{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"gpuType":"T4","authorship_tag":"ABX9TyPyhLpLl7AydWrVZr+ThfY9"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU"},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"ZtkQZge6_YOT","executionInfo":{"status":"ok","timestamp":1713777331079,"user_tz":-540,"elapsed":7165,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}}},"outputs":[],"source":["#Import all libraries\n","import pandas as pd\n","import numpy as np\n","import os\n","import sys\n","import librosa\n","import librosa.display\n","import seaborn as sns\n","\n","from matplotlib import pyplot as plt\n","from pathlib import Path as pth\n","from collections import Counter\n","from sklearn.preprocessing import StandardScaler, OneHotEncoder\n","from sklearn.metrics import confusion_matrix, classification_report\n","from sklearn.model_selection import train_test_split\n","from IPython.display import Audio\n","import tensorflow as tf\n","import keras\n","from keras.callbacks import ReduceLROnPlateau\n","from keras.models import Sequential\n","from keras.layers import Dense, Conv1D, MaxPooling1D, Flatten, Dropout, BatchNormalization, LSTM\n","from tensorflow.keras.utils import to_categorical\n","from keras.callbacks import ModelCheckpoint\n","\n","from numpy.random import default_rng"]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive/')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"fe_uE7Wp_wr3","executionInfo":{"status":"ok","timestamp":1713777358471,"user_tz":-540,"elapsed":27399,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"dca60e60-65ae-4728-f04f-d8a0d0ef8d3b"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive/\n"]}]},{"cell_type":"code","source":["import os\n","os.chdir(\"/content/drive/MyDrive/Colab Notebooks/Emotion/\")\n","!ls"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hHgh5Vvr_-k4","executionInfo":{"status":"ok","timestamp":1713777360565,"user_tz":-540,"elapsed":2099,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"dae8d463-615f-4ae4-ab3b-8d467c36c644"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":[" CREMA-D RAVDESS 'TESS Toronto emotional speech set data'\n"]}]},{"cell_type":"code","source":["print(type(os.getcwd()))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"NhhMTD2KAGn2","executionInfo":{"status":"ok","timestamp":1713777360566,"user_tz":-540,"elapsed":11,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"abed6a3e-6858-41f9-9aab-7de13e51c50b"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["\n"]}]},{"cell_type":"code","source":["print(os.listdir())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KoZaGIeSAjwO","executionInfo":{"status":"ok","timestamp":1713777360566,"user_tz":-540,"elapsed":10,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"c2b1feb1-a60a-4022-e75a-5ea6b9548fa8"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["['CREMA-D', 'TESS Toronto emotional speech set data', 'RAVDESS']\n"]}]},{"cell_type":"code","source":["print(list((pth.cwd()).iterdir()))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"gTSkO_HWAlve","executionInfo":{"status":"ok","timestamp":1713777360566,"user_tz":-540,"elapsed":8,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"9ba860b3-4240-47e0-b040-73d83f998852"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["[PosixPath('/content/drive/MyDrive/Colab Notebooks/Emotion/CREMA-D'), PosixPath('/content/drive/MyDrive/Colab Notebooks/Emotion/TESS Toronto emotional speech set data'), PosixPath('/content/drive/MyDrive/Colab Notebooks/Emotion/RAVDESS')]\n"]}]},{"cell_type":"code","source":["currdir = os.getcwd()\n","ravdess = os.path.join(currdir, \"RAVDESS/audio_speech_actors_01-24\")\n","crema = os.path.join(currdir, \"CREMA-D//AudioWAV\")\n","tess = os.path.join(currdir, \"TESS Toronto emotional speech set data//TESS Toronto emotional speech set data\")\n","print(ravdess)\n","print(crema)\n","print(tess)\n","os.listdir(ravdess)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6PhC_dlwA3Au","executionInfo":{"status":"ok","timestamp":1713777361203,"user_tz":-540,"elapsed":643,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"ea517e1e-5382-4130-cbcc-f9b41b8fb22f"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/MyDrive/Colab Notebooks/Emotion/RAVDESS/audio_speech_actors_01-24\n","/content/drive/MyDrive/Colab Notebooks/Emotion/CREMA-D//AudioWAV\n","/content/drive/MyDrive/Colab Notebooks/Emotion/TESS Toronto emotional speech set data//TESS Toronto emotional speech set data\n"]},{"output_type":"execute_result","data":{"text/plain":["['Actor_13',\n"," 'Actor_01',\n"," 'Actor_02',\n"," 'Actor_03',\n"," 'Actor_04',\n"," 'Actor_05',\n"," 'Actor_06',\n"," 'Actor_07',\n"," 'Actor_08',\n"," 'Actor_09',\n"," 'Actor_10',\n"," 'Actor_11',\n"," 'Actor_12']"]},"metadata":{},"execution_count":7}]},{"cell_type":"markdown","source":["## Ravdess Dataframe\n","\n","Here is the filename identifiers as per the official RAVDESS website:\n","Modality (01 = full-AV, 02 = video-only, 03 = audio-only). Vocal channel (01 = speech, 02 = song). Emotion (01 = neutral, 02 = calm, 03 = happy, 04 = sad, 05 = angry, 06 = fearful, 07 = disgust, 08 = surprised). Emotional intensity (01 = normal, 02 = strong). NOTE: There is no strong intensity for the 'neutral' emotion. Statement (01 = \"Kids are talking by the door\", 02 = \"Dogs are sitting by the door\"). Repetition (01 = 1st repetition, 02 = 2nd repetition). Actor (01 to 24. Odd numbered actors are male, even numbered actors are female). So, here's an example of an audio filename. 02-01-06-01-02-01-12.mp4 This means the meta data for the audio file is:\n","\n","Video-only (02) Speech (01) Fearful (06) Normal intensity (01) Statement \"dogs\" (02) 1st Repetition (01) 12th Actor (12) - Female (as the actor ID number is even)"],"metadata":{"id":"jeNDLxBUCKZM"}},{"cell_type":"code","source":["ravdess_directory_list = os.listdir(ravdess)\n","file_emotion = []\n","file_path = []\n","for actor_folder in ravdess_directory_list:\n"," audio_files = os.listdir(ravdess + \"/\" + actor_folder)\n"," for file in audio_files:\n"," part = file.split('.')[0]\n"," part = part.split('-')\n"," file_emotion.append(int(part[2]))\n"," file_path.append(ravdess + \"/\" + actor_folder + '/' + file)"],"metadata":{"id":"UJviY3YUA-hB","executionInfo":{"status":"ok","timestamp":1713777447938,"user_tz":-540,"elapsed":1204,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}}},"execution_count":8,"outputs":[]},{"cell_type":"code","source":["print(\"Number of Files in Ravdess:\")\n","print(len(file_path))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BkdmDfInCNoG","executionInfo":{"status":"ok","timestamp":1713777448880,"user_tz":-540,"elapsed":309,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"ba235b4e-6a10-46b8-f10a-20b6ceffb485"},"execution_count":9,"outputs":[{"output_type":"stream","name":"stdout","text":["Number of Files in Ravdess:\n","746\n"]}]},{"cell_type":"code","source":["emotion_df = pd.DataFrame(file_emotion, columns=['Emotions'])\n","path_df = pd.DataFrame(file_path, columns=['Path'])\n","ravdess_df = pd.concat([emotion_df, path_df], axis=1)"],"metadata":{"id":"GdNGSBE-CPzn","executionInfo":{"status":"ok","timestamp":1713777449192,"user_tz":-540,"elapsed":2,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}}},"execution_count":10,"outputs":[]},{"cell_type":"code","source":["ravdess_df.Emotions.replace({1:'neutral', 2:'calm', 3:'happy', 4:'sad', 5:'angry', 6:'fear', 7:'disgust', 8:'surprise'}, inplace=True)\n","print(\"Ravdess Database:\")\n","ravdess_df.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":224},"id":"tD3Kf77aCSMp","executionInfo":{"status":"ok","timestamp":1713777450317,"user_tz":-540,"elapsed":18,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"65a468a6-c4d4-40f0-f9bd-58dfd606706b"},"execution_count":11,"outputs":[{"output_type":"stream","name":"stdout","text":["Ravdess Database:\n"]},{"output_type":"execute_result","data":{"text/plain":[" Emotions Path\n","0 fear /content/drive/MyDrive/Colab Notebooks/Emotion...\n","1 calm /content/drive/MyDrive/Colab Notebooks/Emotion...\n","2 calm /content/drive/MyDrive/Colab Notebooks/Emotion...\n","3 calm /content/drive/MyDrive/Colab Notebooks/Emotion...\n","4 fear /content/drive/MyDrive/Colab Notebooks/Emotion..."],"text/html":["\n","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
EmotionsPath
0fear/content/drive/MyDrive/Colab Notebooks/Emotion...
1calm/content/drive/MyDrive/Colab Notebooks/Emotion...
2calm/content/drive/MyDrive/Colab Notebooks/Emotion...
3calm/content/drive/MyDrive/Colab Notebooks/Emotion...
4fear/content/drive/MyDrive/Colab Notebooks/Emotion...
\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"ravdess_df","summary":"{\n \"name\": \"ravdess_df\",\n \"rows\": 746,\n \"fields\": [\n {\n \"column\": \"Emotions\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"fear\",\n \"calm\",\n \"sad\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Path\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 746,\n \"samples\": [\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/RAVDESS/audio_speech_actors_01-24/Actor_04/03-02-05-02-01-01-04.wav\",\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/RAVDESS/audio_speech_actors_01-24/Actor_05/03-02-06-01-02-02-05.wav\",\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/RAVDESS/audio_speech_actors_01-24/Actor_02/03-02-02-02-01-02-02.wav\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":11}]},{"cell_type":"markdown","source":["## CREMA-D dataset\n","\n","Content CREMA-D is a data set of 7,442 original clips from 91 actors. These clips were from 48 male and 43 female actors between the ages of 20 and 74 coming from a variety of races and ethnicities (African America, Asian, Caucasian, Hispanic, and Unspecified). Actors spoke from a selection of 12 sentences. The sentences were presented using one of six different emotions (Anger, Disgust, Fear, Happy, Neutral, and Sad) and four different emotion levels (Low, Medium, High, and Unspecified).\n","\n","The audio files in this dataset are named in such a way that the prefix letters describes the emotion classes as follows:\n","\n","'a' = 'anger' 'd' = 'disgust' 'f' = 'fear' 'h' = 'happiness' 'n' = 'neutral' 'sa' = 'sadness' 'su' = 'surprise\n","\n","Filename labeling conventions The Actor id is a 4 digit number at the start of the file. Each subsequent identifier is separated by an underscore (_).\n","\n","Actors spoke from a selection of 12 sentences (in parentheses is the three letter acronym used in the second part of the filename):\n","\n","It's eleven o'clock (IEO). That is exactly what happened (TIE). I'm on my way to the meeting (IOM). I wonder what this is about (IWW). The airplane is almost full (TAI). Maybe tomorrow it will be cold (MTI). I would like a new alarm clock (IWL) I think I have a doctor's appointment (ITH). Don't forget a jacket (DFA). I think I've seen this before (ITS). The surface is slick (TSI). We'll stop in a couple of minutes (WSI). The sentences were presented using different emotion (in parentheses is the three letter code used in the third part of the filename):\n","\n","Anger (ANG) Disgust (DIS) Fear (FEA) Happy/Joy (HAP) Neutral (NEU) Sad (SAD) and emotion level (in parentheses is the two letter code used in the fourth part of the filename):\n","\n","Low (LO) Medium (MD) High (HI) Unspecified (XX) The suffix of the filename is based on the type of file, flv for flash video used for presentation of both the video only, and the audio-visual clips. mp3 is used for the audio files used for the audio-only presentation of the clips. wav is used for files used for computational audio processing.\n","\n","Audio Files MP3 Audio files used for presentation to the Raters are stored in the AudioMP3 directory.\n","\n","Note: The following files do not have correct audio based on their filename, but they are most likely what the raters heard. (Thank you ruanxiu520 for finding these and pointing them out.):\n","\n","1076_MTI_NEU_XX.mp3 - very short, no audio (WAV file is fine) 1076_MTI_SAD_XX.mp3/wav - no audio, very short 1064_TIE_SAD_XX.mp3 - file has no duration 1064_IEO_DIS_MD.mp3 - this file is actually 1 minute long and has all emotional displays for It's Eleven O'clock. Processed Audio WAV Audio files converted from the original video into a format appropriate for computational audio processing are stored in the AudioWAV directory."],"metadata":{"id":"nl7Qzc3JCWbG"}},{"cell_type":"code","source":["crema_directory_list = os.listdir(crema)\n","\n","file_emotion = []\n","file_path = []\n","print(\"Nunber of Audio Files:\")\n","print(len(crema_directory_list))\n","\n","for file in crema_directory_list:\n"," file_path.append(crema + \"/\" + file)\n"," part=file.split('_')\n"," if part[2] == 'SAD':\n"," file_emotion.append('sad')\n"," elif part[2] == 'ANG':\n"," file_emotion.append('angry')\n"," elif part[2] == 'DIS':\n"," file_emotion.append('disgust')\n"," elif part[2] == 'FEA':\n"," file_emotion.append('fear')\n"," elif part[2] == 'HAP':\n"," file_emotion.append('happy')\n"," elif part[2] == 'NEU':\n"," file_emotion.append('neutral')\n"," else:\n"," file_emotion.append('Unknown')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PS4SC6viCSKC","executionInfo":{"status":"ok","timestamp":1713777468191,"user_tz":-540,"elapsed":17224,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"5b731606-bbda-4a08-8936-54251b5318be"},"execution_count":12,"outputs":[{"output_type":"stream","name":"stdout","text":["Nunber of Audio Files:\n","3113\n"]}]},{"cell_type":"code","source":["emotion_df = pd.DataFrame(file_emotion, columns=['Emotions'])\n","path_df = pd.DataFrame(file_path, columns=['Path'])\n","crema_df = pd.concat([emotion_df, path_df], axis=1)\n","crema_df.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"XnfM-kZUCSHu","executionInfo":{"status":"ok","timestamp":1713777468191,"user_tz":-540,"elapsed":10,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"86731490-d824-4551-f5bc-b3dc452edb0a"},"execution_count":13,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" Emotions Path\n","0 sad /content/drive/MyDrive/Colab Notebooks/Emotion...\n","1 angry /content/drive/MyDrive/Colab Notebooks/Emotion...\n","2 disgust /content/drive/MyDrive/Colab Notebooks/Emotion...\n","3 happy /content/drive/MyDrive/Colab Notebooks/Emotion...\n","4 neutral /content/drive/MyDrive/Colab Notebooks/Emotion..."],"text/html":["\n","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
EmotionsPath
0sad/content/drive/MyDrive/Colab Notebooks/Emotion...
1angry/content/drive/MyDrive/Colab Notebooks/Emotion...
2disgust/content/drive/MyDrive/Colab Notebooks/Emotion...
3happy/content/drive/MyDrive/Colab Notebooks/Emotion...
4neutral/content/drive/MyDrive/Colab Notebooks/Emotion...
\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"crema_df","summary":"{\n \"name\": \"crema_df\",\n \"rows\": 3113,\n \"fields\": [\n {\n \"column\": \"Emotions\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \"sad\",\n \"angry\",\n \"fear\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Path\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3113,\n \"samples\": [\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/CREMA-D//AudioWAV/1020_TSI_NEU_XX.wav\",\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/CREMA-D//AudioWAV/1015_ITS_FEA_XX.wav\",\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/CREMA-D//AudioWAV/1029_WSI_DIS_XX.wav\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":13}]},{"cell_type":"markdown","source":["## TESS\n","\n","Content There are a set of 200 target words were spoken in the carrier phrase \"Say the word _' by two actresses (aged 26 and 64 years) and recordings were made of the set portraying each of seven emotions (anger, disgust, fear, happiness, pleasant surprise, sadness, and neutral). There are 2800 data points (audio files) in total.\n","\n","The dataset is organised such that each of the two female actor and their emotions are contain within its own folder. And within that, all 200 target words audio file can be found. The format of the audio file is a WAV format"],"metadata":{"id":"jLgp4O8aCdFn"}},{"cell_type":"code","source":["tess_directory_list = os.listdir(tess)\n","\n","file_emotion = []\n","file_path = []\n","\n","for actor_folder in tess_directory_list:\n"," audio_files = os.listdir(tess + \"/\" + actor_folder)\n"," for file in audio_files:\n"," part = file.split('.')[0]\n"," part = part.split('_')[2]\n"," if part=='ps':\n"," file_emotion.append('surprise')\n"," else:\n"," file_emotion.append(part)\n"," file_path.append(tess + \"/\" + actor_folder + '/' + file)\n","\n","print(\"Number of Audio Files in Tess Dataset: \")\n","print(len(file_emotion))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3eN92c_5CSEn","executionInfo":{"status":"ok","timestamp":1713777474123,"user_tz":-540,"elapsed":5940,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"56136e86-02a3-4224-e5f0-a045dfed0834"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["Number of Audio Files in Tess Dataset: \n","2800\n"]}]},{"cell_type":"code","source":["emotion_df = pd.DataFrame(file_emotion, columns=['Emotions'])\n","path_df = pd.DataFrame(file_path, columns=['Path'])\n","tess_df = pd.concat([emotion_df, path_df], axis=1)\n","tess_df.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"AWHRBH1dCSB-","executionInfo":{"status":"ok","timestamp":1713777474123,"user_tz":-540,"elapsed":20,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"54d215e2-9a92-4ff2-d1cd-dd28d948c494"},"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" Emotions Path\n","0 fear /content/drive/MyDrive/Colab Notebooks/Emotion...\n","1 fear /content/drive/MyDrive/Colab Notebooks/Emotion...\n","2 fear /content/drive/MyDrive/Colab Notebooks/Emotion...\n","3 fear /content/drive/MyDrive/Colab Notebooks/Emotion...\n","4 fear /content/drive/MyDrive/Colab Notebooks/Emotion..."],"text/html":["\n","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
EmotionsPath
0fear/content/drive/MyDrive/Colab Notebooks/Emotion...
1fear/content/drive/MyDrive/Colab Notebooks/Emotion...
2fear/content/drive/MyDrive/Colab Notebooks/Emotion...
3fear/content/drive/MyDrive/Colab Notebooks/Emotion...
4fear/content/drive/MyDrive/Colab Notebooks/Emotion...
\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"tess_df","summary":"{\n \"name\": \"tess_df\",\n \"rows\": 2800,\n \"fields\": [\n {\n \"column\": \"Emotions\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \"fear\",\n \"surprise\",\n \"happy\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Path\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 2800,\n \"samples\": [\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/TESS Toronto emotional speech set data//TESS Toronto emotional speech set data/OAF_happy/OAF_thumb_happy.wav\",\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/TESS Toronto emotional speech set data//TESS Toronto emotional speech set data/OAF_angry/OAF_mill_angry.wav\",\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/TESS Toronto emotional speech set data//TESS Toronto emotional speech set data/YAF_happy/YAF_sub_happy.wav\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":15}]},{"cell_type":"code","source":["# creating Dataframe using all the 3 dataframes we created so far.\n","emotion_dataset_path = pd.concat([ravdess_df, crema_df, tess_df], axis = 0)\n","\n","emotion_dataset_path.to_csv(\"emotion_dataset_path.csv\",index=False)\n","emotion_dataset_path.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"MVTqnSf1CR7v","executionInfo":{"status":"ok","timestamp":1713777474124,"user_tz":-540,"elapsed":20,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"68cfc8b3-d6fb-49ec-c16b-d22257eb9066"},"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" Emotions Path\n","0 fear /content/drive/MyDrive/Colab Notebooks/Emotion...\n","1 calm /content/drive/MyDrive/Colab Notebooks/Emotion...\n","2 calm /content/drive/MyDrive/Colab Notebooks/Emotion...\n","3 calm /content/drive/MyDrive/Colab Notebooks/Emotion...\n","4 fear /content/drive/MyDrive/Colab Notebooks/Emotion..."],"text/html":["\n","
\n","
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
EmotionsPath
0fear/content/drive/MyDrive/Colab Notebooks/Emotion...
1calm/content/drive/MyDrive/Colab Notebooks/Emotion...
2calm/content/drive/MyDrive/Colab Notebooks/Emotion...
3calm/content/drive/MyDrive/Colab Notebooks/Emotion...
4fear/content/drive/MyDrive/Colab Notebooks/Emotion...
\n","
\n","
\n","\n","
\n"," \n","\n"," \n","\n"," \n","
\n","\n","\n","
\n"," \n","\n","\n","\n"," \n","
\n","\n","
\n","
\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"emotion_dataset_path","summary":"{\n \"name\": \"emotion_dataset_path\",\n \"rows\": 6659,\n \"fields\": [\n {\n \"column\": \"Emotions\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 8,\n \"samples\": [\n \"calm\",\n \"sad\",\n \"fear\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Path\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 6659,\n \"samples\": [\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/TESS Toronto emotional speech set data//TESS Toronto emotional speech set data/YAF_angry/YAF_bean_angry.wav\",\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/CREMA-D//AudioWAV/1009_IOM_DIS_XX.wav\",\n \"/content/drive/MyDrive/Colab Notebooks/Emotion/CREMA-D//AudioWAV/1036_TAI_HAP_XX.wav\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"}},"metadata":{},"execution_count":16}]},{"cell_type":"code","source":["emotion_dataset_path.Emotions"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CCKbBOOKCRy4","executionInfo":{"status":"ok","timestamp":1713777474124,"user_tz":-540,"elapsed":19,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"55b68808-a64c-4b29-f6ea-9c359852fba2"},"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0 fear\n","1 calm\n","2 calm\n","3 calm\n","4 fear\n"," ... \n","2795 sad\n","2796 sad\n","2797 sad\n","2798 sad\n","2799 sad\n","Name: Emotions, Length: 6659, dtype: object"]},"metadata":{},"execution_count":17}]},{"cell_type":"code","source":["emotion_dataset_path = pd.read_csv(\"emotion_dataset_path.csv\")\n","print(type(emotion_dataset_path.Emotions[1]))\n","emotion_dataset_path.Emotions"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2JDeW8IACmDv","executionInfo":{"status":"ok","timestamp":1713777474124,"user_tz":-540,"elapsed":17,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"a5e126de-55a7-4c6c-f628-997f74e3c0bf"},"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["\n"]},{"output_type":"execute_result","data":{"text/plain":["0 fear\n","1 calm\n","2 calm\n","3 calm\n","4 fear\n"," ... \n","6654 sad\n","6655 sad\n","6656 sad\n","6657 sad\n","6658 sad\n","Name: Emotions, Length: 6659, dtype: object"]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["counter = Counter(emotion_dataset_path[\"Emotions\"])\n","print(counter)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"RoqEq1q3CmGo","executionInfo":{"status":"ok","timestamp":1713777474124,"user_tz":-540,"elapsed":15,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"0e55604d-9b16-40b3-fd06-42d0068675bf"},"execution_count":19,"outputs":[{"output_type":"stream","name":"stdout","text":["Counter({'angry': 1069, 'happy': 1067, 'sad': 1067, 'fear': 1066, 'disgust': 933, 'neutral': 921, 'surprise': 400, 'calm': 136})\n"]}]},{"cell_type":"code","source":["print(type(emotion_dataset_path.Emotions.value_counts()))\n","print(emotion_dataset_path.Emotions.value_counts())\n","\n","# Set the aesthetic style of the plots\n","sns.set_style(\"whitegrid\")\n","\n","# Create the count plot\n","plt.figure(figsize=(10, 6)) # Set the figure size for better visibility\n","sns.countplot(x='Emotions', data=emotion_dataset_path, palette='Spectral') # 'Spectral' palette for diverse colors\n","\n","# Customize the plot\n","plt.title('Count of Emotions', size=20) # Increase title font size\n","plt.ylabel('Count', size=16) # Increase y-axis label font size\n","plt.xlabel('Emotions', size=16) # Increase x-axis label font size\n","plt.xticks(rotation=45, size=14) # Rotate x-axis labels to prevent overlap\n","sns.despine(top=True, right=True, left=False, bottom=False) # Remove top and right spines\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":911},"id":"E66NNGvkCmJp","executionInfo":{"status":"ok","timestamp":1713777474879,"user_tz":-540,"elapsed":12,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"52da8b23-3bb2-467b-d2fd-cf7854a801c3"},"execution_count":20,"outputs":[{"output_type":"stream","name":"stdout","text":["\n","Emotions\n","angry 1069\n","happy 1067\n","sad 1067\n","fear 1066\n","disgust 933\n","neutral 921\n","surprise 400\n","calm 136\n","Name: count, dtype: int64\n"]},{"output_type":"stream","name":"stderr","text":[":9: FutureWarning: \n","\n","Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n","\n"," sns.countplot(x='Emotions', data=emotion_dataset_path, palette='Spectral') # 'Spectral' palette for diverse colors\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA2EAAAJoCAYAAADvdOlDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACJsklEQVR4nOzdd5wN1+P/8fd2q/cu0a/ee6/R81GiRRARQrSvBJ8gEi1aQpAQJYggekgE0UJCCCJYvXdRVlvL2np+f/jd+ezVrTXXrtfz8cgj9s7cuWfm3Jk77zlnzngYY4wAAAAAALbwdHcBAAAAAOBlQggDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAQNK1a9c0cuRI1alTR4UKFZLD4ZDD4dB3333n7qLFG2fPnrW2648//uju4gCA23i7uwAAEN+FhYVp9erV+uOPPxQQEKBr164pODhYiRMnVqZMmVSwYEHVqlVLZcqUkacn18bc4ebNm2rRooVOnjz5TMv56quv9PXXXz/VeyZMmKAaNWo80+cCAOIWQhgAPEerV6/WiBEjdO7cufumXb9+XdevX9e+ffs0b948Zc2aVX379lWVKlXsL6iNqlWrpnPnzqlRo0YaMWKEu4sjSZozZ44VwN59911VrVpVSZMmlSSlSZPGjSWLGxwOhySpa9eu6tatm5tLAwAvPkIYADwnEyZM0Pjx462/y5cvr2rVqilHjhxKmjSpbty4oRMnTui3337T5s2bdfLkSX355ZfxPoS9iDZv3ixJKlCggHr37h0ryxw2bJgKFiz42PkyZswYK58XF2TOnFmHDh1ydzEAwO0IYQDwHCxevNgKYKlSpdLYsWNVqlSp++YrV66cWrVqpcOHD2v48OG6evWq3UWFpIsXL0qSsmbNGmvLzJw5s3Lnzh1rywMAxB+EMACIZRcvXtSQIUMkSQkTJtSsWbOUI0eOR74nd+7cmjZtmpYtW2ZHEXGP8PBwSZKPj4+bSwIAeBl4GGOMuwsBAPHJyJEjNX36dEnSRx99pHbt2sXKcv/++2/Nnz9fO3bs0OXLl+Xn56fMmTOrcuXKatu2rVKmTPnA9/3444/q27evJGndunXKnDnzA+c7e/asqlevLkkaPny4Gjdu7DL9o48+0pIlS5QpUyb99ttvCgoK0owZM7R69WqdO3dO3t7ecjgcat68uV5//fX7lt+6dWtt27btketYqlQpzZo167Hb4kF+++03LV26VLt27dLVq1eVKFEiZc2aVdWrV1erVq2UKFEil/m3bt2qNm3axGp5og/M8f3336t06dJPvR4PqofVq1dr3rx5OnDggEJCQvTKK6+oadOmatGihRUcjTH65ZdftGDBAh09elS3b99W9uzZ1axZM7Vo0UIeHh6P/NxDhw5p9uzZ2rp1qy5evChPT09lzJhR5cuXV5s2bR74vXHe3/co0e/9e9x3zCksLEwLFy7Ur7/+qiNHjig4OFjJkiVTvnz5VL9+fTVo0OChg9g86/c0ujVr1mjJkiXau3evrl69Kh8fH6VMmVLp0qVTqVKlVK1aNRUqVOiRywCAB6ElDABikTFGS5YskXS3Faxp06bPvMyoqCgNHTpUc+bMcXk9LCxMBw4c0IEDBzRnzhyNGzdO5cuXf+bPexLHjx/Xu+++e98J+N9//62///5bu3bt0ieffGJLWUJDQ/Xhhx9qzZo1Lq9fv35du3bt0q5duzRr1ixNmTJFefPmtaVMsWngwIGaO3euy2uHDh3S0KFDtW3bNo0dO1aRkZHq1auXVq1a5TLf/v37NXDgQO3fv99qnX2QyZMna+zYsYqKinJ5/ejRozp69Kjmzp2rIUOGqGHDhrG2Xg9z9uxZdejQQcePH3d5PTAwUH/88Yf++OMPzZ8/XxMnTlTy5MkfuayYfk8jIyP1wQcf6Ndff3V5PTw8XLdv39bZs2e1Y8cO/fHHHwy1DyBGCGEAEIuOHDmia9euSZKKFy+uxIkTP/Myv/jiCyuAZc6cWR06dFC+fPkUEhKi3377TXPmzNHNmzf13nvvadGiRcqTJ88zf+ajhISEqHPnzrp+/bo6d+6scuXKKWHChDpw4IC+/vprXbhwQXPmzFHVqlVVsWJF633Dhg1TSEiI2rdvr0uXLql69er6v//7P5dl+/v7P3V5/vvf/1oBLE+ePGrXrp1y5MihGzduaPny5VqyZIkuXbqkt99+Wz///LPSpUsnSSpYsKDV/fNhZYpJeWLTvHnztHv3blWuXFlNmzZVxowZ9e+//2rKlCnavXu3Vq9erR9//FGHDh3SqlWrrFaiNGnS6NSpU/rqq690/PhxLViwQDVr1lSlSpXu+4w5c+ZozJgxkqSUKVOqQ4cOKlasmCIjI7VlyxZNmzZNt2/f1kcffaQUKVKocuXK1nunTZum8PBwNWjQQJLUsmVLvfnmmy7LT5Ys2ROv761bt/T222/rzJkzkqQaNWqoSZMmSps2rc6ePas5c+Zo27Zt2rFjhzp16qQ5c+bIy8vrgcuK6fdUkubOnWsFsOLFi6tp06bKkiWLEiZMqOvXr+vQoUPauHGjbt68+cTrBgDREcIAIBYdPHjQ+nf+/PmfeXmHDh3SjBkzJN29b2zOnDnW0OmSVLp0aZUvX17vvfeewsPDNWDAAC1cuPCZP/dRrl69qvDwcM2fP1+5cuWyXi9QoIBKlSqlBg0aKDQ0VD/88IPLyW2WLFkk/e++q6RJkz7zwBUbNmzQypUrJUlly5bVlClT5Ovra02vUKGCihYtqgEDBuj69esaPny4xo4dK+luS6Xz82OzTE5nz55VihQpHjmPj4+PsmXL9tDpu3fvVtu2bdWvXz/rtfz586t8+fKqV6+ezp07py+++EI3btxQv3791LZtW5f5SpYsqVq1aunWrVuaO3fufSHs6tWr+vzzzyVJadOm1YIFC5QhQwZrevHixVWtWjW1atVKt2/f1oABA7Ru3Tpre91b9lSpUj3T9vv666+tANa5c2eXQFygQAHVqlVLvXv31rJly7Rz507Nnz//vtAXfd1i8j2VZH2nChcurO+//17e3q6nS+XKlVO7du10/fr1GK8rgJcbTwUFgFgU/aQsVapUz7y8uXPnWl3Ehg4d6hLAnCpVqqQmTZpIkgICAhQQEPDMn/s4PXr0cDmxdXr11VetBw//888/z70czhZCHx8fDR8+3CWAOTVr1kzlypWTdPcen0uXLj33cklSv3791KBBg0f+1759+0cuI0OGDA8cMt/f39/qGnj9+nUVLlzYJYA5pUmTRjVr1pQk7dix477pixcvVkhIiCSpb9++LgHMKV++fOrYsaOku4POrF279tErHkNhYWFatGiRJClXrlwPfN6Yh4eHBg4caHVDvLeL7r1i+j0NDAyUJBUtWvS+ABbd47pDAsDDEMIAIBbdunXL+ndsdGXbsmWLpLsnpYULF37ofM2aNbvvPc+Lh4eH6tev/9DpzhbA69evKygo6LmVIyIiQtu3b5d09xlsDwoQTs578yIiIh47OMiLpGbNmg8dsTF6t9M6deo8dBnO+W7cuHFffTi/K0mTJrXC2oNEv7fxeX2/9u7da5WvUaNGD+1mmDhxYmt9jx49+tBQ/SzfU+cDutevX89jIwA8F3RHBIBYFH0EPmcLQ0yFhYXp5MmTkvTYEdjy5s0rHx8fhYeH6/Dhw8/0uY+TIkWKR3azi34P0K1btx7Yehcbzpw5Y23jx22f6AH2yJEjz6U894rp6IjRPeq5ZUmSJLH+/agujdHnu7c+nN+VfPnyPXJ4/tSpUytTpkw6d+7cc/t+Ra+XR11wcE53DlZy5MgRpU2b9r55nuV72rBhQ23fvl2nTp3Sa6+9ppo1a6p8+fIqUaKE0qdP/8TrBAAPQwgDgFgUvXvSlStXnmlZN27csP79uK6NPj4+Sp48uS5fvuzyvufhcS180YcOj4yMfG7leJrt42zZkBSn7uN51LaOvp0TJEjwRPPdWx/ObfgkXWfTpEmjc+fOPbfvV/TlPuxxC06pU6d+4Puie5bv6RtvvKEzZ87o22+/1c2bN/Xjjz9aoyC+8sor1mMPnPc5AsDTojsiAMSi6F3E9u3bF2vLfdwznl52bJ9n86JtvxehPD179tTq1avVs2dPlSlTxgp1p0+f1owZM1SnTp37Hh0AAE+KEAYAsShXrlxWF6gdO3YoODg4xsuK3l3KOVDAw0RERFgtPPcOCR79ir8x5qHLeNbuk3Z7mu1z+fJl698MpvA/zm34uO0n/W8bPs2Q8zEpi/T4VuTo5X1e5ZGkTJkyqVOnTpo5c6a2b9+uuXPnqk2bNvLz81N4eLgGDRqk/fv3P7fPBxB/EcIAIBZ5eHioUaNGkqTbt28/03Dxvr6+1j1BjxvxcP/+/QoPD5ek+4YIj36f2qO6kjnvP4srsmTJYrVOPG77RJ/+oNHyXlbO78r+/fsVERHx0PmuXLmi8+fPu7wntkWvl927dz9yXnfUp4+Pj4oVK6b+/ftr9OjRku5e1Lj3AdkA8CQIYQAQy95++20rHIwfP17Hjh17ovdFRUXp559/dnmtbNmyku4OPvCooOEc2jv6e5wyZ85s/Xvv3r0PXcYvv/zyROV8Vn5+fpLuDjzyLLy9vVWyZElJ0p9//qkLFy48dF7n9vH29lapUqWe6XPjE+d3JSgoSKtXr37ofIsWLbJaUe/9fkmxU6cFChSwBsdYunSp9WiGewUHB1vP8cqZM+cDB+V43qJvA+fD2QHgaRDCACCWpUuXTgMGDJB0tzWsdevWjx0W/ejRo3r33Xc1bdo0l9dbtmxpdSccMGDAA7s3btq0yQoZhQoVum+kwFy5crk8V+lBJ8orVqzQr7/++mQr+Iycg2ScPn36mZfVqlUrSVJ4eLj69+9vtQZGt2jRIm3atEnS3SHf3XHS/qJq0qSJdcFg5MiRunjx4n3zHDx4UJMmTZJ097vtfL5WdLFRp76+vnrjjTck3R21ceLEiffNY4zRkCFDrODjrP/Y9tNPPz2yZdD5fZJcL3IAwJNidEQAeA