":"datasetVersion"}],"dockerImageVersionId":30646,"isGpuEnabled":false,"isInternetEnabled":true,"language":"python","sourceType":"notebook"},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.13"},"papermill":{"default_parameters":{},"duration":273.351289,"end_time":"2024-02-27T10:35:14.364879","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2024-02-27T10:30:41.01359","version":"2.5.0"}},"nbformat":4,"nbformat_minor":5}