6aNGmiCxcuaPz48bpy5Ypat26tChUqqFq1asqRI4eSJk2qGzdu6MSJE/r999+1ceNGRUZGugzsIUkOh0Pt2rXTtGnTdPDgQTVq1EgdOnRQ3rx5FRISovXr12vWrFmKjIyUj4+PBg8efF9ZvL291bx5c02ePFmHDx9WmzZt9O677ypjxowKDAzUr7/+qiVLlqho0aLauXPnc982RYsW1datW7Vnzx5NmTJFlSpVsoJAggQJlC5duideVpUqVVS7dm39+uuv2rRpk5o3b663335b2bNnV1BQkJYvX67FixdLunsvWN++fZ/LOj3I2bNnHzlEulOKFClcRm+0U8qUKdW7d28NHjxYFy5cUOPGjdWhQwcVK1ZMERER2rx5s6ZNm6bbt2/Lw8NDQ4YMeeBQ9kWLFtXZs2f122+/ad68eSpWrJjVOpY4ceInfnB5ly5dtGbNGp05c0ZfffWVDh8+rMaNGytNmjQ6e/asZs+ebV3QKFq0qJo3bx57GyOaPn36aNSoUapZs6aKFi2qV155RX5+fgoMDNTmzZutATkSJkyoBg0aPJcyAIjfCGEA8Jx06dJFuXLl0ogRI3Tu3Dlt2rTJ5Qr6vXLlyqXevXvf93qvXr0UEhKiH374QadPn7Za2aJLkiSJxo4dq7x58z5w2Z07d9bWrVu1a9cu7dy5U126dHGZXqpUKX3yySePfLhtbHnzzTc1b948Xb9+XaNHj7bur3GWY9asWU+1vFGjRikyMlJr1qzRvn37HrgN06ZNqylTpjxVwHtW/fr1e6L52rRpo/79+z/n0jxcq1atdPPmTY0bN06BgYEaPnz4ffP4+vpqyJAhqly58gOX0b59e61atUphYWH69NNPXaY1atRII0aMeKKyJE6cWN999506dOig48ePa9WqVQ+856pYsWL65ptvHvpA59gQGBiouXPnPnQExCRJkmjMmDGPfEg4ADwMIQwAnqPXXntNVapU0apVq/THH39oz549unr1qm7duqXEiRMrU6ZMKly4sGrVqqXSpUs/cGhuT09Pffrpp6pXr57mzZunHTt2KDAwUL6+vsqSJYsqV66stm3bPvLZSv7+/po5c6a+++47LV++XKdPn5a3t7eyZcumRo0aqUWLFvr333+f56awpEuXTgsXLtTkyZO1fft2XbhwQaGhoTFenp+fn77++mv99ttvWrJkiXbt2qVr164pYcKEypo1q2rUqKFWrVq5DFACV506dVKVKlU0Z84c/fXXX7p06ZI8PT2VIUMGlS9fXm3btn1kt7u8efNq/vz5mjZtmv755x8FBgbG+P6wzJkz66efftLChQv166+/6vDhw7p165aSJUumvHnzqkGDBmrQoIHLqJ+x7ZdfftGGDRu0Y8cOnTlzRoGBgbp586YSJUqk7Nmzq0KFCmrZsqXL88oA4Gl4mEeNVwwAAAAAiFUMzAEAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhz8AYo8jISDHKPwAAAIAnRQh7BlFRUdq1a5eioqLcXRQAAAAAcQQhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECANgG2Oi3F2EOIdtBgBA/OPt7gK8LExUlDw8ybxPi+0Wv3h4eOrmvh8VeSvQ3UWJE7wSpVaS/I3dXQzEMmOMPDw83F2MOCU2txnbP2bYbkDsIoTZxMPTU4fHT1LIufPuLkqc4Z8po3J37+TuYiCWRd4KVGTwBXcXA3AbDw8P3bi1U5FRN91dlDjByzOJkiUqGmvL8/Dw0IGLf+l2WFCsLTO+S+ibVHnTlXF3MYB4hRBmo5Bz53XrxCl3FwMA4GaRUTcVEUkIcJfbYUEKDrvu7mIAeInRzwsAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsNELGcK2b9+uTp06qUKFCnI4HFq7dq3LdGOMxo0bpwoVKqhQoUJ6++23dfLkSZd5rl+/rg8//FDFihVTiRIl1K9fP926dctlnoMHD+rNN99UwYIFVblyZU2dOvV5rxoAAACAl9wLGcJu374th8OhTz/99IHTp06dqlmzZmngwIFasGCB/P391b59e4WGhlrz9OrVS0ePHtWMGTM0adIk/f333/rkk0+s6cHBwWrfvr0yZsyoH3/8UX369NHXX3+t+fPnP/f1AwAAAPDy8nZ3AR6kcuXKqly58gOnGWP0/fffq3PnzqpRo4YkadSoUSpXrpzWrl2revXq6dixY9q4caMWLVqkggULSpI+/vhjdezYUX369FG6dOn0888/Kzw8XMOGDZOvr69y5cqlAwcOaMaMGWrevLlt6woAAADg5fJChrBHOXv2rC5fvqxy5cpZryVJkkSFCxfWzp07Va9ePe3cuVNJkya1ApgklStXTp6engoICFDNmjW1a9culShRQr6+vtY8FSpU0NSpU3Xjxg0lS5bsicsUGRn52Hm8vLyeeHlw9STbF3ED+0HMsA/EL+wHMRNb+wHbP+Y4FgGP96THmDgXwi5fvixJSpUqlcvrqVKlUmBgoCQpMDBQKVOmdJnu7e2tZMmSWe8PDAxU5syZXeZJnTq1Ne1pQtiePXseOd3f31/58uV74uXB1aFDhxQSEuLuYuAZsR/EHPtA/MF+EHOxsR+w/Z8NxyLg8YoXL/5E88W5EPYiKliwIFfWniOHw+HuIgBuxT4AsB+8CKgDIPbEuRCWJk0aSdKVK1eUNm1a6/UrV64oT548ku62aF29etXlfREREbpx44b1/tSpU1stZ07Ov50tYk/Ky8uLEPYcsW3xsmMfANgPXgTUARB7XsjRER8lc+bMSpMmjbZs2WK9FhwcrN27d6to0aKSpKJFiyooKEh79+615vnrr78UFRWlQoUKSZKKFCmiv//+W+Hh4dY8mzdvVrZs2Z6qKyIAAAAAPI0XMoTdunVLBw4c0IEDByTdHYzjwIEDOn/+vDw8PNSmTRt98803WrdunQ4dOqQ+ffoobdq01miJOXLkUMWKFTVgwAAFBARox44dGjJkiOrVq6d06dJJkho0aCAfHx/1799fR44c0YoVK/T999+rXbt2bltvAAAAAPHfC9kdce/evWrTpo319/DhwyVJjRo10ogRI9ShQweFhITok08+UVBQkIoXL65vv/1Wfn5+1nu++OILDRkyRG3btpWnp6dee+01ffzxx9b0JEmSaNq0aRo8eLAaN26sFClS6P3332d4egAAAADP1QsZwkqXLq1Dhw49dLqHh4d69OihHj16PHSe5MmTa/To0Y/8nDx58uiHH36IcTkBAAAA4Gm9kN0RAQAAACC+IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAMA2USbK3UWIk9hu8Yu3uwsAAACAl4enh6cW7dukwFtB7i5KnJE6UVK9kb+Cu4uBWEQIAwAAgK0CbwXp3+Cr7i4G4DZ0RwQAAAAAGxHCAAAAAMBGhDAAeIkYY9xdhDiHbQYAiG3cEwYALxEPDw/dubZdURE33V2UOMHTO4kSpCjp7mIAAOIZQhgAvGSiIm4qKuK6u4sBAMBLi+6IAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANoqTISwyMlJjx45VtWrVVKhQIdWoUUMTJkyQMcaaxxijcePGqUKFCipUqJDefvttnTx50mU5169f14cffqhixYqpRIkS6tevn27dumXz2gAAAAB4mcTJEDZ16lTNnTtXn3zyiVasWKFevXrp22+/1axZs1zmmTVrlgYOHKgFCxbI399f7du3V2hoqDVPr169dPToUc2YMUOTJk3S33//rU8++cQdqwQAAADgJeHt7gLExM6dO1W9enVVqVJFkpQ5c2YtX75cAQEBku62gn3//ffq3LmzatSoIUkaNWqUypUrp7Vr16pevXo6duyYNm7cqEWLFqlgwYKSpI8//lgdO3ZUnz59lC5duicuT2Rk5GPn8fLyesq1hNOTbF/EDewHMROb+wB1EDPUgfvFVh2w/WOOOnA/zolefE/6/Y6TIaxo0aJasGCBTpw4oWzZsungwYPasWOHPvroI0nS2bNndfnyZZUrV856T5IkSVS4cGHt3LlT9erV086dO5U0aVIrgElSuXLl5OnpqYCAANWsWfOJy7Nnz55HTvf391e+fPmeci3hdOjQIYWEhLi7GHhG7AcxF1v7AHUQc9SB+8VGHbD9nw114H6cE734ihcv/kTzxckQ1rFjRwUHB6tOnTry8vJSZGSkevbsqddff12SdPnyZUlSqlSpXN6XKlUqBQYGSpICAwOVMmVKl+ne3t5KliyZ9f4nVbBgQa7qPEcOh8PdRQDcin3A/agD96MO3I86cD/qIP6IkyFs5cqVWrZsmUaPHq2cOXPqwIEDGj58uNKmTatGjRrZXh4vLy9C2HPEtsXLjn3A/agD96MO3I86cD/qIP6IkyFs1KhR6tixo+rVqyfp7lWB8+fPa/LkyWrUqJHSpEkjSbpy5YrSpk1rve/KlSvKkyePJCl16tS6evWqy3IjIiJ048YN6/0AAAAAENvi5OiId+7ckYeHh8trXl5e1hD1mTNnVpo0abRlyxZrenBwsHbv3q2iRYtKuntfWVBQkPbu3WvN89dffykqKkqFChWyYS0AAAAAvIziZEtY1apVNWnSJGXMmNHqjjhjxgw1adJEkuTh4aE2bdrom2++0auvvqrMmTNr3LhxSps2rTVaYo4cOVSxYkUNGDBAgwYNUnh4uIYMGaJ69eo91ciIAAAAAPA04mQI+/jjjzVu3DgNGjTI6nLYvHlzdenSxZqnQ4cOCgkJ0SeffKKgoCAVL15c3377rfz8/Kx5vvjiCw0ZMkRt27aVp6enXnvtNX388cfuWCUAAAAAL4k4GcISJ06s/v37q3///g+dx8PDQz169FCPHj0eOk/y5Mk1evTo51FEAAAAAHigOHlPGAAAAADEVYQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARjEOYX379tWiRYseO9+PP/6ovn37xvRjAAAAACBeiXEIW7JkiXbs2PHY+f755x8tXbo0ph8DAAAAAPHKc++OGBkZKU9Pej0CAAAAgGRDCDt16pQSJ078vD8GAAAAAOIE76eZ+euvv3b5++DBg/e95hQZGamjR49q586dKleuXMxLCAAAAADxyFOHMA8PDxljJEkHDhzQgQMHHvkef39/vf/++zEvIQAAAADEI08Vwrp06WKFsAkTJihv3ryqXr36A+f18fFRunTpVLFiRaVKlSpWCgsAAAAAcd1ThbBu3bpZ/54wYYLy5Mmjrl27xnqhAAAAACC+eqoQFt3BgwdjsxwAAAAA8FJg7HgAAAAAsFGMW8KcLl68qK1bt+rixYsKDQ194DweHh7q0qXLs37UfZ/7+eefa+PGjQoJCdGrr76qYcOGqWDBgpIkY4zGjx+vhQsXKigoSMWKFdPAgQOVNWtWaxnXr1/XkCFDtH79enl6euq1115T//79lShRolgtKwAAAAA4PVMIGz58uObMmaPIyEhJskZNdHIO4hHbIezGjRtq2bKlSpcuralTpypFihQ6deqUkiVLZs0zdepUzZo1SyNGjFDmzJk1btw4tW/fXitWrJCfn58kqVevXrp8+bJmzJih8PBw9evXT5988olGjx4da2UFAAAAgOhiHMJmzJihmTNnysPDQxUqVFCOHDlseyjz1KlTlT59eg0fPtx6LUuWLNa/jTH6/vvv1blzZ9WoUUOSNGrUKJUrV05r165VvXr1dOzYMW3cuFGLFi2yWs8+/vhjdezYUX369FG6dOlsWRcAAAAAL5cYh7BFixbJ29tb06ZNU+nSpWOzTI/122+/qUKFCurevbu2b9+udOnS6c0331SzZs0kSWfPntXly5ddHhKdJEkSFS5cWDt37lS9evW0c+dOJU2a1ApgklSuXDl5enoqICBANWvWfOLyOFsCH8XLy+sp1hDRPcn2RdzAfhAzsbkPUAcxQx24X2zVAds/5qgD9+Oc6MX3pN/vGIew06dPq1ixYrYHMEk6c+aM5s6dq3bt2qlTp07as2ePhg4dKh8fHzVq1EiXL1+WpPueT5YqVSoFBgZKkgIDA5UyZUqX6d7e3kqWLJn1/ie1Z8+eR0739/dXvnz5nmqZ+J9Dhw4pJCTE3cXAM2I/iLnY2geog5ijDtwvNuqA7f9sqAP345zoxVe8ePEnmi/GISxRokRKkyZNTN/+TIwxKlCggD744ANJUr58+XTkyBHNmzdPjRo1sr08BQsW5KrOc+RwONxdBMCt2AfcjzpwP+rA/agD96MO4o8Yh7ASJUro0KFDsVmWJ5YmTRrlyJHD5bXs2bNr1apV1nRJunLlitKmTWvNc+XKFeXJk0eSlDp1al29etVlGREREbpx48ZTh0svLy9C2HPEtsXLjn3A/agD96MO3I86cD/qIP6I8XPCunTpolOnTmnhwoWxWZ4nUqxYMZ04ccLltZMnTypTpkySpMyZMytNmjTasmWLNT04OFi7d+9W0aJFJUlFixZVUFCQ9u7da83z119/KSoqSoUKFbJhLQAAAAC8jGLcEhYcHKx27drpk08+0aZNm1S1alVlyJBBnp4PznUlS5aMcSHv1bZtW7Vs2VKTJk1SnTp1FBAQoAULFmjw4MGS7g6N36ZNG33zzTd69dVXrSHq06ZNa42WmCNHDlWsWFEDBgzQoEGDFB4eriFDhqhevXqMjAgAAADguYlxCGvdurX1HLDVq1dr9erVD53Xw8ND+/fvj+lH3adQoUL6+uuvNWbMGE2YMEGZM2dWv3799Prrr1vzdOjQQSEhIfrkk08UFBSk4sWL69tvv7WeESZJX3zxhYYMGaK2bdtaD2v++OOPY62cAAAAAHCvGIew2GzZiomqVauqatWqD53u4eGhHj16qEePHg+dJ3ny5DyYGQAAAICtYhzCZs2aFZvlAAAAAICXQowH5gAAAAAAPD1CGAAAAADYKMbdEbdv3/5U87v7HjIAAAAAeBE88+iITyK2R0cEAAAAgLgq1kdHNMbo/Pnz+vfffyVJRYoUkbd3jD8GAAAAAOKV5zY64sGDB9W3b18lTJhQU6ZMienHAAAAAEC88twG5siTJ4+++uor7dixQ9OmTXteHwMAAAAAccpzHR0xc+bMKliwoJYuXfo8PwYAAAAA4oznPkR9ihQpdO7cuef9MQAAAAAQJzzXEBYWFqa9e/cqQYIEz/NjAAAAACDOeC4h7Pbt29qzZ4+6d++uf//9V6VLl34eHwMAAAAAcU6MR0fMmzfvY+cxxihp0qT6v//7v5h+DAAAAADEKzEOYcaYhy/U21vp0qVTuXLl9N577ylz5swx/RgAAAAAiFdiHMIOHjwYm+UAAAAAgJfCcx8dEQAAAADwP4QwAAAAALBRjLsjOl27dk0LFy7U1q1bdfHiRUlSunTpVLp0aTVt2lQpUqR45kICAAAAQHzxTCFs06ZN+vDDDxUUFOQyUMfRo0e1efNmTZs2TaNHj1aFChWeuaAAAAAAEB/EOISdPHlS3bp1U0hIiBwOhxo3bqxXXnlFknTmzBktWbJEBw4cULdu3bRkyRJlzZo1tsoMAAAAAHFWjEPYlClTFBISoq5du6pr1673TW/Tpo0mTJigr776SlOnTtVnn332TAUFAAAAgPggxgNz/PXXX8qWLdsDA5hTly5dlC1bNm3ZsiWmHwMAAAAA8UqMQ9jly5eVL1++x86XL18+Xb58OaYfAwAAAADxSoxDWMKECXX16tXHznf16lUlTJgwph8DAAAAAPFKjENYnjx5tH37dh06dOih8xw8eFDbt29Xnjx5YvoxAAAAABCvxDiENWvWTBEREWrXrp3mzJmjW7duWdNu3bql2bNn65133lFkZKSaN28eK4UFAAAAgLguxqMj1qtXT3/88Yd++uknDR06VEOHDlXy5MklSdevX5ckGWPUsGFD1a1bNzbKCgAAAABx3jM9rHnkyJEqUqSIpk+frjNnzujatWvWtFdeeUXvvPOOWrRo8cyFBAAAAID44plCmCS1bNlSLVu21MWLF3Xx4kVJUrp06ZQuXbpnLhwAAAAAxDdPFcICAgJ0+fJl5ciRQ1mzZnWZdm/wOnnypI4dO6a0adOqYMGCsVJYAAAAAIjrnjiEXb16VW+//bYSJUqkn3766bHzJ02aVIMGDdKdO3e0du1aJU2a9JkKCgAAAADxwROPjvjzzz/r9u3b6t69u1KmTPnY+VOmTKnu3bsrKChIP//88zMVEgAAAADiiycOYX/88Yf8/f3VsGHDJ174f/7zHyVMmFDr16+PSdkAAAAAIN554hB2+PBhFS5cWD4+Pk+8cB8fHxUqVEiHDx+OUeEAAAAAIL554hB248YNpU6d+qk/IFWqVNZzwwAAAADgZffEIczX11chISFP/QF37tyRr6/vU78PAAAAAOKjJw5hqVOn1qFDh576Aw4dOhSjFjQAAAAAiI+eOIQVK1ZM586d0z///PPEC9+xY4fOnj2rYsWKxahwAAAAABDfPHEIa9CggYwx+uSTT3Tz5s3Hzh8UFKRPPvlEHh4eqlev3jMVEgAAAADiiycOYeXKlVPZsmV19OhRNW7cWOvWrZMx5r75jDFau3atmjRpouPHj6tUqVKqUKFCrBYaAAAAAOIq76eZecyYMWrZsqVOnjyprl27KmnSpMqXL5/18OarV69q//79CgoKkjFGr776qr788svnUnAAAAAAiIueKoSlSJFCixYt0uDBg7V8+XLduHFDW7ZskYeHhyRZLWOenp6qX7++BgwYoKRJk8Z+qQEAAAAgjnqqECZJiRMn1qhRo9StWzdt2LBBe/fu1dWrVyVJKVOmVP78+VW1alVlyZIl1gsLAAAAAHHdU4cwpyxZsqh169axWRYAAAAAiPeeeGAOAAAAAMCzI4QBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgo3gRwqZMmSKHw6HPPvvMei00NFSDBg1S6dKlVbRoUXXr1k2BgYEu7zt//rw6duyowoULq2zZsho5cqQiIiLsLj4AAACAl0icD2EBAQGaN2+eHA6Hy+vDhg3T+vXrNXbsWM2aNUuXLl1S165dremRkZF67733FB4ernnz5mnEiBFasmSJxo8fb/cqAAAAAHiJxOkQduvWLfXu3VtDhw5VsmTJrNdv3rypxYsX66OPPlLZsmVVoEABDRs2TDt37tSuXbskSZs2bdLRo0f1+eefK2/evKpcubJ69OihOXPmKCwszE1rBAAAACC+83Z3AZ7F4MGDVblyZZUrV07ffPON9frevXsVHh6ucuXKWa/lyJFDGTNm1K5du1SkSBHt2rVLuXPnVurUqa15KlSooIEDB+ro0aPKly/fE5cjMjLysfN4eXk98fLg6km2L+IG9oOYic19gDqIGerA/WKrDtj+MUcduB/nRC++J/1+x9kQtnz5cu3fv1+LFi26b1pgYKB8fHyUNGlSl9dTpUqly5cvW/NED2CSrL+d8zypPXv2PHK6v7//U4U6uDp06JBCQkLcXQw8I/aDmIutfYA6iDnqwP1iow7Y/s+GOnC/2KgDHx8f5cufX96E4acWERmp/fv2KTw8/KHzFC9e/ImWFSdD2L///qvPPvtM06dPl5+fn7uLo4IFC3JV5zm6934/4GXDPuB+1IH7UQfuRx24X2zVgZeXl0Yt26rTV4JiZXkvg1dSJVWfBqWVP3/+WFlenAxh+/bt05UrV9S4cWPrtcjISG3fvl1z5szRtGnTFB4erqCgIJfWsCtXrihNmjSS7rZ6BQQEuCzXOXqic54n5eXlRQh7jti2eNmxD7gfdeB+1IH7UQfuF5t1cPpKkI5dvB5ry3tZxFYdxMkQVqZMGS1btszltb59+yp79uzq0KGDMmTIIB8fH23ZskW1atWSJB0/flznz59XkSJFJElFihTRpEmTdOXKFaVKlUqStHnzZiVOnFg5c+a0dX0AAAAAvDziZAhLnDixcufO7fJawoQJlTx5cuv1Jk2aaMSIEUqWLJkSJ06soUOHqmjRolYIq1ChgnLmzKk+ffqod+/eunz5ssaOHatWrVrJ19fX7lUCAAAA8JKIkyHsSfTr10+enp7q3r27wsLCVKFCBX366afWdC8vL02aNEkDBw5U8+bN5e/vr0aNGql79+5uLDUAAACA+C7ehLBZs2a5/O3n56dPP/3UJXjdK1OmTJo6derzLhoAAAAAWOL0w5oBAAAAIK4hhAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYKE6GsMmTJ6tJkyYqWrSoypYtq/fff1/Hjx93mSc0NFSDBg1S6dKlVbRoUXXr1k2BgYEu85w/f14dO3ZU4cKFVbZsWY0cOVIRERF2rgoAAACAl0ycDGHbtm1Tq1attGDBAs2YMUMRERFq3769bt++bc0zbNgwrV+/XmPHjtWsWbN06dIlde3a1ZoeGRmp9957T+Hh4Zo3b55GjBihJUuWaPz48e5YJQAAAAAvCW93FyAmpk2b5vL3iBEjVLZsWe3bt08lS5bUzZs3tXjxYn3xxRcqW7aspLuhrG7dutq1a5eKFCmiTZs26ejRo5oxY4ZSp06tvHnzqkePHvriiy/UtWtX+fr6PnF5IiMjHzuPl5fX060kLE+yfRE3sB/ETGzuA9RBzFAH7hdbdcD2jznqwP2oA/d7XB086baNkyHsXjdv3pQkJUuWTJK0d+9ehYeHq1y5ctY8OXLkUMaMGa0QtmvXLuXOnVupU6e25qlQoYIGDhyoo0ePKl++fE/8+Xv27HnkdH9//6daHlwdOnRIISEh7i4GnhH7QczF1j5AHcQcdeB+sVEHbP9nQx24H3Xgfo+rg+LFiz/RcuJ8CIuKitKwYcNUrFgx5c6dW5IUGBgoHx8fJU2a1GXeVKlS6fLly9Y80QOYJOtv5zxPqmDBglxReI4cDoe7iwC4FfuA+1EH7kcduB914H7UgfvFVh3E+RA2aNAgHTlyRD/88IPbyuDl5UUIe47YtnjZsQ+4H3XgftSB+1EH7kcduF9s1UGcHJjDafDgwdqwYYNmzpyp9OnTW6+nTp1a4eHhCgoKcpn/ypUrSpMmjTXPvaMlOv92zgMAAAAAsS1OhjBjjAYPHqw1a9Zo5syZypIli8v0AgUKyMfHR1u2bLFeO378uM6fP68iRYpIkooUKaLDhw/rypUr1jybN29W4sSJlTNnTlvWAwAAAMDLJ052Rxw0aJB++eUXTZw4UYkSJbLu4UqSJIkSJEigJEmSqEmTJhoxYoSSJUumxIkTa+jQoSpatKgVwipUqKCcOXOqT58+6t27ty5fvqyxY8eqVatWTzUyIgAAAAA8jTgZwubOnStJat26tcvrw4cPV+PGjSVJ/fr1k6enp7p3766wsDBVqFBBn376qTWvl5eXJk2apIEDB6p58+by9/dXo0aN1L17d/tWBAAAAMBLJ06GsEOHDj12Hj8/P3366acuwetemTJl0tSpU2OzaAAAAADwSHHynjAAAAAAiKsIYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBAGAAAAADYihAEAAACAjQhhAAAAAGAjQhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYAAAAANiIEAYAAAAANiKEAQAAAICNCGEAAAAAYCNCGAAAAADYiBCGl4aJinJ3EeIcthkAAEDs83Z3AQC7eHh6KnDpJIUHnnd3UeIEn9QZlbphJ3cXAwAAIN4hhOGlEh54XmEXTrm7GAAAAHiJ0R0RAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECAMAAAAAGxHCAAAAAMBGhDAAAAAAsBEhDAAAAABsRAgDAAAAABsRwgAAAADARoQwAAAAALARIQwAAAAAbEQIAwAAAAAbEcIAAAAAwEaEMAAAAACwESEMAAAAAGxECJM0Z84cVatWTQULFlTTpk0VEBDg7iIBAAAAiKde+hC2YsUKDR8+XF26dNGSJUuUJ08etW/fXleuXHF30QAAAADEQy99CJsxY4aaNWumJk2aKGfOnBo0aJASJEigxYsXu7toAAAAAOIhb3cXwJ3CwsK0b98+vffee9Zrnp6eKleunHbu3PnY9xtjrOV4eXk9cl4vLy8leCWzjPdLvcmfSoKM6RUZGanIyMhYWZ6Xl5e80mSWtyd18CS8UsXu9pfu1oESppEH13+eTMJUz6UOjGcSGargiRjPJM+lDjxMYvaCJ+RhEsf6b4G/d1IpyiNWlvcy8PeO3f3Ay8tLaRImlaeogyeVKmHs10G21Enlw4HoiWVOmfSJ6sDLy0uenp7y8Hj099vDOJPES+jixYuqVKmS5s2bp6JFi1qvjxo1Stu3b9fChQsf+f6wsDDt2bPneRcTAAAAQBxRpEiRxzbQ0CTwDLy9vVWwYMEnSrsAAAAA4j9Pz8c3Mb7UISxFihTy8vK6bxCOK1euKHXq1I99v6enp3x9fZ9X8QAAAADEQy91T1BfX1/lz59fW7ZssV6LiorSli1bXLonAgAAAEBsealbwiSpXbt2+u9//6sCBQqoUKFCmjlzpkJCQtS4cWN3Fw0AAABAPPTSh7C6devq6tWrGj9+vC5fvqy8efPq22+/faLuiAAAAADwtF7q0REBAAAAwG4v9T1hAAAAAGA3QhgAAAAA2IgQBgAAAAA2IoQBAAAAgI0IYQAAAABgI0IYHioqKkqSxACaAOIK53ELiOtCQ0PdXQQAzxEhDA8UFRUlT8+7X48LFy64uTQA8HABAQEaN26cddwiiCGuCwgIUJ8+fbR//353FwUxYIxxuYDNxWw8CCEMD+QMYF999ZVef/11HThwwM0lAl5MwcHB7i7CS8sYo/DwcPXu3VvffPONxo0bJ2MMQcxmkZGRkqSbN2+6uSTxx88//6xVq1Zp0qRJOnTokLuLgycUvQeRh4eH/v33X0mSh4eHO4uFFxQhDC6iX61Zs2aNvvvuO1WqVIkDyAuCq2kvln379ql37950G3ITDw8P+fj4aMaMGcqcObMmT56sMWPGEMRs5uXlpb1796pbt246f/68u4sTL3z00Udq1aqVVq9erXHjxhHE4oClS5fqxx9/1O3bt+Xp6andu3frtdde0+zZs91dNNzjRTmX8nZ3AfDicF65kaTbt2/rwIEDypEjh7p166asWbO6t3AvqejdQiWupr1IwsPD9dNPP2n9+vXauHGjatSo4e4ivZQiIiKUMWNGzZ49Wy1atNDUqVMlSR988IEVxKLvQ3g+1qxZo7/++kvnzp1TxowZXX5P8PS8vb3Vt29fhYeHa8GCBZKk7t27K0+ePG4uGR7k3LlzGj9+vC5duqS0adPK399f7777rvLmzaucOXO6u3gvLefxPyIiQlFRUbpz546SJk1qHZvcfZwihMHi/CJOnjxZJ0+e1MmTJ1W8eHFlzZqVExk3iL7Nly5dql27dikqKkqVKlXihP8F4OPjo6pVq+r777/XypUrValSJXl7e7Of2Mzb21uRkZFKnz695s2bRxBzk1KlSmnq1Kn65ptvlDdvXiVOnNjdRYqzIiMj5eXlJW9vbw0ePFheXl6aN2+evL291blzZ+XNm9fdRcQ9MmbMqF69emnGjBnq0aOHwsPDlTdvXvXq1UulSpVyd/FeSs7j/pEjRzR37lzt3btXYWFhypcvnxo1aqRChQrJz8/Prb8PhDC4uH79ugICArRu3TpJUoECBSSJExg3cG5z570uXl5eioyM1IIFC9S6dWu1atWKFko3K1u2rOrVq6d169bp1KlTypUrl9uvrL2MnPsGQcx9ypcvr0qVKumff/7RhQsXlDNnTrZ5DERFRcnLy0uStHz5cu3evVvXrl2TMUYbN25UVFSUunbtSovYC8R5zK9bt67OnTunPXv2yNvbW2XLllXx4sVd5oE9nMeegIAAdejQQZGRkcqWLZt8fX3166+/auvWrWrUqJHatWunRIkSua2cHB3hInny5OrZs6datmwpSfrzzz8VEBDg5lK9vP7++2/Nnj1b//nPfzR37lxNnTpV9erV05w5czR27FgdPnzY3UV86ZUvX1537tzR999/r7CwMH5o3cTLy0vh4eFWEEufPr2mTp3KPWI2cA7M0bx5cwUFBen777+XxMW7mHBuswkTJujjjz/Wrl27lDt3btWrV0/ZsmXT2rVrNX78eO4Re4F4eHgoIiJC4eHh2rRpk7Jly6Z06dJpzpw5Wrlype7cucPvgs08PT115swZ9ezZU5kyZdJnn32mhQsXav78+Ro8eLDOnTun77//XqdOnXJrOWkJg8V55SBnzpx68803FR4erkWLFmnevHlKkSKFsmTJ4u4ixnvOq2XO/589e1Z+fn7q0KGD1a88a9asSpMmjb7//nsZY9SlSxflzp3bzSWP/4KCgpQwYUJ5e989bDq7DDVs2FBz5szRtm3bFBISIl9fX656PmcPa2Hx8fFxCWK0iMUu57a7fv26pLsX7YwxVstNwYIFlTNnTm3YsEFHjx7lXpgYWr9+vTUy8fvvv6+sWbMqIiJCp06d0tSpU7V06VJ5eHioW7dutIi5WfTjiY+Pj4YOHaqgoCBduHBB48aN06effqrIyEjVqVNHvr6+D1wGvxexy1kna9euVWBgoDp37qxatWpJkg4fPqwNGzZIknr37q18+fK5saS0hL20HnRFOPqJSa5cudSuXTs1bNhQS5Ys0YwZM3TmzBk7i/jSiYqKsg7Ezv8nTJhQRYsWVc6cORUeHi5JypIli9q2bau2bdtqzZo1mjBhAi1iz9nBgwdVrVo19e7dWz/99JOk/+0vnp6eaty4sU6dOqU5c+ZIYgCV5yn6SU9AQIB++uknzZo1S1u2bJF090TIGKP06dNr/vz5ypAhg6ZOnarRo0fzHLFn5OnpqUOHDun111/X//3f/+mPP/7QjRs3rOmpU6fWO++8o0uXLmnr1q1uLGnctm/fPklSs2bNlDVrVkVGRsrb21s5cuTQgAEDrC7QEyZM4DlibuQ8npw6dUrffPONVq9erfTp0yt//vyqXr26unXrpkyZMmnw4MFasWKFyyi6p0+f1urVqyXxexHbnL8P//zzj5IlS6aGDRtKkg4dOqQpU6bol19+0aeffqqmTZtKunuB9eLFi24pKy1hL6HoJzG///679u7dq5MnTyp37tyqVauWXnnlFUlSjhw51KFDBxljNHfuXElSu3btaBF7DqLXycKFC7VhwwYFBgYqLCzM6q/s4+Njtb5kyJBBbdq0kSTNnDlT3t7e1khMiF0XL17Ub7/9prJly2rdunVauXKlli5dqvLly6tx48ZKmTKlqlWrpq+++krr1q1T8+bNlSpVKncXO16Kvp9MnTpV3377rUsIaN68udq0aaMcOXJIktKlS2e1iH377bfy8vJSjx49aAmLIWOMzp49q6xZs2rbtm3666+/VLx4cVWpUkVvvfWWvL29VaFCBaVOndp6vAm/F0/O+f0+d+6cpLvHfElWS6MkJUqUSG3bttWOHTu0adMmeXp6qkOHDtb927CHs6727t2rDz/8UGfOnFGTJk1UpUoVa1rNmjXl4eGh8ePHa8iQIYqKilL9+vV16dIlTZs2TfPnz9d3332nMmXKuHt14qWIiAj5+PjI29tbJ06c0OTJk7VixQp9+umn1i030t3n4V68eFFffPHFQ1srnxdC2Esm+knMxIkTNXXqVN25c0f+/v5atmyZpk2bpq+++kolS5aUdDeIdezYUZI0d+5ceXp6qnXr1nr11Vfdtg7xkbNOJk+erC+//NIaQjUkJETGGC1atEhNmjSxBiCIHsQ8PT01bdo0+fr6atCgQbYfROKzXbt2qVevXnr99dc1atQoHTx4UCtWrNC6deu0ZcsWzZ49W2+88YZq166tbt26aciQIdq9e7eqVavm7qLHO877uqT/7SdVqlRRs2bNlDFjRv3www+aP3++bt++rXbt2lndTJxB7K233tLkyZPl4+Ojrl27unNV4hxndykPDw9Vr15d1atX159//qmdO3dqzpw52rFjh5YuXaqyZcuqU6dOatCggebOnavjx48rS5YsdAF9Qs5tlDdvXi1ZskQBAQEqXLiwdcx3KlSokLJkyaJbt25p1apV8vb21vDhwzn228R5LNq3b5/at2+vTJkyaeTIkWrQoMF989aoUUPGGE2YMEGfffaZVq9eraCgIP3zzz/64IMPCGCx4N7unM79JUeOHFq/fr3GjRun06dPa8WKFRowYIBLAPv777+1Zs0alS1b1rq31e7C4yU0bdo043A4zIcffmj+/PNPY4wx3333nXE4HKZ48eJmw4YNLvMfPXrUfPTRR8bhcJiRI0ea8PBwdxQ73omMjLT+ffToUVOhQgXz0UcfmcOHD5sjR46YqVOnmuLFi5t69eqZNWvWWPNGRERY/z5z5owZO3asOXr0qK1lj+8uX75s3njjDVO/fn2X/SEqKsrcvHnTfPPNN+att94yDofD5MuXz9SrV884HA7TunVrc+XKFTeWPH5btWqVKVeunOnbt685cuSI9XrDhg1Nvnz5jMPhMF26dDH79+93ed/58+dN/fr1zeHDh+0ucpzlPD45j/ehoaH3zXPixAkze/Zs88YbbxiHw2FKlSplmjdvbu0L/FY8Oef23rt3r6lYsaIpW7asOXbsmDUtKirKmrdt27ZmwoQJZty4cebQoUNuKe/L7OLFi+aNN94wtWrVuu98KSQkxERGRpqgoCDrtQ0bNpj333/fOBwOU7NmTTN79mxrWvTzADwd57Y7f/68Wb16tbl586Y17cCBAyZ//vwmf/78Jk+ePGbevHku7zl69Kjp2rWrqVixovnjjz/sL7wxhhD2Etq4caOpVq2a+eCDD1xOYt544w1TokQJU7hwYVOkSJH7DiyHDx82n376KSf7z8GePXvMb7/9ZmrWrGkOHDhgvR4cHGyWLFliihUrZho0aPDQIMaJTuwKDQ01N2/eNGXLljXz58+3Xo+KinLZ7pGRkWb58uXmgw8+MMWLFzcOh8OUL1/eOinixzV2BQUFmQ8++MC8/vrrZteuXcaYu9/9Ro0amZIlS5qpU6eajz/+2DgcDvPBBx+YPXv2uLw/et3h0aKfqAwbNsx06dLFtG/f3vzwww8mICDgge9ZtmyZ6devn8mfP78pVKiQKVy4sNm0aZPL8vDgbRE9YBljzOeff24cDoepXLmyy2+CMcasX7/eVK1a1SxduvS5lhMPt337dlO8eHEzduxYl9cPHjxounfvbtq0aWO6detmXeQ25u6x6vDhw+b06dPWa+wXMefcdvv27TONGjUyDofDTJ482YSHh1vTFixYYPLnz29KlChhVq1aZb1327ZtpmvXrsbhcLgEYrt5GGOM/e1vcJewsDANHz5cq1at0oQJE1S0aFFFRUWpadOmOnPmjHr37q2bN29q1KhRSpw4scaMGaNKlSpZ7w8PD7f6qePpnDlzRr6+vkqXLp3L63PmzNGQIUNUrlw5hYeHa9asWS7bOSwsTCtWrNCQIUOUKVMmde/e3XpY873dVPDs9u/fr+bNm6tRo0Y6fPiw5s2bJ+nhI/JJd+vo/Pnzmj17tmbPnq369evriy++sLPY8dK92zw0NFTvv/++KleurDZt2igqKkrvvvuuAgIC1KtXLzVr1kxHjx5V69atdePGDdWrV09vv/22ChYsKIlRyJ6Uczs5n7Fz48YNpUiRQteuXZMkvfrqq+rYsaOaNGki6e73P3pXuO3bt2vr1q2aMmWKmjVrpo8//tgt6/Eiuvee7N27d+vcuXNKnz693nzzTZffh48//liLFi1SihQp9Prrr6tw4cI6duyYVqxYoZCQEP3www/KmDGju1blpeTcN5y/2x988IE6duyoAwcOaN26dZo2bZrCwsKUNm1a/fvvv8qYMaMmTZr0wBGMOR7F3L3HqAwZMqhJkyZq3bq1y/Tg4GAtXbpUw4YNU1RUlHLlyiUfHx+dOHFCnp6e6tatm95++22X99i9InjJ/Pzzz+brr782xty9+vbee++ZokWLmtmzZ1tX49577z3jcDhMyZIlza+//urO4sYL586dM4UKFTLvv/++uXDhgsu0vXv3mkqVKhmHw2Fq1Khhbt26ZYxxvWofGhpqtYg1atTILF++3Nbyv0yWLFli8uXLZwoUKGBKlSplDh48eN9Vaifn686rbkFBQaZJkyamSpUq5uLFi7aVOT6Kvs2/+uorq0Xy9u3bJiwszBhjzNSpU03hwoXNl19+6dINpVu3bqZ27dpWi9iDutHh0S5dumT+85//mJYtW1rHm507d5oJEyZYXXAXLFhgzX/vPvLvv/+ali1bmsKFC9MF9P+L3uoxYcIEU6hQIeNwOEyxYsWMw+EwFSpUMH/88Yf1G2DM3e9+/fr1jcPhsP577bXX6IJoowe1oJ8+fdqUL1/elCpVyrRv395UrlzZOBwOM2DAALN161ZjjDFffvmlcTgc5rfffrO7yPHSvceY06dPm9dee800bNjQrF+/3mXavXW2Y8cO07NnT9O8eXPz+uuvmxEjRlit9Ma4r0WSEPaScH7BnF9i5/+XL19uChcubD777DNz+/Zta/7PP//c1K5d25QqVcpUrFjRBAcH21/oeOTUqVPmww8/NPnz5ze9evUy//77r8v0Q4cOWfcUjRgxwoSEhBhj7g9iP/30k3E4HKZFixbUyXO0YMEC60fV2VUhKirqoWHMGGMFgwULFhiHw3Ffd17EzOzZs43D4TDvvfeeCQwMdJnWrVs3U758eXP58mWX1+vWrWv69etnJk+eTPfpp+D8nXB2xy1TpoxZsmSJNT3674azq5zzhDM653w//PCDcTgcLl2y8L97snv37m3++usvY4wx8+bNMw6Hw1SsWNGsXLnS5ff43LlzZuXKlWbWrFlm1apVXOBxg927d5sBAwZYf0dERJgNGzaYmjVrmjJlypi33nrLrFy50uU9zvvst23bZndx45Xot81EN3v2bFO0aFGXi0HG3L1PfuLEiebzzz83S5YsMdeuXTPGGHPnzh1jzP9+q53c2SWU0RHjqXu78Tj/7WxqNf+/2XXfvn26c+eOWrRoIX9/f2v+EydOKFeuXKpdu7by5ctnDZOOmHnllVfUrVs3JUyYUAsWLJAkffjhh0qfPr0kKXfu3Bo9erS6deumH374QSlSpNDbb78tX19fq8uhr6+vateuLW9vb+XJk4c6iUUnT56Up6en9XgG5/NDvvjiCw0ZMkSZM2dW5cqVZR7Re9vZfTQoKEjSg5/Fh8eLfuwyxmj9+vWqVauWunbtag39b4xRRESETpw4IV9fX5dt7eyqVbt2bVWsWNEt6xBXeXp66sCBA2revLkaN26sV1991XrGTvSuz3Xr1tWFCxc0atQo/f333ypVqpRLVx7n/8PCwiRJV69etX9lXlB//vmn5syZo3r16um9996zHqewYMECJUmSRCEhIRo0aJAGDhyoSpUqyd/fXxkzZqTboZsYYxQZGanPP/9c27dvV2RkpD777DN5eXmpcuXKKl68uMLDw+Xl5aWkSZNa7zt69Kg2bNig7NmzW7/zeHrt2rXTyZMnNW7cOBUqVMhl2j///KOwsDDlz59fknTq1Clt3rxZX375pfU77OXlpRYtWqhPnz7Wb7S3t7fL74w7R25lzNh4KPqXa+PGjZoyZYp69uypWbNmadu2bZLufumMMfL2vpvDoz+obs2aNdq3b5+KFSumunXrKmvWrLavQ3z06quv6p133lGzZs20bNkyjR49WhcuXLCmOxwOjR8/XmnSpNE333yj7777TmFhYdaw9JLk6+urunXrKnv27O5ajXjFGKN///1XtWvXVp8+fXTixAlrWtOmTdW7d28lSZJE7733nn7//Xd5eHg8Mojt3LlTv/zyi9KmTWsNkY6n4zx2LV68WHPnztWBAwdUp04d5cqVy2U+Hx8f1alTR+fPn9eECRP0999/6/vvv9c333wjLy+vB96Dgcc7dOiQIiIitHjxYh08eFC7d++WMea+e08rV66sJEmS6Ndff9XNmzfvu5fi4MGD+umnn5QyZUqVKFHCzlV4YYWFhWndunUKDw9Xq1atlCNHDkVFRalJkyY6c+aMPvzwQ/Xo0UM3b97UsGHDtHHjRivIwj08PDzk7e2tkSNHqlixYlq8eLE++ugja3rChAmVIkUKJUmSxHotICBAkyZN0rZt23i26jN65ZVXFBQU9MCLmoULF1ZERIRmzpypL7/8Un369NGgQYNUpkwZDR8+XLNnz7aGqb9165ZLY8SL8sgMWsLiGRPtWToTJ07UtGnTFBkZKT8/P/36669KlCiROnbsqI4dO8rDw0MOh0OS9MEHH6hXr146deqU9RT36tWru2094qusWbOqffv2ku5e+TTGqFevXtaVsjx58mjChAnq2rWrvvnmG0myWsR41k7sCwkJUYYMGZQ7d24dPHhQQ4cO1YABA6wLD2+88YYkaeTIkXrvvfc0ZcoUVapUyQpi9554enl5KTg4WFOmTLlvABY8uYCAAPXv3185cuRQggQJrJOYiIgIeXt7W9u9Ro0aOnDggBYvXqz58+dLkjJnzqxvvvmG7R9DDRs2VHh4uCZOnKh///1X//zzjwoXLmy1dDmPQzly5FCWLFmsOrnXtWvXlChRIk2fPv2lbQm495jt6+urvHnzKlmyZCpWrJiMMerSpYtOnDihDz/8UC1atJAkrV+/Xn/++ac+++wzhYSEqG7dugyI5UaRkZHKmDGjxowZox49emjp0qXy8PDQ8OHD5enpadVzZGSkZs2apZ9//tmqU2evCsMgHDEyaNAgtWvXTlmzZtWJEyd048YNFSlSRJJUpUoVHThwQEuWLJEkZcqUSUOGDNF//vMfa6Cg3Llza8WKFQoNDXXXKjya/T0gEZtOnTr1wHsenH2RP/zwQ7Nt2zZz+/Zts379emsAiEmTJlnzTpw40ZQqVcq66bd27drcSP2cnTx50gwYMMCqo3vvETt48KCpUaOGKVGihBk7diwDCzwHAQEBpm3btqZRo0YuN76/88475uTJky7zLly40JQoUcLkzZv3sfd6Rb+pHg92bx/86H30ndOmT59u1cmUKVOs6Q+6OXvdunVm2LBhZu7cuebs2bPPseTxW/RHXcyfP9/6XVi7du198+7bt88UL17cdOzY0QQHBz/wfsnoz0l62UT/ju/Zs8flOUTR760rUqSIGTJkiMtxY+LEiaZBgwamfPnypnr16i6DzuD5undAB+ffzv//+++/plmzZsbhcJiPPvrImi84ONhs3LjRlCxZ0jRu3NgsW7bMmsYw9M/uwoULJm/evKZhw4Zmx44d1ushISFm8+bNZvfu3ff9bh84cMDUr1/fvPPOOy/s7zIhLA77559/jMPhMF9//bU1kIMx/xsxpnXr1laYioyMNNu3bzcVK1Y05cuXd3lOhTF3T0jXrFljNm3adN9N7oiZewdBMcb1AP+4IHbo0CFTsmRJU7FiRXP16lV7Cv2SOHDggClevLh58803zfTp082pU6fMggULTLt27R4axBYvXmyNZnb27NnHjpiIB4u+ffbt2+cybfr06WbixInWfuIcrKBUqVIuQYBt/OycJ4a3b982N27cMNevX7/vRGXBggWmRIkS1gA1x48fN8b8b5ACh8PxwGdVvez1E/2ke+bMmaZatWqmfv36Zvv27S7zOZ8Fdu/z7Dp16mTeeecds2bNGnPq1Clbyoz/2b17txkxYoR18fNBQew///mPcTgcpl+/ftb7rl27Zvbt2+dSZwSwmLs3EA8bNsw4HA7z1ltv3bcvGXP/b0ufPn1M4cKFzS+//PLcyxpThLA46vjx46ZSpUqmSZMmZuPGjS7TtmzZYhwOhzWqVVRUlFm1apWpVauWKVu2rHWlODQ01Jw7d87uor8Uoh94r1y5Yk6dOmUuX75834iGjwtiR44cuS8M4NncunXLdOvWzRQsWPC+oYNDQkJMz549rSB24sQJl+lz5swxc+fOtbG08VevXr2Mw+GwhgkeM2aMcTgcZty4cS4tKM7RERs1avTA1gQ8Pefxaf/+/eadd94xFSpUMKVKlTL169c3y5Ytcxl9b8GCBVaLWIUKFcy7775rypQpYypUqGCmTZtmzUd93HXvoxXy589v3nnnnQe2oDu/81u2bLFeW716talWrZqZMWOGHcXFPSIiIqyANXz48IcGsbNnz5qyZcve1yIWvf7ZJ2LOeYzavXu3S9AdP368FcT+/vvvB753+fLlpk2bNiZ//vzm22+/tV5/EeuDEBbHOL9EEydONEWKFDErVqywpu3fv98Y87/hg3///XdjzN2Deq1atUy5cuXMmTNnrPmDg4PNf//7X7N7924b1yD+ix7AfvjhB+tJ7sWLFzfdunVz+cE15vFBDLHr1q1bpkGDBqZx48bWaxERES7P/OrQoYMVxJxX/+/FFc5n891331kn987g++mnn97XSm+MMd9//z1BLJbt3bvXFC9e3JQuXdq0a9fOvPPOOyZv3rwmT548pn///i6tlM5HNuTJk8e8//775sCBA2bnzp3WdPaF+y1YsMAUKlTIDBgwwBw7duyB8/z555+mUKFCpkyZMmbu3Llm5MiRplatWqZSpUq0gLnRlStXrC7qQ4cOvS+IOf/u3bu3KVmypHE4HKZbt25uK298dfjwYVOuXDlTuXJls3nzZuv1hwWxK1eumFmzZlnP0os+dP2LeoziLv84xnljZ2RkpEJCQqwBBD7//HO1aNFChw8ftoay3bdvn7Zs2aIvvvhCQUFBmj9/vjJnzmwt64svvtBvv/1m3cCIZ2eiDYwyYcIEDRo0SJGRkWrTpo0aNmyo1atXq0+fPtbgJ9LdURPbt2+vZs2a6ddff9XAgQNdRqtE7Lp586aCg4N15coVXbp0SdLdATWiDzrQqlUr+fr6auvWrRo2bJjOnDkjSS4jIzJISsw4t2Hbtm312Wefyd/fXytXrlSVKlXUr18/ZcmS5b4RKFu3bq3+/ftr//79+vLLL/Xnn39Kun9gFDyac7uGh4dr7Nixypo1q0aNGqXp06dr2rRpGjdunCpXrqzFixdr1qxZOnv2rKS7I4V27txZqVKl0rp163Tr1i3r5vjIyEj2hXvcuHFDy5YtU/r06dWyZUuX0Wx///13fffdd/r666+VO3dude/eXf7+/ho4cKCmT58uT09Pffvtt9bjMvB8OUfdi/4YhZQpU2rWrFnKmjWrZs2apc8//9waqTg8PNw6Z0qQIIGKFSum7Nmzq2DBgm4pf3zjrA9jjDZs2KBUqVJp8ODBKlu2rDVPt27d1KVLF23fvl1jx47Vjh07JN2tt7x582rYsGEaPXq0NSjKCz2omTsTIGJu+fLlpkCBAqZOnTqmf//+1pPaz5w5Y4KCgkzz5s1Nnjx5TOXKlR94D9jPP/9satasaXr06MFNv8/B/PnzTdGiRU3//v3NwYMHrderVatm8uTJY4oXL27WrFnj8h7nA51LlixpLly4YHeRXyq9evUy+fLlM6tXr3Z53Xm17ObNm6Zu3bqmTp061r5148YNdxQ1XnJeUXYOIFS4cGGXblnRWyaj+/77703evHlN9erVXa6M4vGc2/PMmTPmwIEDpkmTJmb69On3zXfgwAHTtWtXkydPHjNv3jyXaQsXLjTFihVzeRg5rZH3u3DhgilTpozp3r27MebuNtq/f78ZPHiwcTgcJm/evMbhcJhmzZqZs2fPmgsXLpjVq1ebbdu2cU+2Gxw8eNBUrFjRpeuaMXfv8apdu7ZxOBxmyJAhLgMI7du3z7z22mtm1apVLu9hf3h2hw8fNqtXrzYtW7Y0PXv2tF6/tzXrYS1i0e8le9HrgxAWh33zzTfW6GE9e/Z0ud9o/vz51onN/PnzXd63fPlyU79+fVOtWjXuN3oOTp48aZo0aWI6depkDhw4YIy5232hUaNGpkSJEqZ3797G4XCYIkWK3BfETp8+bS5duuSOYr8UnKO/rV692hQvXtzUqVPnvvu+jDFm8+bNpmbNmub48eOmS5cupmTJkla33Rf9oP4iu/dG69OnT5vx48ebSZMmWQNA3Htyf+/2njRpkilWrNgDuy3i0c6cOWPy5ctn3nrrLVOuXDmzbds2Y8zd/SL6dv79999N8eLFTYUKFcyVK1dcTn6cI4Xmy5fvgaMm4u6okPXr1zd58+Y1CxYsMMOGDTM1a9Y0RYoUMYMGDTIrV640n376qXE4HOaTTz5xd3FfStG/03v37jUOh8PUrVvXzJw502W+a9eumVq1ahmHw2Hef/99c/ToUfP777+bDz74wJQoUYLu0bHsxo0bpnbt2qZIkSKmdu3aVpfC6AE4OmcQa968ufnrr7/sLGqsIITFQdHvC3OGsOrVq993Mjlx4kSTJ08ekzdvXtOzZ08zZswY06lTJ1O6dGlTvnx5c+jQITeUPv6598C7Z88eU7ZsWfPTTz8ZY+4e7Fu0aGFKlChhHVAmT55sHA6HKVmypPn1119tL/PL4ty5c2b79u1m5cqVJjg42KWly3lVul69embjxo3mypUrxpi7o1L279/f1KlTx5w9e9b8+uuvxuFwmJEjR7pzVeKVX3755b7jj/PkPvr9rNGHTD979qz197Vr12wra3xy584d895771m/G4sXL3aZHv1Y5hw4xRl2o5+0Ll682LrP9datW5x8PsCePXusex7z589vmjZtavbs2WONZBwYGGgKFSpk+vfv7+aSvnyc3+WDBw+aoUOHmh49epiqVasah8NhqlWrZmbPnu0y/7Vr10zLli2t/cb5370tZ3h2oaGhZtmyZaZhw4bWfdnXr19/5HucA9zExXMpHtYcB3l4eCg4OFjHjh1Tu3btdPPmTS1atEidOnXS2LFjlSdPHklS586dlSFDBq1evVqrVq1SZGSkMmTIoKpVq6pTp0569dVX3bwmcV/0vsY3btyQt7e38uTJo3HjxqlkyZKSpKFDh+rgwYPq1q2b6tSpI0kqXbq0EidOLA8PD/Xo0UMTJ05UtWrV3LYe8VFAQIB69eqlixcvKjQ0VLlz51bbtm1VpUoVpUqVSj169FBkZKSWLl2qnj17KkuWLMqVK5d27Nihs2fP6qOPPlKmTJkUFhYm6X991fFs1q1bpw8//FBlypTRoEGDrONQ9Adjd+zYUZMnT1blypUlSVu2bNHMmTNVqlQpvfPOO0qePLm7ih+n+fn5aezYsRo2bJgWLFigCRMmKF++fNZvhrl7YVaenp5KlSqVJFnf/+gPpW3cuLG8vb2VP39+JUyY0G3r8yIrUKCAlixZooCAACVLlkwFCxZU4sSJremrVq2SMUYFChSQxMN87eL8fu/du1fvvPOOsmTJogIFCujdd9/Vli1btHnzZk2cOFGS1KpVK0lS8uTJNXXqVC1fvlz79u2Tv7+/SpQooRo1akh6we85igOc331jjHx9fVWjRg15e3tr4sSJ+ueff7Ry5Uo1bNhQCRIkeOD7e/bsqapVq1r3qcYlHsbccwc04oygoCB5e3srYcKEGjlypGbMmKGsWbNq3Lhxcjgc1nyRkZE6d+6cbt++rYwZMypBggQMxhELoh94ly5dqjVr1ihDhgzq0aOHEiZMKC8vL50/f17vvPOO0qRJo2+++cb6Eb5+/bqaN2+uAgUKaPPmzZozZ47Lzdt4NseOHVOrVq2UMGFCVatWTcHBwdq2bZtu3Lihd999V02aNFHatGkVHBysVatWac2aNdq0aZMSJUqkdOnSqWXLlmrZsqUk6euvv9bXX3+tgQMHqkWLFpwsxYIPPvhAK1asUPny5fXJJ5+4XBBatGiRRo0apaCgIH322WcKDQ3VwoULdezYMS1ZskQ5cuRwY8njtsjISHl5eSkkJERDhw7V4sWLVaNGDXXr1s3lN+PYsWPq3bu3goKCNGfOHKVLl86axgnns1u7dq0mTJigiIgIffvtty7bF8/flStX1KFDBwUGBmrEiBEqV66cpLu/y1u3btWnn34qT09PdenSxQpi0UX/DWB/iLlHbbvbt29r48aNGj16tMLDw9WnTx9VrVr1oUHsSZb5IqIlLA5LmjSpNdrVf//7X0nSjBkz1KNHDyuIOb+QjLQUu0y0URC//vprTZs2TWnTplXt2rWtACbdDcqnT59W1apVrQBmjNGCBQsUHh6uzz//XKGhofL393fbusRH//zzj9KkSaNevXqpcuXKMsYoICBAw4cP1+TJkxUVFaVmzZopTZo0aty4sZo0aaJDhw4pUaJEkmSNIrpmzRr99NNPypYtm6pWrSqJEfmeRUREhLy9vTVmzBh5enrql19+0eDBg12C2BtvvCFvb29NmDBB/fv3l4eHhzJkyKCFCxcSwJ6Q87h/584dhYaGKiQkROnTp7eOS/7+/howYIDCw8P1888/69SpU+rRo4ccDofOnDmjxYsXa//+/RowYMB9ASEuneC8iCZNmqQlS5bo5s2b+v777wlgbnDlyhWdPXtWNWvWtAKYMUbJkydXrVq15OPjoz59+ujbb7+1RjeW/ncRI/pvAPtDzDiPUWfOnNGWLVt06dIlJUyYUJUrV1a6dOmUOHFiVaxYUZI0atQojRo1SsYYVatW7ZFBLK7VByEsjos+rPajghgnjrHLuT3nzJmjCRMmqGnTpnrzzTetbj1Ovr6+8vPz05o1a1S5cmWVKVNGq1at0ooVK5QpUybdvn3bOvHHsztw4ID27t2rdevW6ZVXXrG6s3l4eKhw4cIaNGiQBg0apClTpkiSWrRoYXW7it4SIEnjx4/XmjVrdPPmTc2aNYuTpafkPGGJztvb23r9iy++kKQHBrGGDRsqc+bMOnLkiIKDg1W3bl1lypTJ9nWIi5y/B4cOHdKUKVMUEBCg8PBw5cqVSx988IGyZ88uPz8/JUiQQIMHD5a3t7d+/PFHde3aVRkzZlRkZKSSJ0+u/v37W60AtP4+uxs3bqhFixY6d+6cChUqpIkTJ3JRwU0uXryooKAg6+97W09KlSql//znP5ozZ47mzp0rLy8vtWrV6r7jGWLGeRE7ICBAXbt2tR4VI0nTp09XpUqV1L17d6VPn94liH3++efy9PRUlSpVHtsiFlfQHTGeiH4QcXZNzJUrl0aOHKl8+fK5uXTx04ULF9ShQwclTJhQw4cPt7oT3nvC8t1332nEiBHy9vbWK6+8otOnTytJkiSaNWuWcubM6a7ixzu3bt3Su+++q507dyp79uxq0qSJ2rdvbz3HyFknhw4d0qBBg7Rv3z516tRJzZo1s4KYdLcbxA8//KAJEyYoe/bsGjlyJPX0DNauXats2bK5nHA6W8QkqVevXvrll19Uvnx5DRgwwHr2IZ6e83cgICBAHTp0UFRUlAoVKiRfX1/t3r1bSZIkUbdu3VSlShWrZT4kJETDhw/XggULVLZsWbVu3VoVKlSwuqzHte49L7KAgADt2bNHtWrVUurUqd1dnJfWxYsX1bRpU6VNm1bTp09X0qRJ7/uer169Wn379lVkZKRSpEih/v37W/eA4dmdPn1abdu2VcqUKdWwYUMVL15c27Zt0y+//KK9e/eqdOnSGjlypNKnT6+QkBD98ccfGjNmjG7duqXevXurfv368SMU2zkKCJ6v6KNXff7558bhcJg33njDhIaGMnrVc7Br1y7jcDjMjBkzjDH3j5IY/e+ffvrJNG7c2DRv3tz07t37gcOi49lERkaaP/74w7z99tvG4XCYli1bujxvLXp9HDx40Lz11lsmb968ZvTo0ebOnTsuy3IOQ8wze57N2rVrjcPhMD169LjvOx995MPOnTtbI2EdP37cGPO/4xnHrqdz9OhRU7VqVdOkSROX0cJ69uxpjf62ZMkSl0ea3L5923z44YfG4XCYDz74wBw9etQYc/9zefDs2Kb2cW7r69evm1OnTlnHkpCQEPPxxx8bh8NhPv/8c5f5ne/58ccfTbNmzczKlStNqVKlTOfOne1fgXgm+iNKNmzYYMqXL289ksSYu8f6q1evmnfeecc6FjlHRrxz545ZsWKFKVmypFm4cKHtZX9e6I4Yj0QfvapXr17y9fVVnTp1GITjObl48aKk/40edm93naioKHl5eenKlSuqWbOmateuLQ8PD0VGRsabpvQXiaenp8qWLStPT09FRERo165dWr58ud544w0lTZrUGn3Jw8NDDodD/fv3V58+fZQuXTr5+fm5LCtHjhx0FYoF5cuXV926dbVixQp5eXmpW7duVkuXt7e3dbxq2LCh/vjjD23fvl3//e9/NXr0aGXJkkUS9+A9jdu3b2vmzJny8fHRO++8o1q1akmSxo0bpxUrVqhKlSo6ePCgvvzyS0lSjRo1lDhxYvn7+2vo0KHy8PDQsmXLZIxR9+7daZV8DmhVtEf0brmjR4/W7du31bFjR1WqVEkJEiRQkyZNtGnTJn377bfy8vJSly5drHOl48ePa/369UqRIoVKlSqlqlWraunSpdqyZYvKli3r5jWLu7y8vLRr1y59//33KlCggPLnz2/dMuC8bSZFihQaN26c3n33Xf3+++86cuSISpQoIT8/P1WrVk358+ePV2McEMLimehBrHv37u4uTrzmHLzh0KFD1jY30YZadTaVf/7558qQIYM6deokX19f+fj4uLPY8UpISIhCQ0MVEREhPz8/JUmSRKVKlZKnp6fGjBmjiRMnys/PTw0aNLgviOXJk0czZ85UihQp3L0a8ZIxRgkSJNCwYcPk5eVlndx369ZN2bJlk/S/EyWHw6G8efMqMjJSAQEB8aObiRvcuHFDmzdvVpUqVVS3bl1JdwcO+uabb9SqVSu1bNlS27dv16BBgzR16lR5eHioevXqSpw4sRIkSKChQ4dKkpYtW6Zbt26pX79+PMoEcU70brmdOnWSv7+/qlevrvLly1vzFClSREOHDlXfvn01efJk7du3T4ULF1aqVKm0cuVK/f333xo4cKBSpkypYsWKaenSpbp+/br7VioOc/7mRkZGatasWVqxYoXWr1+vbNmy6fbt2/L397cuTkRFRSlx4sR666231KtXL/32228qUaKEpLuP2HAGsPjSTZoQFg/Fhy9mXJA9e3aVKVNGy5cvV/ny5dW4cWOXk3zp7snMb7/9pjZt2nBiGcsOHjyo8ePHa+fOnQoPD1fu3Ln1/vvvq0KFCipVqpQ+/PBDffHFF9ZV/wcFMWcAMww88Ewe9IPo3J4JEiTQkCFDZIzRL7/8Iknq2rWrsmfPbt0XtnTpUnl7e2vhwoW6cuWKyz16eHIZMmRQ9+7drZvZly1bpqlTp6pevXpq3bq1smbNqhQpUmjixIk6duyYhg8frrCwMDVs2FA+Pj7y8/PT0KFDdevWLf3555+02CNO8vT01NGjR9WlSxdlzpxZnTt3tka3ja58+fL64osvNHv2bP3111/atGmTPDw8lCRJEvXp00fNmzeXJO3Zs0fe3t5Kmzat3asS5zl/Gy5evKhEiRKpb9++ioiI0IYNG3Tt2jWdOXNGDofjvpEnS5QoIU9PT2vQjnt/o+PLeS4hDIihBAkSqF+/fmrcuLH69eun0NBQ1atXT0mTJpV098be6dOnK0WKFGrUqJF1wolnFxAQoPbt28vPz08lSpRQihQptH79er377rsaMWKEGjZsqJIlS6pXr15WEPP09LTq597ARQCLuegBbOPGjTp8+LCOHj2qHDlyqEyZMipQoIDVIibdHQ3x1q1b6tKliwoVKqSVK1dq/fr1ypgxo8LCwpQyZUp3rk6c8bArwa+//rqioqJkjNH69euVJEkStW/fXlmzZlVUVJRSpUqlLFmyqHz58tqyZYuioqJcWuf9/Pz05Zdf6vr164wIijgj+kl6aGioZsyYoZCQEL3zzjsuASwwMFAnTpzQ9evXValSJZUqVUo5c+bUtWvXtHXrVmXIkEHJkydX0aJFJd39HV+/fr0KFCjAszyfkok2CmKHDh3UunVrde3a1RrwZO3atRo2bJi+++47eXl5udTh2bNnFRUVFe+PQYyOCDyjffv26a233lJISIiKFCmibNmy6erVq9q1a5e8vLz03XffKXfu3O4uZrxx7NgxderUScmSJVOnTp2sEat69uyplStXSpKGDBmipk2bKjIyUtu3b9eXX36pAwcOqGfPnmrVqhX3ScaS6D+aEydO1LRp0xQaGio/Pz/dunVLXl5e+vTTT1W7dm0lTZpUYWFhGjhwoH788UdJUpYsWXT27FklTZpUP/zwA/fhPYGoqChJd68EHzt2TKtWrdKZM2dUunRpFSlSxLqP69q1a6pTp46yZs2qefPmWe/fuXOnOnXqpEGDBqlo0aLx/iQH8Ve7du1Ut25dNW3a1OX1sLAwvfnmm5LuPvxduvtssN27d+uzzz5TYGCgQkNDVbBgQU2fPl1JkiR54PJ/+OEHzZ8/XxcuXNCcOXMYJTcGrl69qk6dOikkJET/93//p+rVq0u6e0/90KFDtWbNGpUtW1aDBg1SmjRp5O/vryNHjmjq1Kn6+eefNWnSJFWpUsW9K/EccWkeeEb58+fXokWLNGXKFK1du1YBAQHW8y26du3Kze2xKCQkRDNnzpSfn5/efvttK4B9+eWXWrlypapUqaIDBw5owIAB8vb2VqNGjVSyZEn93//9nwYOHKgECRIQwGKRM4DNnDlT48eP13/+8x81atRIZcqU0bJly/T111/rk08+UWRkpJo3by5fX18NGzZMDodDGzZsUHBwsAoUKKBu3bpxlfkRhg4dqrJly6p69epW69eePXvUsWNHXbt2TZK0ZMkSlS5dWm3btlW1atWUIkUK5c2bV4cPH9bu3btVuHBhHTlyRLNnz5afn59y5sxpBTC64yKu+euvv7RlyxYFBASoSpUqSpUqlTw9PRUZGanr16/rzp07OnfunLZv366goCAtX75cv/76q3LlyqWaNWvq2LFj2rhxoz777DMNHz7cpZv69evXNXbsWP3444/KmDEjj5N5Ss5W+lu3bsnX11eBgYHq3LmzFcAiIiKULl06ffzxx5KkNWvWqFOnTsqUKZNy5syp9evX6/Lly+rdu3e8DmASIQyIFTly5NCIESN08eJF3bx5U6lTp1bChAnvG3UPzyY0NFQbN25U8eLFVb9+fUl3Bx6YPHmy3nrrLXXs2FGbN2/WRx99pL59+8oYo8aNG6tUqVKaOXOm0qdP7+Y1iH/OnDmjH374QWXLllXHjh2t1qxkyZIpJCRESZMmVeXKlV0GDWrbtq2aNGli3QPAvUcPt27dOs2ePVt79+6Vn5+fKlSooKtXr6pXr15Kly6devbsqfTp02vr1q2aMWOGAgMDFRYWptq1a6tevXratWuXunfvrpw5c+rs2bM6ffq0PvroI5eTSgIY4poyZcpo7NixSpo0qdKkSaOgoCAlTZpUXl5eSps2rVq0aKGhQ4eqdevWkiR/f39169ZNjRs3ti4+lC5dWoGBgVb4cu4HiRMnVv78+ZUlSxbVrl2bB8U/JU9PT+3fv19vv/22SpUqJX9/fzVu3FjS3YDmHBk3ehBbv369jh8/rnTp0qlFixbKlCmTatasab0nvtwDdi9CGBBLPDw8lD59ek70n6PkyZNr3Lhx1uh6v/zyi6ZNm6Z69eqpVatWSps2rRo2bKg5c+bo6NGj6tevn27duqXWrVtb9cJV/9h16dIlnTp1ygpgxhitWbNGY8aMUUREhJYsWWLd73Xnzh3rnslEiRJRD0+gUqVK+uSTTzRy5EiNHz9eXl5e1oN+33vvPdWpU0eSVLFiReXMmVP9+/fXl19+qYQJE+qNN96QMUZLly7V9u3blStXLg0ePNjqvsW+gLimX79+KlmypBo1aqTatWtLujtIU+PGjTVixAi9/vrrkqS33npLyZMn165du5Q+fXoVK1ZMxYoVs5bz999/KzQ0VHnz5r1vZGNvb2+98cYbioyM5F7uGDpz5oyCgoK0bds2+fv76+zZsy4jrTovyjmDmDFGa9eu1aVLl6xRWiMjI+Xh4RFvA5hECAMQxxQqVEjS3RPIP//8U35+fmrdurWyZcvmMhRusWLFdOLECd172ysnnbHLOWxzxowZJUlr167VmDFjdPPmTS1YsMC6inz79m198MEH6t+/v3LkyEE9PCEfHx81bdpUxhiNGDFC48aNU+7cueXl5WUFMOf3vlGjRvLw8FC/fv302WefSZKaNm2qpk2b6sKFC0qcOLESJ04sKX5fXUb8tHnzZv34448KCAhQokSJ9Nprr0m6e5+wh4eH+vTpIx8fH2u/qF+/vtVjIrpjx45p4cKF8vPzU6lSpST973ch+v8JYE/u3gs6tWrV0pgxYzRgwABdvHhRq1evVocOHVx6REQPYgMGDJCnp6dWr16td99913p+W0RERLw+TvENAxAn3bp1S3///bcyZcqkIkWKSLr7w7lr1y5duXJFvXv3Vs6cOZUmTRr3FjSeiP4jG/3fzq6EW7Zsse6luHnzpubPn289S0+622107969CgkJsb/wcZyPj4+aNWsmSRoxYoSOHj2q7Nmzu1y9d9ZHw4YNJd1tMRg5cqSCg4NVt25dlxZ656hlQFxSrlw5jRw5Uv369dOXX34pY4xq1aqlevXqyRijYcOGqWfPnpJkBTHn0OdOW7du1Xfffaf169erb9++1uMcEHPO48+pU6cUEhKiPHnySJLq1q0rT09P/fe//9Xo0aOVKlUqNW7c+KFBzNk1cfXq1erUqZMmTZoU74MwR2EAcZK/v78cDof27duntWvXSpL279+vH374QeHh4da9ApLuaw3D04mKinK5yhkeHm79u3z58ipRooRmz56tESNGKDg4WIsXL1aWLFmseVasWKHff/9dFSpUYKCaGHIGsf79+ysqKkoBAQFaunSppP917XFq2LChRowYoWPHjmnYsGE6ffq0y7JohURc9Z///EdDhgzRqVOnNGbMGC1fvlzS3Vavjz76SClTpnQZKdc59PnNmzfVr18/vf/++9q3b58GDBigtm3bSpLLvoOn5+HhoQsXLqh27doaMmSIDhw4YE2rXbu2Ro4cKX9/fw0ePFhLliyR5HrMcv47bdq0+vjjj1WnTh1t2LBBPXr0cMv62Cl+R0wA8ZaXl5e6du2qP/74Q127dlWxYsV05swZXb58WX379lX+/PmteTnpjLno3dYWLVqkLVu26MSJE2rQoIFKlSql/Pnzq2XLlho9erTOnz+vAQMGKEOGDNb7f/nlF02ePFmRkZHq0aOH1R0OT8/Hx8d6KPywYcM0a9YspU6dWhUrVnS5uizdfV5YaGio7ty5o1deecXNJQeenfP73bhxYyVOnFg9evTQ9OnTFRUVpQYNGlj3g40YMcKlRcz5AOb06dOrcuXKatKkicqXL++yTDybtGnTqkmTJlq0aJG+/PJL/d///Z/y5csn6W4Qi4qK0scff6xPP/1UktSoUaMHtoilTZtW//3vf+Xr66t27dq5c5VswXPCAMRpBw8e1JgxY3T48GFlyZJFjRo1chmJiR/Y2DFx4kSNHz9eiRIlUkREhMLCwlSoUCF169ZN5cuX17Rp0zR9+nQZY1S0aFEVKlRIe/bs0T///CMvLy9Nnz6d5+XFkvDwcC1YsEAjRoxQvnz51K1bN1WoUEHSw7/zDMKBuMz5vT569KhWrlypy5cva82aNbp27Zry5s2rDh06qG7dupKkn3/+WSNGjNDVq1f15ZdfWl0TJSk4ONi6EMQ+EbuioqI0fPhwzZo1S5UrV1aPHj2sICbd7RHh7HLYr18/vfHGGw9chvNRA9G7kcZXhDAAcV5YWJhu374tLy8v68GbBLBnE337/f3333r//fdVtWpVtWnTRl5eXvrjjz80duxYZcmSRR9//LEqVqyodevWaeHChdqwYYMkKX369CpTpow6d+7sMjIWnl1MghgQFznD0p49e/Tuu+8qbdq0cjgcSpMmjXbv3q2dO3cqe/bs6tKlywOD2OjRo1WvXj03r0X8cW94jf539CBWqVIllxYxSfr111/Vq1cvRUREaPny5cqePftLHYTpjgggzvP19XV5CDMDDzw75/a7ePGizp49q7Rp0+rdd99Vrly5JEl58uRR2rRp1a9fPw0dOlR9+/ZV9erVVb16dR0/flzGGGXMmFFeXl48IPs5uHewjokTJyoqKkqVKlXiu494xcPDQ5cuXVK/fv2UNGlS9evXT2XLlpUk/fvvv1q1apVGjRqlr7/+WtLdASFef/11eXh4aPDgwfrwww+VP39+vfrqqy/1CX9scAaus2fPKjQ01Brp1vm6p6en+vbtK0maNWuWPDw81L17d+v2gNq1ays0NFTBwcHWMyVfZoQwAPEOP7SxY8qUKfr555+VPn16ORwO5cqVSxEREdaIVdFH4hsxYoRCQkJUp04dZc+endYYGziDmKenpwYNGqSRI0cqZ86c1uMCgPji9OnTOnXqlN58800rgElShgwZ9Pbbb8vb21ufffaZJk+erKioKNWvX18NGjRQaGiooqKiGBAolnh4eOj8+fOqV6+eKlSooJ49eypnzpz3BbFevXopODhYS5YskZeXl95//30VKFBA0t3BVZxe9t8JQhgA4D5RUVHy8vLS8ePHdfToUaurm7e3t8sPZ/QgNnHiREVGRqp+/fov9Q+rnXx8fPTGG2/ozp078vX1JYAhXrp8+bLCwsKUKFEiSfd3iatTp462bt2qNWvWaPbs2TLGqEGDBi73Hb3sJ/zPIvr2TpgwoWrUqKFVq1YpUaJE6tChg3LlyuUSxPz8/NSkSRMtX75cf/31l8LCwtS9e3frOZ9OL3t9vNxrDwB4IE9PT7Vp00aDBg1SwoQJtW3bNq1YscKa9qAh0Y8cOaKZM2cqODjYXcV+Kfn4+Kht27Zq1aqVJB7JgPgne/bs8vX11b59+xQWFmad8DulSpVKhQoVkre3t3bt2qWRI0fq1KlTLst42U/4Y8r5iJKrV6/q0KFDSp48uQYNGqTGjRvr559/1pQpU3TkyBFJd1vKIiIiJEklSpSwelBs2rRJly5dcudqvJBoCQMAPJCPj4/+85//KDIyUsOHD9f06dOVNGlSVahQ4YFDont7e8vhcDAMvRtEP8GkOy7im2zZsql8+fJav369fvrpJzVt2tQKYs57gP38/FS6dGm99tprCgsLYzCgWOA8xh88eFAjR45UYGCgOnfurLp166p79+7y8PDQ/PnzJUkdOnRQ7ty5re7qf/zxh86ePavZs2fr1q1b97WCgRAGAHgEX19fNWnSRJGRkRoxYoS++uorSXpgEHOOTAYAscnX11e9evXSli1bNGDAAHl7e6tRo0by8PCQh4eHjh07pt9//13JkydX8+bNrffRBTHmnNsuICBA7733npIkSaI6deqoZs2akqTUqVOrW7duMsZowYIFCg8P11tvvaUSJUro4MGDWrZsmdKnT6/EiRNbg3BQH64Yoh4A8FgMiQ7A3fbu3asWLVooIiJCjRs3VqFChZQwYUL9/PPP2rJli4YPH249tBnP7tixY2rfvr3Spk2r999/X1WqVLlvnuDgYH3++eeaP3++/Pz8VLJkSR09elQXLlxQv3791KZNG/sLHkcQwgAATyR6ECtYsKA6dOigqlWrurtYAF4ihw8f1uDBg/X3339br/n7+6tHjx56++233VeweCY8PFwjR47Ujz/+qKFDh7r0dLh48aIOHjyoa9euqUaNGvL399e8efM0bdo0RUVFKXHixGrTpo31GA0ejP1ghDAAwBMLDw/XokWLNGjQIJUrV05ff/21EiZM6O5iAXiJBAcHa//+/dq1a5fSp0+vLFmyqGjRopJomY8t4eHhatu2ra5fv24NynTp0iX9888/GjZsmK5cuaLIyEjly5dPX3zxhbJnz64zZ87I399fYWFh1kit1MfDEcIAAE8lPDxcS5cuVbFixXjgJoAXBif8sSc0NFSd/1979x9TdfXHcfwF3MslpXHBMQ2vlX8wdBoMFGEJQ642WVabSj9krSW4Jls03GxJI0TWVn/U1moN/EPJADWIUDNhTTRl4gCBXbVuxiTTaIOWYlJeQbnfPxx3sXtB4Xu5gD4fG3/cz/l8znmf8Qe87vl8zic7W42NjSopKdHNmzd15MgRHT16VNHR0UpKSlJXV5cOHDigFStWqKSkxK0PVsBGRwgDAADAtMM/+RPLbrfr5ZdfVn9/vyQpODhYmzdv1rp16xQWFiZJslqtCgsL0969exUYGDiZ5U477I4IAACAaYcANrEWLlyoQ4cOqa6uTmazWYsXL9bixYtd7TabTX19fbJarQoMDCQUjxEhDAAAAICbJ598Ups3b3Y73tHRoYqKCg0ODio5OVkSoXisCGEAAAAA7ktjY6P27NmjEydO6N1331VKSspklzQt8UwYAAAAgFE5HA7t2LFDtbW1MpvNeuONN5SRkSGJTVHGg5UwAAAAAKMKCgpSenq6DAaDnnvuOSUkJEgigI0XK2EAAAAA7kt/f79rJ0Q24xg/QhgAAAAA+BBrhwAAAADgQ4QwAAAAAPAhQhgAAAAA+BAhDAAAAAB8iBAGAAAAAD5ECAMAAAAAHyKEAQAAAIAPGSa7AADAw81qtaqrq+ue533wwQdat26dDyryvqE51tfXy2KxTHY5AIBJRggDAEwJcXFxeuKJJ0Zsf/zxx31Yzf3btm2bampqpnVIBAD4FiEMADAlvPjiiw9siPniiy80MDCg2bNnT3YpAIApgBAGAMAEm6qreACAyUEIAwBMO1FRUZKkCxcu6ODBgyorK9PFixdlMpn09NNPa+vWrYqIiJDT6VRFRYWqqqr022+/yWQyKTU1VW+//bZmzZrlse+GhgaVl5fr7NmzunHjhsxms5YuXaqsrCw99dRTrvN+//13rVy50vU5Ly9PeXl5rs9vvvmmcnJyJI3+TNjNmzdVVlam2tpaXbp0SYODg7JYLFq1apUyMzMVEhIy7PyhcefOnav6+npVVlbqq6++UmdnpwICAhQTE6OcnBzFxsa6ze3SpUvauXOnmpqa1NPTI6PRKLPZrMjISK1evVrr168f428CADAehDAAwLT18ccfa/fu3Vq6dKmSk5N17tw5fffdd2pra9PBgwe1fft2HTt2TMuWLdO8efPU1tammpoa/fTTT/r6668VGBg4rL9PPvlExcXF8vPzU2xsrCIiInTx4kXV1tbq+++/V1FRkdLT0yVJM2bM0Nq1a9Xa2qrLly+7PdO2cOHCe9bf29ur119/XXa7XcHBwUpMTJTRaFRzc7NKSkp0+PBh7dmzZ8TNPPLy8nT48GEtWbJEK1askN1u16lTp9TS0qLy8nLFxMS4zv3ll1+0YcMG9fX1af78+UpNTZW/v7+6u7vV0tKi7u5uQhgA+AghDAAwbVVWVqq6uloLFiyQJDkcDmVmZqq1tVWvvvqqHA6HamtrNXfuXEnS1atX9corr+jChQuqq6vTCy+84Orr5MmTKi4ulslkUnFxsZYvX+5qq6qqUn5+vgoLCxUTE6PIyEiFhYXpww8/1LZt23T58uVxPdO2Y8cO2e12xcTEaOfOnQoNDZUk/fPPP8rNzdXJkye1detW7d+/3+3arq4uNTc369tvv9X8+fMlSXfu3NF7772n6upqffrpp9q1a5fr/NLSUvX19Sk3N1fZ2dnD+nI4HDp37tyYagcAjB/vCQMATAl5eXmKiooa8efvv/92u+att95yBTBJCgoK0saNGyXdXfnJz893BTBJCgsL04YNGyRJp0+fHtbX7t27JUkZGRnDAph0d9OQ1NRUDQwM6Msvv/TKfP/44w/V1dXJz89PRUVFrgAmSTNnztT7778vk8mk9vZ2tbW1eewjPz/fFcAkKSAgQFu2bJEkNTc3a2BgwNX2119/SZJSUlLc+gkKClJ8fLxX5gUAuDdWwgAAU8K9tqg3Go1uxzwFiqE+DAaDW5j6b3tPT4/r2O3bt11BZ+3atR7HT09P1/Hjx9XU1DTKLO5fS0uLBgcHtWjRomFBcsjs2bOVlJSk+vp6NTU1KS4ubli7wWBQcnKy23Xh4eEKCQnR9evX1dvbq/DwcElSdHS0Tpw4ocLCQuXk5GjZsmUymUxemQsAYGwIYQCAKWE8t/NFRES4HZsxY4aku2HEYHD/Mzdz5kxJUn9/v+tYb2+vbt26JUkjPn81b948SVJ3d/eYahzJUD+jvbx5aFdFT2OGh4d7DKaSFBwcrOvXr7vmJElZWVlqbW1VY2OjNm3aJKPRqKioKMXHx+vZZ59VdHT0/zMdAMAYEMIAANOWv//Id9WP1vYgGOv8HnnkEZWWlurs2bNqaGhQe3u72tvbdf78eZWWliojI0Pbt2+foGoBAP9FCAMAPPTMZrMCAwPV39+vK1eueLw98MqVK5LktRcuD/Uz1K8n3h5Tuntb4tCq1+3bt3X06FG988472rt3r1avXq3ExESvjQUA8OzB/poQAID7YDAYtGTJEklSTU2Nx3Oqq6slSQkJCcOOD90SeOfOnTGNGR8fL39/f9ntdv38889u7T09PWpoaPA4prcYDAalpaUpKSlJkjzWAQDwPkIYAACSa1fFffv2ue2c+M033+jYsWMyGo167bXXhrUNrVJ1dHSMabyIiAilpaXJ6XSqoKBA165dc7X9+++/Kigo0K1btxQbG+u2Kcd4VFRUqLOz0+34n3/+qfPnz7tqAgBMPG5HBABMCVVVVWpubh6xffny5Xr++ecnbPyUlBRlZ2eruLhYGzduVFxcnB577DH9+uuv+vHHHxUQEKDCwkJFRkYOu27VqlX6/PPPVVZWpo6ODs2ZM0f+/v6yWq1auXLlqGMWFBSos7NTNptNzzzzjBISEhQQEKCWlhZdvXpVFotFH330kVfmV1lZqaKiIlksFkVGRio4OFjXrl3TmTNn5HA4lJiYKKvV6pWxAACjI4QBAKaEtra2Ed+HJUmPPvrohIYwScrNzVVcXJzKy8tls9lks9kUGhqqtLQ0ZWVledxBcMGCBfrss8+0a9cu2Ww2nT59Wk6nU3PmzLlnCAsNDdX+/ftVVlamI0eO6NSpUxocHJTFYtFLL72kzMxMhYSEeGVuW7Zs0Q8//OCa140bNzRr1ixFR0dr/fr1WrNmjcfdJAEA3ufndDqdk10EAAAAADwseCYMAAAAAHyIEAYAAAAAPkQIAwAAAAAfIoQBAAAAgA8RwgAAAADAhwhhAAAAAOBDhDAAAAAA8CFCGAAAAAD4ECEMAAAAAHyIEAYAAAAAPkQIAwAAAAAfIoQBAAAAgA/9D1hB/kaGW6rIAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Waveplots and spectrograms can be used to visualize audio signals in different ways.\n","\n","Waveplots show the amplitude of the audio signal over time, indicating the volume levels at different points.\n","\n","Spectrograms provide a visual way to examine the frequency spectrum of audio signals as it changes over time, offering insight into how various frequencies contribute to the audio signal at each moment."],"metadata":{"id":"lwr-f1umCuUe"}},{"cell_type":"code","source":["def create_waveplot(data, sr, emotion_name):\n"," plt.figure(figsize=(10, 3))\n"," plt.title('Waveplot for audio with {} emotion'.format(emotion_name), size=15)\n"," librosa.display.waveshow(data, sr=sr)\n"," plt.xlabel('Time (s)', fontsize=12) # Set x-axis label and font size\n"," plt.ylabel('Amplitude', fontsize=12) # Set y-axis label and font size\n"," plt.show()\n","\n","def create_spectrogram(data, sr, emotion_name):\n"," stft_matrix = librosa.stft(data)\n"," print(\"In Function:\")\n"," stft_matrix_db = librosa.amplitude_to_db(abs(stft_matrix))\n","\n"," # First spectrogram on a linear scale\n"," plt.figure(figsize=(12, 3))\n"," plt.title('Spectrogram for audio with {} emotion on linear scale'.format(emotion_name), size=15)\n"," librosa.display.specshow(stft_matrix_db, sr=sr, x_axis='time', y_axis='linear')\n"," plt.colorbar(format='%+2.0f dB')\n"," plt.xlabel('Time (s)', fontsize=12) # Set x-axis label and font size\n"," plt.ylabel('Frequency (Hz)', fontsize=12) # Set y-axis label and font size\n","\n"," # Second spectrogram on a log scale\n"," plt.figure(figsize=(12, 3))\n"," plt.title('Spectrogram for audio with {} emotion on a log scale'.format(emotion_name), size=15)\n"," librosa.display.specshow(stft_matrix_db, sr=sr, x_axis='time', y_axis='log')\n"," plt.colorbar(format='%+2.0f dB')\n"," plt.xlabel('Time (s)', fontsize=12) # Set x-axis label and font size\n"," plt.ylabel('Frequency (Hz)', fontsize=12) # Set y-axis label and font size\n"," plt.show()"],"metadata":{"id":"UBJll67eCrh4","executionInfo":{"status":"ok","timestamp":1713777475987,"user_tz":-540,"elapsed":2,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}}},"execution_count":21,"outputs":[]},{"cell_type":"code","source":["emotion='calm'\n","path = np.array(emotion_dataset_path.Path[emotion_dataset_path.Emotions==emotion])[1]\n","#print(path)\n","data, sampling_rate = librosa.load(path)\n","print(data)\n","print(data.shape)\n","print(sampling_rate)\n","create_waveplot(data, sampling_rate, emotion)\n","create_spectrogram(data, sampling_rate, emotion)\n","Audio(path)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"LRvY53W1CrmV","executionInfo":{"status":"ok","timestamp":1713777489923,"user_tz":-540,"elapsed":12972,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"68315d87-0a37-4bc7-c0e4-cb52545a5561"},"execution_count":22,"outputs":[{"output_type":"stream","name":"stdout","text":["[ 5.0236649e-06 8.0099098e-06 4.3907305e-05 ... -1.6796748e-05\n"," -1.6270407e-05 0.0000000e+00]\n","(107418,)\n","22050\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["In Function:\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{},"execution_count":22}]},{"cell_type":"code","source":["emotion='surprise'\n","path = np.array(emotion_dataset_path.Path[emotion_dataset_path.Emotions==emotion])[1]\n","#print(path)\n","data, sampling_rate = librosa.load(path)\n","print(data)\n","print(data.shape)\n","print(sampling_rate)\n","create_waveplot(data, sampling_rate, emotion)\n","create_spectrogram(data, sampling_rate, emotion)\n","Audio(path)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"ben46t7FCroz","executionInfo":{"status":"ok","timestamp":1713777491155,"user_tz":-540,"elapsed":1237,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"4c4f4ddb-943b-40ad-e8f2-5c910171569f"},"execution_count":23,"outputs":[{"output_type":"stream","name":"stdout","text":["[ 8.4555140e-06 -8.1092345e-05 -1.1118640e-04 ... -2.3548664e-04\n"," -2.2632537e-04 0.0000000e+00]\n","(42655,)\n","22050\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["In Function:\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAAA7gAAAFCCAYAAADbr3ENAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOxdd3wUdfp+tiSbsptseu9hEwgloYMUKXZFwS7CqaCiJ3h6KmLBgoroKXqWw5+9YL+zop4dpdfQQ0nvfdOT3ST7+4PLSkyY500IkMA8n8/dR3bezHxn5jtvLxqHw+GAChUqVKhQoUKFChUqVKhQ0cehPdkLUKFChQoVKlSoUKFChQoVKnoCqoGrQoUKFSpUqFChQoUKFSpOCagGrgoVKlSoUKFChQoVKlSoOCWgGrgqVKhQoUKFChUqVKhQoeKUgGrgqlChQoUKFSpUqFChQoWKUwKqgatChQoVKlSoUKFChQoVKk4JqAauChUqVKhQoUKFChUqVKg4JaAauCpUqFChQoUKFSpUqFCh4pSAauCqUKFChQoVKlSoUKFChYpTAqqBq+KYsGHDBsyfPx/jx4/HwIEDMWLECJxzzjlYsGAB3nvvPdTU1JzsJaroZdi9ezduuOEGDB8+HAkJCUhISEBeXt7JXtZJw+TJk5GQkNDut7y8PCQkJGDWrFknaVVyzJo1q1vvsLP7VtERL7zwAhISEvCf//znZC/llMbGjRuRkJCAe++992Qv5ZRHQkICJk+efLKX0avxn//8BwkJCXjhhRdO9lJUqOiTUA1cFd3Giy++iL/85S/4/vvvYTKZcOaZZ+KMM86Am5sbfvjhByxZsgTp6ekne5kUqmJz4lBbW4tbbrkF69atw4ABA3DJJZdg+vTp8PDwONlLU9HDUJVYFb0JqqNAhQoVKk4f6E/2AlT0TezevRsvvvgiXFxc8Nxzz2Hq1KntjpeWluLLL7+EyWQ6SStU0Ruxa9culJSU4OKLL8ZTTz11spfTaxEUFIRvvvkG7u7uJ3spFMuWLUNDQwOCgoJO9lJOScycORPnn38+AgMDT/ZSTmkMHjwY33zzjSqzVKhQoeIUgGrgqugWfvjhBzgcDpx77rkdjFsACAgIwJw5c07CylT0ZhQXFwMAIiIiTvJKejdcXFwQFxd3spchQmho6MlewikNX19f+Pr6nuxlnPJwd3fvM9+cChUqVKhQhpqirKJbqKioAIAuK15tdXcOhwNvv/02zj//fAwaNAjjx4/HY489hurq6k7/zuFw4Ouvv8bs2bMxYsQIDBo0COeddx5eeOEFNDQ0dPo3drsdH3zwAa6++moMHz4cgwcPxllnnYVFixZh9+7dAIB7770Xs2fPBgB89tlnzprQI2tfjqyHrK2txdKlSzF58mQkJSXh8ccfd17v0KFD+Pvf/45x48Zh4MCBGD9+PO655x5kZGQc9Z4++ugjTJs2DYMHD8YZZ5yB++67D+Xl5bj33nuRkJCAjRs3tvubtrRPm82GF198Eeeeey4GDhyIW2+9FQDQ1NSETz75BLfccgumTJmCwYMHY/jw4Zg5cyZWrVrV6TqOvNa6deswc+ZMpKSkYMyYMXjggQecddTl5eVYvHgxxo8fj0GDBuGyyy7rsL6joe0ZLly4EMDh9Pa25/zn1PDPP/8cV199NYYOHYohQ4bgoosuwiuvvIKmpibFtf/++++YNWuWs7b3aHupDd15Vkr1pkp1s42NjVi+fDkmT56MQYMGYerUqfjnP/8Jm82m+LyOVoPblWd0NLSt5c9/8/jjjyMhIQETJ07s8DcLFixAQkICdu3a5fztz8+krXYMAPLz89t9U0e7n08++QQXXXSR8ztYvHgxfX9/xoEDB3DXXXdhypQpGDRoEEaPHo2LL74Yjz/+OEpKSpx0rLats3cs4QFHpsDu2LEDc+bMwfDhwzF06FBcf/31SE1N7XCtI8sjSktLcf/992PChAkYMGAA3nrrrQ7nPRJ1dXV45ZVXMG3aNAwbNgwpKSmYOnUqFixYgN9//73DtRoaGvDKK6/gkksuQUpKClJSUnDFFVfgs88+69JzbsOOHTuwYMECJ7+bMGEC7r//fhQUFHSgPfIedu/ejblz52L48OEYOXIkbr/9dhQVFQEA6uvr8dRTTzn35oUXXojvvvvuqGtYvXo1rr/+eqdMOOecc/CPf/yjw96ZPHkyXnzxRQDAokWL2u3JNh6mVKrS3NyMd999FzNmzHA+u8suuwzvv/8+WlpaOtAfuYd+/PFHXHHFFUhOTsbIkSNx5513Ou+3K+iKfDnyXqxWKx566CHn31144YX49NNPu3Tt6upqvPvuu5gzZw4mTZqEgQMHYtSoUZgzZw7Wrl3b5XtRgvSdtqG+vh7/+Mc/nHvmrLPOwksvvQS73d7lOn+bzYaVK1fi0ksvxahRozBkyBBMnjwZN998c6cyQaJjAH/oL3fccQfOOeccJCcnO/fQypUr0dra2qVn1B19SIWK0w1qBFdFtxAcHAwA+P7773HzzTfDz8+vS3+/ZMkSfPzxxxg5ciQsFgs2b96Md999F5s2bcL7778Po9HopG1tbcXdd9+Nr7/+Gh4eHhg4cCC8vb2dadK//fYb3n33Xbi5uTn/pr6+HjfddBM2b94MDw8PDB06FF5eXsjPz8dXX30Fo9GIgQMHYtiwYSgtLcWaNWsQGRmJYcOGOc/Rv3//dmtubGzEtddei4KCAowYMQJJSUnw9vYGAKxfvx7z5s1DY2MjBgwYgJEjRyIjIwNffPEFfvjhB7z66qsYPnx4u/MtXboUb7/9NlxcXDBq1CiYTCb89ttv2LBhg6JQbm1txV//+lds2bIFI0aMQEJCAsxmM4DDivgDDzyAwMBAxMTEYPDgwSgrK8P27duxZcsWZGRkYP78+Z2e94cffsD777+P5ORkjB8/Hjt27MAnn3yC7OxsPP/887jyyivR2tqK4cOHIz8/Hzt27MDcuXPx6aefUiXCw8MD06dPR3Z2NrZt24bExETn8z3ymS9evBgfffQRDAYDRo8eDTc3N2zatAnPPvssfvnlF7z55pudpu1+/fXX+OSTT5yKdk5ODjQajeKajuVZdQU2mw1z5szBli1b4O3tjTPPPBM2mw2vv/469u7dC4fD0aXzdfcZ/RkjRozA559/jtTUVIwaNcr5e5vCX1RUhOzsbERFRQE4rFRt2rQJJpMJAwYMOOp5IyMjMX36dHz22Wfw8PDAOeec4zwWGxvbgf6pp57CO++8g1GjRiEqKgrbtm3DRx99hPT0dLz33nv0PQKHSyauueYaNDU1ISEhAVOmTEFjYyNyc3PxzjvvYOrUqT2S4qvEA9qwfft2LF68GFFRUZgwYQKys7Oxbt06bN68GStWrMC4ceM6nLeiogKXXXYZWlpaMHToUNhsNsV32NLSguuvvx47duyAj48PRo4cCYPBgKKiIvz222/w8PDA+PHjnfTl5eW4/vrrsX//fgQEBGDEiBFwOBzYvn077r33XuzevRsPPvig+DmsXLkSjz32GABg0KBBGDZsGDIzM/Hpp5/i559/xnvvvddpNHTHjh146KGH0K9fP4wbNw579+7Fd999h7S0NHz66ae4/vrrUVBQgOHDh6OyshKbN2/G3/72N7z66qvt7gcAXnnlFTz77LPQ6/UYMWIEfHx8sG3bNrz66qv44YcfsHLlSvj7+wMAzjnnHKxbtw5paWkYOnSoc08DcNIoPetbb70Vq1evhtFoxNixY+FwOLBhwwY88sgjWLduHf75z39Cq+0YL3j//ffx1ltvYdiwYZgwYQJ27tyJVatWYc+ePfjiiy/aySwldEe+AIcN0yuvvBL19fUYNmwYKisrsWXLFtx///1wOBy4/PLLRddPTU3FY489hrCwMMTExCA5ORmFhYVYu3Yt1q5di8ceewyXXXaZ6FxK6Mo7BQ7z1jbnkdlsxqRJk2Cz2fDqq69i7969Xb7+XXfdhf/+97/w9PTE8OHDYTQaUVxcjK1bt6K+vh4XXHCBk1aqY7St8+9//zvMZjPi4+MxYMAAWK1WbN++HY8++ih27dqFJ598UrTG7uhDKlSclnCoUNEN5OTkOAYPHuywWCyOlJQUx8KFCx0ff/yxY8+ePY7m5uaj/t2kSZMcFovFMXToUMeuXbucv9fW1jpmz57tsFgsjscee6zd37z66qsOi8XiuPbaax0lJSXO35uamhz33Xefw2KxOJ5++ul2f9P2+8yZMx3l5eXtjpWWljpSU1Od/96wYYPDYrE4Fi5c2Omac3NzHRaLxWGxWBxXXnmlo6qqqt3xuro6x9ixYx0Wi8Xx3nvvtTv25ptvOiwWi2PChAmOxsZG5++bN292WCwWx8iRIx379+93/l5fX++44YYbnNfbsGFDu/O1/X7WWWc5ioqKOqy1oqLCsXbtWkdra2u733NychyTJk1yJCYmOnJzc9sdW7hwocNisTgSExMdv/zyi/P3mpoax4UXXuiwWCyO888/33HXXXc5bDab8/jy5csdFovFcc8993T63DrDv//9b4fFYnH885//7HDsu+++c1gsFse4ceMcmZmZzt+rq6sdV199tcNisTiefPLJTtdusVgcq1atEq/D4ejes7r22msdFoulw+8Oxx/75Nprr233+yuvvOKwWCyOSy65xFFRUeH8PSsryzFu3Djn+iXn6s4zOho+/fTTDu+isrLSkZCQ4LjgggscFovF8fHHHzuPpaWlOSwWi+Omm24SPROLxeKYNGnSUa/fxgvOOOMMR3p6uvP38vJyx1lnneWwWCyOdevWie7lnnvucVgsFsfrr7/e4dihQ4ccxcXFzn8r7cGj3Q/jAQ6Hw/HPf/7TSfPss8+221crV6503mtDQ4Pz9zbeY7FYHH/961/b8Yg/n/ff//6387f169c7LBaL49JLL+3wNzU1Ne14q8PhcNx4441O3trU1OT8vbS01DFjxgyHxWJxrF69utPn8Wds377d0b9/f8f48eM7XOfjjz92WCwWx+WXX37UZ/P+++87f7fZbI7rrrvOyWNmz57tqKur63C+mTNntjvfjh07HImJiY7k5OR2vLypqcmxYMECh8ViccyfP7/TNRz5HI/E0eTA66+/7rBYLI4LLrjAUVpa6vy9uLjYcc455zgsFovj3Xffbfc3bXtoyJAhjm3btjl/r6+vd1x55ZUOi8Xi+OSTTzpdx5/RHfly5L6644472r3zH374wWGxWBxnnnmm6PoOx2GeuH379g6/79mzxzF8+HDH0KFDHbW1teLzdcYbuvNOX3rpJYfFYnFcdtll7b7J3Nxcx8SJEzvlrUr32LauI/m0w+FwNDY2tnuPDkfXdAy73e744Ycf2slPh+Mwr2v7/jZt2tTu2NH4VHf0IRUqTkeoKcoquoWIiAisWLECISEhqKurw2effYYHHngA06dPx+jRo/Hwww+3Swv8M6699lqndxMAPD098eCDD0Kj0eDTTz91pk02Nzfjtddeg4eHB5YvX46AgADn37i6uuLBBx9EQEAAPv74Y2eaT3FxMT777DO4urpi2bJlHdKo/f39MWTIkG7d9/333w8vL692v3377bcoKytDSkoKZs6c2e7Yddddh6SkJBQVFeG///2v8/cPP/wQAPCXv/wFFovF+bu7uzseeOCBTqMBR+LOO+/stKmPj48Pxo4d2yHqFRERgVtuuQWtra345ZdfOj3nhRdeiDPPPNP5b6PR6PTwFxUV4YEHHoCLi4vz+Jw5c6DRaLB582bFtUrx7rvvAgBuu+02REdHO383mUxYvHgxNBoNPvzww07TcM8880ycf/75XbresTyrruCDDz4AACxcuBA+Pj7O36Oiopyp5VIcyzP6M0aOHAkA2LRpk/O3zZs3w+FwYO7cuXB1dW2Xgt5GN2LEiC6tmeH2229vF9n19fXFVVddBQDYsmWL6BxtJRNjx47tcCwuLq5HGzR1xgOORFhYGObPn99uX11zzTUYMmQISktL2/GBNrTxMoPBIFpD2/0OHTq0w98cGTkCgH379mH16tUYNGgQFi1aBFdXV+cxf39/LFmyBMAf+5Th//7v/9DS0oJHHnmk3XUA4PLLL8fkyZOxY8eOTiNow4YNw9VXX+38t4uLC6699loAQEZGBh5++OF2HdVnzJgBHx8fpKamwm63O39vS+ucNWtWO17u6uqKxYsXOzv5FxYWiu5JCW3f3L333tsuehgYGIh77rkHAPDOO+90+rd/+ctfkJKS4vy3u7s7rr/+egDyvd0d+dIGo9GIBx98sN07nzp1KiwWCwoKCsSjvSIiIpCcnNzh9wEDBuCaa65BbW2tuFzlaOjOO22TowsXLmz3TYaHh+Ovf/1rl65fWVkJ4HDm1pF8GgAMBkO799hVHUOv12Pq1Knt5CdwmNf9/e9/BwD89NNPdI3d0YdUqDhdoRq4KrqNMWPG4Pvvv8eLL76Iq666CklJSdDr9aiursYHH3yASy655Kj1p50ZI/Hx8UhMTER9fb1TOdq7dy8qKyuRkpLSaSqZm5sbkpKSUFVVhaysLACHFfGWlhaMHz8eYWFhPXa/AQEBGDRoUIff2xSViy66qNO/mzZtWjs6ANi2bRsA4Nxzz+1AHxMT0yE9+khoNBo6fmXLli14+eWX8dBDD2HRokW49957nbVs2dnZnf7NGWec0eG3tmZQbWlQR8JkMsHb21vRkSGF3W531ih29hwTExORkJCA+vp67Nu3r8PxYxlH051nJUVBQQEKCgrg5+eH0aNHdzh+4YUXis91rM/oz4iIiEBoaChSU1OdBnGbkjp+/HgkJye3c160GbhthnFPobN912a8l5aWis6RlJQEAHjkkUewceNGNDc399j6jsTReMCROPvss6HXd6z+aUtv3Lp1a4djSUlJXepC3b9/f2i1WvznP//Bxx9/7FTOO8OaNWsAHDZsOnOcDRgwAB4eHu3qqo+G1tZWrF+/Hu7u7p2mWgNwpsru3LmzwzElHtOW/nokdDodQkNDYbfb292jEs/18/PDGWecgdbWVief7S7avl9fX99O73fSpEnw8vJCdnZ2p3u1s7/p6t7ujnxpQ1JSUgdjrTtrAA6naq9ZswYvvPACFi9ejHvvvRf33nuvk2ccK6/s6jvNz89HcXExAgICOk3PPu+887p0/djYWHh4eGD16tV47bXXnA0RO0N3dYx9+/bh1VdfxSOPPOKUNW2OpTb9RQnd0YdUqDhdodbgqjgmuLq64qyzzsJZZ50F4HDNz6pVq7B8+XKUl5djyZIlePPNNzv83dGEQlhYGPbt2+c0mto8zGvXrqV1nm0KUJuHNzIysns3dRQcrVts21qPdk/h4eHt6IA/FIuQkJBO/yYkJAR79uzp9Jifn187j/yRqKmpwW233YYNGzZ0ehw43JymM3SmYLdFU46mfHt6esJqtR71WlJYrVbY7Xb4+PgcdSZuWFgY0tLSOlU8jvYclXAsz0qKtnd+tL1jMpng5eUlaqh0rM+oM4wYMQJffPGFsw5306ZNiI+Ph5+fH0aOHIlNmzYhOzsbkZGR2Lx5Mzw9PZ3GZE+hrZ7/SHh6egLAUZtw/Rlz587F1q1bsWnTJsyePRseHh5ISUnBxIkTMWPGjB4b/SLpGH00mjb+0JlDqKv7NyYmBnfffTeeffZZPPjgg8661jFjxmD69OlITEx00ubn5wMAli9fjuXLlx/1nJJnXVlZifr6egDoEL3tjPbP6C6P+fP6GM9t+136HRwN7PvVaDQIDQ1FdXW109g6Ej2xt7sjX5Su3501FBUV4eabb0ZaWtpRaXqKV0rfaZsMPdo9Go1GMW9to1+yZAkefPBBPP3003j66acRHR2NUaNG4eKLL27XK6KrOobNZsOiRYvw9ddfH5VG8vy6ow+pUHG6QjVwVfQovLy8cPXVVyMwMBC33norNm7ciIaGhm7P83T8rwFPVFQUhg4dqkjb1mjpeEGaPni8obSOp59+Ghs2bMDIkSMxf/589OvXD15eXtDpdFizZg3mzJlz1KZGSmnRLGX6RECp2VB33s2xPKvO0BXa4wVJQ6YjMXLkSHzxxRfYtGkTEhIScODAAWcK6ZEpzI2NjaisrMSECROg0+l6dM09sbeMRiPeeecdbN26Fb/88gs2bdqEDRs2YO3atfi///s/rFy5sl1KtxKUUvuOFw/oznlvuOEGnHfeefjxxx+xdu1abN26FW+99RbefvttLFq0CH/5y18A/HE/w4YNO2anX9u5/tw8rDP069evw28nisd09Ts4Xtc6kevoDD31TO+//36kpaXhnHPOwdy5cxETEwNPT09otVp89NFHWLx48XHnfyfiWV544YUYO3YsfvrpJ6xZswabN2/GRx99hI8++gjXX399px22JXjrrbfw9ddfw2Kx4O6770ZSUhK8vLzg4uKCzMzMTjO5OkNv0odUqOjtUA1cFccFbemYLS0tqK6u7mDgto0P+TPaRky01cy1efVjY2PFXQbboiE5OTndW3wX0bbWtkjJn9H2+5F1gAEBAcjPz0dhYWGnnWW7Wzv2448/QqfT4V//+le7TtQAkJub261zngiYzWa4uLg4I0SdRSjbnmNXUjmV0J1n1VZD1RbFOhKdvbO2iE5no1MAoLa2VhxhOB7P6EgjNjExEQ6Hw/lbcnKysw63sbGxHX1vhEajwfDhw53piuXl5XjiiSfw9ddfY/ny5Xj++ecBKL9DoPvfXhuO9q7/zNt6AiEhIZg1axZmzZqF5uZmrFq1Cvfddx+efvppXHLJJfD29nZGuKZOnYobbrjhmK7n4+MDg8EArVaLpUuXnjQDLjAwEHl5eSgoKEB8fHyH4z3FK9re1dHe6ZHHeoovHW0NXZEvPYn6+nqsW7cO/v7+WL58eQcHV0/Jla6+0zbeerSRS13hrUfC19cXl19+OS6//HI4HA78/vvvuOOOO/Dmm2/i0ksvRb9+/bqsY/zwww8AgGeffbaD46crz687+pAKFacrTn5YRkWfBPPWtjF+FxeXTmuAvv322w6/paenY9++ffDw8HDWoA4ePBgmkwmbNm0Sp8KOHDnSGYWTKKttCm936/baFOqjzU798ssv29EBcHpfv//++w702dnZohrKzlBdXQ2j0djBYAM6f+a9BS4uLs4mJp09xwMHDiAtLa3d3jhWdOdZtSlVndU3dTYPMiwsDCEhISgvL2/XzKkNR9szneF4PKPIyEiEhIQgNTUVv//+OzQajXNkkMFgcNbhtq39yHFCkvUer1pYCfz8/HDbbbcBAA4ePOj8ve0dZmZmdvibzMzMYzZwv//++05no37zzTcAQCMv3YVer8fFF1+MQYMGwW63O2si2+pe25TsY73GyJEjUVtbi/Xr1x/z+bqLNl7aWcpnRUUF1qxZA41G0+5Zt/H5zt7N0RAaGorQ0FBUVFR0er+//vorqqqqEBUV1SE9uafQHfnSk6ipqUFraysCAgI6GLd2u71H9hXQ9XcaFhaGoKAglJaWdlprrTQ/WQqNRoMJEyY4my+28ZGu6hhthnZn6dRdkcvd0YdUqDhdoRq4KrqF5557DsuWLevUg1lcXIzFixcDONz8p7N60ffee69dl82GhgY89thjcDgcuPTSS50z3FxdXTF37lzU1dVh/vz5nXo7i4uL8fnnnzv/HRQUhIsvvhhNTU1YuHBhh1qU8vJy7Nixw/nvNs93ZwqvBOeddx78/f2xdetWfPTRR+2OvfPOO9i9ezeCgoLapfS1dYl98803cejQIefvjY2NeOyxx7rdATE6OhpVVVVOZboNb7311jF3uTzeaOum+uKLL7Z7z7W1tViyZAkcDgeuuuqqHksT7c6zausg/MYbb6ChocH5+/r164/aSbUt5ffJJ59sp5Tk5ubipZde6tKaj8czGjFiBGw2Gz7//HPEx8e36wg6cuRIFBUVYfXq1fD09FScf/tnBAYGory8vFtRlK7igw8+6JQ3rF69GkD7GtdBgwbB3d0dv//+O3bv3u38vaKiAg888MAxdx/Nz8/Hiy++2O63jz76CNu3b4e/vz9N7ZVgw4YNWLduXYe15ubmIj09HRqNxhntGTJkCM444wxs27YNjzzyCGprazucLy0tDb/99pvo2vPmzYNWq8WiRYs6/U7q6urw6aefOqP+xwMzZ86EVqvFu+++2645ls1mw5IlS9DY2Iizzz673Xtv4/NHa3x4NLR9c0uXLnV2rwYO14A+9dRTAIDZs2d3+14YuiNfehJ+fn4wmUw4ePBguwZpLS0t+Mc//tFjzYy6807b5OiyZctQU1Pj/D0/Px8vv/xyl66/d+9efP/99x3qkq1Wq1NfaLt2V3WMtvKIP3cq/+677/DFF1+I19gdfUiFitMVaoqyim6hvr4e77zzDt544w1ER0cjPj4eBoMBRUVF2LlzJ+x2O6KionD//fd3+vfTpk3DFVdcgVGjRsFkMmHLli0oLS1Fv379cPvtt7ejvemmm5xD7c877zwMGDAA4eHhsNvtyMzMxKFDh5CQkIBLLrnE+Tf3338/MjMzsXHjRkyePNk5tL2goAB79uzB1Vdf7WzjHx4ejoSEBOzevRuXXXYZ+vXrB61Wi8mTJ2PKlCn0WXh4eOAf//gH5s2bh8WLF+Ojjz5CTEwMMjIysHfvXnh4eODZZ59tZ3QMHz4cf/nLX/D2229j+vTpGDVqFIxGI7Zs2QJXV1dMmjQJv/zyS4exAgw33XQT7r77btxxxx1YuXIlgoODkZaWhoyMDFx33XV46623unS+E4lzzz0XV155JT766CNceOGFGD16NNzc3LBp0yZUVFQgOTkZCxYs6LHrdedZXXjhhXjttdewfft2nH/++Rg0aBCKioqwa9cuXHfddXjjjTc6/M3111+PX3/9Fdu2bcPZZ5+N0aNHw2azYf369RgzZgx0Op1iCuSROB7PaOTIkfjyyy/R1NTUIQW57d9txzrrDnw0TJ48Ge+++y6mT5+OlJQUGAwGxMTEYO7cuV1anwQffvghHn74YcTHxyMuLg46nQ4ZGRlIS0uDwWBoN47J09MTN9xwA1566SVcc801GDFiBDQaDXbu3InY2FikpKRg+/bt3V7LFVdcgVdffRU//PADEhISkJ2djV27dsHFxQVLly7tdj+CI5GWloalS5fC19cXSUlJMJvNqKysxKZNm2Cz2TBr1qx2KbNPP/005s6di/fffx9ff/01EhMTERgYiNraWuzfvx+FhYWYPXs2JkyYQK89fPhwLF68GEuWLMHs2bNhsVgQHR0NvV6P/Px87Nu3DzabDWeffbbTUdnTGDx4MG6//XYsX74cV111FUaOHAkfHx9s27YNhYWFiI6OdjpZ23DGGWfAYDDg7bffxsGDBxEYGAiNRoM5c+Z0WibShuuuuw4bNmzAb7/95vx+HQ4H1q9fj7q6OkydOhXXXHPNcblPoHvypSeh1+sxd+5cLF++HLNmzcLo0aPh7e2NHTt2oLy8HDNnzsTKlSuP+Trdeadz587F6tWrkZqaiqlTp2LUqFGw2WzYuHGj8z1JO0UXFBRg/vz5MJlMGDhwIPz9/VFTU4PNmzejrq4OkyZNajcqqCs6xty5c/H777/jmWeewXfffYeYmBhkZWVh9+7duOGGGzqVG0dDd/QhFSpOR6gGropu4ZZbbsHAgQOxZs0apKWlYcuWLaitrYXRaMSgQYMwZcoUXHPNNUft9vrAAw8gPDwcn3zyCfLy8uDt7Y2ZM2fi9ttv79DxVKvV4qmnnsI555yDjz/+GLt27cLevXvh5eWF4OBgzJkzp8PYobamMx9++CG++uorbNmyBa2trQgMDMRFF13Ugfm/8MILeOqpp7Blyxbs2bMHra2tCA4OFhm4wOGRSZ9++ilWrFiBDRs24MCBAzCbzZg2bRpuueWWThWoRYsWITY2FitXrsTGjRthMpkwYcIE/P3vf3fOV+xqo4hp06bB29sbL7/8Mvbt24cDBw5g4MCBeOihh+BwOHq1gQsAjz76KIYOHYoPP/zQOYohMjISf/nLX3Ddddf1qMLcnWfl5uaGt99+G0899RR+//13rF69GvHx8Vi+fDkGDhzYqaLi6uqKN954A//617/w1Vdf4eeff0ZgYCCuu+46/PWvfxU3GGlDTz+jI43aPxu4bXW4Nputy/W3d955JxwOB3766Sd8++23aG5uxsiRI4+LgXv77bfjxx9/xM6dO7F+/XrY7XYEBQXh8ssvxw033NDh+5s/fz48PT3x0UcfYePGjfDz88Oll16KBQsW4KabbjqmtaSkpGDGjBl4/vnn8csvv8DhcGDMmDFYsGBBj6UnT5o0CVarFRs3bkRaWhqsVit8fX0xbNgwXHPNNc6u9m3w8/PDhx9+iI8//hirVq3Cvn37nBHliIgIzJo1yznGSIKrr74aycnJePvtt7Fp0yb88ssvcHd3R1BQEC666CKcffbZPda5+miYN28eEhMT8dZbb2HXrl1obGxEaGgo5s6di5tuuqnDWLOgoCC8/PLLeOmll7B161ZnDfa0adMUDdy2Ov33338fn332mXPsUlxcHGbMmIGrrrrquDfh64586UnMmzcPwcHBePvtt7Ft2zYYDAYMGzYMCxYs6HTe8bFcpyvvtI23vvzyy/jmm2/w888/Izg4GNdffz1uvvlmDB8+XCxDhwwZgr/97W/YsGEDMjMzsWXLFnh7eyMhIQGXXXaZcxxTG7qiY4wYMQLvv/8+li9fjn379iErKwsWiwUvvPACBgwY0CUDtzv6kAoVpyM0jt7Q+lPFaYPJkycjPz8f+/fvP9lL6bWoq6vDlClT0NTUhC1btvR411oVKlT0PF544QW8+OKLWLp0KWbMmHGyl6NCxWmN1NRUXHnllRg/fjxee+21k70cFSpUnGCoNbgqVJwkpKent6vjBA7XUi5evBiVlZW44IILVONWhQoVKlSoOAr27t3baS16WzrznyOvKlSoOD2gpiirUHGS8Pbbb+Orr75CUlISAgICUFlZiX379sFqtSIiIgJ33nnnyV6iChUqVKhQ0Wtx5513ora2FhaLBWaz2VkDa7PZMHnyZFx00UUne4kqVKg4CVANXBUqThLOPvtslJWVYc+ePdi5cyeAww2vLrvsMsydO7fT8UoqVKhQoUKFisOYNWsWvv32W+zfvx9VVVVwdXVF//79MW3aNFx11VUnbVazChUqTi7UGlwVKlSoUKFChQoVKlSoUHFKQK3BVaFChQoVKlSoUKFChQoVpwRUA1eFChUqVKhQoUKFChUqVJwSUGtwu4nW1lY0NzdDq9WqNR4qVKhQoUKFChUqVJxkOBwOtLa2Qq/XH/cZ1T2N1tZWdKVyVKPR9Ll7PFFQDdxuorm5Gbt27TrZy1ChQoUKFSpUqFChQsURGDRoEFxdXU/2MsRobW3Flh9+hs5f3mBUr9dj0KBBqpHbCVQDt5to20wPPlOLJttJXowQvqFBlGbUxDhK42bgEeu6+lbF4wYD/xgPpFVSmohoL0pTU2WnNCEhbpSmoVH5ngAgL7dW8Xh1hfJxAKi1cprKolJK01PwDvClNDUVVYrH3b086Tn8QwMoTXCYmdLU1/EPctda1Tl1qsDg4U5pdC5c1NVX1fTEck4YfIL593Ii+cTpCE8fLn/0er73qkoremI5CImLoDRmf77mimJlfl6cldcja/EJ8KY05UVWSiNZT1+DRF+ToKKguEfO05dgcAWW/N3Y54w+h8MBnb8PSmfMh6OugdJrPN0R8J8XuhTxPZ2gGrjdRFtacpMNaGo6yYsB4B8RQmkMJiOl0QqEsacnN3CD/JWNwQAjf2jxEdyLZWvmDMzWzD14q9cqC3QAsJZWUxoPk7KyfWhHJj3H8LOHUZrE4fGUprSIG8p7BIZeYHQ4pRlyRqLi8aYm7hzYsyWL0hRmc0XQL8yf00RFUZqCA9mU5lSEizt39tgbGo/7OaRwM3tQGoOngMZoPua1NNTVU5qq4vJjvg4AtMCF0ug9uQFRR5xTKo4OLwOXqUFR3BERlsD5UYPAcWct4TLKN5AbuF6+JsXjGhf+fYfH+lGamirOAySO5aB47pjP2ZNOaXoCGoFRFRQdRmk8fbhTuKqMv+/eoJ+eLPTV8kFtaxMcDv69a1r7lgF/oqEauKcINFr+IYdFcYPRw42fp6i0hdJMGsyNKwZrAzdMfdw595ac5+KzuAJcUmWmNHlFys8mPmEcPUejQKBXVfH7Li3gxqDOhSvJhVkllEbvosxog0K4sB47pR+laWzke8/bi7O1wiKBYlXLPajNTcrZAa7uBnqO6nIrpfEJ5spio2C91YJIUU8Ynj1lvEqgF+zh6MRgSuPqqqM0B3bmKx73D+XOFaNZ2XgAAHcjNyC8fTjPys/gEVzVwO0+3Dz49521J4fShFu4wePmzvd5teBdVpRzXhIYpMyvjd48a2LNlxspTUT/GEoTlyR5Npzna3XcGMjaeZDSMEiyRXQunNfkpnEHq3cgz65S0feg0Wmg0QuMc13fNOCPxMaNGzF79mxs3rwZXl7c+dYVqAbuKQKJgVstMIo83LjgSgjlniVXbbPicb2GGyq5JXyzm7njG17uPEVZp+EpHpF+3ICoqVd+foXF/NkV5nIlxcVVINA1XKB7BXCnh9HMoxR6IrD1AkZsieTvwGjgxn8xd2rj4AH+LcQO4JHrnINFisfL83l6mG9IIKWpLOJRv9A4vl4Jn+iJCKMko8TDixto7p7cgAgK7RmhuGtTBqWJ7Kd8X+6e3Jnm5cVpCvJ4unSNlfOj+po6SqPi6GAOwIJDPDU2KokbcT6+/FsICuZOj+joIZSmQZBNs319luJxiTPN5MdlS1gMdwg1NnD5XVnG97mElySOTlJeSz2X3zUV/Nv1DeKZFQOSQymNvZnLzNBonkGQsVvZCSNxjKroOWhcNECzwHh1OX4G7rx585CWloby8nJ4e3tjzJgxuOuuuxAU9EfqfFpaGh599FHs2rULvr6+uPbaa3HjjTce03XbDN42GAwGREREYPbs2bjyyiu7dC7VwD1FUJKpHFmQ0ri6DuUXS+YRiPVFykrcyP7KBjAADI/lgsLayA1ydxd+rcp6rnQ22LjB2NikLHDc3bjnNj6hZ7yyLgZ+LQl0As+30aT8/EpKuEJUUMAVr9BQHgnOyuC123vX76E0jla+Hob+YwZSmtYWfp2y3EJKk3+QR4pMfmZKE5YQza+1P0vxuGS93kE8kqTV8W9hx/pjj7oAMsPe5KPM+1od3BlUWsg9MM127gA0CVKzTb7c+FeV16PD4VD+NseeP5yew8eHy5aWFm6oVAl6SYSF8Gv5mjk/zwlWNk4Dg3l9bWAAX0tJqcDhm8P5efbuQ5RGAr1Bec3RA2PpOaITuWEaFMy/3ZZWvifSNudSmqIMTqOid0Gr1wCSCK6E5iiYNWsWpk+fjhkzZnR6fPTo0Zg3bx4CAgJQXFyMp556Crfffjs+/PBDAEBtbS3mzJmDMWPG4JFHHsGBAwdw3333wcvLq8uGaGf47rvvYDQa0djYiF9++QUPP/wwIiMjMWbMGPE5VAP3NMKUy8dSmrIS7gl1c+UK+YhEEsHV8nOkl3FDOiVEOYIGAC4arhj4u3FhXNrAva4Hs5Q/Ka0gktnUIIhSFvIUcGsZdxCERnMjQ5K6yRAfxxV/V56BB6M7F/rhwdwoio0/g9Ks+WE/pYkbqKzoGQROhvp6vj8HTeCRmeoK/u36BPD3UFvN04sDY5TTBsvzeFq7xKCU0PRYzZuFP5uSbGV+4+YeSc/Bsh0AoDSPpxbr9Py+mSNChTJam5UdDWUlnA97Cmq7w4O5KuYieN/F5Zw/7tvDv6m0DcoOwGqJE0yQZm/pL0jpF6RDRybxGlxXNy5gyguVnT2HtqbRcwTHcuP/wHa+b+qrOY1W3zNObBW9C70hgnvdddc5/zssLAw33ngj/vrXv8Jut8PFxQVffvkl7HY7nnjiCbi6uqJfv37Yt28f3nzzTUUDd/Xq1XjiiSdQWFiIIUOGYPr06Z3S+fn5OVOWZ8+ejXfffRd79uxRDdzTEQPHDaY04aGcwfv6cCPOw8CjCwEeylGKb7ZxI2R4Ilf861u48DPruZfYXcubw7Q4eMpVXo7yfe9bv5ueo6cgicRVVwo69QnSWuP6KT+b2jputEsiCz6efE/UNApqoAS9GUaeyWuCsw4pRxcKq/i+qq/hNJUF3GCUoEKQNlhTziMmPQFJ/bcEEiVPsoclNdcGT2Wl3VrOo7OSTJqAKB4Fykg9QGlUHF8U53BHRGCwoOZa4AizCxTeSiuXdQ5BZFDS6JAhUeAwKizm/Lwgk5d5DBnDDVzJfVcWWxWPRw3kzR1bW7h+5CNwwho8uINAkimjou+hqxHc2tpa6HR/8BBXV9ceHY9ktVrx1VdfISUlBS7/k9upqakYPnx4u+uMGzcOr776KqqqquDt3dGWKCwsxG233YaZM2fiiiuuwO7du7Fs2TLFazscDvz+++9Og7gr6FUGbktLC1544QV8+eWXKCsrQ2BgIKZPn45bb73V2Q3t+++/x4cffog9e/bAarXi888/R//+/dudJycnB8uWLcPWrVths9kwfvx4PPjgg/D3P+wtzMvLw8svv4wNGzY4rzNt2jTMmzevT83MOhK11Vw5Kynj6WoDeAYOJB3Jt+Uq133EhPOT+LtbKU1zK9/C+Q28xtHXwKOdGkGdbv8kZcFVkMEjpolDec1WbTWvIc07VEBpeirCU1GsHCEzevPUYonCnjByAKWpsfJIZvJI7mVvqOeKSq3AgGWoETSZcvfiymKDwOMfFM1HT4TE8IZMpQXKUSBbI9+fTYIxCM2CGWwtdkGNnqCGubGW75vYZIvi8Zh+gprCgTya3NwscAgFmSlNQTpXgE+UQ6MvgnUDZzXZUmTk8vdd38D5kd3GaYxe3HBiWRwHtvBIZrN9EKWRdIaW9EKQ3Pe21Xspjac3d0Yw5O7jkxIkzbW8/PhaDIImZzUV3Ommlin0Lmi0GlkDqf85bidOnIiGhj/k6W233Yb58+cf8zqefvpprFy5Eg0NDUhOTsaKFSucx8rKyhAe3v7bbLOxysrKOjVwP/jgA0RGRuLee+8FAMTGxuLAgQN49dVXO9BOnDgRAGCz2dDa2ooFCxZgxIgRXVp/rzJwX331VXzwwQdYtmwZ4uPjsXv3bixatAgmk8lZdFxfX4+hQ4fivPPOwwMPPNDhHPX19bjhhhuQmJiIt99+GwDw/PPPY968efj444+h1WqRkZEBh8OBRx99FFFRUThw4AAefPBBNDQ0YOHChSf0nk8kmpq4ECir5gZ+/1CuCIYYlQ3GkjqusKeVcC+nlwe/J193rkhbbdwAa23lDKemRjk1e/QU5XE6ALB7K4/wGL15DY+tgRsZbkZ+356Crq9snqGfIDV2xOgJlMZazd93dgZ/T4fSuMEjSWkzuCt/L+w4ANgauVFUms2dFRJk7eaNlMyB3AkTFKnswNILoqq2Rm6YGjwEtfF1fJ9LUgslWTBmX+WMEcl8b0nX55xM3miuSfD86qoEHddUHBWsG3hTE+/vIEGzoFmQhzv/pnRGrtK1tvJvauOvyo6RSIEn3GjixpeLoPxl+698lF1ILHcaBUZyxx0rH7Db+Pv29OVZcJJOy55ePDuttorrYqrx2veg1QkN3P/RrF69ukME989YsWIFXnnlFee/GxsbkZqaiiVLljh/W7VqFUJD/8gemjNnDi677DIUFBTgxRdfxMKFC/HKK690e/xSeno6Bg9uL2eTk5M7pV25ciU8PT1hs9mwc+dOLFmyBN7e3rjmmmvE1+tVBu727dsxZcoUnHnmmQCA8PBwrFq1Cjt37nTSXHLJJQAOR2E7w7Zt25Cfn4/PP/8cRuNhpXrZsmUYMWIENmzYgLFjx2LChAmYMOEPZToiIgKZmZn44IMP+qyB21jL6+bMZq5YBZm5AVHdyAWknYyN8XbjSqnkG/L34AzeRcsVQUkk2N7KhXED8bJXWfl7GjeJ1/FJUn7LBGOCKot4il1jHn/GjfXKToSibP58m5p4S2yzD48+DEnmBpogiwxZ2fy+d6/ZqXjcL5wrVezZAbK5si6kQQoga5wlSXtjNJK6WHMwN+wlqdnxw7jTSGK8luRzp4eXt7Ii/c17a+g5ks7gkS3RyCLB3GhWQ6ri2FBfw/m5e6yZ0kiM14xD3OnBHDAAUFzIs5WCyexegxvn5xJZt3sNN15jh/BSEVY7CwDmQDOlqShWzmaQ8CNJdFbSIK5OkpUnKHdQ0feg0Wqc0VlF/I/GaDS2M3A7w1VXXYXzzjvP+e+77roLZ599Ns4++2znb4GB7bMdfX194evri5iYGMTFxWHixIlITU1FSkoK/P39UVZW1o6+7d9tkdxjQXh4uLMGt1+/ftixYwdWrFjRdw3clJQUfPzxx8jMzERMTAzS0tKwdetWZzhbApvNBo1G086DYTAYoNVqsXXrVowd23mjpZqamk5D6n0FTYKUQIHTEBW1XNCaedCPjnNJzeYRvdhgbpg2NHOjvUXgCSut4zdV08CfjcOhLNTj+/E95ifYhvZmbkAMGc0F7c+f8iZdoRZueLqT2kQXg2ROIX9PekFThZ9W8a66YbE8bX3H6h2UhqE8jz9fCSSR9npr74nWSQzpnqorlkRnJUpnTCJPN20h98VSmAGgOKeM0qi1dX0D5YX8XWYJxtMMTuYK4cCBZkqjF8j4kiJeytBCOrtLIq/BIdyISx4yntII/HYot/LSi89e/42fqAdQUcyN7WpB2rCkwZ5PKJdjDdUCB7WgPEPFiYPOVQcIAiroQgNQs9kMs9ns/Lebmxv8/PwQFSWYtQmg9X+yz2Y7XFaQnJyM5557ztl0CgDWrVuHmJiYo9pScXFx+Pnnn9v9tmOHTM/S6XRoauJ2zpHoVQbuTTfdhNraWpx33nnQ6XRoaWnBHXfcgWnTponPkZycDHd3dzz99NO488474XA48Mwzz6ClpQWlpZ1Hq7Kzs/Hee+/12egtACQN5wqcv5mfx8qdu2iyCdIPm5U9yRLnVEYRN17dDZxGEEyCwYWniAV68XqhgYnK9x3kzc/hpueGvYeBR/R21vIbl0S2aqy8zrSsQFnRaxXUFAZGcmG9dzMfByFpJlJWJJg1LIia6onXSFLTJWmAJElRlig7PWVUnihI0v08TNz4t5ZYKY2kdo6NfZKM9+kp41WyP1mKrQplsAZmkQm8lt/bh0dVfbw4DxCwNcQHckMl+gLuXN6fr2xVFhZxORbgx/UEDwO/KRc9p6kQpHtJGrf1RClIXQWXLcmTkimNS3I0pdn8362URjKOTTVwexe6GsHtaezYsQO7du3CsGHD4OXlhZycHDz//POIjIxESkoKAOCiiy7CSy+9hPvvvx833ngjDh48iHfeeQeLFi066nmvuuoqvPHGG1i2bBkuv/xy7NmzB5999lmntOXl5WhqanKmKH/xxRc455xzunQfvcrA/fbbb/HVV1/hmWeeQXx8PPbt24elS5c6m01J4Ovri+effx4PP/ww3n33XWi1WlxwwQVISkrqNG+8uLgYc+fOxbnnnosrrriip2/phEEyruCzNB5NShnFBXbGISulufwCZcU+TGDoFVQL5jy68ZqYYE8ucErquSLd6uDMxOSurODuz+MGuYueu6zZvF0AMAiUhyRBVGD7Fm5w+4UoC9HCDK44pG/nY3kk6Z2S2kRJ1E8CnU7ZuJI0ArIJ6rpsAiVF0sjL0aqceggAVkHa+omCRFk0mXnzvLB+XLnVJfJmNqUk7T8ogkfiJMptjVXQN6CUP5ueyiA4XcFSvGsFDe3iLbxzuVYraLroyfnE9kxBbwbOHmnUNCGOR6UlJUaHsrlDyEWQtdPQwJ+NvUlw4wSSzu8egoaAHoLeAu4eXD1PmZJCaSS8JChC2TmauYc7/1RnWs9B28UmUz0NNzc3fP/993jhhRdQX1+PgIAAjB8/HrfeeqszO9ZkMuH111/Ho48+ihkzZsDHxwe33nqr4oig0NBQvPDCC1i6dCnee+89DB48GHfccQfuu+++DrTnnnsuAECv1yM4OBhXXnlllxtn9SoD96mnnsJNN92ECy64AACQkJCAgoICvPLKK2IDFzjcqvrHH39ERUUF9Ho9vLy8cMYZZ+D8889vR1dcXIzZs2cjJSWlXaF1X4R/IGeqKUO58tUvlBueEwZy4VZHZEl2BVfGY/15Gk9js6CJTwuniTXyWpaqFm4E55UrN8YaFstD5C5aLvQPlvK1VNbwCG6gD4+sDh3BjaL9B5Tva/IUPnZCEkXPKeQ09YLux36BwynNvi28IVNAOH82DHWCRiHJY3kdmp8f3+dFhVwJWbeq9xi4/hE8bdhV0MhLElk9uJV38WYN1yqKudEZHMGb50XFcRrLAL73CvJ46mZPpOKfrvAWdLp1M3Al1GbnNEVWblwF+3F+3mjjcoGVbu89wPmItzdfr9HIo7xeRv5sPv+QO0cHDONZbgd2KqvETfU9Y8SxUgcA8DFz9dzh4Fkc23/aLlqTit4DTRebTHUH77777lGPJSQk4J133qHnSExMxPvvv9+l606aNAmTJk1q99ull17q/O9Ro0Zh/37+PUvQqwzcxsbGDlFWnU4Hh2QuTSfw9T2sJKxfvx7l5eWYPHmy81ibcZuUlISlS5dCK8lj7cUIDORGpyWU56/7e3ADzE3Lz+OuV2a8/Yx8NIUD/OOt1XEFQ9Jkqr6VG9wGrWCeLoma1tm4Mq7XcuEn8Y5Lapcqqvm+37KJzyGcMEFZkTa683uSzHmsqOB7Lz6WpwSmpnKjUtLpsqFOWeGRpGZL0uJ2k5o4ADCTTtYA0FjPn19gDO9IWlOubMhJRhZJ0o+jEriBu/XHbZRm9Pl8vIDlylGUZhfpcB43gDcVcyUN+AAgN5sbyidypraKzsGazAGATsdnNyYnmymNJYSXithbBJ2WPTkvOVSszEP9Bc40SUp1YoQge6WFfy9jpyZQmsx0K6UJCFfOlCnK5iUeboL5tXU1XJeotPJnvPqLLZRmxDncuVxTpSzHctJy6Tl6Uw+Ivg6NViurrevjdsvxRq8ycCdNmoQVK1YgNDTUmaL85ptvtrPurVYrCgsLUVJymNFkZh5OnfD390dAwGGP9r///W/ExcXB19cX27dvxxNPPIHrrrsOsbGHW9sXFxdj1qxZCA0NxcKFC1FR8UfaWds5+hoKCngaSl09Z5ijB3CD8UABjwRf2E/ZA+PRxBW4Vg0X1i56rrDn27nCLoFDkKLcRDzxVY2CFCcXHm0K9BLcdzMXtHll/FqW/oIxNhXKSlNWLldkvEycHbEaZwDQCdL9LAncuJLUztnI/EXJfEZzIE+xDQ3nNHo9F3a7tnBFRZLq3CKIiDL0G8IjKkYT51kXzBpHaTzc+bOpEoygCiLR14w0rgCHRPKU1aYGrgBL4CFI31YV0+ML/0BBA8M6zrO+Wcvlj5sb3+cxkdwZ7ummvB4zTxijshAA1u3k950Yx+8pOEAgm5v4t5B1SLmxU3Upd8xXCuZy+wb1TEPT8dN4JlJhLte19m/iM4JVnEBoZb05HKp9q4heZeA+8MADeP755/HII4+gvLwcgYGBuPLKK/HXv/7VSfPzzz+3K2K+4447ALQfbJyZmYlnn30WVVVVCAsLw7x583Ddddc5/2bt2rXIzs5GdnZ2u3FBAHosNH6i4efHhZaXSWAw6jhzntCPR/SaNMrGQbNgxmhuPY/eRLry6FcoOE1JK4+8lNRzqW4ndlx1HedIla2c5pcf+TtoEYwISRjEn3FsFDcyrNXKikq5wJCWIDiA75uCEq40ZWZwpT4sgjt7vIgBlpPDU9qaGrnxX5jPMysCg/n+rKvikdXgKF7vGxCirCy2tAjqv/vz9fp78X1T28j5WqbAwZKfy/dEfrpyTatEKYnux52okXH8HfgG8shMQRbv8qsauN3HkIk8OuvtzdUsSwTf5/FhnA8fzOOyw4NMOACAfenK66mu5g6YkGDuIEzqJ+lJwXmJJPvHw4PzCV9S6lURwJ1TEpi8ufNZsm8kgQ3VeO170Oo0h9OUCRw6DfjXfPpC4+hu/u9pjpaWFqSmpuKepbXoYufq4wJJ45KLp3CmKml2UVDJz9M/SNnTGebIpuew6bmArAM3QiTQawRGRiOPZP62U1kJCfCV1NVQEvibOVurEhjT69fxekuzH29cYvZRdrDER3LlQpCFi0qBLr5/PyeSGGDZ+3i0s7pUuemQZMRSZREfBxEQwWspGwX1YaXZvIOvZMQPm3OrJTP5AMAvnHd9rirhIzfOuZxHMfx9+LfQJAiaVlYpK/6SFPqIcM7X9u21UhrJLNLCHL63Cg5wXqyic1iG96c0khFpkrE7Q5N51E9SClLXyL+FjZuU5bevP5cJkjIaiawb3J8b9loNP1FxBV/Qlo3KjmNJI0TJXO6wSDOl8RA0mcrKsFKa/Zv3UZpTbV62wQA8tciI5ORkOh+2N6HNrtA9ei80AsPCYTCgZfGTfe4+TxR6VQRXRfchUdh3pHNvqaCTPoaF8ohofYuyEleu5xFTrcA39d0eHoG8cCA3VL7dy7tHT0rkxmAMaTq0YTNPFxo9gqdStbRyYW02ChpIDefRpM/e4XU+s+cpGxl+Rm49VDcKFEFBGm5MrCAVLYtHRGMHRlKaZrty592M3Vn0HBLjVZLWWi7opN5Yyz3+doGlx2psJU1USjJ5Y7ewhGhKU1bKFYG03fx9Z+xKpzRGH2Ujw8OLK/7NzdxRJokE7/id1+A2S6x2FUeFV4BySrq3wPlnEBi4rq6cr9U3chmv0fSMI8fNg+sKDMWF/Jvz9ePp2/mCyWaeghKE3FzO+9j8XzYmDJDVxpvMvPtxUxM3OiWlIn1thrqKww5k5kQGoNbgEqgG7ikCnSCdQdJuv7yK0+x2cOM03k/ZA+yh4U1+9K1cEl8Xw5VSPWmgAAAX9+c0lQ7e2TTErKxsX3qWYARQM48m78/ln667oB5LUncYnxxHaTJzlVPb0w4Jaq3i+Xp9vQRdQpv4Hvb05O9B5EE/pBxhlBgqOXv4Hq4u544IF8FMaBZx7m2oLObrtTVyPhHZj/OskVOTKc2+7VmKxyXRUDVi2nfgH6bsjAgI4NH40lJuWFVZOc/Py+L7PDTKTGlCgjjv8yEZOT//ZzM9x9y/jaU0AYLZ8pWCEa25RVwutArCxY21ynqAZMb6oAk8bd3Hh2fB+fpwfu4qiPwf2MIjuCp6F3R6LTSCUjWHXgvOOU5fqAbuKQKdjn8Mnh5c2Y4P4sLYbOCRoqI65UhHmYanFgd7WCmNzZMLCnMDnwXp1cDdxE0eXJlZl6esEPmYuIDcc4AL/ZQkfp6aev6+Mw7xphlVZdwTb/RSVojc3Dmr+b9/rKY0kpo3s68gBXQbNzKiE3k6w4lSHiSGspsHr8Pva5BEFiQ0kk7VKlT8GRmpyqOjqss5bwyK5BF7exNXUyXGa0QoN14lacEupNP3+deMpufIyuf39MrT6ynNrPkTKY3dLuhWX8j5hF+IWfG4JJU89ZdUSiMZf6YVZCt5mHgGQWQSd1AXHFLOclMzQU4sNFqNSOYfrzm4pwpUA7cPQDJcnHVzBQBvwXiAFkGnYMlc2Qijcu2XBlzKBjb2TKSj3F05jRQA7A7+jOvt3HAqK2dNuvh1fMyc5vMvudHu7skNnoZant7JOscCPNopSbeaMXcCpamo5E3QrBXcSePtz9OYJR5/Vm91aGsaPUdssoXSmLz53ivM4Q2FVBwdesFcLRbBaRF0UFXRd8D2RGIKL2MwmQQNFbO58VVl5VlGkqhfbe2x11vm5nDDXqJ7SzqgexsFuoKZX6tfFK/5Z2Pz9h/kzn2fUH4difHqF8zLUjJ3ZVKaxlpBCFxFr4KaotwzUA3cPgCJ0uQXwD15kgHvdXpBmmMDp4n3VRbGRg0XkPu1gyiNm557Fh2CDoteer6eaodg3EON8ruyWrlBGRzM3+XUs3h0UaJgSHpLfLcqi9IEBik/m8YGfqGaGu7xjwoXpNcJHAQFBZz1VZZyxUBiwDK0CGbl5mfwDIOyXN5A6lQEq5MEAN8Q3pW4pkIwA5xkjITH8midpGt2RQlfS+4+rtxKGoapODpY5MouqIEMC+ZZRv6+3JiRzDX3dBO87yCuB5RUKtOEk0gnIGt4Zfbg34LRlc//rbfzh1Naw2kKi5XltyQKHJXAZbPRxJ3POencYdnXjFeJ8V8r6CRpb+DOnr4MNYLbM1AN3FMEnoIW+JJ2+ys/zKM0t1zHmRSbGatzcKM9xMBH4eysiKY0EoSaBMa/jQtInU5ZqLu583MYPflaysjcWQDY+DuPgA8eyZtrJaXwOcK+Psr7zxLD92cxb/iKvAK+b+rqOM22X3kjEIkQNXgqR1a9/LniWponSI+v41Hp0xWSumIPE3dOeQrm/7J66cTBgi59AkjqslWcfOxar5zCDAAbv+UK+5TLeb1qi6D+s1XQbLK+nvNHVoMbGSYY76Pja7G1cFmXUcbHia3dwJs32m3caXRgi7LDctiUZHqO/du446mZzROErPRC4tyrs/L7PlGZJ5UFgo5hKlQDt4egGrh9AC7u3ANcWcEjmR6C84wYyw0eawMXXFHuysy5XjDeJ6uGG9IpPocoTauGG1cHa3mqmbWefy6x0coCe/06brSHBPGuuvUN3MCNG8DrfEye/NmUVXDht/ZX5RoecwBPCY6I5HsiN5PXDLNOmEDPeYBtDcoRebX2s3egKIN3UpcggLSZX/8Dd5xImoGp6BvwD+PN3wJH9qM0boKGgCUl3MkVF8udNDZBtPNAmlXxuNFopueoquH3JPD/iUbDSWSHpwdfT1y/MYrHd2/npUEuglA7kxsA4BfOG+OV5/H1qOh7UA3cnoFq4PYB9JQy7mbgH4NkFqnZnTPnFigbTlY7F0hGV25YlbfylMD16Tw9cXw89ywa9NyTvHWX8jOuFqRBbt5ISUSpsZJujnrSTASQ1X7VVCrXJlUIuuEGBA6gNDEW7rHe8NOxpw1LoaaAnjrw9OVzRlWHxekFVoPbIqjx2PL9VkojieBKjNcwf8EMa4FObLUqX8vTnZ8k0IevpbiCy58aQc2wh2BM0O5dXAZl78tRPH4ix+lI0o/NwdzBYvLhektJjrKhLBk/pXPl5kRdBY+0q1BrcHsKqoHbBxA1MJ7ShIby6KyL4G2PTeAM3MeF07i1KDNnXxceOSy3mSlNUwuPhvQL5dHtnUVcUJRbKQkiI5QF/8BE/i5LK3mEPHMnT2GssfLapfSdPJ1KItQDY5TTmL38eAR38y/cMA2I4O+pSpLrrELFn8Bm+6o4/aAnDR69fLnxEH6e8oxwAKiu5k7jRkHtdiBJLQaAVkEjybo6Zafmpg1Weg4PQZ1pQx2XzfU1PHItqUfvCZj8eMjZLOh41SpIN/cN4g63ZkENuGQur1avrI+1Spp1qOgxaHUaaASjPx0CmtMZqoHbB5C9m6fhmsyCgfNu/HUb3Xlk9YCNM16Tu3Iqn15Qn+PvwQ00V52kSQVXHjRefD1llZIRDMrn+XU1bxwRFcuFqF84T9+uq+IeYFsPZQeUZOYf8zmYkQzIBLrEq+1u5F2JJTMPi7OU71uN8B5/uBl5ZMvVnSvbfW1GsIrjD5YmaGuU1Ptz+T3+ghRKEx3B5U9OIec3afu4A9BgUNYVDB58LRJ9IySUOwi2r+e9JCSGZ005L29hNa1GH64fuQtGF/aU8Z+xK4PSSKAasL0LGo0wRVmSjnEaQzVwTxG4efBIZkhIz3RaDvXhBqOPm7JxlVlppueotXEh8J/vuUCfMoErwM0tnFEYPTnNwXRlb/P+TXvpOfZvoiSiOXrl+bze90QZYB5mHsHtCSNZCusJu5KKo0HSIKWpnkdvJKl8LEIByHodnKjunZL1anWcRp1feWxgtZIuxBAEZHtG4EvD1m1WSjNiuJnSjBrFy3qycpTvW6J8S7rZS+Dtz43KVgeXY5LRPCz7x+DBeUROmnKaMyDjawYP7oT18jNTmoZaQRfqE5h6rYJDo9dC6+D8vVWwp09nqAbuKQJJtKm5mdO4unAadz33WttalLeW2Z2fw0XHvYoxsdxwqq4TdGrM4YpgSJDAa21QZkoDxw2m59i9Zielqa/hSr1JIPx6KmrFFHJ1PujRIYlAStDnRkYEcQPXbuP7prZSMOKrh/Y5yw6wFpX2yHUCI3k3ZomRUXiIK9sqjg4HMZzqqrjxIOmFIAnW9B/AM6dKyrmht2E1j/oFhin3rWCZSgDw6793UZqI/jGURuLIaaoXOBEE49gYeqoGX+LwlUSLJbxPNV77HqRNpkRR3tMYqoF7ikCSuuklGIUT5cMZpk4jGEXQrGwM+rrxereyBs7gL0/mwlrXypXkmkgzpUm38rTgJpuy19rXh1+npWUgpZHU1UiEqCQtWKI8MCUkLJZ3hLTbeLp5UTaPSve1GtzeZphK9k1PKE1N9YJmdS2cr0kUYEnauqtghBfLMpDMeWwRjAjpqa7PKo4NOlKDazRz5xSbEQ4AKf0FTXy0/FtIz+ffQpSF8+IGMmot9wDPtpH0DmHNjYBTszZewj97yjCVOFBtjcoyXk1hPrGQNpkSNaI6jaEauKcR+kfwKKWfq5XS1LQIGmu4KwuuJgdP9RnoxpsOGRq48Mtw4d15WwSNNyK9eRRoT4ZyVOqXrwTR2R4SbHpBVzFbA98TkrQsHTEyqiu5EZd/gEebjL7c+FJxdEhSX3ti/0miVg113MC19OfplAYDF/J7d/HadwnOmByneFxSEpWfz6N+Go3ydQCgooTzvgNb9vEFqTgqWHpxaR53pnn78FTTsmpePlRdyx3LG37j9arR/fgYOhvpbREax0tkwiJ4xDkukTueCvO5033/Zr7Pe5ORxhwnAKAXdCWWzEfvbQ5UFRynUwR348aNmD17NjZv3gwvr57V71QD9xRBaDiPdtYIysdaBHNRvXW81XtVi7JwcwgMyl3lgyhNuJkri/563lyisJ6PEtpXyAW2w6EsRC0psfQcRdlcaZLUE2kE2nZNBTdmJLWxzJMoqfWV1GT2tehsb8OJUvIObuONdaIHRlOawkKunNVVccbWKHDklGTzaFLugTzF4xKFMziWZ01YSznPUkdunHxIZhpv+GYzpamt5qUrEmVW0uBo3Sre5OGca85QPH5oH3cYRUfwZyPIdEZpiaAWsRcZrxJISnbUsp7TFyc7gpuXl4eXX34ZGzZsQFlZGQIDAzFt2jTMmzcPrq5/ZDqlpaXh0Ucfxa5du+Dr64trr70WN9544zFdu83gbYPBYEBERARmz56NK6+8skvnUg3cPgA2iw8AKiq4krdGUIbWPJR7ZgcHcIPHT6ssAOvADfLEAC5E3bQ8CtTq4EzA3YUrwJH+XMFIz1a+VuovqfQcEkQP7kdpbI38nrz9BR2xBVFTNtJA4mjcsXoHpTF48miIxMhQcWxgEQhJ1CBtw56eWk6fQv7+rJO9BBU9BEnvCwkkfRd6CpLUYVcyH33oCB4FdtHzZ1MpSBaRZHpInKOSZksnqomcChWK0Ghk6UDH0EV51qxZmD59OmbMmNHhWEZGBhwOBx599FFERUXhwIEDePDBB9HQ0ICFCxcCAGprazFnzhyMGTMGjzzyCA4cOID77rsPXl5eXTZEO8N3330Ho9GIxsZG/PLLL3j44YcRGRmJMWPGiM/Raw3c//u//8MzzzyD2bNn4/777wcANDU14cknn8Q333wDm82GcePG4aGHHoK//x9pbOvXr8fzzz+P/fv3w8PDA5dccgnuuOMO6PV/3KrD4cAbb7yBjz/+GPn5+fDx8cE111yDW2655YTfpwQSIRovGAJvCePM20PP094aWrmX2KZRNsqrbXy9fgYrpSlvMlMajaBmuKGZe5t3Z/GuzuWlylGVsIRoeo6IOJ625SOYd1iQx1O7PI38PIIZ7/DwUGYlJhNnNRUlvOGIvYnXL0oiHQ213AjuqYZBPQGJAncix9ycqOiCxENtGZ5IaSRKcmURf35h/ZSbP0m+pxor33s+AZw/Zu/n9ehqLe+xgaX0S7ooS8oCeioCmTg6idKYvLn8/urt3xWPj5s2ip5jzc+FlMbTm6dmH9rKS5VORUjSmNUo76mJk52iPGHCBEyYMMH574iICGRmZuKDDz5wGrhffvkl7HY7nnjiCbi6uqJfv37Yt28f3nzzTUUDd/Xq1XjiiSdQWFiIIUOGYPr06Z3S+fn5OVOWZ8+ejXfffRd79uzp+wbuzp078eGHHyIhIaHd70888QRWr16N5557DiaTCUuWLMFtt92GDz/8EMDhcPmNN96IefPmYdmyZSguLsZDDz2E1tZW50sBgMcffxxr1qzBPffcA4vFgqqqKlRV9d50r4AI3hRCwAtFacFueh71y6niynacuUTxeLMgqvp7ZjilMRt56quPBxcCJdU8Si5oSoyEBOVIZlkAF+jMey6FpPbLz4/ft6T7to4subaWK3CxiTwqsH8Hzx6wlnBDpacal/REanZwbASlkTRAOhXnuEqen2T0VqglitKkjE+gNAz7tvM68gFDI4/5OgBg9OmZ7tsqjg5meObuyzxBKwG8g3gZTY2g10F5IU9/Z1lj5aX8OuYAnvkjaZYoGYlna+QOrL7GH1Xj9fRFV1OUa2tr2/VBcXV1bZdK3BOoqamBt/cf+m1qaiqGDx/e7jrjxo3Dq6++iqqqqna0bSgsLMRtt92GmTNn4oorrsDu3buxbNkyxes6HA78/vvvToO4K+h1Bm5dXR3uvvtuPPbYY/jXv/7l/L2mpgb//ve/8Y9//MNpwT/xxBM4//zzkZqaiuTkZHzzzTdISEjAbbfdBgCIiorC3Xffjb/97W/461//CqPRiPT0dHzwwQf46quvEBt7uB4yIoIrmCcTEi98Vi43BgO9+et213PvbriXldLYHMoWdz3pNgwAufnc2K72FtT5BAk8oa3c+Jc42ZvJKAJPD+7NNxk5Y6uo5ItpFUT+N63hCrkkpXLEOcMUjwcHc8O+toYL9GZBB9qeMl7dvXgzNW9/H8XjOhf+viXNwKL78WZL7p6CDAOBchsh6LIaHKxsXNXV8feUdZBHyIeO5ONyggP4t+vlzg3lkir+rjZvVlaSXd24UrHpJ67URydFUxpJ53wVJx8SA60sl0c7awX9EiSjt/yDeVkKm6FeXsT5iCTzTOJ4KjjAG2edipB0szcHKssfQJatVFmgHJCQGFuSbvaq0S6DRiOM4P4vRXnixIloaPjjPd92222YP39+j60nOzsb7733XrtAYVlZGcLD29sdbdm0ZWVlnRq4H3zwASIjI3HvvfcCAGJjY3HgwAG8+uqrHWgnTpwIALDZbGhtbcWCBQswYsSILq271xm4jz76KCZOnIixY8e2M3B3794Nu92OsWPHOn+Li4tDaGio08C12WwwGNoreW5ubmhqasKePXswatQo/PzzzwgPD8evv/6KuXPnAgDGjBmDu+++G2az+YTc4/FAeSmvL0ndzxX2QH9OY3DlNP5eygquycAZXXJ/rrAXV3AmIJg+A4MLV4B1AoZj9FQWBK6CSHtNHVcMJHMIdTq+3sTB3ICIH8ANnpBgZcXezcDXotMK0qWTuTMqKJIbg3vW8hmNPdHAQeIckNRT19fz78XoxZ1TLq48/T0/Q1nZAYDtPylH0kefzwXR+DO5U07yCsoq+bdQXM5PxJxTAODmrvwBtwiMTksK75AsUW4kPKC3pbafapDMcY0T8M+GgbzxWM5B/l2a/XhU32jifHbYlGTF440NXKg21XMHdfoO3owuZUoKpXF15cbVxm+3UJrehBM5SojB1Z3vGbX3Rc+hqxHc1atXd4jg/hkrVqzAK6+84vx3Y2MjUlNTsWTJEudvq1atQmhoe52wuLgYc+fOxbnnnosrrriiy/dyJNLT0zF4cPuGesnJyZ3Srly5Ep6enrDZbNi5cyeWLFkCb29vXHPNNeLr9SoDd9WqVdi7dy8+/fTTDsfKysrg4uLSoY20n58fSksPRwLGjRuHt99+G19//TXOO+88lJWV4aWXXgIAJ01ubi4KCgrw3Xff4amnnkJLSwuWLl2KBQsW4J133jnOd3j84OvH01ErK3kN7sgkHoEI9OC1nayxU2EtbzK1ej1Pg5JEMaZO4Ney1nEBKciCgjuxMVgqrxSuroLGWe78niRdLEMCJBFw5eOSXgju7vyeqgR72D+QK3kBUdywL80uoDRMwQiJ5+mokrmotdV883l48m+3MIsryeV5vJswg6Rz7IZjvsphSCLtekENR2M9V9BYBKLfUJ7m3NLCPzpB2wA01J56aZl9DZIuyhLnc1U5zzoxCWbuWsu5zJREVv1IKQ2bkwsA8Yk8pXrceD43uq6Br3dHat/qri+J6geE8+dXkssbcUqyShrJrHsW4VXRs9DqtdBCoCz+b5qG0WikoxqvuuoqnHfeec5/33XXXTj77LNx9tlnO38LDGz/PRYXF2P27NlISUlpZwgDh6O1ZWXt91/bv4/si9RdhIeHO+29fv36YceOHVixYkXfNHALCwvx+OOP44033ugQhZVi3LhxuOeee/DQQw/hnnvugaurK2699VZs2bIF2v95OhwOB2w2G5YtW4aYmMPe18cffxwzZsxARkaGM225N0HSRTk8lD+zifFcCEgaMqVX8VpJL4Oy8mUx85SsqPP5PW3M5gIy3pc3Y3H1497mcpuZ0qzZq6yEDO3HFYNwHx5JctFxmgY7/7z35/O9tT+dK9KDEpXPY3STpFPy9boYuNG+Y306pRkyhkfRygQKxv4t+xWPl2TzfR4azyOZGTv5PTULUhUcDr5vehMkEUhJJ/CofpxP+Avq0bNzlA2R7T9tp+eQ3JMk3U8S5VUb1RxfZKQeoDSS2ll3T17CUVPJHcsSQ2TCJaMpjTcp/dFouFOpqorLVL2ey3iJQyiuH0/Vra/hPD9nD+ezDJJvLmUsj/z7+/Hz1Fr4fUuyp6qqleXzoTQzPUdRFneMnqiIc5+HViNLX+pCkymz2dwuS9XNzQ1+fn6Iiuq8TKDNuE1KSsLSpUudNlQbkpOT8dxzz8Fut8Plf3t+3bp1iImJ6TQ9GTicdfvzzz+3+23HDj49AwB0Oh2amgRRpiPQawzcPXv2oLy8vF3L6paWFmzevBkrV67E66+/Drvdjurq6nZR3PLycgQE/JF2d/311+O6665DSUkJvL29kZ+fj2eeecaZKx4QEAC9Xu80boHDDx04bGT3RgPXJ5h7Q6prueK6o5h7DX08ubIT5cUNZVurMnPOreMKZ7AHr/M5M4bX5zQ6eOqmDtw4CDLwmsHRicpMqaWVMy2J8Zpn5QqRWdBcy99MSeBwcMWfGbCugnuSRLdtjfw9JZ/Bx2C0CpSmpkb+/M6/WrmbaEMDN+zLynjk0MuXK5QHth2kNPaGvmXM2Ju4kixp9FNfw59xT0SuJZEZb39eW5e+XdlxAggdnwm8xjF7N08TVdE5YpMtlEaSZSQxrOJSeHZA0nBuODUJOtE3NSmrhqHB3PiK5NUQ8HbjEedDJTwDq1pQ1hNj4Qti70HinPIP4/rauh/4iLRhE/pTGjc37gj76u21lKYnIMmK8vTmckySOXWqQ6PROOtrGd3xQHFxMWbNmoXQ0FAsXLgQFRV/ZAK12VsXXXQRXnrpJdx///248cYbcfDgQbzzzjtYtGjRUc971VVX4Y033sCyZctw+eWXY8+ePfjss886pS0vL0dTU5MzRfmLL77AOeec06X76DUG7ujRo/HVV1+1+23RokWIjY3FjTfeiJCQELi4uGD9+vXOm8zIyEBBQUGHHG6NRoOgoMNRxq+//hohISFISjrcPn/o0KFobm5GTk4OIiMPpw9mZWUBQIfc894CL1/O4FntJyAzeNz0XBjn1XAmzxBm5Marm4Yrpc3ggrbKxplqkd1MaSSGZ4FV2ZiWOOXcBPXANjtnbN/9zo2DoCAuID0EqcO5JcqspL6RKyCxoXzvnTGG7709+/m+yRSMWHH35I6RzWuUHSyStMIDW/ZRGheW+w7Aw4tfq6qPzXn0CebRr7HnDKY0IYJGc37evBba3qz83WXm8W/325VrKI0k7do35NjTwFQcGxpq+fckGYUjMV7Do3m0bvQQzs/9PbhcKCYZ09U86xrbD3C5sWk1z3C55Aqu/9QL0pj1er4e1tFe0uRQK/DUTjx/EKXxMvHzZGbxFyGJKLsQZ5mtke/zmnI+iUQyH11F12twexpr165FdnY2srOz240LAoD9+w87X00mE15//XU8+uijmDFjBnx8fHDrrbcqjggKDQ3FCy+8gKVLl+K9997D4MGDcccdd+C+++7rQHvuuecCAPR6PYKDg3HllVd2uXGWxiHpVHGSMGvWLCQmJjrn4D700EP47bffsHTpUhiNRjz22GMA4BwTBACvvfYaxo8fD61Wi++//x7/+te/8Nxzz2Hq1KkAgNbWVlx22WXw8PDAfffdh9bWVjz66KMwGo144403xGtraWlBamoq7llaiy5GzbsMSVQgMYXX+knqNqMjeqa1eKivshDVa/m2++QbzgzHn8GFvtGNK53eblzoF1VzI6O6TlkBlnxtHvwyosZZe/bxuq6oSG4UCbIlUVik/PzCBCn01TXcwDV78cVs2cwj7XmH+LihFsFDZs03JDWQkUk8dU6SnlhfxWkkqa891YW6NyEwhjfxiezHmwExh7nk+w4M5P0Sdm3l+7O8kGfSSBTKnprBqqJzRA3kGSW+QdyIS0zgkf+4EC7H3F04X3PRKu+J6ibOzz/7TiB/Ynh5Qb0gC8YSw/WWMiv/OEtKlJU5SRmDQZASnJHJv8u8dC7HJPW1p2OGhsEAPLXIiOTkZFqb2pvQZldEfvsatM08INWqd0HOeXP73H2eKPSaCK4E9913H7RaLRYsWACbzYZx48bhoYceakfz22+/YcWKFbDZbEhMTMRLL73kbDcNAFqtFv/617/w2GOPYebMmfDw8MCECRPatb/ubZD4IOrquGCrreHnKcznSnJ4JBe0u/Yqr6e+lq83oT83XiN8ebROA37fGaXc0Cur4Iby52/+pnh82nXj6Tkqq/h6DQburPA0SmoKuaA1GDibGDZI+VouOq6keAjSrXILuHJ2YEsapZGkd9oF0U6Tn7KCJjFePb24wSNJr6ut4d/U1h+3UZrehEET+Ny7SeM4P4r15dEFvZbzkpJ65ff900a+zwsL+TcnSUmXRAYPbedp66qBe3QwPhE3hBuv8Qk860TiuPPz5vKnso5H6zZmcgOsrlaZZnASv05yMr/vrz/lI7MmnT+A0rgb+LNxdeH3nZOu3LTJ15dn+eUX8IjHgdQsSuMtqB8qyTn2sgqAR3lZhBdQo7M9Cq1WWIN7fCK4pwp6dQS3N+NERnAlKSaBUTzK2z+ZRzEMgiY+I/sLwocE9hb+YbaCC6S0LH6e0EB+noNZ/J6MRm7osYYY7m49492tKuepSUNHcKMoyJd//s0tfM0md2UlWXKONVv4hyTZn9vX8MYvktpOSSTTL1w56ifpzDvu3IGURlIzLKnH2b0tj9KcqLmTLB0QAEJieBquZETI/u38noaO48ZKfo6yoewu6GTt5c1TNEqKuKMxc1cGpVFHdxxfSBxYkXF8D48cwvdNsEkgFxr53nriYd6/fMLFIxWPS7LBhvbn/MjDlcvdgkp+Tz/+yA09SV07G9kWEMKdaSX53JmWm8b7BqiOp+6jr0dwo354UxzBzT7r+j53nycKfSqCe7pCMoMsbgA3cEPJrFJAlmKXlseFW4i/8okabVz4SWiCBGVobq7cuxsTwZ0IeUVc4LDnF891eoT488jMwWwe9WsRyMdGW894ANl9u7nwxQwfwu+pikQWAEB/ZiKl+emTdfw8Aq91Q62yo8How1MPK8p5pDg4mO8JXzN/l7oRfAOeKAO3KCOX0pxzEW/6Fx3AHSOJFh4FOniIG4Ns1vD2X3lHSEl9bYSFd9YOjOQp1Xn7+bt0tPatztq9CZLMivFDOc8y6PgeTi/lvEQioy7+yxmUprpG2fCMDOPyUqPhxqvE0a0TlDPFWnitfjpvcA6Dm/J9iUqMTNwgD47l37ek3tdNUM9UWcTLZGrKeU8UFScOGmih0QhqcCWjhE5jqAZuH4AkkpSbweuxMvdzhjlqPK/l9TJygW0jzie9wNnk7ckVr9oG/oEXlnMaSf1nRQVXQkJClI20Uit/drkFPLpYU8XXMmQQV4j2Z/BrBQcKGvQYlSW/pObaV9DB2+Hga9krmJVr8OTGtCT61UwiwZKxCFqBINu5hs879A4UpEL68QiEpFMoqy02B3PFf8RE3tSprp7vm3c/5QqcJPJSVcnft7VE+X1KFFeJA6E0j+9PSTMb1Xg9NrBvQTKqaXcGV7N2bufy+4zxfE+YjHxPlJRyPmuzKe8byWxaiXrJ5qcDMqNS0k1Y0vF6/6a9/GIqVBxvaDWAQ9AhuQtjgk5HqAbuKQJ3I4/yRsXy+bVWKxd+roKUadr7QCDYrDVcWDc2cekn0PsRIRhpkC0wisrKlZ0IRg/+7EYN4ve9N5PXDGfn8XepEzDIxHBuBOs0yi+01sbv21rH2ZEkaysyStA1O5d/C/n7sygN624smTHaKphNG5HIx724ufOIc1U5T32V1Fv1H6OcVu0hSNXV6vjekyjAtVU8ddPFle8tyViokhzlERaStEJRR2wT5zX5B3MojYpjA3Pk7N3G30GUhUfa4xIEqfichcJDUAJT38C/BR35NnPzuBMxIpzv8y2bBHN7J3BeXV7GHb6SOa2sGZ1PAG+KJeEjVWU8jdnLlzvl6gS8ryyXd6pW0bug1eugJToVAFkH0NMYqoF7iiB9B5+j52jl6X5BoZypSoSbIVZZQTN5cMNUoty6CBpHFJTwE2Vl8Sh5aBg3nOKjlbWQesGUltpGzrQGxEjqc/izcQi8hCXVEk+88nkkzcCyi/l9C2Q+/vvvVErjbuQpv1pBmgEbzVNVzCMzJZm8Y24JL9nqsai0xACrIoo/i2xLkTCSpxbHJPLyjNJCHknP3ZdFafzClJXtxlr+fCXpgEbBeKmUM3kDrkO7eLRYskdPV7gZld+DxHgNCODfpZsbd2qm7pR0SRdkVwlmietdlHlfbCyXhRIWkDCAG/Z5hXy9rYIwr38Y92LXk/lHvS3C20hKZFT0UWi0h/8noVNxVKgG7imChGE8/caSaKY0Jk8uIP28uMFYQnQ4rYYLJEkDJEn6Uq6gljdBMILBR2BcBXopS3XfIO5xzbJyL3GsNx8hUG3nSnJmOU9jDvPhSnugm/ILlxjSY+N5FoKtlbOs6TNTKI1klFB5Hvf4M+PAO4jXhsUP4tFZSUfsglwrpTm0lXeYlnSP7glIUqELM/k72L+JpyhLYPLjXdtrK5UN5Z4asZS2kSvSiaO48R8cxaNfqoF7dLDOsAVZ/Nlt/m8WpTn7Kl4XO2oYNyp9PLkxWFnH5UIrkauC7Hj89Ct/NqNGcQO3pIw7c1nEGQAaBd7lOjJqLXF0Ej1Hs52vtzSPyx93I3eMMH6koo9Cq4FGTVE+ZqgG7ikCSerhlvXcuIrvH0hpTII021A/ZSbvqudCwFrPr9PQxD9wQY8uNNm4pbw7jadBsW6YPoIUslgfHuEpqOPGwZe/CJrvJPD1NNl5tNMvQlnQ2h2c1WRbzZQmNY07VzIP8pQsScdhCTzMyl4PnyD+nhobeEpbfgZXiKwl3NCTDIY/UXWb/mFcufXx50o9EE0prOWc90m6rLLa4tA43qlech3JO9i3no9YUXF84RPAvZ6jxk+gNOGBXP7odZwmv4LLTC8PvrfcXI59uMYZY/n3LanlNbgKShkEXeYlDZnK85RTptM27KHnYDIBAAIjueOptpI7yzy9uYPaeoIclip6EFoN4JCMCVINXCWoBm4fgCRlUNIt86wrxlCakCC+Jcp5+Qgyib0dHMAjUn4mbgSbPTiN0ZUbEG46nk9VFM6FSVaRMsMpKOPR2VFx/AH7e3CHxowp3FOfb+WKQbA3fzbNDuWUtkPl3NCLMPN70vTnBk91NX9PkjFLZ1ykPCoD4M3dKosl0UX+bMJieXqdpJa3RDCCShJ1dnFV/n4ldV/FOcWUpqmB7z1JrbQEkoiytUjZ0cCOA7JIsSSNWdLlu6dSxVV0jt1rdlKawiyexnzx5QmUxt+Ly7pAb05T1yRoRFWlTCPRq601XLZIMsYKi/ge9vXlXuwdazi/iU9Rbnzn5s4dCE1NPIpels/lglo7e/pCo9GInPA95ag/VaEauH0AkjFBIyYPpjQe7lyweboJPKqCulfWtKleEDGVjJbxMvD0Wb2gWF+n5dcK8uQe1SiLctTU1ioYrwD+bL7eYqY0AnsHgy2cKNSDp5o5SL1vrK+VnqPOzve5txtXds4bzxX/XYImXds3cwUjIETZYZE8IpSeo4l0LAWAtJ1cOXOwvEIAPqE8Q6OygDd+6QkwIxkA6mu4I8I/gtfgenrz990gqE+u5vYrRU+N5FCN15MPNgcbAPoP5SUI7gb+7WoFnehLrFylk+jExaXK8nBEfy4vQ3z4haz1fL21NXyfZx3kXeZ9grnjrrxQ+duU8BFWvwwA/mHcmWa3CaYplFspjcGDpzr3VGmFih6CViuM4Ko1uEpQDdw+gLoKHtErKeK1GPnZguYSY7hC3tDIhVseq+ERpFsFJ/LruGr5PW3K5IJtajzv4mPXcoW8pFE5OtPUzD+56kZO05/3C0OwSTDmppUzyOwaHj30IFFyg45H0T1deEp1QQ1P/9p5UOL55EZlcRY3cLN2HlQ8vpWeQRaJSxjOIzwSSO6pJ6ATdFqvLuNRjHjBaI+6GsE+F8yUrBGkprD0Qy9fnqEhWYskeiMx7LV6QbRO0OTsdEVAlLI8DI3mvPHMEfwdxJr4TGgtuDw8lBdNaSzhfP/1D1F2LHnqedprlY1n20hm3E45g5fI5JTwa637je/zigJlQ7mqjDunvP15hoaLgfPHgHC+tySdlnP3cd2Gzea2NXDZLJkYoEIGjbAGVzKm7HRGtwzctLQ0bN26Fenp6aisrIRGo4GPjw9iY2MxdOhQ9O/fv6fXeVqDdXIEgJh47hGUzIqTdC7uF8U/qrxiZZqaOi6stxzgEb2WVk4TG85vak1uDKUZFs6jaF6uyopBs55/cqGeXHmobeZe2a83cJrBCXw9rQJGG2lSVgxsgvm15Q08tTjIk6fYnjGQG4zfrKEkCInlzp6KImWFp7VFkDJo5anZLYIP08XA3yVrmtNTkCg7kmhy4wlMUe4JSOYe9xTUFMbjDy9fZZ5kSeAOjQZBhkaZjRtFEmek2Yvzak8D/za9XZQjelrBnD93PTeKSmq5jJKMhjN68Pv2DeTypbJI2ekmmNTUJ79LNYLby6B2Ue4RiA3c8vJyvP/++/j8889RUFAAh8MBFxcXeHt7w+FwoLq6Gna7HRqNBiEhIZg+fTquvvpq+PvzRgMqlCFRSvfv5sZXYJiZ0oSHcW/phm3cAIuLUT7Pr99l8LXE80YMgUHc+C8oFYx74XIWX2/je3nSYGVB0djMja/yBv4OGu38nsJDOI2k2VdxJWeirYHKNB5aHmXbUcGfb4SfoBmLlitfQwfzF77bjUf+A0OVFdz4WP4uvY2C1ENBKe+ObTx/9kTVbUpSN8PjBI1WqjmvSZ6UTGmMJu4I8zRycWitVFba03fzKJEkChQSy5tVSeYelxbw8oITlZLeF5F/ME/xuE7QTlg3gkfiahu58bVxC88wmDCG876ccs6T/EOVr+Xp4I6ceg3nsQP9lJ8vAFjt3ImwI4/TFGXzbyEkRplvSZyItVWCHgaC80hGNhYKOudnpB6gNCp6GTQaWaG7WoOrCJGB+/TTT+P999+Hp6cnzj33XIwdOxZJSUkICmqvoBQXF2PPnj1Yu3YtPv74Y7zxxhu49tpr8fe///24LF7FH8jZw+fgFmbwZlUNQ5WbLABA3qECSuPrqxzFn3ohv05dPVf8m5s5jYc7ZwIugi/B35cbjNZGZaHu585rCivrubIj4WsJodyorGzgir+kC3VxvVnxuK2ZK4I7dnMv8mv/5Um/dz44ntL4evIoxqhBgvTtYuX3/fuv3OBJGcFTTSWpSO6e3ODxJ3NcASA8nkdWWb1vZRl/l5LOpyERZkqzbxtvsFcpaP7UKggVeZIUZG9/Mz1HQAR/BxJ+LnFWSOqyVRwdzLkcKDBC3Az82zW4cMP0nIncmVteI0hJL+fXyjYqOxt93PlafF25Qd4Kvt4aQW8GwchyDBoRQWk2r1YuOQmJ4d9uAHF6AjL5Lemh4WHkOp2kSemJGg2nQgaNTgeNYJSmRivY+KcxRAbuli1b8PTTT2PKlCmKXbuCgoIQFBSEyZMn44EHHsBPP/2E1157rccWq+LYIIkKBAQLBrg3co90YaGyYtDSKohSNnCFUzIHt9qNC1GJsl1VxY2iQeHKgiJEwz3WPn5cedhVHklpiqoFgq2ZS1obL9lCc6vyeYqsPLnrrLH8OpNGj6M0+WX8fT/70npKI5lNqdMpayExCfxb0ev5O5A4cjL38jq+6lIeCi7K4OdhiBoYT2lCBV3JHYIP3CqY46rVcUVAYgyyfgiSfgkSaAUau9pk6viD1eAGB3HjSxKIyRFktXp7cXXNbORWkWTsTlmNMr8OMfF9rtdweSmZjy7pzeDmyt9DSRHPhGuoUXbMZezkjju74LuMHcId/KEC556nSeLU5A7LikJlB2CToAGfip6DRquFRuD8kYz9O50hMnA/+uijLp9Yo9Fg6tSpmDp1apf/VkXXET8skdL4B3GFsqyYCwEff26A2W1kDq4L/zAlBm5IMGfwWdk8ahoSzNOpQkO4EK0hsrjGyGutquzcycAMSgBobuE0AV5cCYky8egXW/NeojABgNnIlXqjgVvb3ka+ty6/ic+mLCjkXu3dm5QjbWecxfsRCHqSwI1vc0y9eCClWfMTjwz6BfMFHdymnPamEzQ3KizgymL6Tt4g5fxrRlMaSRaHTdAjpY70DsjJstJzSGZpSpp0RQ+MozS1VZyfq02mjo7SbOVspX17eTpqZSlP5+0/hDufC4u4kVFayK81OIVHIVuIfJGMfdNrOR8JMnHZHGQQZF/4cn5TNcjMrxUyVPkcVdzY9vbmeoKfL1e97XaBUzOTG9MNtXzfsE7LEqNdkgGjQgiNRhbmV1OUFaF2UT5FcGhrGqXJEqS0jZyaTGlcXLkwcZB5cQECgRQSwAWFJLoomRVmEwgTg2CUQ6incoSs0sZT2loF7eG93fmNl1Ty9x3rL/COa7iA9CBNSSYIOmKn5nGFyFcw97i+id93QSG/J8m+CY9XjvAcSuPRxdwcvt7J4/m+EUzBgEFgKVeV86ZXLHooqfsaNlVZmQSA8ecPojQF+dyIs5ZzmuoKft/2JmUruLaSR7bCEqIpTUlOEaVRa+tOPopz+HiaqAReglBRwfmRvz93wiYl8mtJGklW1yrLOrMnl4UBRu4gTGzewRcjkPHlLpz5SXod/PhNjuJxV0Hde2u4ma/FiwcJqqoFnd+tgn0Txp+NRH9UcQKh1QKCCK46JkgZ3TJwp0yZAn9/fyxduhSxsR3nlfz4449YunQpfvrpp2NeoIqeAxtiDgAmb0mfQI6NPysrXxFhA+g5zL6CUS4V/AOXNPppFqQoNwsE7YEK5XSgRD+uuEqgAa/zCTDzz1vS6bK2lUf+9Rrlh+On54bexGgefXj7d67AjRwoGKchMF7XfLmR0jAMmjCE0kgapa3ZyA00ibIjSWkqEIyVYJCk2FZV8uiNuwfnR4FB/PuWdKGWpEP3hFEp6fpsDuap7Va1bu6kw9bI+adekK0UG8N5gAevOEFdA9/DhUU8GjdsoPJ3N8hP2RAEZJ2Wt9cPpzSDtdwINrtwx5JJUDfMeh0MGc4760tqrr1NnMbLyHmfzcb1gLISLjtYb4GeKr1QIcRpFMHNy8vDlClT8Pnnn/f4BJ5uGbj5+fkoLi7G5ZdfjmXLlnVIQ66vr0dBAW9E9Ge88sor+P7775GRkQE3NzekpKTgrrvuamdENzU14cknn8Q333wDm82GcePG4aGHHuq0W3NlZSUuvvhiFBcXY/PmzfDy+iMK8uWXX+K1115DdnY2TCYTxo8fj3vuuQc+PoJ8wT6KZjtX/BvqOU0Ny8MFEBytbOhl5XBlvMnGJXqTYARDveCeEmIl43IoCRxQZjiSmqP0Kl4z4+HKre0BAbw7ar1g3NCq7VyIjklSfsYxAm++dyNPRZs5nr+n/RW8g69WUBgnGWMTGK7cjGXPut30HAGXjKQ0sbE8bT0/X5D2Jkgj07vw2bPM0JOkq1lLuNI0egxPpzSb+IdpieZOGoDTVIxXdrDs28/Trrd8zxulRSVwRXroOF7nXFrCnQi7fhNE0VR0CtZ1FwDqagSjrgoE9bVmwai1ci6bJZ2ftaTBTW49v28fN/4tBLpzHlCp4U5Nm4NHVsuq+TMec2a04vFQ7ndCeRWXLYUlnD+WlHAdySSowS3J485lBolj1NEqSA0QQNIUy92o7NQ0uDgA9N25vL2hBvdf//oXVq9ejX379sHFxQVbtmzpQFNQUICHH34YGzduhIeHBy655BL8/e9/h14wDvNoaDN42+Di4uKczHPLLbeIMuva0O1VLFq0CL///jvmz5+Pm2++GX/729+6eyonNm3ahJkzZ2LQoEFoaWnBs88+izlz5mDVqlXw8Di8oZ944gmsXr0azz33HEwmE5YsWYLbbrsNH374YYfz3X///UhISEBxcfsROlu3bsXChQuxaNEiTJo0CcXFxXj44Yfx4IMP4sUXXzzm+zgZYIO6AUAr2BjeggiuZJ5udIpySqWLniulu9K4YjAwgTP4wjK+zdNzucDpF8XvO9CoLJS8W7mwGe7JDdMGF66MV7fytNYK0vUZACJC+PNrILJkv5V3sEz05nvCu5k/vygzT20vDOMjiVqH89nIuRnK65EYeoX5PDW2pIgLst1rdlKa3oSQGO5AcBN08Da68WecW8L38E/f8tFlfiFmxeNRMdwZNH0Or//es4M7e3JquTFTV8UNXBXdh6QxWbOABxgM/PuureVOTUnn3aAQLjPzy5R1hQyB8/nsJG68+rb0zIgqlxbuQB0Zzh9OukmZJ/20jl8nMpJHiqNC+fuOCOHnqWvgOl3T4HBKs2ezctZOQBR3Mkhq+b2DBHU0AlSRxoIGAwBwnbjXQqMRzsHtfgR31qxZmD59OmbMmNHpcbvdjnPPPRfJycn49NNPOxxvaWnBzTffDH9/f3z44YcoKSnBwoUL4eLigjvvvLPb62rDW2+9hfj4eNhsNmzduhUPPPAAAgICcPnll4vP0W0D18vLCytWrMCLL76Il19+GXv37sUzzzwDk0niKe8cr7/+ert/P/nkkxgzZgz27NmDESNGoKamBv/+97/xj3/8A2PGjAFw2OA9//zzkZqaiuTkZOffvv/++6ipqcGtt96K3377rd15U1NTERYWhtmzZwMAIiIicOWVV+LVV1/t9tpPNiSDug9s2Sc4E08RSBrC3ZhVpIbHWs2FfmI8127ruY6H0lIulAZYuMDu58870PprlRXTQ028MYy/gSsGLgLvJIsmA8DBfO7Q2L+fr+eCScoe1RZB5Hp3ZTSlifbmBq61kSsGeQV845QU8JRpW6OyE2bCJbwBUn09f5eSqF/0YMHoLUHTIdZYp6dQkMFndxfHCMawuHLHk6BnE3yCuHG6Z+0ucpxfZ+wFPGIv4bEFBdx4zdihPPZExbFBIlMlZQp1AuNVpO8KaHbt5Dx09GhlB2BUkGDCgUD+2HRc7q7cwmXmjBG89Cenhjs192UpP8DoKC5bgvllIOnHVMnFD4pLeRBg7VebKE3i6CTF455GrosFCmp9M/fykW62BoFSd6pDqwEE34+oRXs3sWDBAgDAf/7zn06Pr1mzBocOHcKbb74Jf39/9O/fH7fffjv+8Y9/4LbbboOra+eOtJ07d2Lx4sVIT09Hv379cMstt3RKZzabERBwWA6GhYXhP//5D/bu3dulezjmJlO33XYbBg8ejLvvvhuXXXZZj0ZAa2oORza8vQ8rHrt374bdbsfYsX/ME4mLi0NoaGg7A/fQoUN4+eWX8fHHHyM3t+PIi+TkZCxfvhyrV6/GhAkTUF5ejv/+97+YOHFij629N8IvnKcVefnyeramJu4J9fVWVjp9vLhS+utvvIFHvwTezdFV0BSroop74vdq+LVi/ZW94zGunMHXa7iT6IP13KN6znCuABs9OIM0mrhwayJzbnVa/nzzy/ieiDNzzUCSGhccxLWQrIPc8DQHKBtgpcV8LZ6C52sZzh1PWkHn4iaBR0hSP9sTHTOry62UZv8ezgM83LkxWEu6HwOAq8BQZo2xvAXZAzs28BrnllYedfHz48bBmPOGUZr9qXwsVFmuYI7NKQiTn3LJUlR/npliaxR0qh9opjQhflzuSkpXMos476uqUebXtXX8W3GLNlMaF8E88qtHZFGaqlbunIo1cSPY2F/ZSJOUKVkb+Hfpquf8yNdT0OQwgL+HsGCu1+5NU7amy4q4tV2QzkcgmgO5DiWRLfZTfGqRRqOVzcH9n0ertrYWuiNG4bm6uh7VwOwppKamwmKxtCsPHTduHB5++GEcOnQIAwZ07LNTV1eHm2++GWPHjsXTTz+NvLw8PP744/Rau3btwp49e3DJJZd0aY090kV5woQJ+PTTTzF//nxcccUVmDCBp2AxtLa24oknnsDQoUNhsRyuCSsrK4OLi0u7WloA8PPzQ2np4ciZzWbDnXfeibvvvhuhoaGdGrjDhg3D008/jb/97W+w2Wxobm7GpEmTsHjx4mNed29GeR5n8KPO5HVd0WFcka4jQdPd+wQNZjz5B+pr5msxSs7jxZmJv5EbB74k+upVw6NWXg6uTF4+mt/37xm8jk/SuGTySH6teuJIrm3kgjgikCtnGVXcmHn3fS5oR57Bvc3BgjmE5SXKBqwkRdTVldf9N7APCkBuDzSHOpGwC5ok6Vz4vhkUxc9jcuUa0S96M6WJJtNc9AJHToA/r3HevauS0gzsz6NJvmZegrBrgxoxORpaSc6vpIFUY0PPNDirqOHX+nYjL3cYNYrzvkDi+AzyFsx69eR82MMuCFMKYLbxrJMWvcBRS+bp5lZzAy3ExN+Bh47zo9xa/p4kpV6enAXQVPtmO5fN514xgtK4uAiyyg7wjLFTvm+AVicK4EJzWD5OnDgRDQ1/7KnbbrsN8+fPP06LO4yysrIOvY/a/t1mj/0ZX3/9tdO2MxgM6NevH4qKivDwww93oL3qqqug1Wpht9tht9tx5ZVXnhwDFzic5vvRRx9h8eLF+OKLL7pUCNwZHnnkERw8eBDvv/9+l/7umWeeQVxcHC6++OKj0hw6dAiPP/44/vrXv2LcuHEoLS3FU089hYceeghPPPHEMa37ZEEyB9fsxxWib95bQ2kuu5E7MIzkUkmJfC1llVwxSDvAUy71gsiWPppLgSxBE5+EFGWBbXPldSF2gSD2BBeikp4P9YJGrI0e3MgorlSmcRfUUgp0POQL6ql7aqbkxm87NlX4M4JjlSM4lcU8AllXxaO8LoIRX30NIfGRlCYgiH8vqRn82Yy1cIV83AD+Ta1NU47Y63Vc7iXH8r03XND0rkowm7JQMCosOIo38qou5eUZpyL0LsrvQVKDGypwlOkEqYZeHpyhTxzPDbBaQVm20Z2UGNXz/bliPXewXjNFUIKgFTTOcuH37d3E69pdNcrflLebwMntwr8VjUDYBXhwodnQzGmsgmh7TKzye4iI5Fllksy+VjJfGQAKM3umLrtPQyNMUf6fnbV69eoOEdw/Y8WKFXjllVec/25sbERqaiqWLFni/G3VqlUIDeXfbXeRnp6OhIQEGAx/7NuUlJROaZcvX464uDg0NzfjwIEDeOyxx+Dl5YW77rpLfL1uGbjvvPMO4uI61kUYDAYsW7YM559/Pioqui8QH330Ufz666947733EBz8R1qtv78/7HY7qqur20Vxy8vLnbnaGzZswIEDB/Df//4XwB+e0dGjR2PevHlYsGABXnnlFQwdOhRz584FACQmJsLd3R0zZ87E3/72NwQG8uYnvQ0F6dyD6e7Jm+acdeVYSqPj/BLFpcppJt5e3OiURGcDfLmhLOlYmJPHBdf1E/kz9s9XrtHT1nOPdauJR/Ryg3kdX7Avv++6Jv6Mq+r5C/f1UhZudY2C9FmS5gwACaHcOBgSydPeDDpOM274OErz0xpl4zRpGE9h9PISGDNVfL319fxaNVXco7F/y35Kw+bg9hT2bMmiNNpRnK+VN/DSC72WK2isR0pNHVdKthzkzrQJ/XkUI8LIaym1Gh4FCo0yU5oD3NdzSsJAUlwio7mBVlfHo1/VtXzv+Xj1TL1dbR2/lqe7Mi9usvO1pAzi6UHNrZwfuei440mCOoOZ0vyepcxDLwhLpecw1PL1ujZYKU2AjjcO2OnBZVSMHw8C5Bcr88c4Llrg6cqN9iIrl3WSWcOnPLRamcf/fynKRqOxnYHbGa666iqcd955zn/fddddOPvss3H22Wc7f+uK7ePv74+dO9s3tiwrO+zQb7PHjgUhISGIiooCcLgUNTc3F88//zzmz5/fzkBWQrcM3JEjlZXr7tayOhwOLFmyBD/88APeffddRES0/6oGDhwIFxcXrF+/Hueccw4AICMjAwUFBc762xdeeAGNjX8wzV27duG+++7DypUrERl5OGLQ2NjYYTO0/VuSKtQbUW/lhlNdNTcOtOE8YmIWzHDzIQas2VPQWVLHaZpbuVHkL1AM3ARfQlYd92zVhExWPB7azGtw3et51E8yFkGSvuRo5M8mp+DY6y1JKRsAwOzJ11vVyO/bLqilhECGBpl4qGNYinLt15o1PGqQPJTXxPWP58pOmZXTHDrE32XyxEGUpiTfqni8MIN31CzO4jQRidx4rbJyJdlN3zPzvatqlb+XwmJu+HsKMiKyKrnhFO/HDSd/d65sh4f0TGfTUxGsM2yRhfe1SOrPZaqbwDiQ9DGobRDIQ1/O8/cdVHb4nj+G772KesG4Fx3/divsPDqbbeXfS4yPldIMjVB2Gll1XHFv0vEMolj7NkrT4MHlgr8rL2XIqZV0q1feE7v28/ft5sb3Xnk5l6nHmv15SkCjBSA3cCUwm80wm83Of7u5ucHPz89pRHYVycnJWLFiBcrLy+Hnd1iGrFu3DkajEfHxnZc6xsXF4YsvvkBTU5PTSE1NTRVdT6vVorm5GXa7vecN3D179khJnUhKUu7M9mc88sgj+Prrr/Hyyy/D09PTmcdtMpng5uYGk8mESy+9FE8++SS8vb1hNBrx2GOPISUlxWngthmxbaisPMwA4uLinFHfSZMm4cEHH8T777+P8ePHo6SkBE888QQGDx6MoCCernWi4R/BGwolJHMXW2gIFzj1gnqhD9/hsz0nX6j87nVaruRVtvRMBr2kWN/FxO87wciH2++vUU67TKjho0haXfjH2+wQGHECrF3PBaSbBzcO+icoK3GeJOUNkDUEtLVwop82ciPObBZ0wxQ08Pj4beXRPEYfntq1dy9/vpIZ1pm7eA1uYy335p8oSPhaSCT3jPj68u9ldw5XBIoExunUEcpOwllBvMRD38CdkeV+vKnY6iJO4+vJFdMmW9906vYGpP7G9aLcg9wouuQy7sjx9eT702jgPEviw7eMVb5WWR3PiEjw4RlPBgd3uvuAOwmjTPzZWHXc0Gt2KOscVXburAhw5ZkVDg1/T+4NPAvS0MgzPbQkuwoAfBOU5VSlYDLBoUIux7RaroOWFsqMl1MaWg0gmDxxLGOCGAoKClBVVYWCggK0tLRg377DHeMjIyPh6emJcePGIT4+Hvfccw/uvvtulJaW4rnnnsPMmTOP2uDqwgsvxPLly/HAAw/g5ptvRn5+Pt54441Oaa1WK0pLS9HS0oL9+/fjnXfewahRo2A0ysc/iS2ISy+9VOxZcTgc0Gg0zgcixQcffADg8HymI7F06VLnrKb77rsPWq0WCxYsgM1mw7hx4/DQQw916TozZsxAXV0dVq5ciWXLlsFkMmH06NG4++67u3SeEwVrCWeYLS2866ZJ0JXP28QZ7/zbeJMUW7MyUy2p4tfJyeNCy2zmTDU2lDP40moe0vN355GOZDei8NT1zGBuTy33hLrpuXFl9BLU+3ryZ+xKSFY89ZsyAYBp142nNKmbudI0bDT3oOflcUPPRc+VuMhE5e+un8VMz1FXz43X7eu48RoYxaNJtgb+TRVl8K66PQFJZ14JjU4wA2jo5MH8PDr+bW5LV04vzvebSs8xPuQApTE1cKV+eCiPgKcW829B2zMs6bRE3BA+wkbSRbm2nsvm1HLOqwfH8O9b0sG3ukn5Wl5u/Dp1LZx/tgq+uWqtmdJUNnOld8N2blyN7q8cUa4WZBBFaLkjvNSb75vAqkOUxqWRO8u83HhGWH6LsvEvypYVmAdFRVxvSd/OS2ROeRyHCG5X8c9//hOfffaZ899tDZ7aDE2dTocVK1bg4YcfxpVXXgl3d3dMnz7dOV6oM3h6emLFihV46KGHcMkllyA+Ph533XVXpw2xrrvuOgCHs2sDAgIwceJE3HHHHV26B41DmJN75I0Ch9s9P/bYY5gzZ85Rw9HTp0/v0mL6ElpaWpCamop7ltaiqY80oYwayDskjxzL03AFnd5RR1JfvT250Wl254qBtYErt5IdbjRwoT/YyBmvR5NV8bjexg2rXG+ujBc18MiWu54/v5053AhOTeVR3tGjlNfjKkiX3rmPf0gBAVzJCxWUf4R489S4omquEK3dpJwCGhjElTzSqBUAsH837749YAg3cHOyuMefzXrtbQiM4UZcaDTfFEEhPEphJuPN/Pi0ElQIGsdOSRD0VHBwXnKwjqefHSjg39QHL6+mNKciWJZB/CCBY9nEZZS3oA4/LJDzUIkcc9PzqD6DpFQkwZdPbTDbuSOnRtBAalsxz2ALMgn6DxQoO7D6hfJzSORuHAROrtJ0StPiwVOz83x4ycnaLGUeKgk2hIXwPbF3Hy+Z2PojT99mMBiApxYZkZycTGtTexPa7IrEgs3QOfi33KLRIS10RJ+7zxMFcQT3z8ZqZWUlHnvsMYwbNw5jxozp8YWp6BokUQzJDMy0NK4AZ7kLGgWQOshYQddih0OS8kJJ0CLo3CdpcFSrM1Mac71ypE3TyplWcCOP1tW5cMOpqJZ7tatquHXl7cMNPQ+D8nm83LlSFRXBr1NSxpWHZl9BvWodV+oljhFfX+V9vO6/fDC5JYWnJ0b34/VYm3/jClF5PjeUJbzEQazynpiTCwDuXnwPu7D0AQCJiVwRbGzkL3xItHIEwiHofFlSIRjdU8LTt8f58lKRQQa+/7ThPNX5dIVfiLLjLqEf58M+gvIXG2drohFUku7GfkZ+HjdipLGu+QBgcuMZTyYDd57aBXrAJB9uFLUK0oJr/JSNwfwKLqPiA/nLLNZzg3yzcQilGWw6SGm8m3kGYByJWkQHcP1o3S4u4yvL+MSAyCQe3c7Zw2Vdn4ZWAzgEyq1ar6yIHhsTpOLkosXOmergkXwsh68PFwL1DVxAGlyVP7zcAu4RrBF4taMEHc0zciVzCPl5TG48CpTacqHi8YQALmy8dDzEU2Ll0abPV/FrTZjI65LCgrhQr6hWft9Vddy7+9vPPLUrZRSPmKQd4o6c/Tt4emf8QL65XF2VhVBNOVfgCrJ4FN3Llxt6dVXcO+4QzI5qkcyX6gFIanDjBvLobF1Nz3R0NpBGKwAQ5KZcFxdUwxWv2P78m/vy0ABKk2XmjhGthr/L3VlqzdvRUF2hrJBXWLkRl53HFf/CXO5YPmsKd3JJMlPqbVyu1hOjsn8Yzx4IduPypx7c8eQQ1CJWuPLslYYWLscsPsolEXZBSZRkvQbB6KOxLhsojVXLeWiuXdACmUCyZySTMRIHct7369fKfS1OC3RxTJCKzqEauKcINIJQ5prveOphTBJPaSst4M0PPEzKnu1+/Y+9jTgAbN/DDXu9vmeYgL2FP+MoH2UjQ2K8tgoaSBld+X2Pn8CFiadbz6SKV9UqK8kH07lCVFvFadb9xOuSwuN5o7ioBE5TKej4GB2rnJN6yfW8rvjgASulcRF0hrY19JFaif/BP4ynHra0cM9TfgZPhWyo48/GzYM7YT5aodwk7u8P8vc92o3z4avDebOqUlfOq7cXc4dQVXXPRNtPRZTmKu+t9T9z3ugbZKY0w0ZyXi2pJqtp4gZYbSPnJXqd8rUk0WTWsAkA/Oy8xt6m5xkP6Y3c2ePlyvm5AcoOAoOGOxBaBJFim4M7lVzruXPUW1CDWSRorrU7R9n4N3pI+rdQEjQ2CSZwBHG50FSn3JxM19ctG2lt7XGswT0V0Ne3gYr/QRKZibBwZcfDyJW8QcO5YtVQr+y1/uGjdfQcky/jqe9aHWeYOgFN6oYsShMd0Y/SmIKVo0mSAe/Ngs/SVcejAkZ3vifyS/izyRfM1An2V74vUxKPOMfH8lRJm50/P7uAxsWF33eAD08/jPdXdljU2fmzq6jkz8Zk4nsi+trRlEZiTPdEDW6AILVC0rRwzwZe964XpFTXWHlqXPp2HtU//1rluZM7D/BvLsebpx6OiOfrNbbyDrRFvL+MaLzH6Qo279nTm3+7jYLGbs3NnGe1CBIrsou5cTUmnhtOGtLgxlfLo7MeNu7Mda8roTSegrKeOEFfkCoNJyqyKRuDVU2CFGUT5yNerTxIUOaXQGlMjfwDD3TlNKPjlZ9xfTOXY6kZ3BEh6CmGfgN5VJo5e1z1rQD4Pu+10OmEXZRV3q0E1cA9ReBm5IK2vJB/8C0CKWpr5MZVTZWy8pU8KZme4+dP11OaidO5Up+TydO/vHy5+9FF8LXU25WV7XpX/p5yqnnam487V27rGjnzKyzi55FE0aprlAVgxkGuEBm9uPLQrx9PabNW8/0ZH80Fdr8AK6Vx0ylHBmvs3FM/fih/T256riRnl3MFo8TMaSSOpex0ZQWtoY5HOrL2ZFEaV3dBpMON0ww/g0d49BNjKU2gn/K78nTjSklmPv+eDhRzftQvkF9rVD+etr52n3zsgor2sDXy7zI4ivNzSZYR63MAAP2DrJSmtJ6/75IqZf4Y5svlWIg7N+J8BeMC39nDHULXGzdTGq0LN5RdXM2Kxz31nK95NPNvzsuaTWn0lbxfgt2POxLt7jwgsb9EORMpp4DvvfhIztcKSvk+t9v4e2Id7/t8vyU1gtsjEBu4jz32WLt/NzU1QaPRYOXKlfjpp586/ZsHHnjg2FanQgzJfEuNYNCohxePWlVXcAY+YKhyva+EiUm6Pmce4F0YXd14hCcghBtO4T7cGIz2UPbeNkPQUdONp1PW2rhSX1XDBc7239MojTmQd2weMkK5zme4IAWvWdDcUyK4woK58frLzzyttXAgT6N3d1NWDLJz+HcZFsrX6+7O903qdu5E2LeeNybS6o9dO5A0mZKUVVxx/TBKkxTG+VGQgSuU7nYeNXVpUVZwqwyCbs0m/i2YXDmvqbdzh9ChUolDqGdqmE9FmPyUed8Zk6LpOSTdjz0FJSeHo1LKaBRE2txdOKMdHa7MH20OwXU0PCW4Uc8N5RsSNlKaWgN3IhTaeZ3udxuUHYDTx1jpORiPAAC7G/8um8L5PWlb+L5xgaDfSZ2ybji4n6QxGd9XO/cL6qnL+L5hc+G1khE7vRoaYX2tWoOrBLGB+95773X6+48//tjp7xqNRjVwexkk0RBJd7r+YwZSGmbASmoKTWZubEuM9tBw7rG2VnKjsqyOK5QuOuX0mp+2ccXgghFc0ZZ0a/X15u/b3cifcVAET+1iEYj0DMncWb4nWgUp3oGB/D2FRJgpzW/fkJnGAMyByucZNIw3STJ6ckOvtIIrD4dSeX2yBBLj1NNX2bCvq+BZE0ljOR8pLOb3nZ7JjX9PI2+wFxPO99/gYGWHmiXjG3qO0ALeTE0bxCMze2JnUJrMXP78rBXcmD5doSNpO+tWc8fJlHOiKY3Bl/O1YDee8mvQcmOmRdDjwb1VWQY1a8z0HDWt3IjzdfAU5Rp37jSSXCtao1w/DwBXnaF8LUmjKhebYEZ9kYBXN3Pj1RbKgwASp/pZ/ZQnN1TYuQ6QbeVZJ+EhXNaVlwpqmFnmhCDrrFdDPJxcjeAqQWzgpqXxSI+K3o3gKN5YZ9SkREpjs3NPsoe7MpPyJvMkASA4kDNmyXiF2lqusPv7c8HVZOdGZYNd+ZO6aCRXUly1/KZqbAJBK5g9G5nA6130ekEKLelAm32AR0wnnsXHA+TmcWV8xxbeuGTwMH7fky7iBtjZg5WjpiHNqfQctQYeIV+by9Nnb71zBKXZl86/3e8/XEtpmAHrFcAVIk8Td/Y0NfFvt1WgzNht/L537ROM9yhXVoBLYq+m5/CJEnSgBa/j89Py2rr4KL63bHaetn66ws1Dmc8mpXAH1oFD/H27S3oUmLkTtq6FOyzDwB0shRrlfh39CzsPbHQV5SGcx4Zk8X4dITVWStMSyHuQuHopG6cV7oKu7h488upWt53StJTx79u1husTEdF8/+UEKsuOaoG+sSONO9MkvLqsoA/XzvYQHBqNKIghoTmdodbgniLQG7iymHsgj9Ls38TnJo6bNorShJIax4xs7ml2J0YyIBvvU1fHFVdJ1M9L0LTp163Kx2dO6JlOty66EzPKBZBFVtlYqMuu4MZrZQ1n1l5efJ/7JvNUNLZeQJYOfaBMWZn5It1Mz3Ht2FxKMzWYj07Ic/Baq2x37mWXjO8py1V2IvQbEk3P4eLCH/DvX/HaurHnD6c0IUF831gF3YSZI2dfriB1U1AzHBfIjU6zG1dc/U0CZ1lV3+q+fSLh6q78PiWN0tw9uKN2YAgvL/AET8WHgGfVazgPGJDzreLxxnW8y7ddUDbll7CP0iCEG6Zw5w6CSn8LpSlyKBuwQa3ceepdwefYo0VQZxrASxla/XjQIj9wKKVhc7er67mTO5yLDRQWc35UV8Uz2OqrlWkOq8OcF/daiGtr1QiuElQD9xQB6/YIAI5Wbg1Kmj8d2l1AaXQ6ZUHh1kPGqwSSFDyHwF70dOdK56Thyl5MSV1SZQuPutQ0ceZd38iVL5OJK9uH9nKhHhsTrXjc1YW/zACzZL4yZ1kH0/n7zsnidVLFudyDzkYSeZu546SuhafQN+u5kpxVwhVXSUp/WCxXrNh9S1LJ07bzSJIkjVkyzmlgIt/nE+J5umSATTmyWuPGI9cfbeaOiIO8UgQ6HX/fRXlWSqMVZGicrtALnDAMgk9ONK+4RcN5X0jtQUqjt3P+qGlSpnEx873XItBJWqp4BFIbIEjTEsCu47w4tk65R0G9G5fN9V68vMDkz0s4NIKmFBpBh2mTnTf7qm1QLuEQiF0RzZ6t3JkrGXfHdFmJPteroRq4PQKRgXv++efjpptuwvnnnw9XV5lXxGaz4auvvsLrr7+Ob77hdUkqjg0u7px5ewoGlTXUcaE0ZDSvZzO4Kn94kq6R5eV8LZLUw1EjudJZXcsV8iYbp/FwOfaGLWklfL2RvlypzxDMRPT25jQeJm7YV9Uov4esHP5cfHwkvIW/76Ag/i1IOkPrBYZeSZ5yOlVrs3KtKgCkV/KUtiATf98SZBziilVpoZXSVJUp00hqcCVpzJPG8dq6llbOS6aaN1Ea07bf+bUqld+3VwQ3Xkf2/wulOVTIv7kKK1duB6fw+sU9u7kCfLpCS7q1+vpwAzg2WNBkSsu/bw87NwYlxqtN0OBIV0AMEUF6i4uXoPfF/ixK4y2IdlZfOJfSaARWT7GncilIfp0/Pce4ws771bRDA49ut/pw+dPow1Om99p52dmmzcp8LTSc644GAze2AsIFM24buYHbWKD8/Fq0AMCdmr0Vaopyz0Bk4E6fPh1Lly7F448/jsmTJ2PMmDFISkpCeHg43P8X1aqvr0deXh52796NdevW4ZdffoGLiwvmzJlzXG9AxWHYG3hEyiqgGTCMj9PQCVzSubnKKSQxMZxhhgi64Xq687VI6nR37+IpYjddyo3BSCg3sqgGN2YGB/PxADV2XmsVYBZ03RQMXjf78fQv1igpJIAbnenZ/EXl53LDKa4f97JL6oqt5VwJKUxXVgRdDHzP6LT8W3AIZuJJmh/vWL2D0niYuQJcb+XKNsMFlw+iNK56rtyShpoAgL3g1/JK4Wn0UY3KvSg8BM1jzij7mNJExyvP2wWAz3dwY1oyX1XF0ZF/ULms56pLOK9JMPFMBQ8b52sS5JoHU5rYvZ9RGnuNsvx2CeTGl1aQ8aTJ5tlB9lpu/Pv88gGlaR4xidIE1ihn7UQe4F3om23cmasdzPslaG3cWeFelkVp+odxJ6uXdz9KwyAJWngJGl9Wl/IaXB2Zfa7r67mpGg1k0VnVwFWCaBvceOONuPrqq/Hpp5/is88+wxdffOGsPdH9z5PX8j8vm8PhQL9+/TB//nxcdtllMBrVGXu9BSHxPPLq6sa15PJybii7k9E8TU3c+Kqq4jTBCXy9RgNP9fGcwA3P4jquSbt6KdcL5Vq5QmQxc6Ef7MrTKfW+/Pk1t3DhZxDM7m1oUL5WbLAglSqRM3RfH/6e6ur5fZtM3PCUdPG+4XZlQ0SvkxgYfL1r9/G1RARzYXfZjRMozaev/kZpGMISoimNF99WaBUY9rnFnGbLTk4zZADfW9kG5RnBYZE8pTrCwWv0vJv4+LOkGF6beKiAi3i/AMGLOE0RmagsMytqOR9p9eJ8rVXD5ZhHPS+ZiN3PG8TBQzDznRmwAuNV68H3latgLGFznWBWewOncdnFm1UhPknxsC6ER0zrBTxAMt6n0Z3rCq527oRt0vNnbOmn/D5z8rjRXseXQufXAoDJz0xprEXK/LGvR3APZ0hIdAfVwFWC2M9hNBpx3XXX4brrrkNeXh62b9+OjIwMWK1WAIDZbEZsbCySk5MREaE8E1NFz8MvnDfWcXXjEdG6Ws7IPI38PKyLcrOk86mgW/NHH/LGWSzNDAB8g7ihN2akmdLUNSmnMA0M5NFZj1beTERSjyWp6zJ7cOM/yJsbp3UkHbq2SeA4qeLvyZPLatQLpp54evBrjR/D90SUr3Kkw1XHn6+/niuug7iuA9cWfuOlgZxPVF05ltL88JGysjh4ODe+JDX2BWWCqICR0/QL54aIRsP3+Z4M5X1TajbTczz3E49+3TKLnyfIk0fR6/z5xsnKFoTAT1OwWr9yQeB1I3hWlCXASmkSWnjvi0MDr6A0QTYeUXbzUa6xl9R+6nMOUBqPMM6PNGRUkxiCmlZtDSk5MfHvqUXH9SO9nUelPav5+97vzXl1ZS0XmkxFamzg73vvVp69ohe8S2a8ng44nKIsoFMNXEV0i3OEh4cjPFzQ2U7FCYPEeJVEpCpKeAc7Ly8e6WCpcW5u3MAIDuDb09ubp+m5uHAmEB8mMAbduYuSMRxXDXcg6Fq4IJZkr0hYZHUjf8ZuLfxijXZlGp2Wr6WugdNsWsOVs2DB3N4RQ3lmSYg3z1QorVP2fOeW8Gc3vR930vgW826jLW48YlLszRugjFQOYgAABtw/XvG4xHgtLONEVYLOxim8xAwjPHdRGkmNnmfCAMXj29J5Kn5MAq+L/exXHuEZPoTvc8l7qBd0mT9dUVqgXLpS38BrMg8c5DJ18rlZlMalgM9xjS/mc3lRJ+jG7KIc/WoNEuh/gjxRWwVPR22q5Ov1COY6iWEoTwtuObRf8bjOzJ2eejNvJ9wkiM56CtKPY935rHabgcuF4AhluVBbz51yZp8ESlNdzXnNTkENbnXpKd43QKOFGsE9dvT1THUV/0PhIa74h8dxxco/SDCPL5pHQ4xuyoppXqmgw68H/8BDBGm4RZV8m2cUcEPEy8ifTYSfMnPWabjxWqblXm1vDVcM3LXcQIv15VGgxhb+/CrqlRV7SSdRoyCqetUVXLFqaubn2XuQC9pMV77P62qVz2MXFIjev5EryQtnn0FpjA4eTqoVzDP8fRv/plLXklpUE/9WWgUG5Q3XRVOaZCOf0W7OIPO7ADgMPO2y1V/Z+u8Xzu/pkIbvq//8ez2lCQlWdjIAgFanKkDHgqZ6zkMZzh7PHcvmnFRK02oVKPXRfBSOpLKvMl45FV/fwo2QnzQzKM3FjU9SGschntKvFTQ/bc3L4jQpyhHRYj/uTatt5SngHlruLM8L4bPPI5t4lFySxlxiVzbc0zMEzn3BlI6mRq7/nPLGqwAOjRYOgYGrRnCV0asM3M2bN+P111/H7t27UVpaipdeeglTp051Hnc4HPjnP/+JTz75BNXV1Rg6dCgefvhhREdHAwDy8vLw8ssvY8OGDSgrK0NgYCCmTZuGefPmddr9OTs7G5dccgl0Oh22bNlyom7zuCBqYDylMZm4EKgo52mOyj7Ow6iyKisGuQeK6DmGjecMPilOkH5s4kpniSCa5OvN02zNbsrPz62ZC4pmHVeAtYIUMYOGK2e1Gm6IHCjiNGaj8jOWRJJYJ2YAiAvmAtJLwy8WGc4NvdQd3GDMO6Sccs7maAJAhMDxlF3Dz+MjmAVZ1cjrkkqKrJTG01s5Am5rFJQ6ePP1Rpq4suO/91dKY8/hkS2dF1dMh/lsUDxeYOYGRlk1j6KfeamygQEAmRncOeXtw412u02Qukk6mLU2n5ppzsHRys5GQfULorwECrtgPqgmkjdB05TzEpiWUt6/wceQqni8Poiv5ZLSl/haYvpTGg9BF2WNgfNz+HBHoqbOqng8NPdLfh0BH7YF8cyzsBq+byRZOw0mPis32KDsME+08Kj0qv/wLKOGakGhrgCMH2mPfbrXyYVgvvb/CI/rMvo6epWBW19fj4SEBFx66aW47bbbOhx/9dVX8e677+LJJ59EeHg4nn/+ecyZMwfffPMNDAYDMjIy4HA48OijjyIqKgoHDhzAgw8+iIaGBixcuLDduex2O+68804MHz4c27dvP1G3eNxQXSHpasoV6fh43kE1K5szKdYlOS6WK5NlFVzoP7uEN9W4naRTAkByP25cabVc0OZVKd+Xjx9PjV2Xw2vYJ0dwN0Odg1/LJojOurlyg9HHQ9mg8dBzg8fkxpWUUoGht3GbYH9G83sqyuadtctylRuCxSZzg8fsw43O/blcYgf68m83M4/v85w0PqvQ1U15zZI6qvhBwymNRsPTOysTeMdht2jeRbnaXZDySxSKoMYseo7xUZyvuRt4Q8Addv69HBTMLJeAGbChFq6w2xo4D2Df04lGS7Py9xIuaOwmidZBK6k54TQtIfw96IycTziKlMsmPCp534BmgSGt9xA0IfXkukJFEu+Q7FWZxa9FDAutwPksgd3A78nqxXmATxV33DW5cCPY7lDWA4yCbLrKAv6+JYjoz2vWG2qVnfeuLg4AXHb0VpxKEdyEhIQOwcoThV5l4E6cOBETJ07s9JjD4cA777yDW265xfmgnnrqKYwdOxY//vgjLrjgAkyYMAETJvzRJTQiIgKZmZn44IMPOhi4zz33HGJjYzFmzJhTwsD1C+HKmWT2Z14+j+Am9ONCic2MraoWRA0E3+6cOzvfL0eihGfzoqSUG69xUdy4GhvO06kYzowUNGto4cqiXtDgSBLRyy0U1CaScTgON/4yS6v5892fwe+7Xzzfnx4Ch39EP153NHikshJSXc3XmxgjaK7lyt9llBdXOmMEI5/KyvjIiM3/VU75HTRhCD3HwP6CtTTwZ6MXNEozUwogv1VgVOYpp/Jt2cKjLjMv4t9cjB93WGqSuKGy9Ve+HklqIZuz3koMQQCwC8an9DbEJSo7hVOCeP28oVXQ9U5Qr6qp4xklumLunHLY+fei8VPmfQ5BlFIvMKQl82DRxDORfHO2URqHnhunDmLANvjyEpkGV37fXrXckePTYKU0VnM0pSlx8JKnT35VTqMfOpDziBlzeYf+A2lWSlNRwvc5c4QZDADQhye49IIIrtVqxZIlS/DLL79Aq9Xi7LPPxv333w9Pz2Prup+Q8Eettk6nQ2BgIM455xz8/e9/7zTT9ljQqwxcJeTl5aG0tBRjx/5RI2EymTBkyBBs374dF1xwQad/V1NTA2/v9krJ+vXr8d133+GLL77A999/f1zXfaJwaCuvQ7M38TTmpnpeWxMSwj1se3cpK9vNgtrEuASeUnQwg6+3oYFHTOLjODMM9OYKWoVd2dGwu4A3qTgzKp3SNOj4eksaeSMLraD5U1UVf37FlcoKcL6gUVWoP1eS9+/IpzRe43gUw9dLUAMuSOkPIo3QhvIMPNgFs0oHG3nE3tvKle16T57FMSJ5KKXZ8oPy+5R0HPc1cUXb5MqV25Cag5SmWc+NynUZXDHdslE5Ijr1LJ5+vHYP531eJh6x9/Pm+2bChdzRsGMD799QlKFsOLHjfRUaomi6gssf/zyBA11QcmIP4Jk9uqKNlKaxkKcx64qUaQxhfJ87grkxqBFEgltt/Blr63m0rj6O8zUWEWswcPmtaxU47wUzbuu8+UgiUx2PmjaYuK5gIBHl4gouLxsbufzO2J1FaVj5CwC4kX4ohp61k048TkCTqVmzZmH69OmYMaPzWvm77roLpaWlePPNN2G323Hfffdh8eLFeOaZZ7p9zTYsXboU48ePR3NzM9LS0rBo0SK4u7vjb3/72zGf+0h0y8AtKSlBoGDQd0+itPRwypufX/tueX5+figr65xJZmdn47333msXva2srMSiRYvw9NNPn3Yzet08+FdfVca9ZxKP/xlnKCvSFVbODEMD+cdbXce3cH0jv+9tW3hKpWEsNw5KXZSvNSCUP19Pm5XS1LtyQeuq5YK2sJ7X6OVm8DTH+FhlYSwIGojmFQ9IETSZsvG9VdvA903/eO7xL6lQ/hZ+28SdA+NH8Ot8nclnK17jz41/yeiJwcFcsXr8CWVl0QE+BqO8jofRwxw8Bc+1hn+7zT583yRG8ncV7K9ci7ZzH1fGbTaBMWPnPCsjk1/LzY3v82bJx3maYv0PuxWPp/QfTM9hj+TvMqCWZ/4YUldTGltZz0TsNSR9ymZJpufQCyLOGkHERmvisg6CaLFrI8+K0JEaXIM7Ty2WdGPXNfLItc7IHeoNbmZKY3PwZ5xMZtDncJ8IXAXTKiITuZNGMpd76y+C+Vx9GCd7TFB6ejp+//13fPrppxg06HB5zwMPPICbbroJ99xzD4KCOq/rzsrKwv3334+dO3ciIiIC999/f6d0Xl5eCAg4rE+HhIRgypQp2Lt3b4/fR7cM3DPPPBOjR4/GtGnTcPbZZ8PDQzCc8gSjuLgYc+fOxbnnnosrrvhjNtyDDz6ICy+8ECNG8JbxfQmSugUff844QiK4MKmu4QqRlciS4ECu1Nua+cdbWcWVRbMXj4aMERiv5ZVccB3Yp1y3GX8ZjyQ5JLVW4PfkqefRr1ZBx8f4/tyZRXo+YGAkX4u7CxfoYwZzgzy9kO+t9Ey+Hq0gR76iTNmQy8/gzdRyM/h3OXcWfwf1Lj3jdDxYwb+Fr/+rrEjrXfj+HDGCyw1TK48uait5FMONjD0BgN0FXBxuWqtscPcfwp0Dv32u3KgKABJGKo8jAoDhI/h7kkQyHA6e8fBbL6uNPVFIGqWcrm+t4/u8yosbXzXuvEa8f8vPlEYCQyAfqaMPV07Xb9Lw+84M5b0vovW8W7jOyqO8Le48WFFr5Km6Lm7K+k+TK7+OZx13uOlred2URwXPirCZeJabmxfX6djkgaQoLpttgukFnh58vVs28+enc1Xm1TpXBwCur/VeaOGQ2K7/s4Jra2uh0/3xTbq6uh5Tuu/27dvh5eXlNG4BYOzYsdBqtdi5cyfOOuusDn/T2tqK+fPnw8/PD5988glqamrwxBNP0GtlZmZiw4YNmD59erfXezR0y8BdsGABvv76a9x777145JFHMGXKFEybNg3jxo2DVtIsoRtos/bLy8vbRY/Ly8uRmNi+dXtxcTFmz56NlJQULFmypN2xDRs24Oeff8Ybb7wB4HBtb2trKwYMGIBHH30Ul1122XFZ//GGC6mBBICWFv7Bu7rw9xcRyreNwUXZ/1RZw7/e33/njO7MiVzJkzT4zC3gRntMBL/v0aSu0NeVNy7SNvEFezTz2YAter7envpcm4j8q7Xx/SkpO6kWRF7r6gX73JXf+K7NPHpYmq0cEfUL50pVcCSvn88s4dHO8GiuPOg1PTPzlJUY7N/EvbEzL+JNpvQHsyhNazlXgHUmM6WJ5I1CYR+lHIFwF8z3Tp6UTGnKi3iEokUSiRN8VKXFPL3Tw6xspNUzj2YfRVysMj8fEsb3nknLebV/NY/g2iuslKahhEdwDXbOA/QBys4yu6tgZF61cvQbABxagQoqqJ2VNOBybxA8myrlUKVREJWGoOszBF2ftc38PbkKosWuRs7YSom9vWGrYM/oBRMtfDlNeSE3/usqlN9Dcx+vwXVoZAau43//N3HiRDQ0/JH2ftttt2H+/Pndvn5ZWRl8fdvrJXq9Ht7e3s5s2j9j3bp1yMjIwGuvveaM8N5xxx248cYbO9Deeeed0Ol0aG5uhs1mw6RJk3DzzTd3e71HQ7cM3Hnz5mHevHnYu3cvvvrqK6xatQpff/01/Pz8cMEFF+Ciiy5qZ/n3BMLDwxEQEID169ejf//DhW21tbXYsWMHrr76aiddm3GblJSEpUuXdjC4P/roI7QcwYB++uknvPrqq/jwww+PGnbvC2gVKDtFOZzBBwbyCESRoCETMyACuU6PyBgzpfnxRx4h8wngjC4ykgvspGBunDK0OLjnu8GVR1Ul8G3iUZcAE3cQpPJMSHgblVmJXlDra2vhz8ZFJxgBFMKFaF4RZ33MeAUAk59ynbNWMEekWdCgp7aO3/cBK1dkAjwFY6pauWStKlM2aMzBfF8laHnfAFtGBqVpFMxNlKg600JeozQt4cpOhNJAnkq+L4Jn2zy+OJXSOCbydD8XPd838RZeq29rVFZw07efmgaulyfpmt3KeYRnDc8wMKTvoDR1tfzb1Qg8ljpBt/rmcOV+HW6rP+PnqOVlCq4JvMu8LSuL0kjm4LrF8h4kpXHKc3C9a3gZSKMb/548q3i/BIdg1k2amXeQr7fxZ8PSi8cO59k2koy72npOIxkPeWifssPNVd8KoA9nnWi08vJaB7B69eoOEdw/Y8WKFXjllVec/25sbERqamq7IOCqVasQGsrr6ztDeno6goOD29lRKSkpndIuWrQIY8eORUtLC3JycrB06VLcc889WL58ebeufTQcU5OpAQMGYMCAAbjnnnuwYcMGfPXVV/jPf/6Dd999FzExMZg2bRqmTZsmfmB1dXXIyfkjJS0vLw/79u2Dt7c3QkNDMXv2bPzrX/9CVFSUc0xQYGCgs6tycXExZs2ahdDQUCxcuBAVFX8oPm0R4Li49vPbdu/eDa1WC4uFM9qTBZHQEijSRsGcR0lDocBAnu7nZVT+OsutXPEKC+GeW6Px/9s78/i4qvL/f2afJJPMZF+atGmTNt03utDSUilYNhGogDvoDwQXkFKwUFpArFBREMXCVwQEqiCCLIKiguxCyw5d6J4mXbIvk2Uy+8zvj9pIaHs+T5N0f96vV5XkPrn33HvPPec859n4psQHJDEMANRv54vkCUP4ot1hMysrdgffHIhY+QIkO8BdNxOC3fGuCJdpqOHPpmOwecffyXyYIVOCQ1HezwVGDJrlW0pXu9n6lZ7N3RM/fIknoSku5u5+wQh/Nh123rda2vl5rGS3/rjjeSbm1MBLVMaWzXfCMkq5wpjM4u7bkQxuAY85zC7y2S084dU4L3ePv+VnPITmfZ5sHcEwXyV1dPIxv3GH2ZvGlcZDB2KCertxgXXxYBIguYAk2ey7BG6ZrhSuQLgL+VznElgPo218M8L+kdmNPtTsp+cINnIZWyrvN87SUiojseCG8rnilBI2Wwar0nnStjh4W4oz+HtKa+YeRCOaX6EyO/O5p8xfyVhSv5Nbrndu4i7Vg0aWUhnJWpblk2HrsMOdpMUit+AC8Hg8PRTcvfGVr3wFp59+evfP11xzDebMmYM5c+Z0/263d2xOTk4P/QkAYrEY2traunWpvpCbm4tBg3aFxgwZMgSBQADz58/HvHnzun/fH/RLFmWLxYLjjjsO7e3tqK+vx5tvvonq6mosW7YMd911F0455RQsXryYJqZas2YNLrzwwu6fly5dCgA499xz8bOf/Qzf+c53EAwGceONN6K9vR3HHXcc7r//frh25QTvvm51dXWPckEAsGEDz0J6uJJM9M/H6s3ki1ubjX9VDQ3cpLdhnXn31uvjE1tREW/vtmruXjdlOt9g6QzwZxwWLB5sVvN5IgmutIcTgqQkcb4QlCi4ScEoWlbBY7ZYFxV4x2PtFq50Ek9JAMAr/+BKxqhJfBCdejpfGBw/0dyPvSl8UV/fVkplurhOBEECdFgs/VTHMWzuf6OH8Q0NpiwCQHLMNCrTIYitq46XUpkVG7idN8tr/l6OH8gtPDkhbr2psPH5KlLK43Tf28DHgDXvVFGZKIlBSBFkapXURj7cCIbNY1JIUGM0byNPDpVoFsQdFgh86AVhKfawYKAg7rGOSbwkjP2V5/l1BGubpI8vqC1Rfk8OQdkdthnRHOJGAqdN4KIsCB2IZPBNuYSgvJQ/ymNwB5eaN1hGVPB+3jKRj8O1tdyqHwryObPDbz7PLgvukct+uSgL8fl88Pl83T+73W5kZ2fvVaGcMGEC2tvbsWbNGowevcsraeXKlUgkEhg7du+J9crKylBXV9cjCfFHH30kattuT9tQSLDQ2Q/6rODutty+8MIL6OzsxLBhw3DttdfirLPOgs1mw1NPPYV7770XCxYswEMPPWQ819SpU42KqMViwZVXXokrr7xyr8fnzp27z5TX+6I3f3M44nTzhWt9Dd+5LRjAB8OsLK6ApaSYF7hdXXwQW/Uhn/QnTOr7bhIgcxOVWBjz3Ob4Easg8UFHnC8WJZkaYwJr3dZavlv65gs8lurUc82umZJnZxMkdQqG+HkqxnPXzeIi7oVgsXCZ0ky/8bjPzne+h6XxxVknuGYvybso2TwJk1JXAM/Emp/Oy2C0unlm464kX1g9+z4fA3KzucI9IE/SR83f3aZWvsh7P8g33CYVcUV5kIOnNm0s4t/CpnwflWF1J1MzBGOWwBOpvzZz+wtmTLImBcpMgG/CWgVuwwFBmZu0Su4NkgxxJcOSY+7Hljifv+1ZPioTqOSeSPY3X6cyEMwdLoEFPH20WdFL8/CN0bLYWiqTVruRyiApCOvJ4WOoL1WQzdpiXveFyEYPIPP+cwg8uRpIfC0A1FeROrhO4EDWiD3gWCyHtPllZWWYOXMmbrjhBtx8882IRqNYsmQJzjzzzH2Gck6fPh2lpaW47rrrsGDBAnR2du7T5bi9vR2NjY1IJBKorq7GPffcg9LS0j08bPtKrxTc9evX49lnn8Xf//53NDQ0ICcnB+eddx7OOeecHkV8AeDiiy+Gy+XCbbfd1i8NVvYOi5ECgJDAxLPiH7wG6ynnT6EyLEuy1coVcp+PL8bfe5sv8iZO5hPbGIHFKdXBd5dsMC94WqM+eo4cB09cIiFq4wqaJCHTGefxuEIWqybwOsKwUj6i72zgMvE4n4y9Hi5TnMkXgk1dZgXsvXofPcdJQ7lFLyvG4/jWRXiYxVgrj/XLKuQxZOOvNSvBVggWKRGumL6/lVtMkoLNHknW7GAXH0N9xAvGLUgy1dbGx+GMFG6tK/HyZCySPpxXxDdP2HK8eQfPhXAk0txi7hO+Fh4jHm/zUxmLg8+HHW7u6pwmqKdrIaXsACCebh4DmrIrjMcBoNCzjspYBQqPRHlNkeR8ESSrShDPqEIb33iyhbjbOsJ8A1DSXjspawQAGak8d8jAPPOm24ZqPq5Vb+HXySngY43HKyhdSCx9lgQA8PMcrhwIC+7+cvvtt2PJkiW46KKLYLVaMWfOHCxevHif8larFcuWLcOiRYtw3nnnYcCAAVi8eDEuueSSPWQXLlwIYJfRMicnB5MnT8b8+fNhF3ig7A+9Ots555wDt9uNk08+Geeccw5OOOEEY/bk8vJyjB8/vrdtVARI4haKh/AJMjOXD0CSsjtpKeZPT6Lw2HP5dXzTucWkoYkvXN2CLNQZbr4w8FvJTmicf3KeBF+4iqx1Vj7Af24sXwA7rHzRVNthVkQkLsqSOriFOfz5xRP8vj9awxWeHbmC+DCSnGP9Ov4uR5Zwi2nQyS08H1fyDY2xPM8KMoJcmd5hMyeje/lD3pbiQv4uSwt4n2hK5efJGMJXC4EQf8b+DvN3V1fPF7f+Fr64XfmxINHXUD6eS5JMtTbzPnqs0lBnTuwUHc89nlIGCmLEBUpnbqOgTqQg2SS8fLzZkmNOtiSpwJI/gN+3s55vUDsK+Bwfy+HJMW1Bns3a7jePfdkx/n1bwnxORZjPP12DuNLekcI3CVMjfLPRbTfP8SkpfIxta+LXGTCIb57Gonzd5yQeD32okHNYkBSt8Pqm4P7hD38wHvf5fLjjjjv265yDBw/Go48+2uN3n/XKPZjhor1ScG+99VaceuqpSEvj7mMAcPzxx+P444/vzaWUfsTfzAfeIUP55Jfi5ouv6p3mATM7kw9ikhq3HYKavFWbuKtz2hTuNri1gS/aC8h9dQT5fQ/O5wlHXCE/lbEnuWJfYueJITxd/PllZprrJq6sKaXnkGx6SDI1bt/Os4021/PFTksz3/Rg5XI8GVxpemst71culyBeVTDb1blKqUyKhY8T7W3mFcSKF/li/KSzuGdAPCGIKRQYgV7+D3/fJQO5tZj1UYn3QOWaKioTG85diyVl39xuwYZaBu9/xyrDhvuMxze5xtNzBIq4x1N9Bx8nTnPzhEKSMA8JaTazW/W2APcwyMnhieZ8aauoTGQ7n6MsNTyRZNLD16uWdPMGv6WZb/4lOrhLuq2QrzdSt/HQoNQQ3yyLlnDPnoDFPE5sreJzQvkYPmZtXMW9lSSESEbx5LFUJkjZJ71ScI+GmNWjje0b+SSQM4Dv9r31b+5WVFzOB+f8QvPgsrWa74Tm5vCF19AhXCY7m+/u5mXx0aTQx10LGzvMC//yHB4Hnd7J3f0k+3tBC5/QMxI85XCDh2efdMD8PlsFVUR8aYJSV42CsidlfGLraOM76OtX8lgqb745AVeTILtnZztP4pUvcCNNFVgy6wI+KuO0c0Wvzm9W/svG8li1QIBvYEmU9gwPf8bDh/PnV1PLx6SsTPN9JwQKbmo6/y67Onj/dDj5+5bkFmht5BtCxypsQ6OqlX8rsTifW+yC8mcJez+ZpQRuzF0Jcx/1OPlc2GzjoUFZXh+VkSxSrVl8DI0VcotyzEEsgzt47KyktHws37whDOxSchiOFl4Kx9HA45wnDDenUQ6O5UryP/7J1y12hyDxpcQL4SgnabGpgtsP9ErBXb58OV577TU88MADez1+ySWXYPbs2fja177Wp8YpcuyCGB6Pjy+sho/lO7MsgRQArF9jjiPNyuNKiCRb84B8vvPNMp8CwOpP+E5o9hT+ubCsuW9t5AvtIUO4tU6S3CSR5BNknOzcAkA0yftWkmSFFCSNhM/N33dBLrdue1O5VR8TuXtnXRXfEHKmmBedhQP5dfzNXMHYsVVQ61UQu/SGIIFZViY/z4YNfuPx1a/zWN8FN/Eajpt3CpQDwSxWms37RCjE+/mwgeYlRXEBH4+sNr64DYV4e3MFLvR2e//ErA+bNMJ4vGEHzxtwJGZRjkbNzyYzlXvJ+IO8X22v5+/J4eCWQQhCGWI+np3XbjH3P5+db8C4EgJX3QzusmqVJB4T3LdNEK9qdZnnl3gu3yyPF/dPyUnnFm7dRhafo+IZ3CuPuTG3dfL+WfkRV/4zcvuewPBYYH/LBCl7p1cK7l/+8hejy3F5eTkef/xxVXAPIs4Ubsm0OwSxDU6uFNXXc2WwfLh5R7WkkLdFErf51rvcNOhy8W7e2sSVjPYQV1YKveZn840h79FzeHZy907JIsXr4kkfJKxu4Dvxw/PM1yotELibh7mFIiedLyizU/jCKhDmsXOSBbmvwLzAaKrjcUmTp3PXrp01/J7S0/nza/PzTYRPPuBuZOOONytppwuU14kZ3FvklAB307MG+cI/2crHx1nZghJKYbNMJI1bksbN5q6br2/hC+k//IaXn/nK93g5F8nmk4OMoYWD+RgRFLhuhlnh2YNMhCi40big/ryLj30njeTjRLJD4IsvsM5aI1w59cbM43l6m8BtWJD8rX4wLwOWv4G7ZkPgqivJ4h1PNc8LSUFZHmuUP9+Ykxsbktl8jrdEuddJUlAu8B+NZjf6j1f56TlyB3HPPr+gSH002L+lYo5Edim4fGBOIglVc/dNrxTc7du34+tf//o+jw8ZMgSPP/54rxul7D/BTr4AloTnSGJaU1L5QjAUMk+0DS18snEJPLJyBRa96kqeRCVdUJdX4i4Zjpk/qZQAdylCG2+vXeC+5E7jCrkkSUVuOp9EbSTrSF5q/7hBSoqItEf4br5TkHwnp4R7M0yYbnZ7k2wYNTZxpXP4MG55JXXeAQDxQkGJL8H3bSWTb1YqX6T4Wrfy67TymDekcjfRqJcvFiMu7l1hj5nflT3EN9zy7NVUZspgrpAXCjYRKnloIiICa3GoyzwGSJIcHm7Kq4RYzDxOxBL8viXfQleUj1mONsG30CUYZzMF34LN3J6QYG6xx/h959bzDSzRxCsZ/AI8Dh+Z5o2acAq3OKe28g1Cd6MgFlVglYZAwbWFeJ/I85nPk5XN10fr3uZeHDkD+EZYXSXfPEnLMm9EuJxJyFYLhye7kkxJFNz//a+yJ71ScB0OBxob923daGhoMGZVVvofhyAL8LZNXLlyp/JBNaeID/LtLeZBNRbliypJ1ue2Vr5oaq7lCuPMmVzRm1TAF6aeqPlalg9X03NE/Hw33+nl78AWF0x+CW4RberkSlFxmvlaCcFgXdvpozISi4mTZIQEeNZIADjtbO5qNm6gWaHJdXIremeCK6+JJN/A8tj4QqYzLkkMyK2QRcTld3T4bXoOexW34MLFx6PWgROozEuN46hMoFkQh59l7jcDsvi3W5jki9viCC/XBi+vGVjTLMicn8M3Cbd+Yl50djT76TmORNYQb4aZY/mCvcTJ33f+mn9RmeC69VTGlsK/F3sBd5H3ko1YSV4GV1IQ9hMW1AiO8TkKUYFMOvfaYYp7yMk301xuPsZaG3ifSLYKPLAEin0sj7/vOr95jo9G+LucOmc8lVn5T16nuT/cmK04whVci3U/LLhH7n0eaHql4I4bNw5PP/00vvWtb8Hj6bk46+jowFNPPYVx4/iCQuk/utr54nbkFF67zmrnCsSHL/FBatKc44zHJdk9JQlSfFl8cZYjiPd99z0/lTmBe5Iic+ObxuOdgsL2FoGp3e7xURlnl8AS7OaKcigiGWjNMilWvpvf2M43aRqaeZ+oGMT7cGYKt5qOKOaLpgjJ8htK8p3vMv+7VMYeELgwSupbkiQqAJBfyhdEaQGz+7Zr7Up6Dkn92mg5n0feaB1LZd5+n1tv2gSx0Nn55gWu08nf97iRvPzH2AJePiXdwu9paBEf+3bU8u+lvZG7Fh6NTJhqHvRTBHGxGQGefEeivHZU8/N4y7hru7WDv8uUTr/xeM5APlY3pxRTmTYfT0aXSbwmAMBWyzefJRZcT/0m43FnJvfqkVi3bW18AzAucOl3FHG34M2ZU6mMM2JWGDd/wuv/5hZxxXT4lOFUpq6ahwaxutuRIz6LstRFWTHRKwX38ssvxze+8Q2cc845uOiii1Bevqu44qZNm/Dwww+jsbFxv+snKX0jbyCvFZdXIMje2cUtq+XH8UEqP9+80HMIkp/8/TG+8I+FuZVy5hd5mYaiYr4z64lWURk4za6FCcFOs2QX3ipwO0oIlBm7wMorUf4nFZt3ki0WPhRnpHKraqqgRFVzh6A0ipO/hxQHfzaNAfM3FUv46DmKXILyNII4050Fk6hMYRNPXJK9eQWVSfrN1oVEkFucbXl8zOpK4+6UL/6Lb+SsWyFwhRRQep45ZtBm4/3z9Tf9VKbwDG5tyk8RlAmy8fG8za8WgH2RTjJ0B6N8U8ke5davYLsgjlyQbMmewd3sE+lcEbF2mT1TbIJ6sBlRboFM6eIyFoGLcnSQOQkaADgq+RiQIBtU9V7u1VO87T9UJh4RxM4K7jspcFEujlZSmf+0mb12gu18PI/l8jFrx2auKPty+ab70c7+uSgr+6LXFtzf/va3uPHGG3HLLbfA8t+dhmQyieLiYvzf//0fJkzgbmNK/5GR1T+7VUWFAqVIYOXNyTIrPJKap+NmjqIypYO40t7Wzhd5K1/hGQDnDaqiMsH33zcel2QITB0sKCFgE8RJCpJdSJgwwSeQMu+o2sCV13Q3VzprWnn//HiNQBnM4Za2SIQPjy89YbbYjzmRWyALz+WuphkCS3s4yeM2V7jnUJkR5WYrBgCkhsxKZdzO21LrKKUyVWThBQA7NvJyTrOJYgrIsgmzz7d+B7cSOZzcrfDv/+FtmTqBbxCwrO4AMHokV9KCAfNYLCmpdSRiJxsWE+LcEueo5q74/ja+YenO5BthluHcOyDm4WNJzYDp5rYIQiZqo7x/ujx8rhvo5HOzZwfvf9XHfZnKDGj6yHg8388t7ZYuPgbYBBsR9jzunSZxUXaFuPdPQbZ5vBk2gZdY8vr4mC8pd1dfI6gpeJSzfy7Kyr7olYILACeccAJefPFFfPLJJ9i2bZfb5cCBAzFq1KhuhVc5eEjqJr79Ms84cuq5o6mMpN5mU4tZoUlxcw134EBJvCBHopDP+SK3SltifbcCOX18kYJiQb0+wSLF0cpd2uKCDIuSHB+sJFFCkBSrsUOgFDVyK4Yka/b2aj6J2h28zUyBHTxEUH+1iyvbjTYflemK8E2PnS0CGRsfA3xp5u/bLcjm2t7G39OqDVxBGzW1nMpsWsu/BV8uf1cuElohca/z+PhmZEYWH/u27uSbPV5BZm2nIHm0JBTkaCQQNA9+zjberwKrufIV6eTzd0qOj8rEU/j84mzluTiY4+tHLrMCDADldkEcuWBuSWkXJGaM83Fi0IZ/UJlEmnkMsId4oq9EIw8vsBZy9+0kKVkEAJYw32gICTZH16whuQWK+XjESmoBwIdv8c0KSa3cox214PYPfepJVqsVo0ePxujRfEGk9B5vPrdidHXwgW7qbIFrMb8U8rP5wn8nmQe2buVWtqxsvoArKuCrM4egPFIwyBWnWJqPyriJ9dUiUPSiEuW1RrB4EJROSMn1UxlB/jKEE+aFdKqVWyiKfbwPr17Ph6zGOr6DvuEdXorJlcYVz4LB5pi32hTe3h8/ZLb6A0BhObd0uFL5BkFnK//ucgZwF8Zo2LygDHXxuLmiUj7YpHm4gvbxf7iFbPqpPE43NZWPE26XedHx0Ws8vjEhcDVtrefnaarhinLFOB6TWVrCn3HZYPNiO3k6d49vbuB9b/P73EJ2MHnmQbO76fev5F4ncUFCRZeXKxDuIu6uLykThDiX6UwzJ88aG+ThQ4m4ILOxwBiyI38ylUnN5WN+wsLbk7+FuBe3++k5LIP4hlt7Ps+HkrGDJ6SU5F0IOXjf8nrN81RzM3eFltTuLhvNE5lUrROkfj/KUQtu/9AnBXfz5s3Yvn072tr27gJxzjnn9OX0yn+RZBzOLeZZgP2CGphdIYE2I2BrpdktpmQg32mureUKT1Ym78IpgrjN9FSueEp2Qh2FZkUkYeWTbE0WdzMbtFkw+QmyTyYEdf1a2/kgGs/vu9eGzcIXXjaBa3ZuAe9bnRWl/Fp2/q5SPGal8v2XPqLnyCNKMgA43YIEUoJxwpfH46TyBM8vQXx1W5v5t1u3jStxcUEx7AkzR1KZnGzez5mbHgC0tJv7+fTTJ9JzNNZzRS8a4e8yhyS8AoCcLP69xPilKG//g9f3lrjrH25MP9OsuCcd3IKbVsqtdW5BQiG710dlwk5u9UsK5kxW5zaSyufCjQJPkLIkt+hJsjGnBXksr9vPLcEJkgG5fRD/viX1f2M2QQ1EgauzRRDy5Mnh5XuGFJnbHArxPrN1I/deScvgm8bZhbxvNW0XWPWPYJIWGxKq4PaZXim427Ztw49+9COsWrVqn4HwFotFFdx+ItDCYyg2C2RGncAVp1Vr+UQriXstLze7+ric/OMdMJ5fpyMgyDgs2Ej2CBK2bLfz0ggYYJbJtPGEOFlhPnjH2/snTsUqcO0aXMifjT9knrhynXwg9goykk4ezRdwL7whqMGaw5WDrWt5Zs5BI8wbGtNON2cTl9LZzjenPn7tYypTNIxnLd20hiungyvM8XVr3+QbMOd950QqM7CA95vCdIFyYOXPr6qVuyhHiBvemOF84WoZwS3kNXytKKpZzizOANDaxjeWWEjJ3Ev4u3x/JbfM2AXFzyWJBfuLwgKzF1FdEVd4sjzcU8EmqBlbm8UTHDni/DwZnXx+sZKyMAlBaEuaXZADQlDdh5UsAoCgYPPZ6fJTmbbMUuPxBgvPohxP8AXH0E7utQM735yKFHFrcVhQ2ijaZR4nXIJxRGKIyfBxr7wdlVwhP9rZ5Z6sLsp9pVcK7o033oiNGzfi+uuvx6RJk5AhCJhXDj0paXzxkJoq2fHnn1VdvXlyKx7Ad/JiAm+rjZu4oldUxBVlZxG34PrDXLnKcpsX2/YEX5yltfJC5wmBm5lFEMsSFmTwhcDCYyNZkhNJPumHk7x/susAwMyp3HVz3Rb+/PxNXBHJIjVEs7IEiTdyeN9raeMLg7KhXMnYsolvhAUDvI86nOY2f+5LPKnT6FJ+naGpVVQmYuHPJpTkMuXZ3KI8JIvEmpNYdABYuZlb0TM8fHGzcyd/fhIPlzqBpwyLR08RzBuSrLCeTP5s/HUC7b+fYBsa7Qm+9kl38vkn7Ob3HYfAo0RQ1zzi5OOj1WGen6M2/j3FBGO+TTAfStrbafdRGY+Dx8amsazOaVzBbYvwtY1VUPpI4kpuD/L1jyWVly1y2c39fON6Pz1HdoGPt0VglZRsPu/cQEWOaJIWi8h9XxVcM71ScD/44ANcdtll+OY3v9nf7aH85je/wbJly3r8bvDgwfjnP/8JAPjzn/+Mv/3tb1i7di0CgQDefffdHgr4jh07cM8992DlypVoampCXl4evvjFL+K73/0unE6B28hhyugZPMZMkvsrGOQTZNoAvmgvHWQe5NvauVWwRpCRtLWJW28CbQKLXgaPb5qdw2P90pvMVr+Al7urWQMC66zA0mEt4cmqmhy8jl5LJ1+olGSb+41kcdYV5YumzBTurpbh5tfaYON9ePwU/q5GEaN+mosv4PJT/FQmWcw/3toAt2LYrHwhHSY1EQEePjByOF+UjrO/Q2U877xEZYKVVVQmKshRIKo/TeKy3cX8exo1mMffteXzfAnjikupzPp6QXiGl38Ln3xgrt8tKSPS0cy9V1J9h9dm+bv/MY/nU4gnAwC0JvncvLWeK0Xl+TyPwXALd9WV0JBaajy+cjsfG4uzBCFRdu62PhQ8LjsnIKiDK6m7TRR7yQbWo8/wdcuUU6kIEj6umEpcxSWxx+uqzONEQRFXOlta+Nzc1splmuv4OHG0k0wKLbiq4RrplYKbmZmJ9HSB5ecAMXToUDz44IPdP9s+lSo9GAxi5syZmDlz5l5r8VZWViKZTOInP/kJBg0ahI0bN+KGG25AMBjEtddee1DafyBoaxYUMc/gA6ZbkBSnersg42OKeVCVZDaWlO1I93GraqogUU1dA1fs3QXc+mUNmt+D2ylYgIQEi3HBZgzLCAkAdUE+QeZl8GfDMiCXpPLFRYaTL+Baw1xxkmQfHDqIT/qV23mbKzLNbpeFfp7Myt4imNAF7mo52bzcEAbyeNX6Nt63Vn1g3oTJncoX7O6AwBVNYsVI5deSIEkAxwhu43UenYJ4y8zBvE/YhnDXitUxnvwpIRhnO5rNY18kKLBICejyH1klQiKCREo5KXxuLhRY2tMc/BnbBYkFG9L4xqcV5rGvKJNv3K3bzseR48sFSpGd5xepiXOZUi/3jPJ1msdzl2DD8qtn8znV0iVwT+snrEl+ra1bzN+3L4uPsds2cFfy5h08Zl3ZvYbh81GSfKfHOr1ScL/yla/g2Wefxde//vUeyuXBwmazITd37wPat771LQDA22/vvT7diSeeiBNP/J8rX0lJCbZu3Yo//elPR7SCK8EqMOH+5288NmTSyXzX1UlqT8QEiyoJw4YLJhOB5ZolWQAAe0jgDhQ0K2mJTEESL0kmTMF3F/bwDQ2vky8wWhN8E6HEZ75vBwSF7QUv6qX3+aLJ7uDnKePJHDFpOH8PeZ2VxuOODR/Qc8QauaJnz+L93C1436Pd3BoSjnEleOxEs+VqoFegoDXyvmcp4tmj42NnUhl3G3dPDPm4+6GDjAG21bwuariBv2/LNm6R8qTzPjF1IE9gtqOWKwdWksggTVD+rL2Ru4AfbgwaZs4m7LDyMaIrxj1TclP5pkdRwmxFBwBXgG+gFgrcYxu8Q43HUx180zM/iy8vm4N8bvGl841lr4tvjqZG+PzNLLgWgVOo1yUY1zr55pQ1xO/JleTjWlTgIj+0wmc8vq2a90+J8popyAQeCfH+KclLcyQjj8HVkqwmeqXglpaWIpFI4Oyzz8aXvvQlFBQU7FXRnTNnTp8buDeqq6sxY8YMuFwujB8/HldffTWKirhr2L7o6OiA18td9w5nPL7+qRmbM8A8oQMyK29OlnlBJHFRbmngg5hnAl/kWQWGmTyPIA5th2CB1mWelJKCLMoiBNkTbXGuVHZE+OIrGOXvu77drHhKPk9P3E9lvjBVkH27g8vYrXyBkeXmCwwnsb4mBNa6rhpeW9HZJSn5tInKuJ3cHbV8EE+KEy0xK4NeO/92Jd9CRyF31Y1Z+aZHWxFXXjcFeAKu8R5zIi/HxM/Rc6Rs5BmHY01cCbY288VtVj6Xcbn4mM8WlI4UPo5I3I8PNwsu8zSKJwULTMF+ZZpD4KkQ4Qt/5kEEAFZBJvodXWZFxB8UbDQKpjpBVABS47xPZIe5dTbs4N4/AYd57Ktu45uIw7w7qIxF4JlSV8Y37vJqeWJBSVbn+jqzV56kDm7aOcdTmViUt2VHFd+kUQX303JHBrNnz8aFF17YbYQ8GPRKwb3qqqu6//u2227bq4zFYsG6dTxmcX8ZO3Ysli5disGDB6OxsRF33303vv71r+O5556Dx8MHsM9SXV2NP/7xj4e19VZSRiQS4juq2yt5co76Ku5i9/kzBdmEWVu2c+WhcCBfaDc0c0UlHOaD6ukDucUkUcN30JNk9zFFkB0h0cIHeIubLyibvPw9NTZwhSee6Psg6orxDYSUkMDql8I15RQH7xOdYT70/f1dPp5YppgTO2Wdwktl5L/xCJVpW837TfytFVTGM4ZbZ0str1KZ4nTztxkXuDk35/BY1HdauMywLK4MZiX4JkKZhy9Mo8QaF03l3+XO43juirwwH2skLt6SsmQDBCW+Bo02Z2sNC+oe11VyJeRwgyXX6gjx53tcJi+FI9mkSWvhfcLSyZXBpI/HDf/fQ+aNkQsu4J4VXjdfkzQH+H1HPNw9tj2VJwTMjPIxwEZ2IxIChSK7k78nlqUaANIifipjifJwMYmLsifdvOnx8Xvc/bh8BLfObqvka5u4JLvoUc7BUnBfeOEFPPbYY1i7di38fj+eeeYZjBgxoodMOBzGz372Mzz//POIRCKYMWMGbrrpJuTk8M0eE7Nnz8bOnbv0DavViuzsbJx44om49tpr+83g2CsFd/ny5f1y8d4wa9as7v8ePnw4xo0bh5NOOgn/+Mc/cP755+/Xuerr63HJJZfgtNNOwwUXXNDfTe03mrZz14/CgXwh7Svl1s5J07nvpiA5L9o7zRbGLWv4YifUyZWioRN5mvwMQRIVW4IrRckIt4gmiEzlsLPpOYZsv4vKCBLHIiGI4Uh1ceU/GOHnsRGRiCDrZnqYWzsH2biiF3ONojL/+Zi7xo0o5x39tXXmb2raMH6OwjxuXfQM5AtXm4fvsn805hIqMzS2lspE7eZFZzuxhADAtgC3HGa4+Xfpj/D7dru59dBm4deKkuRkQQtvS1eML9g73fz5tbj5Zs+OLu5+7HHzMWBQuXkxs/a9KnqOI5HCfLMCVuz103O4o3wzN2nhc521S2DdDvAx1CIIgZl3ibn/pTv4Znk4zpXXxg5BLglBbHxKgj9jq+C+N3WaFfdR3ip6Dmd9/yT6Smvi17L0U5YhluG8bDgfRwIBQYLSdL4OqGvhXghHOwdLwe3q6sLEiRNx+umnY/HixXuVufXWW/Haa6/hV7/6FdLT07FkyRJcfvnleOyxx/p0bQD44Q9/iAsuuACJRAJbt27FjTfeiJ/+9Kf4xS9+0edzA71UcKdMmdIvF+8PMjIyUFpaim3b+K7Zp6mvr8eFF16ICRMmYMmSJQeodf1DQrCjFQ7zxVm7oJamx8O7RGOLoCYaKSV0wue5Zaa1hSuUbpLMCuCLFIAvXKVYSGxs+coH6DnikhJAbq6gdSS4q26mW7ADDP5sXn/f3OZJs/l7ssb5BOkICyY/wagmKZ9yzy/epDKfO8c8Fl5/E/diee5qQeynIMmUJEvosCivT7t86wlUhoVLS+qvZnt5e0MRfp7B2XycqAtxhbE5IIiV9Ji/F4k7v8SttTbGEwHlpvFFfVdEUCaoRRDPHzbftyT+Lj2bb7BKMi0fTLK95nlsAPi6I7Wd1/9N2vkclWzk7uZJgRuzJMdDptOsTBd0buZtEXgPZBdya3JXgm8aDegUeEbZ+Lcw1GN+n5KavFbBO4h6ubVT8p6sAgtu3MrnDubl1irJkNzMN1dyC7llLnoQ61wfriSSVlgkSab+Ozx1dnb2CBN1Op2iqjDnnHMOgF3VZfZGR0cHnnzySdx+++2YNm1X6b9bb70VZ5xxBj766COMHz9+r3/X3NyMRYsW4a233kJOTg7mzZu3V7m0tLTufEr5+fk455xz8Pe//522W0qvFNzdRCIRrF27Fs3NzZg4cSKysribSH8TCASwffv2fSad2hu7ldtRo0Zh6dKlsEqCNA9zHE7+KjMyuKLiJPUtAVGFGjhI7JLECpzu4QtOyVjYFeK7nJJU+haHoNYjUU4tGQLXi06uxCUzuXtIOM7bG4rzFxFL8D4Ri5mV01CSW60kC6KEYLJ+Yz231pEcaACAMSdwr4hVb1cZjy9aPJ6eoyaNL1zbBUl8cm3cBU/irtbe0XcXsU4bV+KcDkFdTxf/diV9OMPJF4L/4aGxOOl48xhqt3KlXZKgJxITlNWKCTbu4vzb/fBDnlsgQWL+S0Zwhdzp5u093BRcj9v8LaS3cU8ke8DPL0TGTwCItgpCODL4ONGZwUOeCjvM8fzu6jX0HKLsjqX8+46m8dj4kKCOsCQWtarL/GyGO7kSZ8vga1FJ4idXl+C7dPJ5tcvlozJer3lC/OhN7mY/sIKXjvI38025ztajO75Wwv5acGfNmoVg8H+bEJdffjmuuOKKPrdjzZo1iEajmD59evfvysrKUFRUZFRwr7vuOjQ0NGD58uWw2+346U9/iuZms2dDfX09XnnlFYwdy8uqSem1grt8+XIsW7YMHR27FuO///3vMW3aNLS0tOD000/Hj370I5x33nn91tDd3HbbbTjppJNQVFSEhoYG/OY3v4HVasUXvvAFAEBjYyOampq6LbobN25EWloaCgsL4fP5UF9fj29+85soKirCtddei5aW/w0i+6MkH0xyB3FXtLx8PmBKrFZvvspjUeecUUplWPKIuka+iK6v425bLhe/pzY/333sGM0nyHyBFc1iMWvcsRoe52cVKNLhTL5I2dTA76nAy3eb6/18sZ2XZ96M6IrziTghsGJA4K42tJgvZPwBQYKjNt5vRh5nXnxJPMhe2MDDAopz+T1tT3LFPjOV7wgNG8yfzYdrzApjoFNQ/zeX989Ggb5Tni2IZ7PzseTrp/ANtRgJZWgXJG3bXM/H6lwv98hp7uTfi9vBO2DZUB+VeeU5s0IzZfYI43EACIf5mL9jIx8nwgH+vvsLp8383TkauEUv2cQ3niTeFwnBbq4jlfetOhtXRIZ1mbPDx2p5rg5JIkR3JrdkpqRw74sq8HwTHgfvN8VO87vaFDJnlwaAXC9fRzaGfFRmrINnZE/YudGiIc5DQUIh87dZMoyvN3ZWci8Oh4uvbSQeizayRhIY6w9r9lfBfe211/aw4PYHTU1NcDgcyMjoubbIzs5GY+PewxS2bt2K119/HU888US3snrLLbfgjDPO2EP29ttvx69//WvE43GEw2GMGzcOCxcu7Je2A71UcJ988knceuutOPPMM3HCCSfg+uuv7z6WlZWF448/Hs8///wBUXDr6uowf/58+P1+ZGVl4bjjjsPjjz/ebT1+7LHHsGzZsm75r3/96wCApUuXYu7cuXjzzTdRXV2N6urqHuWCAGDDBu7mciiQ7HyzGAoA6ArySXTqTL5bKjAWg5VFZAMqAHjS+X23NPNJS1KkPJoQxDcJUj5aWU1OSa1NwWKnM5VbcDMFccUdYT7hSKxo4RTzs1m1k7snlgtKKFkT3NKRncr7RCDMF4K1ldy18LgpZhe79zYIMljW813ttBSe8EqStdTj4v3PaefvOyPD/G2WD+GKis/Dn41PkDfQahHEkce54tkc5Bdz2c3f1PInuNVl5izuki6xvErek8Si3EnyJQDAKeeMMR6XuKQ3C0JbPJl80+NgKri0LEwbf9/xNr/gQvx9WyQphzN8VMQmqJ1pazUrehI3UsmaxF7LN9TtuVypzHPwhGvOOO832+Lm9U97mCuUbhsfR1LsfB5LJPj6JybIbfHRdh+V8fvNlun17/DyctnFfLPCKujnheU8gVlLrTkGXLJXfjiTTAoV3P+Gu3g8HmPJ1meffRY33XRT98/33XcfJk3iNdJ7w5YtW2C32zF69P884MrKyvZQkgHg4osvxty5c5FMJlFbW4s777wTl156KR555JF+KUHbKwX3wQcfxMknn4w77rgDrXtxmxk1ahT+8Ic/9Llxe+POO+80Hr/iiiuMpvm5c+di7ty5/d2sA4pfYMaor+VK3I7NfME+bHwplXFJ3Guc5o8zRRA7K7F+BQK8C0cFqel3dvCF1UiBBTe4lcRkCRYpKSN4aZSaBLf6FaRxV2d/WFDj1ssXBo1p5j7RFRXE4AqUV7sg0UqpZyuV2QbufjxgKLd0NDab21xeymfaoKDkhuRbcAgUnnCcv4e4oHZ8I6lhmyXQTP/9KndFO/8MriiHBMlstjTy8TFFkHCt2Gu2XJ93Nl/kCaqfwW7l71ISgxuK8TErP48/4yDZHI3xvTS0tXFvkRZByayDCUvikgjwdxD183HYVcCtfiyBIQDEfLz/DQx8QmWSLWaFUVKX25LFN2ETAut2WoCHcHT6eHuSEuXKab5WhqDU0Ppm/g5sFoFnBf8sYY/z0IuKQt5H12809/OpcybQc7z193eozMBRZVSmcTt/33STKwYA+19V5XAhAQss/Zhkavbs2Rg3blz3z/n53KoPADk5OYhGo2hvb++hoDY3N/eLx2tmZiYGDdq1qVRaWoqUlBR8+ctfxttvv93DLbq39ErBra6uxje/ue9SBz6fD36/v7dtUj6DpOZXVJBkaui4UioTi/FF3rpPeHvyC82Dy87tXFHJzObKV3YO38HctlUS0yGIjRW4fSRIDK5dUIc0kcUTb3RE+XmSgmQ2E6zvUxmLwLUwN8M8YNZG+T1ZOgXJteK8n0syYu+s5wuMSVP4QoUpnkG+/hBlnwyGed9rauX3VF7CF3nRGO83Q8vN37ddMLNMENSwbgnw8cguiMv2pfE+UeDh8XWSeHTG2nX8Ou0lgszQpXzsc1gF9VUFG+XPPPiG8fgJZ/HEk5IamFbBrn08IdiB6SdCZGMuGeX9KlDLrYuBOp55N3PsMCrT5RG4/HYIklVFzWOSlWxoAgAkyRIF+U/snXyDP+7j/eb+FdwSfMk0c+yxpH56V0gQRpPH1z/2Lq6YSubDzCw+3owbZZ6/N1fxzZWMXJ6Dp71ZcN+CEK2jnf7OouzxeHpVRnX06NFwOBxYsWIFTj31VABAZWUlampq9hl/O2TIEMRiMaxZs6bbRbmyshLt7fzd786HFAoJFk4CeqXgZmRk7NVyu5vNmzcftvGsRyJFw7jbcF6RoAyGIPGLyyWxrPKFtIu4Qg4d5qPn+GQ1Xxh4BUrw6DF84E11CrJPpvuoiJO42NnS+SDTlcWts12COq5DvLyUQ1o1z4aJDj8VceeaY3TqsvmOYcIm8CsSKK+ShGEFufxbkGTwDXSZvwWB7oWhZXyxmCbYzbcJFovvreb9fPMnPK5wyglmNzKvhz+7Ai9fNG1r4hs5hZl8gyAnlS8WX1/HN7lOHGHeLJPEdpcN4e87x0dFcNvSj6jMdQvHURkJFVPM9ZMjEa7MbF7N3VF9+YJs14KMzf1FjNQAtwh2B5IChdwqyLpoy+ZrqjcCk6nM6cE/UZkk22jw8jk1kisoOdjON1itAb4wjgjceb89nXv2WMi7CiX4eCTxoJfEA0uwxvh4XhCuojKjC839b8MWvm6RbE756/iaRIKdZDo91lyUe4vf70dtbS0aGnZ5UmzduusbycnJQW5uLtLT0/GlL30JP/vZz+D1euHxePDTn/4UEyZMMCq4M2fOxE033YQf//jHsNlsuPXWW+F277khGwgE0NjYiGQyibq6OvziF79AVlYWJkzgHgMSeqXgnnjiiXj88cfxta99bY9jmzZtwhNPPIEvfelLfW6csouUNL5Tn5nJv+iGBj6oSsruRMKCzIedZkUk08dX/oEO3t7CEr4ora3jk0BaKn/G09x8Yepgrh+C7MdNKXxhEGgXlEfq4spronoLlYk28zgzV9D8rgZnldJzWAXKq0VgFfB0cgVtQiFfLDaH+abRG6vN/SYUFpS54fk7sGU7/+asAvf35kau6I2eyF2zPWlmZXpbDX9PbZ18sTi0iCvBhWmC7LLg7RkniBve0WZ2dc5K5324NIePRxLL651LSqlMHNw9ttbF30N2rnmBGwzxTYbyMXyjNiHYPPUI3N+r1wg27voBqyCpU2oe91SwS3awvPw8z7/Ix+ozjpeUoTOPa4k0Pu/GHHzz2SkppxDi64D8GM9m3eHkSnnAav6+rYL+GYtzGW+SvydJjdumPF7zPaeB1zVPzzd7WB0/TvC+BaXN1r5LRRDs4BZn5qK8a3V0JGu5FqF1tm8K7ssvv9wjqdNVV10FoGcW5uuvvx5WqxU//OEPEYlEMGPGjB7xvHtj6dKlWLx4Mb7xjW8gJycHV155Je6666495O66667u32dlZWHMmDH4/e9/j8xMPtZJ6JWCO2/ePFxwwQX4whe+gJNOOgkWiwXPPPMMnnzySbzwwgvIzc3F97///X5poAKk+/jkZ7fzjj5kMJ+MOwUugave4ZPJ2ClmJU1SQaCkjCshEoXc6eCWrVRBIqVIGrcuuPLMC/JQJs+IvaaJyxT7eFbYlAaesTkiUF7DAhd5K1kQOSN80pK4okUFMWaShcHAlg+oTNh3PJVJSTEv4p55iNfSvWrhNH4dN+/DDgf/qCZO5Is8SdU09v0OK+VtmZLFawQ3Jfn79li4EpfVVkVlEhk8LtvrMvfzdDvv539ewb0Zpo7mfTjL2T/lNAZkcXcwVhSmq4Mr7aXlfNGSl82XJB0DuYJrI2XqAKDyI176hJLJ54Q0XvJdpLwGc/gGwRmfF5RqFJQSB+nn4Qz+Xban8n6eKqjnDkld2X6qYx8mluB4kq830kjCRQBwxfj8LZkP83cKNnIEm8IFJBtzMJOvQV8S5PNgIVwAEIsIAvqPcqQWXCQlkbr7RpKTyOVy4aabbqJK7afJzc3Fvffe2+N3u2vu7ubll18Wn6+39ErBzc/Px1NPPYVf/vKX+Mc//oFkMom//vWvSEtLw5lnnolrrrnmkNTEPVqJCty/Wv2CrHyCncUsQSbb0cdxC08qUTxZYXEAaKjhC7i0NEE9WEF8ssXC77s1nd+3l9RybUjju5wJPveh2MnLNFgaeVIxSfbOlCK+UGExWylN3D1RUibIJtkClrgEen1UJuiZRWWOH2ZWaGb+jCtNkhVnYYbAXVoQly1JbrKjlXszMCqyuStaTi2vpZm3w1yuBOC1pwHAksMX5OWbP6IybOEfz+NjxHeP4x4ab7RzF61wGn/fXgtfJKc7uAKxeqX5+3UJPGAmTeYbloVZ/F2mp/IxqypToDgJYAnXJG64lhzeJ3626iQqc9lQ/i0MSxMk6ZIouETxbE/jORVWt/HSPQVuQX30AG9w9s6PqUz1QD6eB2Pmb8om8KxoahVkqSYb4QCQFNS6sQgsBYl2P5VxtJi9ntzZkphI/s21N/INdQVIJK0AJBU3dlurlb3R62pR2dnZuOWWW3DLLbegpaUFiUQCWVlZ3UHCSv+x9s3VVGbCyXxBlJbGFYj2Dq4MSuJ0YzHzQrqmRuAqOZ4rVm+8wEs7lY/hixCAK7gSl5GI02xdaIlwVx9RmZYunigk0c43CByCshxWgXIQ20GyR4f5BGkhmwMAENzBlfZIG+9bnjLeJ9xj+CKkNGIunxADV0Lq7bwtMYHloNTBF8BtDr4hFEvw953qMD+bnBh3E8cWns21+UMu09XEF8A2gReHJOGNI9X8PtMK+fP1DufJgs7I5aED4S4+Pral8ZJEThvv50NGm2OuQ0FBBnTBakNS1shNMvQDQGpq/7gnhiLmPtGYxxMXeQVj9SWzuFfUmrZyKjPEy68l2QBMkmSIktqqDlJDGACSLq4UWQSxnQkn32CRWF/ddvO3EE/wc0wexjeM7ILYWZErjSBppUVQ/YEVjo0l+ceblcXfQaqPh/10+QUlG49y9ieNniq4+6ZfyiGrtfbA4hLE53h9fHDJyeID3ebNfHApGsBdxApzzYNzdiYf6NZt4IrKyONKqYzbzbt5PU9iCUsBVzxZgiOrYOja3iCogZnNLTOi5CbExRYA4OHvCmwRIoijshDrmJSoIMtHpInvJI9a9yi/GFHcE4JMmF7BBkIig7tCShZ5qU6euM3u48oKcwPPrFpFz9GxuYrKtG3j7ZUoplZBAjNJiepol3lh2raVb8AEm/xUJqOcb3okZ55FZXIb+QZBNI9vjo4cZXaPffE57u4b6OLK/07BRmOam4/DObl84S9J3ljfZB5DG/P4d2lz803jljhfQzV38mcz1MstjKKaY+RjaA7yeWNHs6COazqfWxwOgfuxwIvDaeEbOZ+0mBX3AV5BZmOBz6g9zDflLFHeXsnFLLl8MyKUY97AqukShGcJaqyneQVJNlXB/e8nKnFRPtAtObLplYK7bNkyKmOxWPCDH/ygN6dXPoMkO11aqkSGfzCFRXwAyvQKaprSOo68Lb5MPrFZBQN8VxdfYARDXBmMSay8dnOcc6Ofx0Gnp/F7soX4RJsULPwtgtTxCQdXnNguu8TNLFHAF/WuXL5ItpF4YAAISVylBH0rtLXKeDzSzmMyXY1ciXOVcetNopa7rTtzuTKdyy8FZ6vZQhtZ/RE9R+sWbuV1pfN3WXDCeCpjkyStkJQBa/Mbjweredx7sIFvTvnXV1GZ9K7HqYxtoEBRzptIZdrazQrE58/iVml/G1dCqrfxzanUVD4OZ2UJNjQE3/eOneZ4kXZBsVK3jfe99jA/j0UQXmCDIH4xJtjAIs8mJ4XPP01OQd14j8AS7OLWbYvAIirxwBqZY7aAB+N8PPI6+JhvbeUeTTEP7zeJDO72H3XyNcc2p/n77WzjqkJjI7+nzlZVXiVIywT1NcnU0U6/K7gWiwXJZFIV3H4kKFgkRyICBS3GFdMsQT256u18IMvJNi8wNm/y03MMGGjOaAjIvHi2b+XKzImf4658EiLEJfXlFfzZzZoqWOy08EBdWuoBEJU+CmbxGLIUhzlhkMSanCCJLgDAUc4zttgEynTE/x6V8b+xgl/LZV7EuQQu4AkSvwwAgVU8TCEa4H0rvpHHQuNNHuccD5vbHGrj/VNiec0exWPWbSXcEvdi/v+jMmO83MU7I2iOcXRV8LEmdTOPPfZ/yGU6tnF3VElZss44XwDnZpvHkldf4psr02by5HkOQebdQECQobuNf1NdHbyPppFY06YOrsSlC9xI/UFJnWsqgiyP4PuOCOIpiVurpB6spNZ4WxFX0DIEnilJG38PbTFuLc62m1254oIwmrwwCdcBgITA0i6QkYT1RO18PbGqxmyhrW3gbZHkilFk7E+SKWXf9ErBXb9+z7izRCKBnTt34tFHH8W7776L++67r8+NUxRFURRFURRFORZQC27/0C8xuABgtVpRUlKCa6+9FldffTV++tOf4o477uiv0yuE1lbuotPRwXe1JXh9fLc5EjXv3nZ18l3kmh38483N4zv+447jGR+HFghSF/cDX5jFP7kMpyDNZa0gaZPA5TKSyS3XzSncgjuQxM9KMt2KXIKzzbFCAOAOmRM/AYBTkOwiEeYxUO7B5vY0TT6bniN3y1tUJr69isq4BM+4cwt39wu1CtzJY+Zrub38u0wfxL9L92iehXrn8FOozLAkd4duTfA4yGqr+VuwZXCr1chx/DoZQT4eta/nFudEF3f5LYnxhFZt+eb3+baHWykLsvmz6ejiVv2aGv5s4iz9MWQlS7KJJ5IvlVsyd2VENRMIc5nifP78nB083AERPq4lSFmYQJRbBV2CZGAxwRI0KUiSZBFYOzPsfFzbHjLPh4NcPATBHeSmdkkpu+YsnsDME+LJQyQllNxOc3ucTt4/Jd9cWDAe2Rz8fVvtZsu140gugQsgIY2t1RhcI/2m4H6ayZMn4/bbbz8Qp1b2QW21YKCLcAU3RZDQqrCQu5rZyHhYWs6TFkhY9xF3jcsu8FGZ6RXc1ac5ys/DFjPtQT54l6YJyvsIkjZJaPSVUZlAXJCIiijTyQ4eexN1c6UzbuXPz5HFFSfXGEE8tcA1Luo1x7R2WHz0HN487mIbL+SLHWeAjwE+QXmkeDt/VxaHeeqQlGFKZvF44I58ft9dCe5i2xbhrrpNAf6+093mMdRm4wvt2hT+zZWVlFKZVD/Pkm4RLBZT/XzRPiTP7Gr//+byOeGTGr5IJutWAMDWT/iYn57Fw1skpY1YTdOsVEGoiMCNcP0WPjdPH8vPY/VzJS4piMFNuM3flCSe9blHeajD9B/zkJOkoHycJc43GiSu+EyBzWnmVRvsfl6qKS5IGtgFPmZlJPm1koLsedGY+X2u/oiHQ2x+n28sjzphDJUJh3j/7Gw1x4A7HUkAfnqewxW14PYPB0TBXbNmjZYLOsgkBTuCHi8f4J1uQT1YQc1dlvSqciPfaZ40lVsXx0/lFj2J5dpp4wuVUIxPtIGoWWZHI/8uTkytozKJTsFCRmChyGvmk1I4czyVAalnmGzhyldq5UdUpmPoFCqzI+84KtPi47Gx6Q7eJzqiZuW/Q6A0JTO4lTJNULzSIqhNGcnnz+alzVzhnlRqtlK4BKVnQnFBiQvBFvX6Wh+VkZTekmQ/ZcrKmu18jB1RLEn2xxf+KY18nJDEvgd83EMjt94cE+zI4R5E3kE83nJbB08iVzGOj/mrV26iMs4U3v8y083PL93Ox4hIUrCpWcI39/I9gsR42wTJB0Pc+8cW8BuP271coRw7YySV2dHON09HCjYa7W18PTE4zDOK70wxb6jlxQT1awXmw2C6ILmWRVB6K8o3utPBa5IX+kqNx3Py+YZR5ql8bpHE6e7cwsc1G9kJk1jID2c0Brd/6JWC+8wzz+z19+3t7Xjvvffwwgsv4Pzzz+9Lu5T9JBLkA2+gjSerGja+lMo0N/JJ3ZZvXuh9bnbfrcAA0BHgA5m/hU8CHhtfGOSDW1Yb7Gal3FLMd2VdAktcPCBJ4iNasVORNY1ccRoiWIT0BxswisqEAgK3N8H8F4jyBfCmGrNMiuCxxOJ8Uf9JFV8QDS/lykyGiysiY0r4ONHYZe7Hr7zNF8BTJvDnG4r0zwQeCPHBpEuQeycUEZQsIfz9DX5PBZ8vpTKDss2J3QDA0sbdJdO38ZJOzOfP28LdpZPZ/L5rbdx9O0rc4wEgkeTfQkjgLpnqMp8nxcLHYauFDwKSodphEWRIFiSsEw1+VvMYmmbnH8uUCdxDg+SqAwAkJIOo4H07QtwzJYVY5CWbQbYEv6mwk68D0mLcQ8MeFGQlFjwbd4q5b0kyl9tsvBNv2+qnMv46rpAzXC4AAgv44UpcFdx+oVcK7nXXXbfPY5mZmbj00ks1g7KiKIqiKIqiKIoQteD2D71ScF966aU9fmexWJCRkQGPoK6msn9IymlkZHMXEkndv0RckMjCKamDaz4eCktcBnl7o4LySL4sHleckuBuMRmdPFGNI8VsIdsRHU/PIXG3igjcj21pvE90pXKLSVsd73+JVPO1JLGAkvqM+S7+bHYmuOVAUpYjluD9j92WJ0XgIhrh35Pbzdvyxnv8+Y0ZwV0CY3F+LWYEGjuKTy1uB+/DVkH8WEMrl2nr4O8hLhj7gkHzs3nmwTfoOS770Swq0xjm32WxT1ATWpCgp2UQdy10h83WJHuMW/RCpEY4AHSEeL95918rqUxKBl+HhDq59TXdZfaMSony0AG7wF2/wMfHrAyLn8qISsuQhIAAEMo0e1i1hvnzHZ7HPZG2twlqvQryLkBQLidh42P+1k5y3108fCM/g38LkSBvb5mHx8ZDEIKQtPBrNXSa10hp/NMVleYKBrgHkSJzstgleECbccTTKwV3wIAB/d0OxYCvgC9ksvK4MuNJ5wP8f/72PpUpn8ATvziIEly5kU9+Awbxya+jgw+YBQV8dE4Lc1c+RztXrthkLFnUIyRweyNJfgDAmsMXTQ1uPmFLNiPCueY+6hZkdJakPnyvjsff2ay8va0dXClyCZpc22B27WpsFmzSkIzjANApiCMfM5Jv5LidfEG0dhN3hWyoM7v0T57ko+foEmSODUe5zOrVfiozfASPuWaJVgCgrc38bEbPGEvPUbWTP98CL/++gxk8R4HTLdjksnOZVps5ftZm4ePatg4+HtU088V4xRQe27l9I1cOrII64Sk283dnj/P5RxJHHhLUqGc1mAGI0q9aUvl8WOcpNx5PE9y3UxBDmufh4RBB+Pi1JLVyids1ADR1mgd9j5v381VVfBzOz+LvyZHaP8pgQlAjeN1Gc3u2buHrI8k3l13I17IKsGvU4PORRZNMGTkgSaYOJPfeey9eeOEFVFZWwu12Y8KECbjmmmswZMiQbplvfvObeOedd3r83Ze//GX85Cc/6fG7p556Cg8++CCqqqrg8Xhw2mmn4aabbjoo96EoiqIoiqIoirKbRFJmnLWoBddIrxTc4cOHi9xHP43FYsEnn/Asdox33nkHX//61zFmzBjE43H88pe/xMUXX4y///3vSE39n/vdBRdcgB/+8IfdP6ek9NxVe/DBB/H73/8eCxYswLhx49DV1YWdO3n5gcOVcIhbBZKC3d1ZX5xEZewOgQsjMRSlpfE0+e3tfAczPZ0nfWnzcxcxpyABhaXTz89DrJDD8qvoORDkCa+sbr5jHc/lnhab/Tx5Uauf71qHyswWshSBqyRivA+fkMezPj9fOYLKvLOSW0NKBnMPgupKc2ZTXza3lrS3cIt9WQX/Xl56mZdyGDDQR2XycrnpuiDPfB5REi9B4qfNW/kYkJ3L3a4FFdIQDnPrNkuksvYtc7ZhAOjwD6Ey4TDPODzkRP7tpgvcO0NJbnGq6zJ/C51hvpSob+VWyrff4mEgXsE3JSkB1OXnY77dah6TbIKasjFBHVK7wOvE2cWtaJLM+RILbihhbvMnddyFflA2n8dsghV60MU9DDIE3j+WBJ9fMtPMA0U0zscsTypfH6W7eVs8XTzZkkWS1Vngvu1JM9/X4DI+F/qy+Di8c6ugTrOCZFJmwdUYXDO9UnB/8IMf4N///jc2b96MGTNmYPDgwQCAyspKvPnmmxg6dChOOeWUfm3obh544IEeP//sZz/DtGnTsHbtWkyePLn79263G7m5e18ktLW14Ve/+hV++9vfYtq0ad2/Hz58+AFpc19preGLcbvAZTUsSBM68zTu/uVy8UH+qftfNx7//Jen03O0NvEJsq6LL4CPO16Q+TAoKLvT7qcy1hTz4kHiZpYQlHGQxFE15nJFr2UHn/za2vh76HSYJ8BMgYKb7OLXkcRBH1fKXTdDAgViSyXvE/4Gc2xiIs6VJslmoWSTpriUL0JSUwTxWI2CEj9kQ83j4QtOyUZZYYGgNFcXXyR/8DbPgF5Q4qMyg0vNi7hpp/MNwpZm3s8l5TRCCa6YWl0+KlPTyZWVOr/5PWyuEvQZQaZ/h5PPY2lpvE90tgqyywpwMAU3xucfm52/p6GZPAeEfbNg7ogI3FqdXOF+/n3zWDJoAP/mtrVwhSfbwxW9FLuPyuTaBSXHkvybYmXAtuwUxPoKdvciUT4fzvBx922LIG+FpHZ8Kqn3HE/wNV8sxq+zfd1WKqPs2iAWGWfVgmukVwpuXl4empub8dxzz/VwDQaALVu24KKLLkJeXh4uuOCCfmmkiY6OXYtQr7enBem5557Ds88+i9zcXJx00kn4/ve/323FffPNN5FIJFBfX4/TTz8dgUAAEyZMwHXXXYfCQr44VhRFURRFURRF6U8SR2EMbkVFBe6+++4DZvzcG71ScB944AF84xvf2EO5BYCysjJ8/etfx/3333/AFdxEIoFbb70VEydOxLBhw7p//4UvfAFFRUXIy8vDhg0bcPvtt2Pr1q1YtmwZAGDHjh1IJpP47W9/i0WLFiE9PR2/+tWv8O1vfxvPPvssnJKEOIcZEvfjAeW89mx/1cc+8Zzjjccl7oCZOdyVas0Kntgg0MU3LSSuPokOvqNqhdnNPTXMrbMxQY1beya31jXEuQsjq/MIAP5m3p6miLk9JQK3uKTf7O4LAO6ajVSmYBiv2+ty+qhMLMqfzegppcbjEotpVHAdp5PvoNfUcMtgm5+KoFbgRjblxFLj8c5ObpnJzeI7/nbBDBUK8UFr3CQ+BhTk8GdsJa6k4QLuWZHm4TdVVMCfTZMg+VuuS5B0SGAGaGw1ywwdzOfMhhZ+nYED+fML86Eag0aWUpnt66upjBXmb9MeFljZBJbDopCfyiR2bqMykvrodkGypc+NNdcIDkT5+169lfdhr8Cd9+OdPDyjPIPfky3C6x4PyTNb0lf6+dxSWsLvW1DKGRZBRmxJ1mxbXOA5QR6fyylIlujmc13pWJ6g1N/g5zL9UCv3cCaJ/luL74toNIpf/epXeP3117F9+3Z4PB5Mnz4dV199NfLz/7d29Pv9WLJkCV555RVYrVbMmTMHixYtQpoktbaBioqK7v+22WzIy8vDqaeeiquvvrrfdLBeKbh1dXWwG1YedrsddXXc5aav3Hzzzdi0aRMeffTRHr//8pe/3P3fFRUVyM3Nxbe+9S1s27YNAwcORCKRQDQaxeLFizFjxgwAwC9/+UuccMIJePvttzFz5swD3nZFURRFURRFUZTdiGNwYRGVy90boVAIn3zyCb73ve9h+PDhaG9vxy233ILvfe97eOqpp7rlrrnmGjQ2NuLBBx9ENBrF9ddfjxtvvBF33HFH7y78KZYuXYqZM2ciFoth/fr1WLhwIVJSUjBv3rw+nxvopYI7dOhQPProozjrrLN6aPrALuX3T3/6Uw+L6oHgJz/5CV599VX88Y9/REGBeVdt3LhxAIDq6moMHDiwOza3vPx/qfCzsrKQmZmJ2loe4/dpHG43TOEJ0SC32PUHTdt5uyUyNhsvc5EnKLvT3Gi2JqV7JZYOvoszYCiPr5VYiyXEg3wH2OI2xwJZ2niikIQgcQlSeFxXloNbRNdFfFQmI5NfqytmHkriXl4ewNoo2BQTxOk6BCUsSvK4hTE2kpeWaSf1VUMhvsPu9fId//6KIU1J5dcqIdZZAKitNVuKhg/jdTIz0vgW9ZoNggRxAut2QR6/79pGPk5UDDK3OejhVoyN63lsd1EBj4ttCfC4Q69TEH/n4HF8mRnmawnSO6CIh73DYed9ok5QeovFxgNAOMDH8wTMfcsmSDxotfH3beniluBwi+BaktpmLAMkgEynOYa5JchLPrW38zFWsjqfUMytdbEgj/e1h/gz9kXMcc6nTvbRc2xpFFiu0wS5GQT5G0QIcjy4HMQzJcLP0djIB4HMXD4vxKO83xztFtx4QphFGQD4lLNX0tPT8eCDD/b43Q033IDzzz8fNTU1KCoqwpYtW/DGG2/gL3/5C8aMGQMAWLx4MS699FIsWLBgD/1vN1VVVVi0aBFWrVqFkpISLFq0aK9yGRkZ3fpYYWEhTj755H5JRrybXim4CxcuxCWXXIJTTz0Vp5xyCgYN2lVLs6qqCi+99BKSySR+/vOf91sjP00ymcSSJUvw4osv4g9/+ANKSkro36xbtw4Auh/kxIkTAQBbt27tVo79fj9aW1tRVMTdeBVFURRFURRFUfqTpDAGd/cGUWdnJ2yfquvtdDp75ebb2dkJi8WCjIwMAMCHH36IjIyMbuUWAKZPnw6r1YpVq1bh85///B7nSCQSuOKKK5CdnY0nnngCHR0duPXWW+m1t27dipUrV+Lcc8/d73bvi14puJMmTcLjjz+OX//61/j3v/+N0H+zvrrdbsyYMQNXXHFFD//q/uTmm2/G3/72N9xzzz1IS0tDY+OunZz09HS43W5s27YNzz33HGbNmgWfz4cNGzZg6dKlmDx5cneW5MGDB+Pkk0/GLbfcgp/85CfweDz45S9/iSFDhmDq1Kn71R6r1QKrYZPXajdvryQkwRgHkc52vqtdW8WzOfpyzdavVIF11ieIq8kYw80CWyt5Rs1kOd8GSwreVaTO/GwkO+z2dL7LGSsopTL+mI/KbKnm1ptQkO+o7mwxt7k9v5SeIzNT4D0h2I1ud/CYLbtVEHssSMQaILGma9/jWSPHTOFlYwaVcwv4J+/zmMKTThfEQLUJymlkmj0w/vEMj5Vm8csAkOnj1pCiPN4n7Db+vmvq+PddXWcekyQxwxMncuvslq3cGjJoCrdc2y38niTxlIGg2Z7gbxeMjVE+xuZm8ncpqCaGGaeUU5lnHuTjTTRBXqigpBs6+UCSiArqWAksrw7izQYAHXn82bAyQVV1/F1WV/J1wvAybglusHNPGmdaGZUpjvL45NSA2TKYmcmfb9VO7vF0+kSBVb9eUAJIUB6pPYU/452bzN+3Q1DlLykIGm2q8fMTCUjPNuf82GWRlngQHJ6I6+D+9/9nzZqF4Kc8DC+//HJcccUV+3XNcDiM22+/HWeeeSY8nl3ruaamJmRl9Zyv7HY7vF5vt+71Wd566y1UVlbi/vvv77bwXnXVVfjOd76zPUtAmAAAQT1JREFUh+z8+fNhs9kQi8UQiURw0kkn4bLLLtuvdpvolYILAMOGDcPdd9+NRCKBlpZdrpBZWVmwmrS9fuBPf/oTAOCb3/xmj98vXboUc+fOhcPhwIoVK7B8+XJ0dXWhsLAQc+bMwfe///0e8j//+c9x66234rLLLoPVasXkyZNx//33wyH5kj9FNBxB1DAO9YcCaxE802SCT37lx/EySO4UPmB2dfCJwt9odhHb8uEGeo7Cb/FYaKtgk6u4hNfRi6dwGYniGao11yK1Cso5WQdyhacudxSVqWz0UZmtm3jt1Kw8/myYe+f2/MH0HN50XuNWMqG7knyTJjeVu6vZbXxh5W8xX2vsVP4uSwdyV1OXYFgaOoSHhbidfNqsrOTKVVa2WcH93Glckc7n+xDwuPn42RHki+2CDN4nssbzb7Om1TzgZKTy9rZ08PaOG8n7hNPG35PDwhWndCc/j5dsSJYINhkGennIRFeMh64Uevm1atu4knHy+bxUXRdLPiiYm6N1fIyNCzJnuYu5d1lkyGgqU+vkY3F1q894fGcNDwPJK8igMhIa2gUJ1zp4ErmsHP4e0jrNMilJvqGRm8XHkSw7/xYkSaYSgnVLXYwnm3SQkm0Sb2mb4FvorzJBRcMGGY877QkAPBzscEVcJui/vPbaa3tYcD/Ns88+i5tuuqn75/vuuw+TJv2vpF00GsWVV16JZDKJm2++udftBnZV0ikoKOjhvjxhwoS9yi5cuBDTp09HPB7Htm3bsHTpUixYsAB33nlnn9qwm14ruLuxWq1wuVxITU094MotAGzYYFaMCgsL8cc//pGex+Px4NZbbxWZzhVFURRFURRFUQ4k+6vgejyeHgruZ5k9e3Z3LiIAPZTPaDSKefPmoaamBg8//HC39RYAcnJyug2Yu4nFYmhra+sO+ewLubm53SGuQ4YMQSAQwPz58zFv3rzu3/eFXiu4q1evxq9+9Su89957iEajeOCBBzBt2jS0tLRg0aJF+Na3vrXf7r5HImkZ6bBH97371dHc910kiXW2sHwglfFl8+RQNhvfHS8p4zuCLpe5a6WdwC1bwSDfwWxt5TvJG96vpDLfWcDvKaOcu92nEAut1euj5+goGkFlNnbw2PM33+WWdol1Nj+fW0PsdnO/aeriSUBg5zv11jC3xPnat1MZRxrvN+PK+bN553VzSZ3ZJ3LXOV+qIJGSjX8LGU7+vre1+ajM8ZO4pwJLBiTIE4LjCvh7ygzzxGOJVG4Rjdh5H3ZHuNvgOOIpHnDx8l0xQXmkhgh3Sc938UQrqRHuHttq4ZY2ZpmurOGb29M8VVQmJcQtW2EXb29qNh+rO4M+KtMVJcvMFD6nWlMF46ePe4skS/k97fRxC+6WZu46sZq4rKYIyp+5BWVjGvjrRh736Ie/g69bAkX8GbscgrgUgiRMITXa9+sAQDTFR2VaBHPvzp1mL458QfmzaD+F2w2oKKUyLuJpuMuCe+SSTFqQEMTgWoUplD0eTw/FdTe7ldvq6mosX74cmZ8pPzlhwgS0t7djzZo1GD1619iycuVKJBIJjB2794S0ZWVlqKurQ0NDA/LydrnHf/TRR6J27jaS7g577Su9Mrl+8MEH+NrXvobq6mp88YtfROJTClhWVhY6Ozvx5z//uV8aqCiKoiiKoiiKcrSTTMr/9ZZoNIof/vCHWLNmDW6//XbE43E0NjaisbERkf9W8igrK8PMmTNxww03YNWqVXj//fexZMkSnHnmmfvMoDx9+nSUlpbiuuuuw/r16/Hee+/t0+W4vb0djY2NqK+vxzvvvIN77rkHpaWlKCvjhgEJvbLg3nnnnSgrK8Pjjz+Ozs5OPPHEEz2OT506FU8//XS/NPBwx52RCqvBgmu1m/cQ2uqb+6UdGVmC+NAuHo/VXOenMq11vM3jTxxpPB6J8B22+lpuUdny8RYq87kvTqQyDU5+T/Y8vqvkdph3Ort8PFZop5Nbt6t38ljUwaXcUtTcwvtEoIvvzK5fY7YmDSrkiS6SVr7jb9nBY3gc23ifyCoupTITBvA+uvQqs6XNBm6ldCZ5v7InuJXXlhAkh8riHiWdSW65jiTMfSvbarZsA0BuAy8HYN28hspEG/m1XAKTssRTxkpyNKR6+bOz5fFENfmFPE4yEufWYluU9628DN7mpMdsKRgykl8n1c9jIB0N26iM08HjkwcX8XcZK+J5DKpbzc8mmsEt7Y6h3CMn4eaW4LqC8VSmpotbZyXZWYeWmtctazfxecMe46tvp0eQKE2QIM6Tyu+pLsTnII/TPD4mLby9A7L4s0kN8ARcljg/T9TJrbMfrup76KCg2hiKi3kfdp41hcp0Cdap9dvNpv/EEW/Blbko90G/RX19PV5++WUAwNlnn93j2PLly7s9cG+//XYsWbIEF110EaxWK+bMmYPFixfv87xWqxXLli3DokWLcN5552HAgAFYvHgxLrnkkj1kFy5cCACwWCzIycnB5MmTMX/+fNglbhACenWW1atXY/78+XA6nbDsJatpfn4+mpr4okNRFEVRFEVRFEXZlUX5QKvoxcXFNKcRAPh8Ptxxxx37de7Bgwfj0Ucf7fG7z15Lcu2+0isF126393BL/iz19fVITRXE3CmKoiiKoiiKoihIJGQxuBDG4B6r9ErBHTduHP71r3/hW9/61h7Hurq68NRTT2Hy5Ml9bdsRgcNhN7qtBNp4ORLGoNG8bl1GJk9kIalnmpXPEzHkDeCuceGw+VqbV++g5wgGeNKcaJC7xtXu5O+gJczd9AYI0vZ3ZZmTP1U7eaKQD6p5Vo31G/k9OZ3c5dfl4jL1NdxVvK3JnDQjFudJvKKpPirjEriIRfdRn+3T2II8WVVmjLtKZQbM7yHZJaiTKah1ZRGUR0q0m0tzAYA3hY8TFk8/lPcQ1AeN7KyhMl0t/J6Scf5dJhN9ceb6HxbyriKC4sm2et4/7Vt5Yry0Qu7qXDtpLpXJaePX6sowux+mWPlYbQsJvgXB942IwB26mdeEHlDkozKvbDeX3uocx0v31Pv4Wshl5SEIwThP9LO5lstIil2U5pqT8I0exsejUISPax+t5vPYgGl8zEpx8rVNfSc3upT6zPdlTfKxZmgGX9s4iIutlJCDh6aNGMLfw7pK831v3szfU0kJd1HOzubhBY2C0LSajebv2+UCAP5sDlcOhgX3WKBXzvm7A5MvvfRSvP766wB2mZufeOIJzJ07Fy0tLXvUnVUURVEURVEURVH2zsFIMnUs0GsL7u9+9zv8+Mc/xrXXXgsA+NnPfgYAGDhwIH73u99h+PDh/dfKwxir1QKrYVc/K99sjcst5okPBgziFtNAJ98B3raB7ywOHsnLz7Q28t28GEnqkuynL3P48TxRSHsrtxzYrfxT6Ejl7ypsNe8S/+YP3Co4fiJ/NnXb+A7wkOHcavr2y4JEPwKrSoSkdW/r5LvIwSwflXHnc4uJy1APbjfhHfxbiK/6iMpY3WaLidUpsLxG+Lcb6+R9OBHm5+kvmEU0IbCqWgXvyZ3Pk/jYswV1RAQWXIvgXSWJVT8RELynEC9RFe/iHgbByioqk71zGZWxpXNLR3mJ2WJSV34iPYeENWXnU5lhgfeojL2TJ1NLC3OZwjxzHw06uOdPVoLnI2kUeLi8tNpHZVLcgsRODoHHCBEp8nKLfWeYf0/jRvO+9/Embp2dOYbPq+0J3h6WqM/bWkXPYRF4elnaeFLLRBbvE39ezdfZ04bzd+XPM7+HeJxb0d9fyefUSdP5+jLNy70QjnYORpKpY4H9VnCTySQCgQAmTpyIf/3rX1i3bh2qqqqQTCZRUlKC0aNH7zXxlKIoiqIoiqIoirJ31EW5f9hvBTcajWLKlCm46qqr8J3vfAcjRozAiBE8Df7RSkdrB8KGMkH5JWarX0JgyUwKenpqKt+dZG0BgI9e+YjKDBlvjksCADsp5WB38K5XXMZ3MNM8PKZDsuESifP27MQAKmOzmN/nV87hO6EtgrBtyU5oSwu36OUP5M+48qONVKZsgjm2OBLl/Txi58+msZSXGfB5eSkhp8DCKLHG2bLM1sPOEdPpOTzbVvPr1O2kMhBYRJMS66EgPjkZMz8/FqsKAI5cbp1NlI+mMrV5Y6hMfSSXymQ6efxsZ4zEotp4fGhmnMfgZtbwPpHYvI7KRBq4pSji5zFvzg7zoFTQJogp9HJL+8A4L/G12cPLvpW4+XkklrbjB5q/uyj4vOtM8u8pkeReMsX5/WM42F7HFxRNHvN9Zbh5e5s6eG2ZTA9/B94yQSkhK78nb4pg7COeXPZ2QVnHdu4ZAEFOhXgK9w44ZQxvz7Y2/t0xBxdvBp9bJkwtpjJdQf6+09P5mo6tN5z2BIBaep7DFbXg9g/7reA6nU7k5OTAKXDnUhRFURRFURRFUTiJpCiqRpMoE3qVZOrcc8/FX//6V0QEsWOKoiiKoiiKoiiKGU0y1T/0KslURUUFXnrpJXzhC1/AueeeiwEDBsC9l2Qrc+bM6XMDD3faGlsQNni+eHxmN5OWWp6AwuEspTKeDO7WsfE97tI2esZYKpOTz9PBt/nNrnqfrFxPz5GRxV2h29u4S6AkoVVXhH8K2zu5C63HbXbB6QhyV59PNvJ7+vA//PmNnjqUyuQW8pIwaRnj+HnyzMm1PKl8q7E+xsueZDm4K2RXOj+PeyT/XmJOXlYiQVzaJGUc4oOPozKWUu6W6XfxEITUOHfDtQpiIpxRs/u2qXTabqKCkhvNKdzt7Z0a7q4/wMe/qU86eAKz9i7zfT1w5xv0HItunkplhg7i/SbPw5MPpjRsozKx7bykTrzTnKgm7uflnGyC8lNJQThJlZ/ftyVzCJVJE5Q2+rDW3CcKvbxflbl5zIlVEHG3diM3KEhCA0pLuPed3WZuT00rdz+O8rxPSHHx9jb5+VjitPPxPMXBk1XFrOZnk0jlbsMWO382McG325jJ5+9VO3joRW0j71uvPW8OiRg9hZeqDHRyF/BQkHeKaIS/p+x883tw2PjccjgjVV5VvzXTKwV3/vz53f/961//eq8yFosF69ZxhUpRFEVRFEVRFOVYJ5FIIi7RcEnOl2OdXim4y5cv7+92KIqiKIqiKIqiHLOoBbd/ECu4v/zlL3HGGWdg+PDhmDKFZzI9VrDabDB5Ke7cUGX8+4Ih3L1u80ebqcywidyd5fgzJlMZCQIvKJSUmF3sbLaR9Bx2u8A1ycldfltbeBbLQISfpySLn2dHq7mG28P/9w49R6qXu0GVjymlMtUb6qnMgCHcxSmNZNQEgFVvVxmPZ6RzF6dKF3dh7BBkWLSCuyg/9Ax3qZw0lWeYJuWeMbCAT0EuO3chc9sF2Set3F3y+Y18vCkt5O0JRXuVvqEHnUE+kGSn8/sOhvl5VnzC+/CHK7mrbsU4cyb1M77Os2ZvqeVjTWe4lMqMzOb1Its8M6jMmJzXqIzL32AWkNTKzuHu5u1Onlk7EuPve1MTzxzrS+XjTRFxbS9M4SFGrgh3hfY4ecb2okJ+T+GIoA6uYNUXi5uf8Ruv1dFzTJnGx+GdDfxdBrr4GDC0iMvEE7yPtibNzzheMJ6eI5jkoS3NYd73wIdzNDTzsToW432iZJh5XJO4HzvdvGNJXOhT0vhYHY2Q901c7A93EglZkimtyGpGvEr53e9+h02bNnX/3NraihEjRmDFihUHpGH74t1338V3v/tdzJgxAxUVFfj3v//dfSwajeIXv/gFzjrrLIwfPx4zZszAggULUF/fc6G/detWfO9738PUqVMxceJEfPWrX8XKlSsP6n0oiqIoiqIoiqLsRpNM9Q992oaXJO/pb7q6ulBRUYGbbrppj2OhUAiffPIJvve97+Gpp57CsmXLupXZT/Pd734X8XgcDz/8MJ566ikMHz4c3/3ud9HYyOsTKoqiKIqiKIqi9De7ywRJ/in7plcxuIeSWbNmYdasWXs9lp6ejgcffLDH72644Qacf/75qKmpQVFREVpaWlBVVYVbbrkFw4cPBwBcffXVePTRR7Fp0ybk5nKXzU+TkZ2JcHTffgIhkn2ycTt39YlL0hEKkLjztrVyN1zJebzp5r0T6wDuxtPQICjMHueuKIVFPCOp3cpHis4Iz47ocpjPM+208fQcrz7JvSLKx3BX0yEjCqlMRwd/xrXbeDH51jqzq15tndkFCgAGFfEs1ckk98mpbuGum8WlfG+vsYl/dx0d5symnZ28LVWbeWbo4lIfldm2lfu0jRzD3d/XbqEisFjM393zf/wPPce5F59IZVr8/H37/bwPp6Xxqc7u4OMa44MVPGtxcRmfY2IxnqneauEuoMOz+PyyOmPv8+mnsXjN45rDyl1E/WE+5ne08DF2U7XAbV3g1loygIc7MJffISN4hmRbnGc/jib5fWeTdwAAH63l30JBNr/vKHEDHzaS9+EP3uMGg5x8PjcXD+BjaIqdj9WSPtrYZXYdfuojLz2HxCV4dAV3ww2E+NgXjfF7amria7rWRnN2/dKhPFzHk877cCjE2/v6M9ybcuCoMuNxpyDs53BGY3D7h74HUh3mdHZ2wmKxICNj18CVmZmJwYMH45lnnkFXVxdisRj+/Oc/Izs7G6NGjTrErVUURVEURVEU5VgkmUiK/yn7Zr8suDt37sTatWsBAB0dHQCA6urqbuXxsxxqhTEcDuP222/HmWeeCY9n106hxWLBQw89hO9///uYOHEirFYrsrKycP/998Pr5btziqIoiqIoiqIo/Y3U/VhzTJnZLwX317/+9R51b2+++eY95JLJ5CGvgxuNRnHllVcimUz2aOPun7Ozs/HII4/A7XbjiSeewHe/+1385S9/QV5e3n5dJ6soC9HYvg3hXR1mt6xAG3dxSknjrl3RMC+O3VDXQWXWr1xLZT7/ZZ4plGG18U8zEuXuLJ3t3C2zopxn5owluEvLw/dz380vfWWY8Xh+LnfjmX4mz1LucHLni1CI94lNH/AM3aFOnuHTV2B2WQsL2lLXLBmu+fOTULWJZz91uPjw2NVhdv9q2Mnbm5nL3fQqN/L2Vq3aRGXCXdyFUULegEzj8dEzxtJztLRw180PXt/A2zKQj9nNtdwNfPjEUiqzvdJ8nmiYu0o21prdAQEgL4+769c08THgo3V87Cst4e6StQ18LGZkkLAVANixk4/nn7xfRWVaa0jWZwDjTxpPZc48yTz3xqz82cVtXEaCYIqCUzAvtHbwcbYzYL7Yqvd20HOkpfM+vG0zd2MuLODhOJE4Dy9w2vgcFIiYx/wUfkuoquQZ+j9gWYABVAzl676cLEHYWRufx5gl8N2XV9FzTDt1PJWpr+FjX2H5QCrT1uQ3HmehYoc7R6OLckVFBe6++26ccsopB+2aYgV36dKlB7Id/Uo0GsW8efNQU1ODhx9+uNt6CwArV67Eq6++infffbf796NGjcJbb72FZ555BpdeeumharaiKIqiKIqiKMco8XgScYmGa+mbivub3/wGf//731FXVweHw4FRo0bhqquuwrhx47pl/H4/lixZgldeeQVWqxVz5szBokWLkJbG80SYqKio6P5vm82GvLw8nHrqqbj66qvhdPbPpqBYwT333HP75YIHmt3KbXV1NZYvX47MzJ6WhmBwl8XF8pkCUhaLBQnJFqmiKIqiKIqiKEo/k4TQgttHH+XS0lLceOONKCkpQSgUwkMPPYT/9//+H1588UVkZe2qCX3NNdegsbERDz74IKLRKK6//nrceOONuOOOO/p2cewynM6cOROxWAzr16/HwoULkZKSgnnz5vX53MARmEU5EAhg27b/ZarcsWMH1q1bB6/Xi9zcXPzwhz/EJ598gnvvvRfxeLy79I/X64XT6cT48eORkZGB6667Dj/4wQ/gcrnw+OOPY+fOnfjc5z53iO5KURRFURRFUZRjmWQyiYRAw7X2sVTrWWed1ePnhQsX4i9/+Qs2bNiAadOmYcuWLXjjjTfwl7/8BWPGjAEALF68GJdeeikWLFiA/Py9Z9euqqrCokWLsGrVKpSUlGDRokV7lcvIyOiuXFNYWIiTTz4Zn3zySZ/u6dMccQrumjVrcOGFF3b/vNt1+txzz8Xll1+Ol19+GQBw9tln9/i75cuXY+rUqd0JpX71q1/hoosuQjQaxdChQ3H33Xd3lw3aH7y+FEQN8R8sNjY1nZv5LVa+TbPxPR7vXH4cvz9J/Of6VbVUJmVqsfE4KyMEAPn5PODFk85dGbpCfBDw8TBInPfVoVTm7ffNMSaFhfx91+30U5nsfF7uJRHn952SwduTkevj14qZvR82vM9jfYMBHnsjKStRUszLSni8vG91tvHyCjUbq43HC4bw+LGaKn6ddEEHLZtQQWUCbeayZQDgyeR94v1/f2A8PmS8ORYdANqaeU6A4ZOGUJlQkMfWpft4marKdTVUpomUdcvIyaLnaK3n8cBvv8pzM4yeUkplnA4+zv71CR7nPGVWufG4z8tjAdes8VOZrg4eg5uI8/jFomGDqExrI3/GFot5nKgJ81JNeS4eh28H78MDMvk40ZjFx7UXn9tIZXx55oSbCUF5Pm82jyFN8/KxuqWVx7VXCeJ9fWl8reAi5WXSPYJyY3b+zTXV87HP5eLfVCDAn012Dn/G6T7zmD9o2Bh6joQgK9K29byMWrCdf5cMlwsABIu6w5RkYtc/Kvff/+/s7ITN9r/+4nQ699vNNxKJ4M9//jPS09O73Yc//PBDZGRkdCu3ADB9+nRYrVasWrUKn//85/c4TyKRwBVXXIHs7Gw88cQT6OjowK233kqvv3XrVqxcubJfvYWPOAV36tSp2LBh3xOy6dhuxowZgwceeKA/m6UoiqIoiqIoitJrkskkkgLr7G6ZWbNmdYdfAsDll1+OK664QnStV155BfPnz0cwGERubi5+//vfd7snNzU1df/3bux2O7xeb7d37Gd56623UFlZifvvv7/bwnvVVVfhO9/5zh6y8+fPh81mQywWQyQSwUknnYTLLrtM1G4JR5yCqyiKoiiKoiiKcrSRSMiypu8Wee211/aw4H6aZ599FjfddFP3z/fddx8mTZoEYJfR8JlnnkFraysef/xxzJs3D0888QSys7N71fYtW7agoKCgh/vyhAkT9iq7cOFCTJ8+HfF4HNu2bcPSpUuxYMEC3Hnnnb269mdRBVdRFEVRFEVRFOUQs78WXI/H00PB/SyzZ8/ukRn508pnamoqBg0ahEGDBmH8+PGYM2cO/vKXv+Cyyy5DTk4OWlp6htTEYjG0tbV1x872hdzcXAwatCucZMiQIQgEApg/fz7mzZvX/fu+oApuH3GnOGBP7LtjFZT4jH+/5m1euzLQwuuqefP5bktMUFe2pZnXPB06iscdsW9zew2vgdlUz9uy5j+8PtuoE3j8SOoUHjuX5+NxUhPGZhiPb6/hMTNNO3nN06w8HoObkspjv9Iz+Xnam3ntOn+duZ6h1c7jiToF8aESHE5+rbgghqyphtdoTPWZ37dVEI+Vmsrjx7Z8yEMvJEhiEys/5mPSmBPHGY8L0gbA6Rb0vVYed5giiK2z2fh78Hh57HEysfekGruxO/iU6m/gMbg5Rbx+rb+FPxt3Ch8D4jE+L1jI+wx08e+psIjHxL3+Nx6rXzCkiMpI6hG31DZTmWTSXGPZ6+TxgpEk75/1QR+VyXDy+OR3V/qpTCzK5zFWNzoS4vW0bcPM3woAdLbz87QIYjslsaiDS3lMcLbXPE5sqeRrEsl4lF/IvwVvBp/HXANcVKa9k3+bHX7zfRUN8tFzpKbw9paPL6My9dv5+ifcZf4WdtXB5WvMw5VEctc/iZwEj8fTo1yq8ZyJBCKRXc9uwoQJaG9vx5o1azB69GgAu0qtJhIJjB2791r3ZWVlqKurQ0NDA/Lydo2fH330kejaVuuu7y8U4mOdBFVwFUVRFEVRFEVRDjHJRBJJgfaaRO+zKHd1deG3v/0tZs+ejdzcXLS2tuKRRx5BfX09TjvtNAC7lNWZM2fihhtuwM0334xoNIolS5bgzDPP3GcG5enTp6O0tBTXXXcdFixYgM7Ozn26HLe3t6OxsRGJRALV1dW45557UFpairIyvhEiQRVcRVEURVEURVGUQ0wyKayD24cqQTabDZWVlXj66afR2toKn8+HMWPG4JFHHsHQof+rGHL77bdjyZIluOiii2C1WjFnzhwsXrx4n+e1Wq1YtmwZFi1ahPPOOw8DBgzA4sWLcckll+whu3DhQgCAxWJBTk4OJk+ejPnz58Nu7x/VVBVcRVEURVEURVGUQ0w8nkA8weN8LJJaQvvA5XJh2bJlVM7n8+GOO+7Yr3MPHjwYjz76aI/ffbbCjaTiTV9RBbeP2GwWJA0BStu2tBr/PqeIB2pHgjxOxZvjozKhTu7Xvu2TSiozoGQqlanaao7bXP36x/QcE07ee+a1T3PiOcdTmaxMHoeW6uZbYU4bH0zSU80yHkEdvQHlPMYsGODxJamCGNy2Jj+V6WjmMgyJu01RKY8jz8jgMUdtbfx7SfPw82Tl87jspp3mOF1vNo8zPZhEgrzfJAQxmTWV9cbj6Vn8vusqed1Zh4vHszlT+LssGcrzBlhYoCmAUKc57jV7AI+dzRnAx3ynm3+7kvro773Ex9nhk3l99EDAHLcZF9TclsQMVxxnrrcLAPXbeQyzpJZzuIuPE4y86A4q4w6a1wAAUOjk8aG1Nl4TeuxE3s/Xr+FzEIsjjZG654BsjpIk0mlv5bkZigZmUpmwICRzU5V57Csu5v2qvZ3HOFdt5n14+Gg+lvQXrlTzGLq9krd32Eg+rmXn8n4ei/J36W80ry+dR3gM7v7WwVX2jiq4iqIoiqIoiqIoh5hEMomEYPNHInMsowquoiiKoiiKoijKISYJYZkgteEaUQVXURRFURRFURTlEJNMJJGQZFG2qIJrQhVcRVEURVEURVGUQ8zByKJ8LKAKbh9hSabSMlKMfx9o54k3ysbxmlBtTR1UxuHir7tk+GAq43Sai6EDQOngDOPxouIT6DkyPLxweFdQkOwizGWcdn5PdX6e8IblA/vPvzfRc4ycOJDKSGjz86RiDie/J1equQ8DQJrXnFRIkhDH6eTvO9jFE3i898L7VMZi5e87d1Ahb097p/F4Is77Xmo6T5JUMWUklbE7+PMLdPA+0bSdiiDgN483ksR4oc4AlUnP9lIZm43fd02VORkYADRs3UllUjI8xuMttc30HN4cfk/rVqyhMqNOGENlfHk8cVtauiCRFxnzN65toOcIBvhcJ3kHEgqGlFAZb455jgKA/DRzMhtLjK8wHcE2KmOL8ERKqSl7rzv5aQpz+bjWVsL7n8tl/qYCgSg9R2MtX5NsW7+NypSN48m1/vPs21Rm8qnHUZlIyDy/FBXz5HmSZyMZ81taeJIkyX1//svTqcyocbxvMRoa+PcdCvL5O03wbKIRc7Iqhz0BgCd3O1wR18FVC64RVXAVRVEURVEURVEOMZpkqn9QBVdRFEVRFEVRFOUQs6tMkMSCexAacwSjCq6iKIqiKIqiKMohJh5PimqLWzWLshFVcBVFURRFURRFUQ4xGoPbP/CMBEcg9fX1uOaaazB16lSMHTsWZ511FlavXr1X2RtvvBEVFRV46KGHDm4jFUVRFEVRFEVR/ksymRT/U/bNUWfBbWtrw1e/+lVMnToV9913HzIzM1FdXQ2vd8/MgS+++CI+/vhj5OXl9fp6eblOxJP7zjgYi5mzbhYV80yOksyxG99bT2XGzuRZNzvbeZZVieuEJ828d+ISZMyNRgUuGoLsvC2C7H6RQWlUxmEXZMwkX9SkGTwjZEsLfwcSWhvNGX4BIMXjpjLF5TzDojvFYTy+8vl36TmGjS2mMnYH35M77pSJVGbNinWCa/Hhccj4YcbjkmyZLHMnAIRDPDNnh59nJfZm8yygkuy8fpK13Z3K7ztvIB93qz/ZSmWGTjS/AymSHfMUjzmjeHYBH88l2cLzBmRSGQmSPly/k2f5jUTM85gkQ7LVwr/dgaN4xYBomH8LtZt5dl4Jud/MNR6vcQyi5yhz1FOZUFoOlUkPNVGZ4swiKnPv0+9QmS9+a6bxeGMjfweSqg2Dx/CqDb4snsV/+plTqMxbf+f3Pecr5uoODgdfb1Str6MyVkHVhmShj8pIMkO//TJfG07+3HDjca+Xv8ucHP6etlebs5IDPIM3AAwbYf5ebJY4gBp6nsOVhLAObkItuEaOOgX3vvvuQ0FBAZYuXdr9u5KSPUsG1NfXY8mSJXjggQdw2WWXHcwmKoqiKIqiKIqi9EBqnVULrpmjzkX55ZdfxujRo/HDH/4Q06ZNwznnnIPHH3+8h0wikcCPfvQjXHzxxRg6dOghaqmiKIqiKIqiKMoukslkdxyu8Z8quEaOOgV3+/bt+NOf/oTS0lI88MAD+OpXv4qf/vSnePrpp7tl7rvvPtjtdlx44YWHsKWKoiiKoiiKoii7ECm3wkRUxzJHnYtyMpnE6NGjMX/+fADAyJEjsWnTJjz22GM499xzsWbNGixfvhxPPfUULBYtIqUoiqIoiqIoyqEnkUwiIbDOSmSOZY46BTc3NxdlZT0TVQwZMgT/+te/AADvvfcempubcdJJJ3Ufj8fjuO2227B8+XK8/PLL+3W9rIwkEoZaVOkk2cqadTw5hyQ5whnfmEFl2tt5YoisbJ4oICuTJwHoCpo/vFiMf5jhcILK5OWakxsBQHExTyDlS+XPxufm76o1mGo8/uGK7fQcdZVcZtikEVQmb8CeidU+iyRJV1GR+Z4AoNVvfn7jTxpPz2GzcYeSxnqeOKu1nifN+dzZPBHVf/65hspkDDMnxnIJEq1YBRtt9dt4ghlfHn/fnYJEVAPLzYl1AGBAiTmZUn0tf0+Va3gioBFTeT8vLuGJs+x2/owlyZ9S0pzkOv3jFJWTw5O/SdY2Xh9P3BYOx6nMts2NxuNZ+T56jkSMj+eiRGk5/H0PHX08lXn9mZVUJi3YbDyeu/lFeg4Ixli7jyff6crhCa2KUvk4cc2NfK3w7PPm8xQN8tFzBDojVEaSYC/Juw22buCJnQrLB1IZtrZp7+CNKRnKk+clBIk6A51hKiNJwJUzgCcwa2kxr23a2vi4lpfH29Kw0/w9AYAngydKy802v6cj3jVVap1VC66Ro07BnThxIrZu7Zl5s6qqCgMGDAAAnH322Zg+fXqP4xdffDHOPvtszJ0796C1U1EURVEURVEUZTfxeAJxvu+IuEWw+3OYUFFRgbvvvhunnHLKQbvmEb/R8VkuuugifPzxx/jtb3+L6upqPPfcc3j88cfxta99DQCQmZmJYcOG9fjncDiQk5ODIUN4CRdFURRFURRFUZT+5lDE4N54442oqKjAQw891OP3fr8fV199NSZOnIhJkybh+uuvRyDAPW0YFRUV3f9GjhyJz33uc1i6dCkiEe75IeWos+COHTsWy5Ytwy9/+UvcfffdKC4uxvXXX48vfvGLh7ppiqIoiqIoiqIoe+Vglwl68cUX8fHHHyMvb0/3+muuuQaNjY148MEHEY1Gcf311+PGG2/EHXfc0efrLl26FDNnzkQsFsP69euxcOFCpKSkYN68eX0+N3AUKrgAcNJJJ/WIsWXsb9ztp8nPCAKWfccDVDaY4xcnjOGxVsOGzqIytQ08lqWwwBwPDAB5WVQEnUEeU1RbZ96FmTFBUOhc8O22h7iQpL2RGI+/c9v4zlIGKVJ+0mncS6Chcc+6zZ9FEnvc3sF9XHbu4LGSTn4plJaYYxNrHPx9xwQxehMnZlOZbG8mlVmzkX8v5184nsqwPprmFsRahXj/tAji+CaO9VCZFBd/xpLvbkeDuT15Y3z0HHkFPDZ+9bs8Hn3wEHM8MAC4nPz5SeLZygebx9CWNv7wRpXyeP9Egr+ncIx/U8EI/3gddr4MGD7UHL8YIDkXACAthb+DHXX8u8z08rFaEit57sUnUhln8G/G4x0ffETPEWrh8bVpRTxOMm30KCrjzm+gMuEcvg6Ye5Z5IdDg533G6eB9b90mPqf6SXwoAJx1zmAqI6ErZD4+sIh/cyOH8HEkluDfgs3Cc19I8qTabHzObG83v4eh5XxuaWvn641hY3hOgHEjef90O8zXskDg33sYk0wkRLHnScE8waivr8eSJUvwwAMP4LLLLutxbMuWLXjjjTfwl7/8BWPGjAEALF68GJdeeikWLFiA/Pz8vZ6zqqoKixYtwqpVq1BSUoJFixbtVS4jIwO5ubtyfhQWFuLkk0/GJ5980ud72s1RqeAqiqIoiqIoiqIcSSQSSSQE7se7ZTo7O2Gz/W/jz+l0wuk0Gx12/X0CP/rRj3DxxRdj6NChexz/8MMPkZGR0a3cAsD06dNhtVqxatUqfP7zn9/rOa+44gpkZ2fjiSeeQEdHB2699Vbalq1bt2LlypU499xzqawUVXAVRVEURVEURVEOMfvrojxr1iwEg//zdLj88stxxRVX0L+/7777YLfbceGFF+71eFNTE7Kyenpz2O12eL1eNDbuPbP+W2+9hcrKStx///3dFt6rrroK3/nOd/aQnT9/Pmw2G2KxGCKRCE466aQ9rMh9QRVcRVEURVEURVGUQ0wyCVECqd068GuvvbaHBffTPPvss7jpppu6f77vvvvgdruxfPlyPPXUU7BIfN2FbNmyBQUFBT3clydMmLBX2YULF2L69OmIx+PYtm0bli5digULFuDOO+/sl7aogqsoiqIoiqIoinKI2ZUhWSYHAB6Pp4eC+1lmz56NcePGdf+cn5+Pxx57DM3NzT3yFcXjcdx2221Yvnw5Xn75ZeTk5KClpaXHuWKxGNra2rpjZ/tCbm4uBg3aVd97yJAhCAQCmD9/PubNm9f9+76gCm4fyXa1w2LZd+KBwoHmguktUS+9RnuYJy0YVUSyIwDIdfIi26Ekv1aqhacIj5BkLM1hHz1HuqOLylgy+C5XLMmTknRFebKvSJzHNHid5qRNg/L5dcYN4ok36jr4PQ3K589m2kh+T7GEoD1t5vOMGSpIqmHl9xSJ81F/QAZPnDVuRhuVSYtzmZjVfN8tCZ7gY8UWLjN3Nn9+a3k+JkwYsHe3ok/jtvCxZESuuR+3R3gCqbxMnkRlwnA+ybULksgNyeF9wj6U960Uu994PG0gv05nIp3KBGJ8nMh38ncZBj9PKCFI6mING49HEzyhUDTJlxvHD+QJhSTXqvTzb6q2mfcba8T8LXTs4O9gx3s7qYwrfQeVKRRcK2faeH6ejEIq05Vq7hPl3g56Div49zS9iCdcsyZ5wqAu8LXCG5VFvD1DzEm6fBCsoax87KsN8aRi6Q7+LcQS/Juyj+Htae8yywzI5M83IUicFYjyb7e6np9nYJ55bWNB/5XPORQkkgkkkvw5JIRZlD0eDzyenonCzj77bEyfPr3H7y6++GKcffbZmDt3LoBdltf29nasWbMGo0ePBgCsXLkSiUQCY8eO3eu1ysrKUFdXh4aGhu6szB999JGonVbrLl0qFOJrEAmq4CqKoiiKoiiKohxiErEEEjGBgmvpvSKfmZmJzMyeFSccDgdycnIwZMiuah9lZWWYOXMmbrjhBtx8882IRqNYsmQJzjzzzH1mUJ4+fTpKS0tx3XXXYcGCBejs7Nyny3F7ezsaGxuRSCRQXV2Ne+65B6WlpSgrK+v1fX0aVXAVRVEURVEURVEOMbuSTMnkDjS33347lixZgosuughWqxVz5szB4sWL9ylvtVqxbNkyLFq0COeddx4GDBiAxYsX45JLLtlDduHChQAAi8WCnJwcTJ48GfPnz4ddULpOgiq4iqIoiqIoiqIoh5hkIiFy+ZYkotofXn755T1+5/P5cMcdd+zXeQYPHoxHH320x+82bNhg/PlAoApuH/Ek22CFoSOS/pfr5IXtPXYeq5Ydq6MyjiCP6XAHzDHDAJC08TiKUEqm8bjVzeNzMsP8nhIWHrfpCvN4IUlEf8LO41U7SVH1Cq85lg0Akqb+9F+8Th4357LwazmTPNZBEs+S5jDHdX1QlUHPMWYgj+3eUMvjiXI9fFjLDVRRGWuCx35ZEubvN83VyttSXk9lbOQ6ADC0lPfhWFJQGw/8m3LA3LeqgjwG0ipwrwoL3LQmFtZSGQkZiRYu026+liXG49V9bv4tSLCGePxia8ZALhPj7RkUW288HrPxWF+LICbT1cnj3sNunrdiQ5zHOA4u4O8KbeYxIBbm32XXNj7GdgR5jGNKJs+PkXeaj8qk16yjMqMzzLGoGzOnG48DQEiQs2JE5AMqYw/zuHafgz+b8wu2UBlLl7mPxuy8n6cl+ZifTOHjWldC8L7tfO5IyeDfC8gQ4LHwNVQg6aEy/iBPTDS8mH8vWW5zn0gmE0gKln2HK/ubZErZO6rgKoqiKIqiKIqiHGKSyQSSgiRTB8NF+UhGFVxFURRFURRFUZRDjFpw+wdVcBVFURRFURRFUQ4xquD2D6rgKoqiKIqiKIqiHGISENbBPcLr/R5oVMHtIymRDlh5P9wn6TEeUO8M8OLiAR9PJtLl8lGZ1LYaKgNBIpXtGZONx4e2vE3PIUlm5U8vpjKpgUYq42jYRmWiufxadqc5W4Mt2U7PIUkylR3h5/GnFlCZziRPMJMVNyccAYBRQfP7HJ3LEzZZ23iilYnpvE+ggw/6SStPpFSTvfdC5p/GFzE/m9ROngSkyl5BZcrCq6mMJClWVdooKtMW5om8Ct3mZHRlXt5n+otU8CQ0ElxRnuTMFjJnLommZtFzRJw8GYvHv53KWMP8e7F7+BjQL4l+3Pybi9t5Yjxn0w4qY0vn76kihydLjCX5GGCtM9+3p8CcTBEAMkfxpEMhvyD5YIKbdKLV1VTGls77n73EfLzTw5MtZbr4d2nv5O8SFj4ftnvMSQ4BwNfO53grWdvE03jirLQanh021c4TXgVzB1OZpMVKZTIj/L6TVrMqsM41kZ6j2M6/3amCecEpGIcjCfMclUgmwWfewxe14PYPquAqiqIoiqIoiqIcYnYpuIKNeoESfCyjCq6iKIqiKIqiKMohJhGPQ+CQ9V8Z7olyrML9G45iHnnkEcyePRtjxozB+eefj1WrVh3qJimKoiiKoiiKcgySSCTF/5R9c8xacJ9//nksXboUN998M8aNG4eHH34YF198Mf75z38iOztbfB5bImqMwXV1mGMOrCEeb2CJ8WLyKYKC38GscioTSs/j12rmMR0VzW8Yj1tiUXqO+qIJvC1RXs3b3s5jcBHk78HRyp9xOqlLlrT1zyeXsPJY1J3BfCrzwZZUKjNrBG+zL7jJeNzaxuPIEeWx3ZJ4LNj5swkVDaMyle08fnGyg8QdCerUDY6uozJ2Qax+1MljZ+/8A98WvvqbPHZuY1uR8fhQby09R3qMxybGBP381ZoRVOb03HeoTGo7b3PcZX7Gr8dm0nMk+JCFWSk8xj6lnX9T2TWCTVtBHF/IZ45x7HLzWNTsGh5HLhmHrQ4eBykhluDjWtJtft+ZX/wCPUek43Eqk1HKx5rG1VVUxubhY0CsnXdAZzhoPO6w8nHEYeFzPIt5Bfg3BwC2JF8jdQridB0x832n71hDz4F2PxWxWPk353bwOOdX086hMjPjL1IZxMwx4ANTeWy3I8rjyFMEOSksEr9b0iV26X39M04cCpKJhDAG98C35UjmmLXgPvjgg7jgggvwpS99CeXl5bj55pvhdrvx5JNPHuqmKYqiKIqiKIpyjLE7BlfyT9k3x6SCG4lEsHbtWkyfPr37d1arFdOnT8eHH354CFumKIqiKIqiKMqxSDKZEP9T9s0xqeC2trYiHo/v4YqcnZ2NpiZeXkBRFEVRFEVRFKU/UQtu/3DMxuD2leR/Y+tY/4qTmqZJwR6DRRAjxa4D7KoNxmWoCOKCNidIeyyC9iZF7RXUXxQ9Y0Emun54D5IatxIEtw0keZyUzcJlJLuE9L4Fzw6idyB4foJrSfq5RfD8+vr9S9sSF8hIzuO083cp6Vvs2Uj6jGw84jJW9P09AbJ3xWQsgrZIRgBReyX9XLSH3fc+ejDHYcmcKbJsiMa1vtsAEoKY4YQgb0DSyesIx0k9UwCIC/JA0L4lGBv7Y94ApGMfF7L0w/pH8s3J5rG+r6EA2Rwleca0Lf22dhTcU7+MR7v+X7KGPBxxOZOitruc/bOePFqxJI/UHtAHIpEIxo8fj7vuugunnHJK9++vvfZatLe34//+7/9E51i9WpA0Q1EURVEURVGUg8aYMWPgdB45yaYSiQRWr16NmCCx7G7sdjvGjBkDqyBx2bHGMWnBdTqdGDVqFFasWNGt4CYSCaxYsQLf+MY3ROf4dKeySKxKiqIoiqIoiqIcMJLJJBKJBOz2I0vFsVqtGDNmzH5Zni0Wiyq3++DIevv9yLe//W1ce+21GD16NMaOHYuHH34YwWAQc+fOFf291Wo9onaGFEVRFEVRFEU5PFFltf84ZhXcM844Ay0tLbjrrrvQ2NiIESNG4P7770dOTs6hbpqiKIqiKIqiKIrSC47JGFxFURRFURRFURTl6ENt4YqiKIqiKIqiKMpRgSq4iqIoiqIoiqIoylGBKriKoiiKoiiKoijKUYEquIqiKIqiKIqiKMpRgSq4iqIoiqIoiqIoylGBKriKoiiKoiiKoijKUYEquP3EI488gtmzZ2PMmDE4//zzsWrVqkPdJEXpN/anfz/11FOoqKjo8W/MmDEHsbWKcmB599138d3vfhczZsxARUUF/v3vfx/qJilKv7G//fvtt9/eY8yvqKhAY2PjQWqxoihKT1TB7Qeef/55LF26FD/4wQ/w9NNPY/jw4bj44ovR3Nx8qJumKH2mN/3b4/HgP//5T/e/V1555SC2WFEOLF1dXaioqMBNN910qJuiKP1Ob/v3P//5zx7jfnZ29gFqoaIoihn7oW7A0cCDDz6ICy64AF/60pcAADfffDNeffVVPPnkk7j00ksPcesUpW/0pn9bLBbk5uYezGYqykFj1qxZmDVr1qFuhqIcEHrbv7Ozs5GRkXEAWqQoirJ/qAW3j0QiEaxduxbTp0/v/p3VasX06dPx4YcfHsKWKUrf6W3/7urqwkknnYRZs2bhe9/7HjZt2nQwmqsoiqIcIs455xzMmDED3/72t/H+++8f6uYoinIMowpuH2ltbUU8Ht/DFSc7OxtNTU2HqFWK0j/0pn8PHjwYt956K+655x784he/QDKZxFe+8hXU1dUdjCYriqIoB5Hc3FzcfPPNuOuuu3DXXXehoKAAF154IdauXXuom6YoyjGKuigritKvTJgwARMmTOjx8xlnnIHHHnsM8+bNO3QNUxRFUfqdIUOGYMiQId0/T5w4Edu3b8dDDz2EX/ziF4ewZYqiHKuoBbePZGZmwmaz7ZFwp7m5GTk5OYeoVYrSP/RH/3Y4HBgxYgS2bdt2IJqoKIqiHGaMGTNGx3xFUQ4ZquD2EafTiVGjRmHFihXdv0skElixYkUPK5aiHIn0R/+Ox+PYuHGjJp1SFEU5Rli/fr2O+YqiHDLURbkf+Pa3v41rr70Wo0ePxtixY/Hwww8jGAxi7ty5h7ppitJnWP9esGAB8vPzcfXVVwMAli1bhvHjx2PQoEFob2/HAw88gJqaGpx//vmH8jYUpd8IBAI9rFM7duzAunXr4PV6UVRUdAhbpih9h/XvO+64A/X19fj5z38OAHjooYdQXFyMoUOHIhwO44knnsDKlSvx+9///lDdgqIoxziq4PYDZ5xxBlpaWnDXXXehsbERI0aMwP33368uyspRAevftbW1sFr/5wzS3t6OG264AY2NjfB6vRg1ahQee+wxlJeXH6pbUJR+Zc2aNbjwwgu7f166dCkA4Nxzz8XPfvazQ9UsRekXWP9ubGxEbW1t9/FoNIrbbrsN9fX1SElJwbBhw/Dggw/i+OOPP+htVxRFAQBLMplMHupGKIqiKIqiKIqiKEpf0RhcRVEURVEURVEU5ahAFVxFURRFURRFURTlqEAVXEVRFEVRFEVRFOWoQBVcRVEURVEURVEU5ahAFVxFURRFURRFURTlqEAVXEVRFEVRFEVRFOWoQBVcRVEURVEURVEU5ahAFVxFURRFURRFURTlqEAVXEVRFOWI4LrrrsPs2bMPdTP24Pnnn8eUKVMQCATEf7N582aMHDkSGzduPIAtUxRFUZRjD/uhboCiKIpy7FJRUSGSW758+QFuSe+Ix+P4zW9+g2984xtIS0sT/115eTlmzZqFu+66C8uWLTuALVQURVGUYwtLMplMHupGKIqiKMcmf/3rX/f4+c0338TPf/7zHr8/4YQT4PV6kUwm4XQ6D2YTjfz73//G5Zdfjtdeew35+fn79bevvfYaLr30Urz44osYOHDgAWqhoiiKohxbqAVXURRFOWScffbZPX7++OOP8eabb+7x+8OVJ598EhMnTtxv5RYApk+fDq/Xi6effhpXXnnlAWidoiiKohx7aAyuoiiKckTw2RjcHTt2oKKiAg888AAeeeQRnHzyyRg3bhz+3//7f6itrUUymcTdd9+NE088EWPHjsX3vvc9+P3+Pc772muv4Wtf+xrGjx+PCRMm4NJLL8WmTZtoe8LhMN544w1Mnz59j2NvvvkmvvrVr2LSpEmYMGECTj31VPzyl7/sIeNwODBlyhS89NJL+/8wFEVRFEXZK2rBVRRFUY5onnvuOUSjUXzzm9+E3+/H/fffj3nz5uH444/H22+/je985zuorq7GH//4R9x2221YunRp998+88wzuO666zBjxgxcc801CAaD+NOf/oSvfe1rePrpp1FcXLzP665ZswbRaBQjR47s8ftNmzbhsssuQ0VFBX74wx/C6XSiuroaH3zwwR7nGDVqFF566SV0dnbC4/H030NRFEVRlGMUVXAVRVGUI5r6+nq88MILSE9PBwAkEgnce++9CIVCePLJJ2G375rqWltb8dxzz+Hmm2+G0+lEIBDALbfcgvPPPx9LlizpPt+5556L0047Dffee2+P33+WyspKANhDCX7zzTcRjUZx3333ISsry9j2kpISJBIJVFZWYuzYsb26f0VRFEVR/oe6KCuKoihHNKeddlq3cgugW1H84he/2K3c7v59NBpFfX09AOCtt95Ce3s7zjzzTLS0tHT/s1qtGDduHN5++23jdXe7O3u93h6/z8jIAAC89NJLSCQSxnPslm1tbRXcqaIoiqIoDLXgKoqiKEc0hYWFPX7erezu6/dtbW0oKSlBVVUVAOCiiy7a63mlLsOfLUZwxhln4IknnsDixYtxxx13YNq0afj85z+P0047DVar1fi3iqIoiqL0DVVwFUVRlCMam822199/VpnczW6lcvf///znP0dubq74vLvx+XwAdinMBQUF3b93u9145JFH8Pbbb+PVV1/FG2+8geeffx5//vOf8fvf/77Hedvb2wEAmZmZxmspiqIoiiJDFVxFURTlmKSkpAQAkJ2dvddMyIwhQ4YA+F82509jtVoxbdo0TJs2DQsXLsRvf/tb3HnnnXj77bd7XGvHjh2wWq0YPHhwH+5EURRFUZTdaAyuoiiKckwyc+ZMeDwe3HvvvYhGo3scb2lpMf796NGj4XA4sGbNmh6/31spohEjRgAAIpFIj9+vXbsW5eXlPWKIFUVRFEXpPWrBVRRFUY5JPB4PfvzjH2PBggWYO3cuzjjjDGRlZaGmpgavvfYaJk6ciBtvvHGff+9yuTBjxgysWLECV155Zffv7777brz33nuYNWsWBgwYgObmZjz66KMoKCjAcccd1y0XjUbx7rvv4qtf/eoBvU9FURRFOZZQBVdRFEU5ZjnrrLOQl5eH3/3ud3jggQcQiUSQn5+PSZMmYe7cufTvv/SlL+GKK65AbW1td1Kr2bNnY+fOnXjyySfR2tqKzMxMTJkyBVdccUUPS+2KFSvg9/tx7rnnHrD7UxRFUZRjDUtSUzgqiqIoSq+Ix+M444wzcPrpp2PevHn79bff//73YbFYcPfddx+YximKoijKMYjG4CqKoihKL7HZbLjyyivx6KOPIhAIiP9uy5YtePXVV3u4NiuKoiiK0nfUgqsoiqIoiqIoiqIcFagFV1EURVEURVEURTkqUAVXURRFURRFURRFOSpQBVdRFEVRFEVRFEU5KlAFV1EURVEURVEURTkqUAVXURRFURRFURRFOSpQBVdRFEVRFEVRFEU5KlAFV1EURVEURVEURTkqUAVXURRFURRFURRFOSpQBVdRFEVRFEVRFEU5KlAFV1EURVEURVEURTkq+P+cAhl/9vUU0QAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{},"execution_count":23}]},{"cell_type":"code","source":["emotion='sad'\n","path = np.array(emotion_dataset_path.Path[emotion_dataset_path.Emotions==emotion])[1]\n","#print(path)\n","data, sampling_rate = librosa.load(path)\n","print(data)\n","print(data.shape)\n","print(sampling_rate)\n","create_waveplot(data, sampling_rate, emotion)\n","create_spectrogram(data, sampling_rate, emotion)\n","Audio(path)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"8vb1uddsCrr4","executionInfo":{"status":"ok","timestamp":1713777494601,"user_tz":-540,"elapsed":3459,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"165fbf0f-806b-4a74-edf5-60332c11e663"},"execution_count":24,"outputs":[{"output_type":"stream","name":"stdout","text":["[ 1.3311329e-05 -2.2022277e-08 -6.2588242e-08 ... -7.5179763e-05\n"," -6.6902408e-05 -6.2592058e-05]\n","(103003,)\n","22050\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["In Function:\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{},"execution_count":24}]},{"cell_type":"code","source":["emotion='happy'\n","path = np.array(emotion_dataset_path.Path[emotion_dataset_path.Emotions==emotion])[1]\n","#print(path)\n","data, sampling_rate = librosa.load(path)\n","print(data)\n","print(data.shape)\n","print(sampling_rate)\n","create_waveplot(data, sampling_rate, emotion)\n","create_spectrogram(data, sampling_rate, emotion)\n","Audio(path)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"eb5qUyS_Cru0","executionInfo":{"status":"ok","timestamp":1713777497384,"user_tz":-540,"elapsed":2796,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"c846336a-4c0f-4368-a237-26d564e10dd3"},"execution_count":25,"outputs":[{"output_type":"stream","name":"stdout","text":["[ 1.6923037e-12 5.2065215e-13 -1.0864811e-12 ... 3.1502303e-05\n"," 1.8884120e-05 6.7834981e-06]\n","(97117,)\n","22050\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"stream","name":"stdout","text":["In Function:\n"]},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}},{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{},"execution_count":25}]},{"cell_type":"markdown","source":["Data augmentation involves generating new synthetic samples by introducing minor variations to the original training dataset. For audio data, this can include techniques like injecting noise, shifting time, altering pitch and speed, with the goal of making the model more robust to such variations and improving its generalization capability. It's crucial that these modifications do not change the original label of the training sample. In the context of image data, augmentation might involve operations such as shifting, zooming, or rotating the images. Initially, we should identify which augmentation methods are most effective for our specific dataset."],"metadata":{"id":"0PzDXD8TC5pH"}},{"cell_type":"code","source":["def noise(data):\n"," noise_amp = 0.035*np.random.uniform()*np.amax(data)\n"," data = data + noise_amp*np.random.normal(size=data.shape[0])\n"," return data\n","\n","def stretch(data, rate=0.8):\n"," return librosa.effects.time_stretch(data, rate = rate)\n","\n","def shift(data):\n"," shift_range = int(np.random.uniform(low=-5, high = 5)*1000)\n"," x = np.roll(data, shift_range)\n"," return x\n","\n","def pitch(data, sampling_rate, pitch_factor=0.7):\n"," x = librosa.effects.pitch_shift(data, sr = sampling_rate, n_steps = pitch_factor)\n"," return x\n","\n","path = np.array(emotion_dataset_path.Path)[1]\n","print(path)\n","data, sample_rate = librosa.load(path)\n","print(data)\n","print(type(data))\n","print(data.shape)\n","print(sampling_rate)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mozV-rJUC3Zw","executionInfo":{"status":"ok","timestamp":1713777497706,"user_tz":-540,"elapsed":336,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"e4f7c7d3-4f60-4180-b88a-bf473469b2c3"},"execution_count":26,"outputs":[{"output_type":"stream","name":"stdout","text":["/content/drive/MyDrive/Colab Notebooks/Emotion/RAVDESS/audio_speech_actors_01-24/Actor_13/03-02-02-02-01-01-13.wav\n","[2.1528254e-05 9.2966347e-06 2.2119504e-05 ... 8.4615429e-05 8.4011459e-05\n"," 5.4930213e-05]\n","\n","(116246,)\n","22050\n"]}]},{"cell_type":"code","source":["rng = default_rng()\n","vals = rng.uniform()\n","more_vals = rng.uniform()\n","print(\"*\"*50)\n","print(\"Vals: {}\".format(vals))\n","print(\"More_Vals: {}\".format(more_vals))\n","print(\"*\"*50)\n","# instead of this (legacy version)\n","from numpy import random\n","vals = random.uniform()\n","more_vals = random.uniform()\n","print(\"*\"*50)\n","print(\"Vals: {}\".format(vals))\n","print(\"More_Vals: {}\".format(more_vals))\n","print(\"*\"*50)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2fz61-nWC3cw","executionInfo":{"status":"ok","timestamp":1713777497708,"user_tz":-540,"elapsed":15,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"6e5865db-452e-4872-c478-1d1b14db61f3"},"execution_count":27,"outputs":[{"output_type":"stream","name":"stdout","text":["**************************************************\n","Vals: 0.2562134473754776\n","More_Vals: 0.24829431828840376\n","**************************************************\n","**************************************************\n","Vals: 0.2968667717657206\n","More_Vals: 0.18802846281463892\n","**************************************************\n"]}]},{"cell_type":"code","source":["plt.figure(figsize=(14,4))\n","librosa.display.waveshow(y=data, sr=sample_rate)\n","Audio(path)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":446},"id":"nQ09mGDEC3h8","executionInfo":{"status":"ok","timestamp":1713777499597,"user_tz":-540,"elapsed":1900,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"34394732-6cfc-4dc9-af81-e97c03a6251e"},"execution_count":28,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{},"execution_count":28},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAABIUAAAFzCAYAAACgv7kOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAB+lElEQVR4nO3dd3hT1f8H8HeS7k1bKNtCoawWWmSWskGWOBgqfpEhKCqIKIqIDAEBB/hDEEWmskQUQYUCimwom9KWTdm0lC7oXkl+f5SGhqZN0ubm5ibv1/P4SG/OOfdze5I095MzZGq1Wg0iIiIiIiIiIrIpcrEDICIiIiIiIiIi82NSiIiIiIiIiIjIBjEpRERERERERERkg5gUIiIiIiIiIiKyQUwKERERERERERHZICaFiIiIiIiIiIhsEJNCREREREREREQ2iEkhIiIiIiIiIiIbZCd2AGJQqVQoLCyEXC6HTCYTOxwiIiIiIiIiIpNQq9VQqVSws7ODXF7+WCCbTAoVFhYiJiZG7DCIiIiIiIiIiAQRHBwMBweHcsvYZFKoOFMWHBwMhUIhcjQVo1QqERMTI+lrsHXsQ2lj/0kb+0/62IfSxv6TNvaftLH/pI99KG3m6L/ic+gbJQTYaFKoeMqYQqGQ/IvIGq7B1rEPpY39J23sP+ljH0ob+0/a2H/Sxv6TPvahtJmj/wxZLocLTRMRERERERER2SAmhYiIiIiIiIiIbJBZkkLr169Ht27dEBwcjMGDByM6Orrc8jt27EDv3r0RHByM/v37Y//+/aXKxMXF4a233sLTTz+NkJAQDBw4EPHx8UJdAhERERERERGRVRE8KRQREYF58+Zh7Nix2LJlCxo3boxRo0YhJSVFZ/nTp09j4sSJGDRoELZu3Yru3btj7NixuHz5sqbMrVu38Oqrr6J+/fpYu3Yt/vrrL7zzzjtwdHQU+nKIiIiIiIiIiKyC4Emh1atX46WXXsLAgQPRoEEDzJw5E05OTti8ebPO8mvWrEHHjh0xevRoBAQEYMKECWjatCnWrVunKfN///d/6NSpEyZNmoSmTZuibt266N69O3x8fIS+HCIiIiIiIiIiqyDo7mP5+fk4d+4cxowZozkml8sRFhaGM2fO6KwTFRWFESNGaB0LDw/H7t27AQAqlQr79u3D6NGjMWrUKJw/fx61a9fGmDFj0KNHD6PiUyqVxl2QBSmOXcrXYOvYh9LG/pM29p/0sQ+ljf0nbew/aWP/SR/7UNrM0X/GtC1oUigtLQ1KpbLUCB4fHx9cu3ZNZ53k5GT4+vqWKp+cnAwASElJQXZ2NpYvX44JEybgww8/xMGDBzFu3DisWbMGbdq0MTi+mJgYI6/I8ljDNdg69qG0sf+kjf0nfexDaWP/SRv7T9rYf9LHPpQ2S+k/QZNCQlCpVACA7t27a0YUNWnSBKdPn8bGjRuNSgoFBwdDoVAIEabglEolYmJiJH0Nto59KG3sP2lj/0kf+1Da2H/Sxv6TNvaf9LEPpc0c/Vd8DkMImhSqUqUKFApFqUWlU1JSSo0GKubr66sZFaSrfJUqVWBnZ4eAgACtMgEBATh16pRR8SkUCsm/iKzhGmwd+1Da2H/Sxv6TPvahtLH/pI39J23sP+ljH0qbpfSfoAtNOzg4oFmzZoiMjNQcU6lUiIyMRGhoqM46ISEhOHr0qNaxI0eOICQkRNNmcHAwrl+/rlXmxo0bqFWrlmkvgIiIiIiIiIjISgm++9jIkSOxadMmbNmyBXFxcfjss8+Qk5ODAQMGAAAmTZqEBQsWaMoPGzYMBw8exKpVqxAXF4fFixcjNjYWQ4cO1ZQZNWoUduzYgU2bNuHmzZtYt24d9u7diyFDhgh9OUREZIX2XEzE9eQsscMgIiIiIjIrwdcU6tu3L1JTU7Fo0SIkJSWhSZMmWLFihWY6WEJCAuTyx7mpli1bYv78+Vi4cCG++eYb+Pv7Y8mSJQgMDNSU6dmzJz777DMsW7YMn3/+OerVq4dFixahVatWQl8OERFZodd/OonG1d2xc0InsUMhIiIiIjIbsyw0PXToUK2RPiWtXbu21LE+ffqgT58+5bY5aNAgDBo0yCTxERERXbyXIXYIRERERERmJfj0MSIiIiIiIiIisjxMChERERERERER2SAmhYiIiB7ZHp0gdghERERERGbDpBAREdEjn/19TuwQiIiIiIjMhkkhIiKiRwqUKrFDgFqtRlJGHu49zBU7FCIiIiKycmbZfYyIiIgM88fpu5j421kAwI0v+okcDRERERFZM44UIiIisiAnbqSKHQIRERER2QgmhYiIiB55kF2A1Kx8scMgIiIiIjILJoWIiIhK+HF/nNghEBERERGZBZNCRERk0175MVLr5/MJ6Xjuu0MY/8sZ5BeKv/A0EREREZFQmBQiIiKbdvS69ho+B68kI/rOQ/x1Nh6x8Q9FioqIiIiISHhMChEREZVBrRY7AiIiIiIi4TApREREVAZOHyMiIiIia8akEBERURmGLD+KrLxCscMgIiIiIhIEk0JERETlyM5Xih0CEREREZEgmBQiIiKyEGq1GhtP3BY7DCIiIiKyEUwKERERWYg7aTlih0BERERENoRJISIiIgvB3c6IiIiIyJyYFCIiIirHi98fhkplnmxNem6B1s+5BVzPiIiIiIiEw6QQERFROe6k5eCf84mVamP/5SRcT87SWy5fqdL6ubLnJSIiIiIqD5NCREREery17lSl6g9fdRxd5+/D/fRco+pxpBARERERCYlJISIiIgPM+POczuMpmXn4cudF/Hrilt42fjxwzdRhERERERFVGJNCREREBvg58obO47O2nccP++Lw8eYYvW2k5xToLUNEREREZC5MChEREVXChYR0sUMgIiIiIqoQJoWIiIgEkF+o0lvmdmo2pm2NRYFSf1kiIiIiIlNjUoiIiMjEjlxNRuDUHbh6P7PccssPXsPaozdxM0X/zmRERERERKbGpBAREZGJnbn9AABwQ8829Dn53F2MiIiIiMTDpBAREZGFmLY1VuwQiIiIiMiGMClEREQ2a2tUvNghaDkXz0WriYiIiMh8mBQiIiKbNfG3aJO3mZaVj693XTK63vpjN00eCxERERFReZgUIiIinVIy86BWq8UOQ3IOXk2uUL1Pt3DqGBERERGZF5NCRERUSl6hEk9/vhs/7I8TOxQiIiIiIhIIk0JERKTlTlo23lxzCgCw7WyCyNFYlug7D4wqH/8wp9zHj8SlVCIaIiIiIqLKYVKIiIi0rI28if2XkwAA5xO48HFJz313WOvn++m5uJyYWWb56X+eQ16h7m3n7z7Iwd0H5SeNiIiIiIiExKQQERFpyVeqtH8uVJVRkv5v92W9ZZQq3esy5RU8ThaVUYSIiIiISFBMChERUblm/MUFkMuSlJFnVPnfTt3ROXIo2ch2iIiIiIhMgUkhIiLS8uSGY78cv414K5zmtD4mo0L1cgt0Twcz1JGrpdcRkstllWqTiIiIiKgizJIUWr9+Pbp164bg4GAMHjwY0dHR5ZbfsWMHevfujeDgYPTv3x/79+8vs+z06dPRqFEj/PTTTyaOmojI9mw5cwc/HblR6vion0+WuTaOVP1xMatC9Ub9fKJS531yeh4RERERkVgETwpFRERg3rx5GDt2LLZs2YLGjRtj1KhRSEnRvePK6dOnMXHiRAwaNAhbt25F9+7dMXbsWFy+XHrdhn///Rdnz55FtWrVhL4MIiKbsDbyps7jFxLSMS/iopmjsUyHdYz0Kel6knay6Xx8xRfrPnI1ucJ1iYiIiIj0ETwptHr1arz00ksYOHAgGjRogJkzZ8LJyQmbN2/WWX7NmjXo2LEjRo8ejYCAAEyYMAFNmzbFunXrtMolJiZi9uzZmD9/Puzt7YW+DCIiq/LX2Xh8888ljP75BL7eaViyR9cIItKWnV9YavHpQUsj9dYrazHvrVHxJomLiIiIiEgXOyEbz8/Px7lz5zBmzBjNMblcjrCwMJw5c0ZnnaioKIwYMULrWHh4OHbv3q35WaVS4aOPPsKoUaPQsGHDCsenVEp3KkRx7FK+BlvHPpQ2qfbf/stJ8HVzxPhfHr8H775wHy1qe2L/lSTo2wRLatdblspeR3F99RMLMOXlF+qtq1KpoFQqoVI9TgQlZ+TqPRdpk+prkIqw/6SN/Sdt7D/pYx9Kmzn6z5i2BU0KpaWlQalUwsfHR+u4j48Prl27prNOcnIyfH19S5VPTn48hH758uWws7PDsGHDKhVfTExMpepbAmu4BlvHPpQ2qfXf67/d03n8vY1nkFOof1/002fOQC7joshRUVEAgIcPtaeG/XnwtN66169fR1R+AuIzHieQ7t6+pfdcpJvUXoOkjf0nbew/aWP/SR/7UNospf8ETQoJITY2FmvWrMEff/wBWSVvTIKDg6FQKEwUmXkplUrExMRI+hpsHftQ2iTbf7/t1HnYkIQQAGy95YBZzzczZUSiUCqVQBkJMkOEhIQAADxjTgEJSZrjn+1P01u3Xr16CGnqB8/kLGDnQQCAv78/cDSq3HORNsm+BgkA+0/q2H/Sxv6TPvahtJmj/4rPYQhBk0JVqlSBQqEotah0SkpKqdFAxXx9fbVGBT1Z/uTJk0hJSUHXrl01jyuVSnz55ZdYs2YN9uzZY3B8CoVC8i8ia7gGW8c+lDZb67/1x29jzoDmYochuuI+r8iXE3K5HAqFAnK5XOuYvnORbrb2GrQ27D9pY/9JG/tP+tiH0mYp/SdoUsjBwQHNmjVDZGQkevToAaBoLYXIyEgMHTpUZ52QkBAcPXpUa12hI0eOaL4pff755xEWFqZVZ9SoUXj++ecxYMAAQa6DiIiIiIiIiMjaCD59bOTIkfj4448RFBSE5s2b4+eff0ZOTo4mgTNp0iT4+flh4sSJAIBhw4bhtddew6pVq9C5c2dEREQgNjYWs2bNAlA0+qhKlSpa57C3t4evry/q168v9OUQEZEVUKkMmy4npOTMfLFDICumUqlRqFLDwU7wjWaJiIhIwgRPCvXt2xepqalYtGgRkpKS0KRJE6xYsUIzHSwhIUFr2HzLli0xf/58LFy4EN988w38/f2xZMkSBAYGCh0qEZFVW3/sptghWIzJW2IrVf/q/Qw0qOZeqTZe+lH/VvVkOfIKlXhxyRFMe7Yp2gf46K8gom/+uYRFe66iqrsjTnzaQ+xwiIiIyIKZZaHpoUOHljldbO3ataWO9enTB3369DG4fWPWESIislWfVjIRYk02n75bqfojfzqBg5O6VajubyfvoFez6lrHbqRkVSoeEl5GbiHOJ6Rj5aHrFp8UWrTnKgAgKSPPpO2q1epKb/JBREREloVjiomIiIx0OzWnwnV3X0hEdn6h1rGvd12qbEhkNuJPPRTDbydvI/izf1CoVIkdChEREZkQk0JERGSUGX9yxFFlqW0zr0AScj05C2PXn0ZOvhL7Lydh2YFryMwrxMOcArFDIyIiIhNiUoiIiIzycyTXJgKAPRcTxQ6BSK/76bkVqrf68HVsj0nA8oPXMHzVcVy5nwkA+GLHRTz33SHcTs02ZZhEREQkEiaFiIiIKmD+rstih0CkV5u5/1VoyleBsmg42zf/aj/Pfzt1B9F3HuLglWSTxEdERETiMstC00RERJZivonW73mYU4DzCekmaYvIVOKSMksdU6rV/MBHREREOnGkEBER2ZTv9l41STt3H1R8sWkiobz841GxQyAiIiIJYVKIiIiIyEokZ5p2G3oiIiKybkwKERGR0dTcPovIomyPTkDCQ9OMXsvILcCJG6kmaYuIiIgsG5NCRERktA5f7BE7BJuhVDEBR+XLyVdi7IbTaD9P9+tyxKoTyMlXGtze3IiLuHq/9NpEREREZH2YFCIisgGvLIs0aXvxDyu2zTUZ70F2vtghkAXLzi/EW+tOlVsm8loKbqZmGdxm9J0HlYzK8t1Jy0ZBBXZlIyIisjZMChER2YCj1zgVBACOXUsROwQik7p4LwP7LyfpLZeRW2jS807ZEoNL9zJM2qa5qFRqhH+5Fw0/3YEf9sVxNB4REdk0JoWIiMhmfLw5WuwQiEQxeGkk/Cdvx+lbaSZr89DVZJO1ZU4lU0Bf7ryIYauOiRYLERGR2JgUIiIim/Ewp0DsEEhikjPzcC3p8fo6uy/cx87YBBEjeuzivXQM+P6IUXUGfH/EZAtSS9WTC+UfvsoRhEREZLuYFCIiIpugVqvxgEkhMtKon0+i24L9WH7wmubY7G0XRIzosWMVnBa67axlJLXM7XpyFp777hAafLpD7FCIiIgsBpNCRERkE77fFwc1lw4hI529/QAA8OP+x0mhfAtYoDgtKx8XEtIrVNdWR8xtPnUH0Xce6nzsfjoXzyciItvEpBAREdmEpfvixA6BrEShyEmh/y4kInT2v9h44naF6n+396qJI5IGNcrOCnf+ep/5AiEiIrIgTAoREZFN8HC2FzsEjax80+4EJZQTN1KxxEYTCOVRqYG8QqVo599z8b5o57YEv5+6g1+O38KFhHTkF5omQZdToOQW9UREZJOYFCIiIjKzft8eEjsEg4xdfxpf77qEjFzt6UaXEzMQfeeBOEFZgIc5Bfjsr/OinPvkjVSsP3ar0u1IcbHpAqUKt1Oz8eFvZ/HJHzHo8+1BBH+2C5tOGjZiSt/O8w0/3WGyJBMREZFUMClERERkZkmZeWKHYJD7GUVxvrjkCOKSMjXTpgb+cATPfXdY78iKb/69jBeWHBY8TjFsi44X5bz/t/uySdpZ9J/uEWBHribjXLxhaxXlFphvtNSayBto+OkOjFh9XOt4XqEKk36Pxt9n49Hl673ILVBCqSP7k5OvxPWkLL3n4WghIiKyNUwKERFRhfhP3i762iq2IOau7oVxzelqUia6L9iPBp/uwKL/riAjt2j62/hfzugsr3p0U77ovyuIerRQM1VeboHSZNunp5ex2PT4jbr7VJevd13CH6fvmCSe8mTkFuCLHRcBAHFlJHbe/eUMbqRkY+n+OARMicCfUXdx+Goy/ruQiNO30jDxtyjsPHdP77km/Bpl1mQXERGR2OzEDoCIiIR15laaYG1nFyjhoeD3C0Ia/fNJXJ3bV+wwNL759/FIlR2x9xAZl4L2AT6aY7vPJ2L0mpP4e1y4GOFZtW//u2KytuLLmD6WnJlvVDv7LydhQMvapgipTB/9Fo3sfMMSNQt3F/2Opm6N1SQvjfHv+URcvJeBkDpeRtclIiKSIn6SJyKyci9+f0TsEKgSCvUthCKyz/46p/n3tK2xGL3mJADgpyM3NMdnbxNn/R1rE3XrgcnaOmPCtoRmyAifJ1UkIURERGSLmBQiIiKiCssueHzzvfboTc2/N5eYVrTy0HVcvJeOgCkR+GBTFNRqy050WZrLiRmYG3EBkddMM3VMSg5dSRY7BCIiIqvGpBARkR7bouOxMzZB7DCokpiIMM5/FxKNKp+jZ3rPmsibUKrU+OP0XXSZv68SkdmWtKx8PPN/B7DswDWxQxHF0JXHzH7OF5YcxnkDF9smIiKSOiaFiIh0OHotBcNXHceJG6kYt+EM3lp3WuyQqJLiH+aKHYLFi77zAJ9vO4/Yuw8xYWOUQXXupuVArVaX2hXqSRtKbKN+MyUbyyWQ5DB0q/PKKi9hOernE2aJgbSduJEqdghERERmwaQQEdET4pIy8cqyo9h/OQlf77ykOd7n2wPcSUnCfN0cxA7B4r228jhWHLqOZxcfQkaeYWuyqNTA5tN3cey6cTfRcyIuVCREs5r0e7RgbSdn5uGNNSdxLSkTQTN2Yfd53SOzTgu49s/9dO1E6YNs4xaZJiIiIuljUoiI6AnZeY+nwRwv8W3xhYQMvLDksBghkQk42SvEDqHCzDX17WEZ25TrE33ngWkDsXKFShX2X0rCv+cT0W3BfmTlK/Hn2Xizx/Hp1litn8cbODqMiIiIrAeTQkRERloTeUPsECzGlcRMsUOwCb+eMM80popaE3lTfyEdTkp4ik5GbiHyC1XIyVeiUKnSHD8fn467D3Rv9w4AO2PvocGnO5CapT0q5++z8biTlq35efwvp+E/ebvpAy/h4j3tdXMOXE4S9HxScvRaCnILyl8ny9Jl53MHNiIi0o9JISIiI03/8xyCZ/6LM/fyoLTw7cKFNvAHbndvDidupIkdgiAGLY0UO4RKmf5nLHp/ewDjNpzBgn8u4dTNNPRddBDDVxWtr3QnLRunb2n33d6L9wEAKVmlp2ot3H0FADDr73P466zwi9snPLDsdbZUIr6/7oi9h693XdJf0AJl5hXis7/Ooen0XWj1+b+4et+w5P3BK0lIysjjovxERDaGSSEiogrIzlfi84NpCJy2y+hdmswp9u5DsUMgslobT9zGzZRs7Dx3D4v3XMXETVEAgKv3M7H+2E2M+ukkBnyvO3H644G4Usf+u5CI/604ilWHbwgY9WOFFp7UHvCDuNN1jxu5TpalWHXoOn46cgMAkJyZj9d/OqF3vSilSo3XVh5H6zm7MXub5a/3RUREpsOkEBFRJf2rY4HYNB2jAMwtI7cAzy4+JHYYRDbjRsrj6V+fbonFpcSMMsvqGoyRll2Aw1dThAhNkqJuM6ldEfeeWED8Vmo25mzXnehJyczD6J9PYObf5zTHVh2+Lmh8RERkWZgUIiIysX2X7iN09r/YFh2PLl/vRVxSpijTIAqV5jlnloG7VBHZuh0xCfjVTNvcU+WlZOYhv1Clv6CFKdAR84Un1o8qeLQO1oErSdh94b7WumBO9nJOISMisiFMChERPaFAVbmbgIv3ikYHbD51BzdSstF9wX4MX33cFKFZpDwJ3jRJjbKSz0lD/HH6juDn0MUWtkEvXmNo0Z6rIkdSWsLDshfFNsSfUfG4kZxlomgsS/zDXEzdGiN2GEbxn7wdv50q/VqOvZuO+xm5uHo/Ay//GIl2c//DjeQsvP/r2VJlcwtUGP3zSXOES0REFoBJISKiEqJuPyhzDZCyxNx9qPfb5INXkisTFlVSdn4h7qRV7ubX2kXE3BPlvB9vjhblvOa0/9GuXpY4+qL9vD0AgGPXKj5tbdF/V0wVjsXZdFKcZKkQ2sz5Dz2+OYBj11ORkpWPYavK/rLiv0cLohMRkfVjUoiI6JH76bkY9dMJo+udi0/XWoMhJTPPlGGRCUz63foTD5UlVsJi1znLXajdVny/7ypeXna0wvWzuPW5JN1KzdZfiIiIrB6TQkREjyw7cE3nNtGGuJiQXuqYh7O91s/WOsVCCrZFC7+9t5Sdi38o2siAWl7OopzX3Hp8s1/sEMr01c7Kbb2+61wiLpezqDYJr0CpQpev94odBhERSRCTQkREj2TkmubbbplMBgCo4uKgdbzL/H3INNOizEqVWms3GSG9tvKYRU6LsSZbo+KRkVsgWPsxd8Tb5clOIRPt3OZ09X6mZr0xazTZBqYBWrLcAqXW7neWTqVSY+uZu8gtUIodChGRzTNLUmj9+vXo1q0bgoODMXjwYERHl//BYceOHejduzeCg4PRv39/7N//+Nu1goICfP311+jfvz9CQkIQHh6OSZMmITGRw8+JqOJyC5S4lpxZ6XYycgvwz7mitVnOxZe+0f582/lKn8MQKZl52BoVb5ZznYtPhwibq9kcblVOlizhYa7+QiQp3+4Wbq2okzfTMOHXKCw/cI1fKhARiUzwpFBERATmzZuHsWPHYsuWLWjcuDFGjRqFlBTdH25Pnz6NiRMnYtCgQdi6dSu6d++OsWPH4vLlywCA3NxcnD9/Hm+//Tb++OMPfPfdd7h+/TrefvttoS+FiKzM8gNxWHe0aBver3ddwokbaZVu8/t9cZpva3W1d+JGaqXPQbZKuBun4oWQxXAzJRvHr/N1QY+pVGq8XoH13YQybWus2CHodU+ApNz/7b5s8jYB4H5GrmZx8gX/XsbPR24Ich4iIjKM4Emh1atX46WXXsLAgQPRoEEDzJw5E05OTti8ebPO8mvWrEHHjh0xevRoBAQEYMKECWjatCnWrVsHAHB3d8fq1avRt29f1K9fHyEhIZg2bRrOnTuH+HjzfCtORNZhTsRFTH30Yf/w1crtDpadr8TkzdH4XcdWwESWbkesODuPFfvpyHX9hchmFKhU2GNBu1+tffTlgaXKyitEz/87IPh50nMLcPRaClIfrb2Xr1QbNf3rzK00tJmzGy8uOYJDJf7mHuDunEREorITsvH8/HycO3cOY8aM0RyTy+UICwvDmTNndNaJiorCiBEjtI6Fh4dj9+7dZZ4nMzMTMpkMHh4eRsWnVEp3HnNx7FK+BlvHPrQcSqWy0sPX/zlv2BTWuKQs7D6XgK6Nq1XqfPqY+3mlVCoBtW2sDSMWlUplte8XETH3kJ2bD0d7hcF1+B5qWRIe5iI9Ow+ujoZ9tCyv/5RKlUljMwVLfJ5l5BZgwT9XsPbYLcHOUXzdf52Nx/ubHi//8NWAZvj4j0Q0iTyKzW+1R1p2Pvw8nMps50JCOl78/ojOx67ez0BGTh5cHAS9LaES+P4pfexDaTNH/xnTtqDvvmlpaVAqlfDx8dE67uPjg2vXrumsk5ycDF9f31Llk5N1f4uQl5eH+fPno1+/fnBzczMqvpiYGKPKWyJruAZbxz4U38xfDyMn13zrYUzfchaL+1QV9BxpOeb9kBB1NgoKGZNCQrp+/QaiCsQd0SOkn/45gba1yr6pLItQ76EZeZaXmLB0o1YcxOQOVYyqo6v/CpSWt8ZMVFSU2CGUsv1KFtZGCbt4+YFjp+HhKMf8ndpTTCf9UbSRwfmEDDSZ8Q8AYGm/qqjqojuxG3M/r8xz3ErNwVurDuGDdl6mCZoMxs+g0sc+lDZL6T9Jp+QLCgrw3nvvQa1WY+bMmUbXDw4OhkJh+LeSlkSpVCImJkbS12Dr2IcW4LedAIA10RnwdrHXU9h04jOV8K4biLreLoKd4356LrBtn2DtPymkRQgUcstMCmXnFwKQfjKlXj1/hDSrLkzjj14LYqpV5ymENK9hcHmh30NfKGNUA5XtRHweQkJCDCpbXv/lFaqAP/4RIMKKq1InEE/5CPeeXRFHHsQBEDYpNPKv+3i3awDuZuh/D31rexKOT+kGH1eHUo9lx6UA+8teJ+rw7VyseSukMqGSEfgZVPrYh9Jmjv4rPochBE0KValSBQqFotSi0ikpKaVGAxXz9fUtNSpIV/mCggJMmDAB8fHx+Pnnn40eJQQACoVC8i8ia7gGW8c+tAyp2cJt963L2+vPYOeEToK1b+7nlEKhsNik0Md/RIkdgknI5XKrfq+o6PUJ9R4aczfd5G3aAmP7Qlf/KSxvoBCeWXgQV+f2FTsMjdwCJXYZOG25shbvjTO4bJu5ezC+e0N80DNQ67hCrn8ZU2t+f7NU/AwqfexDabOU/hN0oWkHBwc0a9YMkZGRmmMqlQqRkZEIDQ3VWSckJARHjx7VOnbkyBGtb56KE0I3b97ETz/9hCpVjBuqTER0JVHYb1f1uXhP3PObmtKC96SPiJH+KCEhvbbymNghAIDO0QVElqLQwt7jNp28jVgLTVwu+u8Krt5//DdOpVLjyv1MvfVm/X2+0ufOK+T6KkRExhJ897GRI0di06ZN2LJlC+Li4vDZZ58hJycHAwYMAABMmjQJCxYs0JQfNmwYDh48iFWrViEuLg6LFy9GbGwshg4dCqAoITR+/HjExsZi/vz5UCqVSEpKQlJSEvLz84W+HCKyAp2+2muWnVrEolarcS7evDcLJ29wS3GpOmghO/9sjbordghEknE/vew1eixBj28e/43deOI2Zvx1Tm+dVYcrtguhWq3Gw5wCzN91CY2m7kSnr/bidmo28gtVGLP2JN7beAbRdx6UqpedX2jU7mlERNZK8DWF+vbti9TUVCxatAhJSUlo0qQJVqxYoZkOlpCQAHmJIaUtW7bE/PnzsXDhQnzzzTfw9/fHkiVLEBhYNAw1MTERe/bsAQA8//zzWudas2YN2rZtK/QlEZHE3UrNFjsEQZ25/QAjfyp77QYh5BVyUV6qnE0n72Das03h7lT2+l5/Rt1F7SouUKrUeLqup9ZjmXmFcDNw5ysiMp+4JP2jhCpj1eEbmL3t8SijW6nZ6PjVXq0yf0bF48BHXVH30bpQSpUaTafvQmv/KvjtrTBB4yMisnRm+fQ0dOhQzUifJ61du7bUsT59+qBPnz46y9euXRuXLl0yaXxERGK4nJiBQD93k7ebkslRkyRN5c3QaTf3P9xLf7xLYKCfGwI9VJjWIA/xD/Pw4vdH8N2roajh6Yynn+K0crJearUaD3Is/32++G+cMcvN/X02Hv1b1ERcUiZG/XQCSpUaq0a0RkMdfytP3UzDnbRsrYRQeXr8337s/6gLang6Y+iKommzJ26kGR4cEZGVEnz6GBER6TZytXlH8xBJ1ay/z2klhADgcmImtl3JRtt5e/Hio53Cxm04g4E/HMHS/YYvjEtkqPNmnpZbltWHb2Dd0Vtih6HXMxWYpv3uL2ew4uA1dF+wHzdSsnE7LQc9/+8Avt93Vatcdn4hBv5wBO9tjDK47fxCFXotLIop8trjTXAOXE7Cp1tioFKpkZJp2dPyiIiEwKQQEZFI7j7IETsEk1l56DrUastaiNXa/HU2XuwQRLHr3D2sOnzDqDpf7LjIda7I5PouOohCpfhTZfddThI7BIN9vu08ridnGVdn+4VSx77aeQlH4pI1f2eMbbNYek4hRq4+rnVs2KrjWH/sFj7YFIWnP9+Nv87Gm+zvmUqlxuXEDCzdH4fMvEKTtElEZGpMChGRTVFZ2A4y1uLQ1WSrX6tJbP+cM/3204csZJHp8oxZe6pC9QYtjcTBK9K5eSZpEPtPyKmbaTggoaTQikPXsfvCfZO09eryYxj180nEJWWi36JDFW5n7yXdv7+TN4umko3/5QyuGrBbmiH+OhuPZ/7vAL7YcRFbTt8xSZtERKbGpBAR2ZRs7jQiGLFvlsh4Qy1kO/qybDlTuZuoSb9HmygSIvHdSM7CwB+OiB2GqPZcvI+DAiXFSn5p9OL3R3DxnmHTBf+7kIgjcdoJ9jtp2Rjw/WFM+DVKcywrn58/iMgyMSlEREREFmHmo22r8wtVWH7gGt7/9Wyl2kt4mKu/EJFEfL7dsAWVrd1nfwvze4gv8X6RmVeIjcdvG1Rv1M8n8eryY9h17h4A4MSNVIR/uRenbz3QKnc3LYejlYnIIjEpRERERBbhjzN3oVKpETh1B+ZElF5XhGxDbr746/ZYmtSsfJNNwyLD2OnYNu3UzVS8s+6UzuTOmLWncPdBDgYvjdTZ3tqjN/HTkRumDpOIqNKYFCIiIqukVKkRGZeivyBZFCUXLLdp9zNy0WLWP2KHUSY1xHl+zvr7nCjntWVbztwttSHEvIiLiIi9h7EbTiO3QInEJ3ZF7PDFnnLbPPVo3SIiIkvCpBARkZXxcLITOwSL8PHmaAxZflTsMIjICKlZ+WKHUK73f40SZafF8wmGrW9DppOSlY9pW2OhLDEqKK+waBTbjth7WHnoOjp8WX4SiIhICpgUIiKyMvZ2fGsHgN9PWddOL4Vci4IkwNpH50XE3MONFGF3Wtx78T7+ebQ+DQDk5CtxxUS7YZFx9ly8j49+K1rbbNPJ24i5+1Dz2Ne7LqFQyfdlIpI+3jkQEYnI1ItOXk/OwoDvbXt3GpK2LafvmrS95p/twqV7GSZtk8pmC6PzCpTCrnk08qcTeHPtKQBAem4BRq85Ac6qFM8fZ+7i77PxmLolVuxQiIgEwaQQEZGIImITTNre32fjTdoekblN2mzabeTTcwuxZO9Vk7ZJtu3f84lmm0I2/pczOHzVukdfScG7v5xBvsDJQCIisTApREQkosuJpp0SwPWEinDbXypJ6JEdZDpSmI7z9a5L+MtMCfh9l5LMch4iIrJdTAoRkU25ynUZbMK4X06LHQJZkDO3HuCWwOvAkGlY+kLTxWJLrC1jShfvPV5Q+r8LiYKcg8SzPSZBq4+JiCwBk0JEZDOy8grxwpLDYodBZhARc09/IbIZ99Jz0enrvWKHQQZQyGVih2AQZ3uFIO32X3xI8+/Ra04Kcg4S16dcm4iILAyTQkRkMyxxCsmxa1wrgsjSiLHlOEnL+QRhFi8vKDF9jk9D63TqZhqW7o8TOwwiIg0mhYiIRHTseqpJ28sttLzEF5HUzNp2XuwQyMLt5tQuqoQvdlysdBtKlVoy0y2JyLIxKUREZCU2HLtlkg+aRLZu9eEbYodAFSSTxuwzIsz48xySM/MqVHfzqTsImBKBlrP/NXFURGSLmBQiIrISO0y8vT2RtfnnHNeasmTpuQVYE3mjUm1wyhVJxc+RN9Dq890Vqjvxt7Oaf689etNUIRGRjWJSiIjISlR1cxQ7BCKL9ubaU2KHQOVYG3kTu85xWhbZlv2XkypVf9rWWOy5mAilihlRIqoYJoWIyGZk5yvFDkEna1nU9tI9YRZeNVSBUoXBS4/gxA3TrtNkSW6nclt1sl5pElsf5UhcstghkBUYvuo4MvMKDS6va8Tj6z+dRMCUCPx28rbVfKYgIvNhUoiIbIalJoXqfRKBX0/cMri8Wq3G2sgbSM7MQ0RMAlYcvIaPf4/GH2fuChilfnfSTJOwUKnUOHv7gdEfbDNzC3HiRhp+2Ge9u7p0/Mq026rbK7gAC1FFvbr8mNghkJXo8MUevTuk5uQr8fm28+WOePzo92hcEGhnPCKyXkwKERFZgI83xxhcNjUrH9P+PIdWn+/GO+tP4/PtF/DrydsCRmcYFwc7k7Sz99J9PL/kMA5dNe5b+OIUkilHCll7yiTQz13sEETDqRZEZCke5hRg9M8noSrjfSknX4lfjt/CikPX9bb1xpqTSMrI44ghIjIYk0JERBbC0JE2xgwzN6csE8WV8DAXAPDayuM4YMRaC6lZRbu4ZOSa7vdj6R+plx+4hu3Rhi0wnpieiwkbzyAjt0BzzFR9JjXLDsShxcx/KlTX2hOFRCSO/ZeT8LOOhdZzC5RoMn0nZm07b1A7dx/koPWc3aj3SQQiYrgBBRHpx6QQEUnGov+uYPiq42KHIZjwL/di4A9Hyh3BcPV+Jnr+3wEzRmW4OREXcOZWmknb3H2Bi86WZ07EBYzdcNqgsn+cvoutUfE4eq1oJFWBUoUbKba5RtHciIvIzCtEXqHxU0otPVFoCWLvPhQ7BCJJmvn3efReeAD+k7fjm38uYdyG02g8bWeF23tn/WmsMmB0ERHZNiaFiEgyvvn3cqV36bB0p26mlbuuwK5z95BfWP66A2K69Wgh5L0X71do+2+1Wo2pW2NNHZbVu/sgR28Z1RNTCQqVTG/k5hv3WuIoIcM8u/iQ2CEQSdbFR5s2LNpzFdsMHAlanlnbzou+EQQRWTYmhYiILEx6iek9T/J2dTBjJBXzx+k7GPnTCby59hQK9Syc+aRfT2ivjRRvQLLD1jzMLnp+7L14X3Ps/Y1R5dZJTM/F17suCRmWTWAazThqtRrboxO0piySeTGRSQAwes0JsUMgIgvGpBAR2QypLLo4eGmk5sb/SYnpuWaOxjhqNbTWMPjpyA2j6p+6qT39LObuQ0TGpUim78yhxax/0GBKBEb+9PhD/nE9i2tP4+grjZKJygKV5Y66k7oCpQoLd1/B2A2nsezANYPqcO1v0+OvlADgdmoOvt19RewwiMhCMSlERDbjfkae2CEY5GZKdpnf6jnaKcwcjXEm/BqF3Rcej2D5fPsFg+umZOZhT4nRLwCQmJ6HIcuP4u8yhtD/dvI2kjPzEBGTgAHfH6lY0BJUqOPuuaxdawDgyv3MUseSM6XxejC1pfvjNP8e+IPtPGfMbd+lJHz7X9FN6JPJXl2WHYjDqsNc+4RIKP+3+zLXFyIinUyzfzARkQTYyaUzkP7EjTSkZOZBqVKjmoeT2OFUSnJmHnzdHPWW67XwIFKy8nU+Nv6XM2hbzxt+j34XO2ISUMfbBR/9Hm3SWKXsh/1xGNu1gcHlv7LR6WTz/7ms+fdNG11o2xyy8x/vbHckLgW/nbyNwa3qlFl+yd64Mh+zZnmFSotP9pP1mLXtPNrW90ZjPzfNsdup2ajp5Qy1Wo24pCzIZcDm03fg6miHsV0aQC6hz05EVDFMChERWahXlx/Fw5xCHJ3SXXPM09lexIgqZsOxWxjfvWG5ZS7eS9c7cqXt3P/w+1vt0crfG2+vP42nfFxMGabkfb3rkkFJoeJ1qW6lZAkdkiQ9zOH6N6Zw8YmFbT/6PRpBtTzRpIaHSBFZng3HbmHKlhhcnN0bTvZMDJF59Ft0CHZyGT5q7wnnGhnou+hwmWX/PhuPf97vbMboiEgMnD5GRGShLiVm4l56LpQqNa7ez8C8iAuYsiVG7LCM5mCn/0/N0BXHDGpr0NJIzb85yqO0pfvj9K47pXj0ra+uKWi2amdsAu5nFP3e0pkUMokf9pUe+dPn24OltqvPyC0sVc5W7IgtmhabW6AUORKyNYUqNeYdflBuQggALidmYs7282aKiojEwqQQEUmSWq0ud+t2a/Lridvo8c0B/GjgYq2W5osdF/WWSc7UPW1Ml7QypphR0e96qo5FpVNKjMKa8kdRYtHdiYOFAUCpUuOtdacxcnXROl52Ck6VENKziw9h06NdBq+k5iNk9m4cuZqM/ELreT/PyivEm2tO4nYqE9ckfcsPXkfMnYf6CxKRZDEpRESSM+vv8xi/MQoNP91R6rGYOw+tLlm052Ki2CEIytjtqkNn/ytQJNbh3/OJiH+Qo3UsvcRojPMJ6QAAFwcmhQAg59EojYSHlr2znzWZtDkaSpUa8RlFv/tXVxzT9IPU7L14H1vP3NX8fD4+Hc1m7MI/5xMxdsNpZOaVPRKKUxVJKvp/dwhX72foL0hEksSkEBFJzqrD1/H32fhSx2+nZqP/d4ew7ujNUsPxlSo19l1OKrNNSx4bUHI3L6n6aufFMnfHSuXIH5NbE3lTb5knd3qzVTeSi9ZWKn4eHruWKmY4NuPt9afFDsEkRv50AhN+jcLkzdHo+NUe9F10UPNY9J2HmLDxTJl1ixNGbef+hyNxyYLHSlQZPb45YFUj+ojoMSaFiEjy1h+7ifm7LqHjV3sBADP/Po/G03ZqfXj593yizjUuinF1FWF9vy8O15JLb4t+OzUbv5+6Y7Y4LDn5Z0pL98eh01d7sfi/K9gZe0/scCza39GPE8y5BUpM+DVKvGAEILPQJ/1/F8tO0kvRxhO3cTs1p9RxXceKOT3adSyvUKXziw4iSxM4dQfXwCKyQhw7TkSSkFeo+0PIN/9exqL/ruh87H8rjmLOi8EI9HPHvkscFSG2/osP498POqF2laJdw/ZcTMTrP500awy2lPy7lZqNBf9e1vmYWm2ZvwkZzN9HP+5/vFaXykJ/L5VhyZdkC2udX0rMwMPsAni6lL9zZIFSjU+N2EhAJrPsviXrVTzCTSGXITO3EA52crg68paSSMr4CiYiSbiRrHvBzrISQgBw4kYaBi+NxNkZz6Cer6tQoVWIGDe/YsspUCL8y724OqcP7BRysyeE6LFeCw+IHYJOxrwmeFMsfd+dsI3FawcuPYI3OtZDK39vBFR10xz3cXPQ+nfJBKU+lvrct8W/bbam1ee7dR5v5OeO8d0bol/zGmaOiIgqi0khIrJqD3MKcDs1G7csbBcYW/7Q3EDHAuFkXpcTS0/lkxohbop3nTP/VDveRFu/q/cz8fHmolFAN77opzle8jl86Z51LOIrpecyX3umdSkxA2M3nMb3+zywfXxHscMhIiOYZU2h9evXo1u3bggODsbgwYMRHR1dbvkdO3agd+/eCA4ORv/+/bF//36tx9VqNb799luEh4ejefPmGDFiBG7cuCHgFRCRlHX8ai/WH7sldhhEZOHe//WsWc/Hm1LbpVarcejq48Wl912yrjWWpICvPWGci0/H/hIbexRa2Y6wRNZI8KRQREQE5s2bh7Fjx2LLli1o3LgxRo0ahZSUFJ3lT58+jYkTJ2LQoEHYunUrunfvjrFjx+Ly5cfrIixfvhxr167FZ599hk2bNsHZ2RmjRo1CXl6e0JdDRCJxtOO6+ERkXXhTanv8J2/HvIgLqPdJhNF1LXTNcBKRrueEJTxPhq86jhM3UvHGmpNo8OkO+E/ejmPXHt/7cRczIssi+PSx1atX46WXXsLAgQMBADNnzsS+ffuwefNmvPnmm6XKr1mzBh07dsTo0aMBABMmTMCRI0ewbt06zJo1C2q1GmvWrMHbb7+NHj16AAC++uorhIWFYffu3ejXr1+pNolI+m5a2PQvIjFxhAmRdP14wPC1g0ria56epOs5YSnPk8FLI7V+fnnZ0XLLD2//FD57rhlkj7ZMVKvVmn8bo1CpQnaBEh5O9qWOK+SyCrVJZO0ETQrl5+fj3LlzGDNmjOaYXC5HWFgYzpw5o7NOVFQURowYoXUsPDwcu3cXLWp2584dJCUlISwsTPO4u7s7WrRogTNnzhiVFFIqpbulolKpxJyDaTj9206xQ6HKYh8SkZGe/NDPRZeJiEjKfo68iZ8jb4odhvTwPkJQcXN6C9JucR5CyHyEMW0LmhRKS0uDUqmEj4+P1nEfHx9cu6b7W5Lk5GT4+vqWKp+cXDTvOikpSXOsrDKGiokxfOtPS3T6HqfLERERE0JEREREphYVFSVo+5aSj7Dp3ceCg4OhUCjEDqNClEolflerEdikGVydHLQeyy8sGh6pkMs0Qy/VajXyClWadVmeHDqpVqtRqFJDpda/dotarUZmXiFcHewgf3QOXW0+KTu/EInpeajp5QxHO7nmnHYmGMqpLnFHpKutQqUKdoqyr0utVkOtBuTyisWhVKnxIKcAjnZyONnJyz2Xpo5SiZiYGJ3PwyfjyStUQSGD3mGvxb+HAqUaKnXR77Y4lgKlCnaP2iurjZJDdUs+d0qWV6mK+/txO0pVUV86KGSaOvEPcvFXdDz6N6+B2lVcNDHIZUXPzUKlCnmFKjjYyaFSA5l5hXBzUDx6Hha1l52nRPzDHPi4OqDnwkN6f6dERCRdnBZJRO91a4DfTt+BvUKO19rVhbeLAxIe5uJwXAou3cuAXCbDV4OC0Popb2QXKHHvYS58XB3wIKcAf52Nx48HrmvaGt8tAP2b18D7m6IRG58OAOgT5IeeTfzQKdAXbo52UMhkms+0xZ+/i0ff5hQocSEhAzdSshAW4IPqHk7IzCvEtpgE+Lg6oJ6vK/w8nOBkr0BugRJX7meipqcTang6QSaTISdfiTsPcpBXoEROgRJNanjA1UEBmUyGs7cf4Oydh2hX3xsNq7khO1+J7HwlqrjYQ6mG1ud+tVoNpUqtdX9R3n0EAGTkFsBBIYejfdFjxQt+K9UA1GrkK1VIzsxHVXdHTUzFCh6VzStUITE9FwkPc2GvkKN5LU84OzxuT6kGHBTa9xQymQwqlRrpuQW4n5GHGp7OcHd6nHLIK1Qh/kEOfN0c4WQvh70B90xPuvcwFx7OdnC2V+i8p83KVyK3QAkvZ/sy78mUKjVkgOZeViaTISuvEMeup6JdfW/kFapQxcVBZ11T0Nd/pjyHIQRNClWpUgUKhaLUotIpKSmlRgMV8/X1LTXip2T5qlWrao5Vq1ZNq0zjxo2Nik+hUEg2KQQUvehcnRxKXYNzGddkp6e3jXkyeOlrTAd3ZwXcnR0rfM7KELqfFQqgmn3FrsaQ56GLkfHr6h5T/Q50NaNQAE++bdb1dcO4boFlxqBQKOBYopKLo/bcbwCAe1E7ALDjvY7o8+1Bg+O01ZsLW71uIpI+vncRWbelQ59GRm4Bfj1xG41ruKNPUA3IAPj7uqKml7Om3PvPNCpVd2y3hqWOuTkD1TyK6tUC0KyWFz7p27RUuW3jO1YoXnt7O7QNcETbgMf3rVXs7fBa+3qlyro42qOtm9MT8SnQ2Fl3YqGlvw9a+j+e+eJhZwcPl7JjKesuo6z7CC9XRalyWvEC8HLVjvfJsk4OgKeLIwKre5ZZRnd9wMfeDj7uzqUec1Eo0MBPx2d+I9Tydi33cU87O5SOWJuu8D1cFOjZrAYAwL2CsRnLUvIRgt6TOzg4oFmzZoiMjNQsCq1SqRAZGYmhQ4fqrBMSEoKjR49qrSt05MgRhISEAABq166NqlWrIjIyEk2aNAEAZGZm4uzZsxgyZIiQl0NEIrIzchSXrd5c2Op1G4vJMyISw6mpPeDl4oDfT93Gx5stY9oAkRAuzOoNZwcFfj5yA23re6NxdQ/NY4Nb1RExMiJ6kuB7PI8cORKbNm3Cli1bEBcXh88++ww5OTkYMGAAAGDSpElYsGCBpvywYcNw8OBBrFq1CnFxcVi8eDFiY2M1SSSZTIZhw4bhhx9+wH///YdLly5h0qRJqFatmibxRETWR1WJO/g2/t6mC4SsAhNCZE7c64aK+bg5QiGX4eXWddGtcTX9FYgk6NrcvpppRsPD/LUSQkRkeQSfvdO3b1+kpqZi0aJFSEpKQpMmTbBixQrNdLCEhATI5Y9zUy1btsT8+fOxcOFCfPPNN/D398eSJUsQGPh4Gsobb7yBnJwcTJ8+Henp6Xj66aexYsUKODo6ljo/EdHGN9vhpyM3MGvbebFDIQC9m1XHgJa18ObaU2KHQqTl9LSeaDn7X5O3yyQkAcD7PbSnVBev2wEA73ZrgMV7rpo7JCKT2z4+vMJrdBKROMyypMvQoUPLnC62du3aUsf69OmDPn36lNmeTCbDe++9h/fee89kMRKRZfN0rtj846n9mkAulyExPddksXDqUcWN6VQfn/Qtmvob3sAXh64at2skmcZPI1tjxOoTFapb1vPfGl4XTvaCD6CmEro85YR9N0333mypdn/QGQ2quZU6riwxBDY5kzvKkjSsGtEKp28+gEwG5BYoYaeQY3h7f1T31L0+DRFZPpvefYyIpKOsDxtX5vRBu7n/ISUrv9Rjuz/ohICqRR/E9e2qZ4ji3Sis9YZYaNveDUdQrcdL/60b3RY/7IvDlzsvihiVdavr7YLG1d3xz/lEreNdGlV82kpZz3M+/8lYzf0cbSIppCshBAD3nviy4uLs3mg8bac5QiKqsNA6VdCtsZ/YYRCRCfErMSKSNHuFHKem9cTZGc9g5nPNAAA9mlTD7OeboUE1d81Wlf9r91Slz6Uu566XN8T6PeVTeluNt7sEYOXwViJEY91a1PHC/o+64Ncx7bDkfy0FP5+QEwWEnoSw+e32mn872SnQqLq59hwhW1C7Sundd4o52T3ecaaWlzOc7MXfgYaoPOO7N0QVV+G26SYicTApRERWwdPZHi+3roPnQ2pi2rNN8Vp7f63H/Tyc8Oub7cQJzgoZe6N++fM+cHfSPQWw1VNcCNzU3uhYD0/5uKKGpzPsFbr/1IcF+Og8XhFCJkWFTrhWcy8ahVjFxR5yuQw/jWwt8BkJADa+0UbsEEyi1VNV0LKuF3ZN6IQ9Ezvjg57a6wYtGNyizLpZ+YUAgC8HBuP18NJbXBNZklHh9Uo9v4nIOnD6GBFJzpU5fXAzJQuXEzO1jjvZK/DtK6EiRSWcNzrWw/KD18UOQ4uxN+oO5Uzfc3E07tvxXs38sOtcov6CNsrH1QHPNq+ptxxHJRSp8WhqakZuociR2I529b3R2t8bJ2KK0svdGlfDnov3RY6qYjaNaQ+VWg27R8nXd7s1QMu6VTB05TF8+0oI2tYvO/la19sFN1Oy0atZdbg48CM5Wa6XW9fBtGebih0GEQmEI4WISHLsFXI0qOaOvsE1xA7FLEZ0qIchbeqIHUaFta1X/kigskaylOXH1zjdrDyfvxBU6lh1j8drci15tWg62b2H1r+WiyEUchmCanpg0ZCihLKKc0EF1bVRVSwd+jQA4OkajpjQvQEWDQmt8GYCYpPLZZqEEFC0GUp4Q19EftINz7XQn5wlkoIvBzYXOwQiEhCTQkREFq6WlzPmDWiO6/P6Ys6LpW/4LV2HBr56y3zUq5FBbdXzda1sOFbtxhf90EdHstTZ4fGooBpeRQkiewW3DAaKbuK3je+oSTKry1s8jCplfLcGWD2yDbxcitYkcbST4d1uDeDmaH2jZGp4OmvWtCuL36NkrUzwlbOISnvK0w4OBvwdiJ3ZywzREJGYrO+vMBGRlVj4cgiy85Wan2UyGXJK/CwVwbU99ZYZ27UBvt51qdwya0e1QfijBFMr/yro3tiPO5eVYOiNdXbeo+eQnhtWW1XLq+yFgaVGzF0RF74cggm/Rml+blvPGx88Y1jy11Z81KsRgmt5wsOZH8fJfNrX98GQNrVRS5mI5s1b4Itdl9GoujuUKjUOXUlGXFImLt7LAAD8/Hobq0zaEpE2vsqJiCzUC6G1Sh0rUEpvFENXA7c/XzwkFO/+ckbnY14u9ghv4Kv55v33t8KQX6jCppO38XLrOvhhXxwe5hSYLGYp+uf9TgaVyykoSgq93bk+3lp3WsiQLFLLul44fetBmY/rG90hJWK+W5T8NQb6ueGXN8pf6L9JDXccvZYqcFSWxc/DCcPD/MUOg2yIv48LfnmzHZRKJaKiEiGXy7TWChrSpi4A4H560fTiaiWmHhOR9eL0MSKyGfblLHZsacq6gcovVJk5EuP0Caqu9XOgn5vBdfu3qInBT9cudbx7k2rY92GXUjfrDnZy7P2wC97qHIBDH3fF/HJ2+bEFNcsZ4SLXkefoHGhYss7azHkxWPPv4nWEyPRa1q2iWWA+qJYn5LqehCXMH9wC7k78rpJIKNXcHbFtfEfDyno4MSFEZEOkc4dERFRJHmVsiW5ptr0bjvZlbBfuaeHTDHoHVceIEt98rx5p3LbTbk/cFLao7YmVw1tr1iApi7uTPULq6J+mZg36Na+B/R91wbPNDV9o/UNO29FoUsND8+/ODauKGIl1q+PtgqjpPdGitidea/eU3vK1q7jg5VbSXVCfyNJtGduBU8GISCcmhYiILEx5iylLYfrYuG4NAACdA6savT7LmE4BWj8H1bKNRI8xlrzaEk/5uGLRK49HuXz7Ski5dfoE10Crp6oIHBmRNhcHO/w5LhyhdfncIxLTJ30aW9V6aURkWkwKEZFkNKhm+FQkKbMrZzeQah6OZozEeHZyOXzdHHF9Xl/8NLK10fWrezphar8mmp8Veqac2LKS03GeDym9/tSTuja2zeli5ZHzU5Ag3uhYX+wQiOiRLo2qYkznAP0FichmcQwhEUnG6hGtkZyZJ3YYghnTuT76BNWAo52izDL9gmsgPbcQ07bGmjEyw9TwdELXxkXTcSqzWK+T/ePrr+Zu2UkwU6noLlG1vJzRqLq7QWUb+RWVq/loS/qS29TbmkA/N1xOzIS7RKaUSs2nJRK7RGS4Vk9VwZpRbfDfhfvo3qQaUjLzcfhqMib/EVOh9mQyYG6JddSIiHRhUoiIJKOOtwvqeLuIHYZgPumj/0bKTiFH72bVLTIpNKFHQ7g4VP7PSnE+KbyBL0Z0qGdwPVOcWywVnRS4c0JHzWK++vRo6oeTU3vA1+1xoq1ZTQ+ci0+v4Nmla+Xw1jh9K03sMIiItCwaEgoXBzv0b1ETAODibYdX2tSFq6MdPvztLPIM3Gyib3B1hAX4on/zmvB0YfKbiMon3U/QRERWpImBoz0AwN3JDn4ejugTVANH4pJxOTFTwMgMV6gyzXpHvZpVx9FrqZj1XDOjFsV0fjTCqEujqth3KckksVg6Y0e6lEwIAYBKbflrVAnB2hPMRCQ9hyd3K3MXyf4taiLQzx29Fh7Q284P/2uJPsGGb0RARMSkEBHZjErMaBLU1rEd0Kymh/6CjzjZK3BsSg8AgPrRTX1yZj6eXXwQieniTa/LyVeapB1fN0csrsBW4cVrMTWv5Wm1SaFP+jQ2aXsXEjJM2h6RLWlbz1vsEMhKHJ/SXe8W8I2qu+P8rF5oOn1XmWX8PBzRoaGvqcMjIivHJRaJyGb4uJa/rblYQup4wV5RsbdjmUwGmUyGqu6O6BAg7gfBMJHP7+5kj7/HheOdrg1EjUNIXCyUyHL8Oqa92CGQFQhv4AtvAz+fuDjY4cYX/Uodb1bTA5+/EISjn3SHB9dKIyIjcaQQEZGVKDDR9K2KsoSFi4Nrcwt7KlvTGoaPyCPz6xNcHSsOXRc7DCKzWje6baXqV3N3xN/jwrV2pCQiMgZHChERWQl+HCQq37Z3w8UOgcrx9FPeWF/JG2QiKXmzU/0K1etYYorY8U97MCFERJXCkUJERFbi035NcOZ2Gm6n5ogdCpFFMvTGqZaXM+4+4OuIiIRzcFLXCi94/92QljgSl4xryVkmjoqIbBFHChERWQk/DyeMMmILdyLSbfXI1mKHQERWrEE1t0rtgOjpYo8+wTUw1orX0CMi82FSiIhIRO904cLBRJYm0M9d7BDIwk028U6AZFs4TZKILAmTQkRkMzyc7PFCSE2xw9BiV8Fdx4jIOJN6NxI7BLIiSRl5grT7XvfHIz/6t7Csv1dkGpP7NIafnu3niYjMiXcjRGQz5HIZPn8xWOwwyAw2vx0mdghkQfoEVcc7XTjNQgrsJLJgrqujMMtyvt/zcfLym5daCHIOEk/Ppn54qzNHCBORZWFSiIhIRI52pn0bLlCKuy29pXj6qSpih0BEFeDpYi92CAZ5rd1Tgp/DXiE3+d8IEpcDRwcTkQXiOxMRkYhebl3HpO15uzqYtD0ia9DK31vsEMiKbB8fjqrujmY514+vPW2W81D5wgJ8xA6BiEgwTAoREYnI1820NxYvhNbCXE6RIwm79Hlvk7a3+4POGBnmb9I2qWxD2tQVOwTB2Qs82qNvUHV0bVQVANClUTVseYfTYcX28+tt0DmwqthhEBEJgkkhIiIropDL0LgGd04CAB8rGzUllbVWKksuM+11NqjmBrmN/O4swbwB1p+UrunlLGj7S/7XEiuHt9b8HFq3CgL93AQ9J5Vt69gOsFfIucYTEVktJoWIiKzMw+wCsUOwCKtGtEZNT+7wQiQlpk4KmtrxT7vDTaBFpovJZLJSiUw7OT+yi+HbV0IQUscLAODj5ojgWp6axw5P7obZLwSJFBkRkenwLwwRkZUpVHGxaQBoUccLRz7pLnYYRGSEBlXd8OEzgWKHUSYvZ3FGIH7cp7Eo57VlE3o0xPMhtbSOhTf0BQBEftINtbycSy04Pq5r+bscujoqTBskEZEJMClEREREFsNeIceUvrwBtlVyuQxvdKovdhgWp3NgVTSv7am/IJnM/Yy8Usc+6BmIAx91RQ3P0lMIOzb0xYe9GuH1DvXKbPPdbg1NGiMRkSkwKUREREQW4d/3OwEA3uwUgBtf9MMzTf1EjojIctjCIt6GqO/rKki7VVzstX5uUsOjVBl7hRx1fVy0jvVo4oeXW9XBmtfbAACm9muCOS+WnlY2uU9j1PF2KXWciEhsTAoRkU2xlcV6iQzRr3kNsUPQUs1Dew2oyi5aPKRNnUrVJ7IkQ9rUxTtdAsQOQ3RfDWouSLuuJdaK+nJgMIa0Nuz9Y8XwVvhyUHPIHq2HJZfL8L+2TyFqek80rs6NH4jI8jEpREQ2xcme8/mF4uNmXbt9WZpq7o4mb3PxK6Emb9OUfNwc0atZxUYL9Wrmh8+ea2biiIjENaFHIOp4C7v7maWq4+2M7ePDEVzbEwNa1tJfwUiezkUjhZrW8EDf4BqwU1TuNsnLxQFrXm+Djg194WyvQPv6PqYIk4jI5JgUIiKiSls9ojU8nOz1F6QKG9ut/AVMK0IKW7UvHtLS6Do1PJ3w42ut4GjHJDCZzuCna8NeIe5rxsFOjlZPeYsagzHOTOuJNzqWvcaOobxdHbD/w65oVtMTjnaKSiV8j03R3oCgeDe5mc81w7vdGmD7+HC4m+jvWTUPJ6wd1RYXZvdGi0e7mBERWRomhYiIRPIJd5MhI/i42uZILAc7OfZ/1KXMxz98piFqehZNOwv0c0PvZtWxc0InM0VHtuTrwS00U4TENNGCd2cr6eXWdVDFyPettvW8cX1eX62t3js08MEfb4dpJbFdHezQL7gGmtUsve5PeWb0bwq/J6apnp3xDE582gOt/L0x8ZlGFtHHRETmZKe/CBERCWFMZ64NQWSIp3xcsXJ4K7y59hSUKjXCAnzw3ZAQnDwTje5hARjdMQDLDlzDyA7+JvuGn8hS1a7ignFdG+C7vVfFDqVcXw40fu2fX95oB5lMhlfb1EXzWp4oUKoQUser1FQuhVyGJf9rifTcAnSbvw/Jmfl62575XDMMD/MHABye3A0dvtijaauqANNziYikQtCk0IMHDzB79mzs3bsXcrkczzzzDD799FO4upa9a0BeXh6++OILREREID8/H+Hh4ZgxYwZ8fX0BABcvXsSyZctw6tQppKWloVatWnjllVcwfPhwIS+FiEgy2tX3RocGPjh8NUXsUIiM4uJQ9nSv7k38EDe3r+ZnpVIJH5ei8k72Cozvzq2eiSxRgVJtcNni0UAKucyg6VYeTvb4c1w4lu2Pw8+RNzXHezb1Q9t63vh8+wUAwLiuDTQJIQCo5eWMpUNbcoopEREETgp9+OGHSEpKwurVq1FQUIApU6Zg+vTpWLBgQZl15s6di/3792PhwoVwd3fH7NmzMW7cOGzcuBEAEBsbC29vb3z99deoUaMGTp8+jenTp0OhUGDo0KFCXg4RWYlVI1phe3QCNp++K3YognB3ssf/vRSCNnP/M9s5A7nDClXShjfawr6SC7sSkWUYX2INtHHdGmDPxfu4lZpdbh3vCk6RreXljJnPB2Fir0bYdOI22tX3QdMaHpDLZejSqBpqejnBxaH0LU/vIMvafZGISCyCffqKi4vDwYMH8fnnn6NFixZo1aoVpk6diu3btyMxMVFnnYyMDGzevBmTJ09G+/btERQUhLlz5+LMmTOIiooCAAwaNAhTp05FmzZtUKdOHTz//PMYMGAA/vnnH6EuhYisTLfGfljwUojYYViV6k+s0WBJKnqjYSs2v91e7BAAANl5SrFDIJKMF0Jrih1Cmaq6O+KDZxppfvZ1c8QXA4L11ts0pnLvRR5O9hjdsT6CanlqRhw1qOamMyFERESPCfYueebMGXh4eCA4+PEfgbCwMMjlckRHR6Nnz56l6sTGxqKgoABhYWGaYwEBAahZsyaioqIQEhKi81wZGRnw8vIyOkalUrofQItjl/I12Dr2oW37/Plmgva9uZ9XSqUSUFvm4pyLX2mB/608IXYYlaZSqQTp15DaniZvsyKy8gqMuj6+h1omQ/ujvP5TKlUmjckUPnymoUU91+r5uGBiz4ZY8O8VsUPR8n6PhnghpEap35VSpb9P6/k4W9Tv2Jrx/VP62IfSZo7+M6ZtwZJCycnJ8PbW3jLTzs4Onp6eSEpKKrOOvb09PDy0dxLw8fEps87p06exY8cO/Pjjj0bHGBMTY3QdS2MN12Dr2Ifi83WRw8VejlsPC81yvqoucjRxSEFUlHBr/qTlmPdDQtTZKCgsdMcWyx3DZJzr128gquCe2GEI5ubNG4hS6R5JXB6h3kMntvPCgqMPBGnbWjkooBnZbShd/WfMGjTm0t4zw+hrE1pCQqbg53inlQda+DlizHbdn8NL6tvABR280pF8MwPJN7Ufi7ufV25dO5nxzx2qPH4GlT72obRZSv8ZnRSaP38+li9fXm6ZiIiICgdkjMuXL+Odd97B2LFjER4ebnT94OBgKBTSXGBOqVQiJiZG0tdg69iHFuC3nQCA3RO74uVlx4CHwn/ABoCuTWoiJCRIf8FKuJ+eC2zbJ+g5SgppEQKF3DKTQgA0fS1l9er5I6RZdWEat4DfT592wahf1c3g8kK/h4aEAAuOiv97kZIVw1sjJMDHoLLl9V9eoQr4w7KWBShrtLqY1N4PsCH2qKDnmPhi0ej95+6cxV9nE3SWmftCMyRl5mNc17J31MyOSwH2lz1ic/0bbRHyVJXKBUsG42dQ6WMfSps5+q/4HIYwOin0+uuv48UXXyy3TJ06deDr64vU1FSt44WFhXj48CGqVq2qs56vry8KCgqQnp6uNVooJSWlVJ2rV69ixIgRePnll/HOO+8YexkAAIVCIfkXkTVcg61jH4rPy9UJMjOOcpnxXDPB+9zczymFQmHZSSErIJfLrfa94oWQmmhYvWLT2PgeahlqeDqhU2A1o+vp6j+F5Q0UssjnWKt6Prg2ty82HL+FqVtjBTlH8XXPfC4IT/m44sf919C/RU3Me7EZ1vxzHLXq+qNPsP71jZ7298YzTf3wz/nSowG7Na6GtvV9TR476cf3T+ljH0qbpfSf0Ukhb2/vUtPCdAkNDUV6ejpiY2MRFFT0jfjRo0ehUqnQvHlznXWCgoJgb2+PyMhI9OrVCwBw7do1xMfHa31Dc+XKFQwfPhwvvPAC3n//fWMvgYgIAODv4wI3p6K3QQ8n+0q19UJITUzp2wQz/jqHHbFlT/EJqOoKV0cueklUkjEjhMj6yS1sKqqLg/gf2Msil8vwapu6uJCQjvXHbgl2niquDpj4TCNMfLSAtFKpRGh1R4Q09TOovouDHZYNa4X/LiQiI7cQE36Nety2CzcDICISk2C7jwUEBKBjx46YNm0aoqOjcerUKcyePRv9+vWDn1/RH5DExET07t0b0dHRAAB3d3cMHDgQX3zxBY4ePYrY2FhMmTIFoaGhmqTQ5cuXMWzYMHTo0AEjR45EUlISkpKSSo1KIiLS58+x4djwRjsAwPT+TSvdXjUPJ7zRqX65ZbgLClkiQ3YGEtKbel43ZFvsFXL8+34nscPQ+HNsB7FDKJdcLsPkPo1N3m5dbxeTt9m9iR9eCK2Fn19vAwCQy4APngk0+XmIiMhwgiWFgKL1h+rXr4/hw4fjzTffRMuWLTFr1izN4wUFBbh+/TpycnI0x6ZMmYIuXbpg/PjxGDp0KHx9fbF48WLN47t27UJqair++usvhIeHa/4bNGiQkJdCRFbI08VeM0IoqJYnXm5Vp9JttqxbRXODO6Zz6RtdUySfDOFs5m+2Let7fetUu4rpb9AswVM+LnCyt9yRGCSOhn7uYoegYUmxmNMvb7YTrO2mNTzQtIYHdrzXCbW8nAU7DxER6SfoV9ZeXl5YsGBBmY/Xrl0bly5d0jrm6OiIGTNmYMaMGTrrvPvuu3j33XdNGicRkRDSsvK1fu7foiZa++uffmsK7k72OPRxV4R/uVfwc60f3RZyrickqE6BVRFUS7it44unURJV1MgO/mKHYNOEWNNNyGRNVXdHRLzXUbD2iYjIcIKOFCIikpLuTYxfJLWYveLx22l2ftHW9qlPJIUWDwmtcPsV4WqmqWpNanjoLySyau6OYodQKd4ulVvzSp+eBq4LIoS7aTn6C1mBtaPaoHF1yxxx4utWuddHjybV8GansneeIuG5ONhh7ag2YodBREQSxKQQEdEjzzSrjvmDW1So7ltdHt8QFU/zUaoscAsdG2XuhJzUONop0KOJOImhyiYkpKJjQ907r1qCvR92Rmv/im8Hzp0HLYMlP8eIiMhyMSlERFTCs81rYGDL2kbVeaV1HQRw9ySL1ra+D2pX4boV5anuKU5y5stBunckJfMY2q4u3J3s8dtbYRVuo0ujio+ytHR1vK3nfWPmc80wOrye5uevy3nt2SuY6CMishVMChERleBkr8CIMP/KtWFX9NZazd0JAPBOlwD8KuCCnWT9zLFF94Qe4uwA1DnQ+kc3bH20e1WwgOtCVdTnL1Ru57keTfwwpE1dE0VjeRYPaSl2CEb5aqDuRE9QLQ8MD/PH1GebYu+HXbBoSCgGPV0bH5ax89dG/s0iIrIZXFmSiMjEXmxZG8mZ+XinawB6B1VHx4a+sFNYbw6+isDr3RAgM0NSyFamcYkhpI4XAGBqv6Y4ej0Ft1OtZx0lV0fr3TkuuJanpu+k4qXWdRB15wE2HLulddxO/vhvUD1fV9TzdQUAtKnnU6oNVwcFnn7KPJsiEBGR+Kz3LoWIyEyeXMTY09keH/ZqBBcHO3RtXE20hJCHsz0GtKwl+HnMkbAgkpqmOhZg93SxR1h9XxGiIVv3Ua9GOo+39q+Cg5O64sqcPppjHs5M9BMR2RImhYiIKqielx0m9QrE6E71xQ5FJ4Vchm9eChE7DCKr5e9TtKi8XFb0enuzxHvBb2+1x1cDm2NImzo6677VufRuXT2b+uG/iZ2FCVaC1o1qK+r5pToK6uVW2s+5uS8Go0MD3clImUyGOt4usJPL0DmwKjoFVsVakX/vRERkXpw+RkRkJFcHBea8GITaynsIDa0PhUKaNw6mMCBU+JFIBLg7Weef66HtpL0WzbevhOJ2WjaquTuhaU0PuNgrADXQoJobXB3t8FLrOniptfYNuq+7AwBA1wDCvsHVEVDVDZGfdEP7eXsEj9/SF18PbyjuqKqp/ZqKev6KalHHC+dn9cLqwzfQvUk1BFZz11tHJpPh59e5pT0RkS2yzk+ZREQCOjerN5RKJaKiEsUORXSfPd9M7BBsgq5RJZbE29UBqVn5Rter7CLHYnJ3skOLOl5o8cSaM1P6NSm33hsd66O6pzOc7bWTyX2CquPF0KKdD2t4OuPvceHIVyox8IdIk8Zdkv0TmSknezlyC1SCnU9KZj7XDEEWuDC4oVwc7DC2awOxwyAiIgng9DEionK4OmjfuL3Uyrjt6olMobqnk9ghlOuV1rqnSFFpXi4OeK3dU5pROv1b1AQAPOXjqlUuuLan4Iv9ftxbe52ZJa9Ka6ctIiIiqjwmhYiIntCgmhu6NiraJvu19v6a47+91R5fDWohUlRUWXcfWM+OT0J5t1vRyIIRYf5G1RtuZHkAqOVl2VOXAKBtPeGSMm3reePAR12x6JUQfPtKCN7uYv7RYL2Damj93L2Jn9ljICIiInFx+hgR0ROcHRRYPbIN4pIyUaeKC2LuPoC9Qo7W/tyiV8rUarEjsHwTn2mEic8UjR6Ry2RYdfi63jp1vJ3h5+GEVSNa4fWfThp8rp0TOlY4TnNZMbwVgj/7R5C2ZTIZ6j5aqPr5kLLX5lo6tCXeWndakBiobF4u3IGLiIhsA0cKERGVIaCqGxzs5Ph5ZBusHN5a7HCokqQwMsWSTOjZ0Kjy3RqXP8rk60HNNf9eP7ot3J0s/6bbEmLsHVQDn/RpLHYYohFjMfs3O9VHnydGUREREVkrjhQiItLDTtc2QURWzqMCCRE7uQyFqtJDsjyd7fFCaC3U8nJGaN0qcHaw3R37KmJM5wCM7FAPvRcewLXkLLHDMatvXg7BH2fumvWcfYNrwMGO7/tERGQb+BePiMjKDWzJbeNJON1LjBDaM7ELfFyLtlz/9pUQzfEt74TBXiFHWANfJoQqyMFOjqceTTezNcXPKSIiIjI9JoWIiKzcgpdCBGvbTi4TrG0qMrRdXbFDKNeUvo+3YK/r44LIT7pj3oBg9GpWXXO8flU3MUKzOh/2aqS/kIH6BZtmepS3GRI2i4aEGly2+C1pRJg/ng+pCXdHO7Ss62XU+ZiEIiIiW8LpY0REVCHrRrWFiwP/jAjt/R6BYocAoCg5Fd6gKno29UPAlAgAwKYx7UtNs3Gwk2NIm6JEVoNqbrh6P9PssVqrZjU9BT/Hq23rYsOxWwaVreHphLFdGwgcEdChgS/6BldHRMy9MsvIZEWLyZ+c2hO7zt1Dr2bVtRJWsXcf4tnFh/Sea/9HXVDH2zZHZBERkW3ip3kiIqqQ8Ia+YodAZvLdq6F4tnlNzc8f9WqE1Kx8tNGzZfuKYa0Q/yBH6PBE4efhJMp5pz/bFLO2na90O32Cq+s8Puu5ZjhwOQl30vT32+iO9eHr5ljpWAwx7dmm6BJYDdU9nTBs1XGtx5rV9MCmMe1x+lYavF0dNEnJkoJqeWJc1wb4bu/Vcs9T1d0810NERGQpOH2MiIjIzL4YECx2CAYZ2cEfHk52WgkhABjbtQGmPdtUb31/X1eENbDO5OGCwS1EOe+rbevC2b7y6zI92afF7BRyeDqLv+vak2p4OuOl1nXQ2t8bHk5F32m2reeNjW+2w5Z3OsDV0Q4dG1Yttw01Si+CXtIXA4I5+pGIiGwO//IREZFNyC1Qih2CRv8WNTH5jxixw9Br+rNNMamX7W6HXpaG1dzQoo6XKOd2slfg/Z4NMTfioijnF5uzgwLRn/USpO1XdIwwIiIisnYcKURERDYhgIsdG00mk3G3MB3uijwl7uVWdfFK6zoVrt9Wz7Q/WzTdgJFvRERE1ohJISIisglfD24udghkJdwcxR1o7elijy8GNsdn/SuWyOjepJqJI5KG8hLDr4fXM2MkREREloPTx4iIyCY85eOKKi72SMsuEDsUkpDvXg3F1cRMvNKmLtrN+w8AEBbgI3JURbwruMhzPV/bHDX3fEgtNKvpidi7DzHxt7Nih0NERGQROFKIiIiIqAzPNq+JCT0DYaeQAQD8PBwx64UgkaMq0rtZdbzZqb5RdTo29EUPGx0ppJDL0Ki6O14IrSV2KERERBaDSSEiIrIZz4fwZpAqJ7iWJzycLGN3Lgc7OXoH6d5a/kl9gqpj/ei2+GlkG8hkMpOc39fNwSTtiG3D6LZih0BERCQaTh8jIiKbMbVfE/x05IbYYRCZjLeLYYmZ93o0ROPqHiY7b48m1dA3uIbJ2jMnuQx4p0sA/H1c0blRVfh5OIkdEhERkWg4UoiIyAZseSdM7BAsgp1Cen/2nOy5+xeVzd/XFf++30lvOXcjRjc52ul/nXRr7Ad7Cb6egKJd9Sb1boyXWtdhQoiIiGyeNP+aExGRUULrVjFpeyuHtzJpe1Q2V5F3uiLLV8/XFc1reeKFkJo6H98+Phy1vJwNbu+Tvk1MFRoRERFZOCaFiIjIaN2b+IkdAhE9YqeQ4693w7HwlVCdjzeoZtxuY639vTGkTV1ThEZEREQWjkkhIiIiIiIiIiIbxKQQERHZlEA/40ZNEEnJp5z6RUREREZgUoiIiGzK0qFPm6SdxtXd0SmwqknaIjKVNzrVFzsEIiIikhAmhYiIyKbUr2qakUItn6oCB4XMJG0RCeW97g3haFfxHezs5Lqf434ejhVuk4iIiCwHk0JERGQUT2fDt7a2ZlM4TYck4P2egRWqF1LHEwCw5Z0O6NTQV/O6PzipK35/qz26NqpmshiJiIhIPEwKERGRUX57q73YIVgEN24VT1bspVZ1EPlJNwTX9sSaUW3RrXFREqiquyNa+XtDXsYIIiIiIpIWfqIlIiKjBPq5ix2C5DnaaX8nU8fbGbdTc0SKhqg0mUyGGp7Omp+n9G2Cbo2rwcm+4lPRiIiIyPJwpBARkY2oXcVZfyEbUdlRPlP7VXzq2I+vPQ07hfaf38m9ORXN0tnLi/qscXUPkSPRr3F10yduq7o7on+LmiZvl4iIiMQlaFLowYMHmDhxIlq2bIlWrVphypQpyMrKKrdOXl4eZs6cibZt2yI0NBTvvvsukpOTdZZNS0tDp06d0KhRI6SnpwtxCUREVuPAR13FDsFirH29daXqj+5Y+R2eBj9du9JtkPl4utjjt7faY2zXBmKHotcPQ5/GJ30aY/GQULFDISIiIgsnaFLoww8/xNWrV7F69WosXboUJ0+exPTp08utM3fuXOzduxcLFy7E2rVrcf/+fYwbN05n2U8//RSNGjUSInQiIqvDNUAea17bU+wQ8HaXALFDICO19veGs4PlT5+q5+uKMZ0DOLKHiIiI9BIsKRQXF4eDBw/i888/R4sWLdCqVStMnToV27dvR2Jios46GRkZ2Lx5MyZPnoz27dsjKCgIc+fOxZkzZxAVFaVVdsOGDcjIyMDrr78u1CUQEREREREREVktwRaaPnPmDDw8PBAcHKw5FhYWBrlcjujoaPTs2bNUndjYWBQUFCAsLExzLCAgADVr1kRUVBRCQkIAAFevXsX333+PTZs24fbt2xWOUalUVriu2Ipjl/I12Dr2obTZav/V9HKyimuu7DUU11er1UbXValUUCqVUKlUWsf0nYu02epr0Fqw/6SN/Sdt7D/pYx9Kmzn6z5i2BUsKJScnw9vbW/tkdnbw9PREUlJSmXXs7e3h4aG9iKOPj4+mTn5+Pj744AN89NFHqFmzZqWSQjExMRWuayms4RpsHftQ2myt/ya2di01ctMWFf8OHj7UXs+ud4ALdsZll1v3+vXriMpPQHxGoebYjRs39J6LdLO116C1Yf9JG/tP2th/0sc+lDZL6T+jk0Lz58/H8uXLyy0TERFR4YD0WbBgAQICAvD8889Xuq3g4GAoFJa/NoAuSqUSMTExkr4GW8c+lDap9l/Pc6fRpLo7Fu2J0zrev3kN/B2dgIbV3HDlfmaZ9V/oUrkFmi2FUqkEfrtX4frFI1c9Y04BCY+/6Jg3pD12fv5fuXXr1auHkKZ+8EzOAnYeBAD4+/sDR6PKPRdpk+prkIqw/6SN/Sdt7D/pYx9Kmzn6r/gchjA6KfT666/jxRdfLLdMnTp14Ovri9TUVK3jhYWFePjwIapWraqznq+vLwoKCpCenq41WiglJUVT5+jRo7h8+TJ27doF4PHQ/Xbt2uGtt97C+PHjDb4WhUIh+ReRNVyDrWMfSpvU+m/5sKKkztFrqTh+Iw0A4OVij68Ht8CUfk0wdv3pcutL6VqFVPx7kMm0F++WG/D7kcvlUCgUkMvlWsf0nYt0k9prkLSx/6SN/Sdt7D/pYx9Km6X0n9FJIW9v71LTwnQJDQ1Feno6YmNjERQUBKAooaNSqdC8eXOddYKCgmBvb4/IyEj06tULAHDt2jXEx8drvildvHgxcnNzNXViYmIwZcoUrF+/HnXr1jX2coiIbNIvb7aHXAY8zClAboEKTvYK1PB0LrdOizpe5glOwtwd7eDt6oDUrHzNsdc7+GPV4Rvl1vNxcxA4MiIiIiKi0gTbfSwgIAAdO3bEtGnTEB0djVOnTmH27Nno168f/Pz8AACJiYno3bs3oqOjAQDu7u4YOHAgvvjiCxw9ehSxsbGYMmUKQkNDNUmhunXrIjAwUPNf7dq1Nefz8fER6nKIiKyKQi6DTCaDl4sDqns6aY7Xr+pWZp05LwSZIzRJk8tl+Oy5ZlrHPuzVqMLtfTVI95coRERERESmINhC00DR+kOzZ8/G8OHDIZfL8cwzz2Dq1KmaxwsKCnD9+nXk5ORojk2ZMgVyuRzjx49Hfn4+wsPDMWPGDCHDJCKiRz7p0xj/nLuH9NxCreOLhoQiqJanSFEJw9tJjtTcsnf9KstPI61jXSUiIiIiIkGTQl5eXliwYEGZj9euXRuXLl3SOubo6IgZM2YYnAhq27ZtqTaIiKhifNwcMfDp2lhdYrqTr5sjnmtRU7ygBDK7qzfG7kg2ul6XRtUqdd5Gfu6Vqk9EREREZCqCTR8jIiLrsGpEK7FDEER1N0G/F9Fp0NO14e/rWuq4ox3/HBMRERGR+fFTKBERlat5bS+xQ7BYg1vVMaq8rIzj7k7mT1ARERERETEpREREWkJK7DLmbC/+NpmW5M1O9bV+7tWsOgL9yl6cu2E1tzJ/hzW9yt/tjYiIiIhIaEwKERGRluda1MTBSV0BAJ0Dq4ocjWWZ0reJUeU/7t0YMpnu8UFO9goMfrq2KcIiIiIiIqoQjlcnIiItMpkMtas444OegXghpJbY4RARERERkUA4UoiIiEqRyWQY370h6vq4iB2K5NTycqpQPe5KRkRERETmxqQQERHZrJZ1vQRoswqGtKlrdL0/x3UweSxEREREROVhUoiIiGzWhtFtTN5m8fQ7YzlxUW8iIiIiMjMmhYiIyGbZKyzrz+DSoS3FDoGIiIiIbIhlfRomIiKyAm6ORfs4ONgZ92e2mkfF1iMiIiIiIqoI7j5GRERkYgOfro0CpQrtA3zKLRfWwAe/nboDLxcHM0VGRERERPQYk0JEREQm5uZoh9Ed6+st92JobTzTtDpcHfnnmIiIiIjMj9PHiIiIKsFOXrk/pUwIEREREZFYmBQiIiIygJO97j+Zk3o3AgAE+rmZMxwiIiIiokrj15NEREQG+GdCZ53HuzSqhuvz+kKl1t/GM82qmzgqIiIiIqKKY1KIiIhIjzb1vFHXx6XMx2UyGRSysus/09QPHRr4omdTPwGiIyIiIiKqGCaFiIiI9Ngwum2l6i8b1sqgcmq19nCjkDpelTovEREREVF5uKYQERFROX587WnYKczz59LH1VHr50A/d7Ocl4iIiIhsE5NCRERE5WhZt4rZziWXlTMHjYiIiIjIxJgUIiIishDebg5ih0BERERENoRJISIiIgvh5miHV1rXETsMIiIiIrIRTAoRERGVgzO6iIiIiMhaMSlERERUhuda1ISPK6d0EREREZF1YlKIiIioDMPD/CHjUCEiIiIislJMChERERERERER2SAmhYiIiMpQ3dNJ7BCIiIiIiARjJ3YAREREYtr4Zju8suyo5ueBLWvjve4NUdXdEc4OChEjIyIiIiISFpNCRERk09rV99H6+fmQmqjr4yJSNERERERE5sPpY0RERI94udijU2BVscMgIiIiIjILJoWIiIgsiLsTB/ESERERkXnwkycREZEFeaNTfVxPzkazmh5ih0JEREREVo5JISIiIgtSzd0JK4a3EjsMIiIiIrIBnD5GRET0SHgDX7FDICIiIiIyGyaFiIiIHpnzYrDYIRARERERmQ2TQkRERI94OtuLHQIRERERkdkwKUREREREREREZIOYFCIiIiIiIiIiskGCJYUePHiAiRMnomXLlmjVqhWmTJmCrKyscuvk5eVh5syZaNu2LUJDQ/Huu+8iOTm5VLk//vgD/fv3R3BwMNq3b4+ZM2cKdRlERGQDOgdWxewXgsQOg4iIiIjIrATbkv7DDz9EUlISVq9ejYKCAkyZMgXTp0/HggULyqwzd+5c7N+/HwsXLoS7uztmz56NcePGYePGjZoyq1evxqpVqzBp0iS0aNEC2dnZuHv3rlCXQURENuDn19uIHQIRERERkdkJkhSKi4vDwYMH8fvvvyM4uGgnl6lTp+LNN9/EpEmT4OfnV6pORkYGNm/ejPnz56N9+/YAipJEffv2RVRUFEJCQvDw4UMsXLgQS5cu1ZQBgMaNGwtxGUREREREREREVkuQpNCZM2fg4eGhSQgBQFhYGORyOaKjo9GzZ89SdWJjY1FQUICwsDDNsYCAANSsWVOTFDp8+DBUKhUSExPRp08fZGVlITQ0FJMnT0aNGjWMjlOpVFbsAi1AcexSvgZbxz6UNvaftLH/pI99KG3sP2lj/0kb+0/62IfSZo7+M6ZtQZJCycnJ8Pb21j6RnR08PT2RlJRUZh17e3t4eHhoHffx8dHUuXPnDtRqNZYuXYpPP/0U7u7uWLhwIUaOHIm//voLDg4ORsUZExNjVHlLZA3XYOvYh9LG/pM29p/0sQ+ljf0nbew/aWP/SR/7UNospf+MSgrNnz8fy5cvL7dMREREpQIqj0qlQkFBAaZOnYrw8HAAwDfffIMOHTrg2LFj6Nixo1HtBQcHQ6FQCBGq4JRKJWJiYiR9DbaOfSht7D9pY/9JH/tQ2th/0sb+kzb2n/SxD6XNHP1XfA5DGJUUev311/Hiiy+WW6ZOnTrw9fVFamqq1vHCwkI8fPgQVatW1VnP19cXBQUFSE9P1xotlJKSoqlT/P8GDRpoHvf29kaVKlWQkJBgzKUAABQKheRfRNZwDbaOfSht7D9pY/9JH/tQ2th/0sb+kzb2n/SxD6XNUvrPqKSQt7d3qWlhuoSGhiI9PR2xsbEICira4vfo0aNQqVRo3ry5zjpBQUGwt7dHZGQkevXqBQC4du0a4uPjERISAgBo2bIlAOD69euoXr06AODBgwdIS0tDzZo1jbkUIiIiIiIiIiKbJhei0YCAAHTs2BHTpk1DdHQ0Tp06hdmzZ6Nfv36anccSExPRu3dvREdHAwDc3d0xcOBAfPHFFzh69ChiY2MxZcoUhIaGapJC9erVQ/fu3TFnzhycPn0aly9fxuTJk1G/fn20bdtWiEshIiIiIiIiIrJKgiw0DRStPzR79mwMHz4ccrkczzzzDKZOnap5vKCgANevX0dOTo7m2JQpUyCXyzF+/Hjk5+cjPDwcM2bM0Gr3q6++wty5czFmzBjI5XK0bt0aK1asgL29vVCXQkRERERERERkdQRLCnl5eWHBggVlPl67dm1cunRJ65ijoyNmzJhRKhFUkpubG+bOnYu5c+eaLFYiIiIiIiIiIlsjyPQxIiIiIiIiIiKybEwKERERERERERHZIMGmj1kytVoNAFAqlSJHUnHFsUv5Gmwd+1Da2H/Sxv6TPvahtLH/pI39J23sP+ljH0qbOfqvuO3i3Ed5ZGpDSlmZ/Px8xMTEiB0GEREREREREZEggoOD4eDgUG4Zm0wKqVQqFBYWQi6XQyaTiR0OEREREREREZFJqNVqqFQq2NnZQS4vf9Ugm0wKERERERERERHZOi40TURERERERERkg5gUIiIiIiIiIiKyQUwKERERERERERHZICaFiIiIiIiIiIhsEJNCREREREREREQ2iEkhIiIiIiIiIiIbxKQQEREREREREZENYlKIiIiIiIiIiMgGMSkkUevXr0e3bt0QHByMwYMHIzo6WuyQSAdj+yk9PR0zZ85EeHg4goKC0KtXL+zfv99M0VJJJ06cwFtvvYXw8HA0atQIu3fvLrf8P//8g5EjR6Jdu3Zo2bIlXn75ZRw8eNBM0dKTjO0/APjrr7/w3HPPoUWLFggPD8cnn3yCtLQ0M0RLT/rxxx8xcOBAhIaGon379njnnXdw7do1g+tv374djRo1wjvvvCNglGSsDRs2oH///mjZsqXmfZJ/4yxPRfqJn18s17Jly9CoUSPMmTOnzDKbNm3Cq6++itatW6N169YYMWIE7y0shCH9BwA//fQTevXqhebNm6Nz586YO3cu8vLyzBQllbR48WI0atRI67/evXsbVFeszy9MCklQREQE5s2bh7Fjx2LLli1o3LgxRo0ahZSUFLFDoxKM7af8/HyMHDkSd+/exbfffoudO3di9uzZ8PPzM3PkBADZ2dlo1KgRZsyYYVD5EydOICwsDMuWLcMff/yBtm3b4u2338b58+cFjpR0Mbb/Tp06hY8//hiDBg3Ctm3bsHDhQsTExGDatGkCR0q6HD9+HP/73/+wadMmrF69GoWFhRg1ahSys7P11r1z5w6+/PJLtGrVygyRkjGqV6+ODz/8EH/88Qc2b96Mdu3aYezYsbhy5YrYoVEJxvYTP79YrujoaGzcuBGNGjUqt9yxY8fQr18/rFmzBhs3bkSNGjXw+uuvIzEx0UyRki6G9t/ff/+NBQsWYNy4cYiIiMCcOXMQERGBb775xkyR0pMaNmyIQ4cOaf7bsGGD3jqifn5Rk+QMGjRIPXPmTM3PSqVSHR4erv7xxx9FjIqeZGw/bdiwQd29e3d1fn6+uUIkAwUGBqr//fdfo+v17dtXvXjxYgEiImMY0n8rVqxQd+/eXevYmjVr1B07dhQyNDJQSkqKOjAwUH38+PFyyxUWFqpffvll9aZNm9Qff/yx+u233zZThFRRrVu3Vm/atEnsMEiP8vqJn18sU2ZmpvqZZ55RHz58WD106FD1559/bnDdwsJCdWhoqHrLli3CBUjlMqb/Zs6cqR42bJjWsXnz5qlfeeUVocMkHRYtWqR+7rnnjKoj9ucXjhSSmPz8fJw7dw5hYWGaY3K5HGFhYThz5oyIkVFJFemnPXv2ICQkBLNmzUJYWBieffZZLF26FEql0lxhkwmpVCpkZWXBy8tL7FDIACEhIbh37x72798PtVqN5ORk7Nq1C507dxY7NAKQkZEBAPD09Cy33JIlS+Dj44PBgwebIyyqBKVSie3btyM7OxuhoaFih0NlMKSf+PnFMs2aNQudO3fW+ixqqJycHBQWFup9zyXhGNN/oaGhOHfunGbK3+3bt7F//35+hhHRzZs3ER4eju7du2PixImIj48vt7zYn1/sRDkrVVhaWhqUSiV8fHy0jvv4+Bi13gIJqyL9dPv2bRw9ehT9+/fHsmXLcOvWLcycOROFhYUYN26cOcImE1q5ciWys7PRp08fsUMhAzz99NP4+uuvMWHCBOTn56OwsBBdu3bF9OnTxQ7N5qlUKsydOxctW7ZEYGBgmeVOnjyJ33//HVu3bjVfcGS0S5cu4ZVXXkFeXh5cXFywZMkSNGjQQOyw6AnG9BM/v1ie7du34/z58/j9998rVH/+/PmoVq1ahRJKVHnG9l///v2RlpaGV199FWq1GoWFhXjllVfw1ltvCRwp6dK8eXPMmzcP9erVQ1JSEpYsWYL//e9/+Pvvv+Hm5laqvCV8fmFSiMhCqNVq+Pj4YPbs2VAoFAgKCkJiYiJWrlzJD1US8/fff2PJkiX4/vvvSyUGyTJdvXoVc+bMwdixYxEeHo6kpCR89dVXmDFjBubOnSt2eDZt5syZuHLlSrnz8TMzMzFp0iTMnj0b3t7eZoyOjFWvXj1s3boVGRkZ2LVrFz7++GOsW7eOiSELY0w/8fOLZUlISMCcOXOwatUqODo6Gl1/2bJliIiIwJo1aypUnyqnIv137Ngx/Pjjj5gxYwaaN2+OW7duYc6cOViyZAnGjh0rcMT0pJIjtBo3bowWLVqga9eu2LFjR6mRQJby+YVJIYmpUqUKFApFqcWKU1JS4OvrK1JU9KSK9FPVqlVhZ2cHhUKhOVa/fn0kJSUhPz8fDg4OgsZMprF9+3ZMnToV3377Lb9hk5Aff/wRLVu2xOjRowEU/RF3dnbG//73P0yYMAHVqlUTOULbNGvWLOzbtw/r1q1D9erVyyx3+/Zt3L17F2+//bbmmEqlAgA0bdoUO3fuRN26dQWPl/RzcHDAU089BQAICgpCTEwM1qxZg1mzZokcGZVkTD/x84tlOXfuHFJSUjBgwADNMaVSiRMnTmD9+vWIiYnR6quSVq5ciWXLlmH16tVo3LixuUKmEirSf99++y2ee+45TcKhUaNGyM7OxvTp0/H2229DLueKMWLy8PCAv78/bt26VeoxS/n8wqSQxDg4OKBZs2aIjIxEjx49ABQ9cSIjIzF06FCRo6NiFemnli1bYtu2bVCpVJo37xs3bqBq1ar8QCUR27Ztw5QpU/DNN9+gS5cuYodDRsjNzS31Iav4Z7VaLUZINk2tVmP27Nn4999/sXbtWtSpU6fc8vXr18fff/+tdWzhwoXIysrCp59+Wm5CicSlUqmQn58vdhikR3n9xM8vlqVdu3al3g8/+eQT1K9fH2+88UaZCaHly5dj6dKlWLlyJYKDg80RKulQkf7Lzc0tlfjhZxjLkZWVhdu3b6Nq1aqlHrOUzy9MCknQyJEj8fHHHyMoKAjNmzfHzz//jJycHK2MMolPXz9NmjQJfn5+mDhxIgBgyJAhWLduHebMmYOhQ4fi5s2b+PHHH/Haa6+JeRk2KysrSyujf+fOHVy4cAGenp6oWbMmFixYgMTERHz11VcAiqaMTZ48GVOmTEGLFi2QlJQEAHBycoK7u7so12DLjO2/rl27Ytq0adiwYQM6duyI+/fvY+7cuWjevDm3VRbBzJkzsW3bNnz//fdwdXXVvJ7c3d3h5OQEQPs91NHRsdR6Qx4eHgBQ7jpEZF4LFixAp06dUKNGDWRlZWHbtm04fvw4Vq5cKXZoVIK+fuLnF8vm5uZW6n3PxcUFXl5emuNP9uGyZcuwaNEiLFiwALVq1dK857q4uMDV1dW8F2DjKtJ/Xbt2xerVq9G0aVPN9LFvv/0WXbt2LTMJSML58ssv0bVrV9SsWRP379/H4sWLIZfL8eyzzwKwzM8vTApJUN++fZGamopFixYhKSkJTZo0wYoVKzh9zMLo66eEhAStrH6NGjWwcuVKzJs3D8899xz8/PwwbNgwvPHGG2Jdgk2LjY3FsGHDND/PmzcPAPDiiy/iiy++QFJSEhISEjSPb9q0CYWFhZg1a5bW8Pri8mRexvbfgAEDkJWVhfXr1+PLL7+Eu7s72rVrh48++sjssRPwyy+/AECpm8p58+ZpEutPvoeS5UtJScHHH3+M+/fvw93dHY0aNcLKlSvRoUMHsUOjEvT1Ez+/SN+Tfbhx40YUFBRg/PjxWuXGjRuHd99919zhkR5P9t/bb78NmUyGhQsXIjExEd7e3ujatSvef/99EaO0Xffu3cMHH3yABw8ewNvbG08//TQ2bdqkWTPIEj+/yNQcU0ZEREREREREZHMsK0VFRERERERERERmwaQQEREREREREZENYlKIiIiIiIiIiMgGMSlERERERERERGSDmBQiIiIiIiIiIrJBTAoREREREREREdkgJoWIiIiIiIiIiGwQk0JEREREJjB58mS88847YodBREREZDCZWq1Wix0EERERkSVr1KhRuY+PGzcOI0aMgFqthoeHh5miIiIiIqocJoWIiIiI9EhKStL8OyIiAosWLcLOnTs1x1xcXODq6ipGaEREREQVZid2AERERESWrmrVqpp/u7u7QyaTaR0DiqaPpaen4/vvvwcAvPbaawgMDIRcLsfWrVthb2+PCRMm4Nlnn8Xs2bOxc+dO+Pr6YurUqejcubOmncuXL+Orr77CqVOn4OzsjA4dOuCTTz6Bt7e3eS6WiIiIbAbXFCIiIiISyJYtW1ClShX89ttvGDp0KD777DO89957CA0NxZYtW9ChQwdMmjQJOTk5AID09HQMHz4cTZs2xe+//44VK1YgJSUFEyZMEPdCiIiIyCoxKUREREQkkMaNG+Odd96Bv78/xowZA0dHR1SpUgUvvfQS/P39MXbsWDx48ACXLl0CAKxbtw5NmzbFBx98gICAADRt2hRz587FsWPHcP36dZGvhoiIiKwNp48RERERCaTkAtUKhQJeXl4IDAzUHPP19QUApKSkAAAuXryIY8eOITQ0tFRbt27dQr169QSOmIiIiGwJk0JEREREArGz0/6oJZPJtI7JZDIAQPG+H9nZ2ejatSs+/PDDUm09uYYRERERUWUxKURERERkIZo1a4Zdu3ahVq1apRJKRERERKbGNYWIiIiILMSrr76Khw8f4oMPPkB0dDRu3bqFgwcP4pNPPoFSqRQ7PCIiIrIy/AqKiIiIyEL4+fnhl19+wfz58zFq1Cjk5+ejZs2a6NixI+RyfpdHREREpiVTF09iJyIiIiIiIiIim8GvnIiIiIiIiIiIbBCTQkRERERERERENohJISIiIiIiIiIiG8SkEBERERERERGRDWJSiIiIiIiIiIjIBjEpRERERERERERkg5gUIiIiIiIiIiKyQUwKERERERERERHZICaFiIiIiIiIiIhsEJNCREREREREREQ2iEkhIiIiIiIiIiIbxKQQEREREREREZEN+n8GIerAd2AnrAAAAABJRU5ErkJggg==\n"},"metadata":{}}]},{"cell_type":"code","source":["# Adding noise\n","x = noise(data)\n","plt.figure(figsize=(14,4))\n","librosa.display.waveshow(y=x, sr=sample_rate)\n","Audio(x, rate=sample_rate)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":446},"id":"xceDnOvMC3kn","executionInfo":{"status":"ok","timestamp":1713777500991,"user_tz":-540,"elapsed":1404,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"86f3485f-6dea-48ae-eed9-dffa7f71f28e"},"execution_count":29,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{},"execution_count":29},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"iVBORw0KGgoAAAANSUhEUgAABIUAAAFzCAYAAACgv7kOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACWLElEQVR4nOzdd3hT5dsH8G+SLigddFD2aNm0pS27FJA9FWU4EJChOBBFUURko4AK/gDFlynIElGGCgiIILNsCi0bWjZ005buJnn/SJs2bdImbZKTk3w/1+UlPTnn5D55Ms65z/Pcj0SpVCpBREREREREREQ2RSp0AEREREREREREZH5MChERERERERER2SAmhYiIiIiIiIiIbBCTQkRERERERERENohJISIiIiIiIiIiG8SkEBERERERERGRDWJSiIiIiIiIiIjIBjEpRERERERERERkg+yEDkAICoUCeXl5kEqlkEgkQodDRERERERERGQUSqUSCoUCdnZ2kEpL7wtkk0mhvLw8REZGCh0GEREREREREZFJBAQEwMHBodR1bDIpVJApCwgIgEwmEzia8pHL5YiMjBT1Mdg6tqG4sf3Eje0nfmxDcWP7iRvbT9zYfuLHNhQ3c7RfwXOU1UsIsNGkUMGQMZlMJvoPkTUcg61jG4ob20/c2H7ixzYUN7afuLH9xI3tJ35sQ3EzR/vpUy6HhaaJiIiIiIiIiGwQk0JERERERERERDaISSEiIiIiIiIiIhtklqTQpk2b0K1bNwQEBGDo0KG4dOlSqev//fff6NOnDwICAvD888/j8OHDJda5ffs23nnnHbRq1QpBQUEYPHgwHj16ZKpDICIiIiIiIiKyKiZPCu3Zswfz58/H+PHjsWPHDjRt2hRjx45FYmKi1vXPnz+PSZMmYciQIdi5cye6d++O8ePH48aNG+p17t27h2HDhsHX1xcbNmzAn3/+iffeew+Ojo6mPhwiIiIiIiIiIqtg8qTQ2rVr8fLLL2Pw4MFo2LAhZs+eDScnJ2zbtk3r+uvXr0enTp3w5ptvws/PDxMnTkTz5s2xceNG9Tr/+9//0LlzZ0yePBnNmzdH3bp10b17d3h6epr6cIiIiIiIiIiIrIJJk0I5OTm4fPkyQkNDC59QKkVoaCguXLigdZuIiAh06NBBY1lYWBgiIiIAAAqFAv/99x/q16+PsWPHokOHDhg6dCgOHDhgsuMgIiIiIiIiIrI2dqbceXJyMuRyeYkePJ6enoiOjta6TUJCAry8vEqsn5CQAABITExERkYGVq1ahYkTJ+KTTz7B0aNH8f7772P9+vVo27at3vHJ5XIDj8hyFMQu5mOwdWxDcWP7iRvbT/zYhuLG9hM3tp+4sf3Ej20obuZoP0P2bdKkkCkoFAoAQPfu3TFq1CgAQLNmzXD+/Hls2bLFoKRQZGSkKUI0K2s4BlvHNhQ3tp+4sf3Ej20obmw/cWP7iRvbT/zYhuJmKe1n0qRQ1apVIZPJShSVTkxMLNEbqICXl5e6V5C29atWrQo7Ozv4+flprOPn54dz584ZFF9AQABkMplB21gKuVyOyMhIUR+DrWMbihvbT9zYfuLHNhQ3tp+4sf3Eje0nfmxDcTNH+xU8hz5MmhRycHBAixYtEB4ejh49egBQ9fQJDw/H8OHDtW4TFBSEkydPqnsBAcCJEycQFBSk3mdAQABiYmI0trtz5w5q1aplUHwymUz0HyJrOAZbxzYUN7afuBW038FrsWjgVQUNvJyFDokMxM+guLH9xI3tJ25sP/FjG4qbpbSfyWcfGz16NLZu3YodO3bg9u3bmDVrFjIzMzFo0CAAwOTJk7Fo0SL1+iNHjsTRo0fx008/4fbt2/j+++8RFRWlkUQaO3Ys/v77b2zduhV3797Fxo0bcejQIbz22mumPhwiIrJCY9adxbsbDettSkREREQkdiavKdSvXz8kJSVh6dKliI+PR7NmzbB69Wr1cLDHjx9DKi3MTYWEhGDhwoVYvHgxvvvuO9SvXx/Lli1D48aN1ev07NkTs2bNwsqVK/Hll1+iQYMGWLp0KVq3bm3qwyEiIit17Uma0CEQEREREZmVWQpNDx8+XOdwsQ0bNpRY1rdvX/Tt27fUfQ4ZMgRDhgwxSnxERERERERERLbG5MPHiIiIiIiIiIjI8jApRERERERERERkg5gUIiIiyidXKJGZI8eaYzHIzpMLHQ4RERERkUmZpaYQERGRGPhN3YNezX2w/0osarlXQh//6kKHRERERERkMuwpREREVMT+K7EAgKxc4XoKKRRKwZ6biIiIiGwHk0JEREQW5OC1WPhO3YMfDt4UOhQiIiIisnJMChEREVmQ/ZdVPZUW7r8hcCREREREZO2YFCIiIiIiIiIiskFMChERERERERER2SAmhYiIiLRYfvg25Cz4TERERERWjEkhIiIiLa49SUPUwxShwyAiIiIiMhkmhYiIyKadv5es87HsPAUep2SaMRpAyc5JRERERGQmTAoREZFNG/TjCZ2PLdp/HR3mH+QwMiIiIiKySkwKERER6XAqJgkAoGD3HSIiIiKyQkwKERERERERERHZICaFiIiILEhadq7QIRARERGRjWBSiIiIqAybT90z23Pl5CnM9lxEREREZNuYFCIiIirDzD8vCx0CEREREZHRMSlERERUQeuOx2DC5vNG2dfjlCyj7IeIiIiIqCxMChEREVXQrL+u4K9Ljyu8n8Rn2bj8KNUIERERERERlY1JISIiIguRni0XOgQiIiIisiFMChEREelh1h+XMesP09YWysjNM+n+iYiIiIiKYlKIiIhID+vC72Bd+J1ybZuZI8fw1adwpYyhYRk57ClERERERObDpBAREZGJDVt1EsduJeDnE3dKXe+TrRfNExAREREREZgUIiIiG3bgapxZnufC/acAAIVSWep60QnpZoiGiIiIiEiFSSEiIrJZb280zjTyxT3LZm0gIiIiIrJ8TAoREREZUdTDFPjP3Ifw24kV3ldyeo4RIiIiIiIi0o5JISIiIiMqGAL22qqTSHyWXeq6Sek5WHs8Bkodw8oOXI01enxERERERAWYFCIiIqqApFJ681y497TUbVccuY3Zf11BjI5aQqVXICIiIiIiqhgmhYiISKfMHLnOXiykMuevy+XeNumZKqFUVgFqIiIiIiJTYFKIiIg0ZObI8f7m87iflIHgufuxYO81oUOyKMdvJWj07LnyONUo+/2WrzMRERERmRmTQkREpOHK4xTsuvQYG0/eRVauAuuO3xE6JIvy+upTGLvujF7rltX/p+gsZcv+u12BqIiIiIiIDMekEBERqd1LzMD//RcNAMhTcEiTLtE6agAV99b6s8iVK9R/F31FE59l4++oJwCArFwFiIiIiIjMjUkhIiJS+2rPFfWMVyxzYxxFk0K/n3ugHnqWkpmrXp6WlVdiOyIiIiIiU2NSiIiI1OLTCqdQ/+l4jPrfWbnWV3B6zQXj1AIqy9TtkRp/34hNK7GORGKWUIiIiIiINDApRERkg649ScXdRP2GQAFA0+l7Efb1IRNGZH57bmWY5Xl2Rjwq97a3454ZMRIiIiIiIk1MChER2aA+i4/i1ZUnAQD/XInVa1r1h08zTR2WVXB1stNrvaLDx3RZcSS6ouEQEREREelklqTQpk2b0K1bNwQEBGDo0KG4dOlSqev//fff6NOnDwICAvD888/j8OHDOtedMWMGmjRpgnXr1hk5aiIi6/Y4JQtZuXK8tf4sfiplhrHsPBZBNoSDTL+f1pd+PGHiSIiIiIiISmfypNCePXswf/58jB8/Hjt27EDTpk0xduxYJCYmal3//PnzmDRpEoYMGYKdO3eie/fuGD9+PG7cuFFi3X/++QcXL15EtWrVTH0YRERW6a31Z9X/HvJ/TFIQEREREdkSkyeF1q5di5dffhmDBw9Gw4YNMXv2bDg5OWHbtm1a11+/fj06deqEN998E35+fpg4cSKaN2+OjRs3aqwXGxuLuXPnYuHChbC3tzf1YRARWaWjNxPU/z57N1nASMQrPVuu/vfTjBwBIyEiIiIiMox+hQ/KKScnB5cvX8bbb7+tXiaVShEaGooLFy5o3SYiIgKjRo3SWBYWFoYDBw6o/1YoFPj0008xduxYNGrUqNzxyeXysleyUAWxi/kYbB3bUNystf3Kml/MWo7XGMchl8ux+fQ9jVpLQ/7vBG7Fl17AW6FQlHj+xLSsUp+HSrLWz6CtYPuJG9tP3Nh+4sc2FDdztJ8h+zZpUig5ORlyuRyenp4ayz09PREdrb14ZkJCAry8vEqsn5BQeDd71apVsLOzw8iRIysUX2RkZNkrWThrOAZbxzYUN2trv4z00hMaERER5gnExM480p2E0VdERAT+OK3Zu6qshBAAxMTEICLnscay6Jg7pT4P6WZtn0FjuZWUixtJOejX0FnoUErF9hM3tp+4sf3Ej20obpbSfiZNCplCVFQU1q9fj+3bt0MikVRoXwEBAZDJZEaKzLzkcjkiIyNFfQy2jm0obqJvv9/2al18PbH0GbHy3Ouhdf2qpojIrAbrOH5DBAUFwS3yHPA43qDtGjRogKDmPhptUL9+feBkhM7noZJE/xk0sQ8XHsaD5ExMHdJR6FC0YvuJG9tP3Nh+4sc2FDdztF/Bc+jDpEmhqlWrQiaTlSgqnZiYWKI3UAEvLy+NXkHF1z979iwSExPRtWtX9eNyuRxff/011q9fj4MHD+odn0wmE/2HyBqOwdaxDcVNbO23/fwDVHdzKvf2b286j4gZvYwYkXjJZLJy3ZyQSqUl3jNSqe4Sf2J6fwlBbJ9Bc3mQrBrWaOmvDdtP3Nh+4sb2Ez+2obhZSvuZNCnk4OCAFi1aIDw8HD169ACgqqUQHh6O4cOHa90mKCgIJ0+e1KgrdOLECfWd0oEDByI0NFRjm7Fjx2LgwIEYNGiQSY6DiMhafLz1YoW2f5pRek8iIiIiIiISD5MPHxs9ejQ+++wz+Pv7IzAwED///DMyMzPVCZzJkyfDx8cHkyZNAgCMHDkSI0aMwE8//YQuXbpgz549iIqKwpw5cwCoeh9Vrao5dMHe3h5eXl7w9fU19eEQEYnW3qgnQodAOrz/y3mhQyDSi1yhxMnoRLT39YRMWrFh/ERERCQ8k09J369fP3z22WdYunQpBg4ciKtXr2L16tXq4WCPHz9GfHxhPYaQkBAsXLgQv/76KwYOHIh9+/Zh2bJlaNy4salDJSKyau9sPCd0CKSDsqxp30hw2XlyPP/9MZyKTix7ZSt0MzYNb60/i/2Xn+D11afw79VYoUMiIiIiIzBLoenhw4frHC62YcOGEsv69u2Lvn376r1/Q+oIERERGcOVR6nl2u7yo1T0blHdyNGQqaVl5SHyYQpWHY1BO1/PsjewEPeTMlDHo3K5to16mIJPf7+IzW+2x1vrz+JOYgb8vKsAABKe5RgzTCIiIhKIyXsKERGRdVl9NFroECpkw8m7RtnPrL8u415ShsHbLf33JrJy5UaJgYQgrm5dnb45hDy5olzbbjv/AFcfp2HJvzdxJ9Hw9zoRERFZPiaFiIjIIF/uvip0CBUyfWeUUfZzOiYJN2KflWtbuUJciQUSj1y5okTSUV7B8YnPsvMqtD0RERFZLrMMHyMiIiIi03t343ncSUiv8H7Ss/OwJ/JxieV2LC5NRERkVdhTiIiIDGasIVhEZDx5cgUOXI3FrXjtPdieZuTgrfVn8Tgls9T9xKVm4aUfjyM2NRsA8Pu5B+rHOOMYERGRdWFSiIiIDGasIVhUNtYfsiwHrsZh96WSPWgsQdt5/5b6+MnoRPxzJRa7LpYe/9zdV3UOjVzy781yx2cplEolpu6IxIV7yUKHQkREJDgmhYiIiCxYOuu5WJx5eyyzrlZSuu4ZwbJy5bgdrxpWpiyjWHa0jp5G1kKhBDafuodZf14WOhQiIiLBMSlEREREZICnGeKbjv3L3Vfw7b7rQodhUS4+SOFQWCIisnlMChEREREZoI5HZaFDMNj28w/V/14fzkRIgek7o/Df9TgcvRkvdChERESCYFKIiIiIyIrdS8xARk5hbaoHyaUXmhaTzafu4bv9ZfeASniWjd/O3gcA5MoVGo+NWnsGI9acNkl8RERElo5JISIiIqJSKJWl1+ARSp5cgWWHbiElI7fU9eLTss0Ukfn833+3EfUwBVN3RGLpwVtlrr9o/3V8+vsl3EvMQNPpe80QIRERkTgwKURERDbj+pM0oUOwGquPRuPi/adCh2Fyn/52EQ0+34NVR6OFDqWEozcT8O2+62g//1/8efGRzvW2X3io87HyOhWTCLlCuGTZ13uv4ZPfLqr/zsyR41S0KqZpOyMRk5CusX5B76gkEdaDIiIiMiUmhYiIyCakZuWi9+IjQodhNb7cfRXv/3Je6DBM7rdzDwAAKw5bTlIoLjUL3+y9htHrzgAAMnPl+OCXCzrX/z3/GIzpj4hH2Bv1xOj7NcSjp4XD4P7vv1t4ZeVJ3Ip7ho0n72HpvzcFjIyIiEg87IQOgIiITO/MnSShQxDcgr+vCR2C6MQkpOP6kzT08a+u9fH7SdZTm0YsLj9KQf+lx4QOAwDwJDXLrM+nVCpxJzED9T1LFvq+HqvqBbgjv1dURk6eWWMjIiISK/YUIiKyAUOXhwsdguAuP0wROgTReX/zebyz8ZzB291PysD8PVehEHB4kTX46NcITNoaobHsr4uPhQnGAvx3PR5dF/6H/zt8W+c6y0t5jIiIiEpiUoiIiIi0uvwoVePvPLkCEXrUEVr6702sOBKNOCsscAwA156k4cStBJM/z44LD7HtvPHrARmLuZN+dxJVdYK+2Vv2bGNERESkHyaFiIioXM7dFdeQtPQiU3ILbfXRGKFD0OqX0/cwfWeUzse3nX+AF5cdx5ViyaKi/rr4CDfinpkiPIvy6e+XhA6hQi7cS67wPr7ac9UIkZjOzdg0PEjOEDoMIiIii8akEBERlcvg/wsXVd2OOlUrCR2C2v8O3BA6BK0+3x6JDSfvlli++dQ9AEBMguoCe9yGszr3MeGXCzYxK1lqVunTwJvCk5QsrA+/Y5R9rT5mmYlJXfZffoLZf13RWJaaVfj9k5mr0HgsOT0Xvf53BMNWndJYnp1rOclhIiIiS8CkEBERlVueiGrGSCQSoUMQrak7IjX+LpjeW19/XXyE60/SjBmSTfp67zVkGKnH2+5LxqlNFG+mIYLfH7xV6uNHbsRr/H36ThKUAO4lZWDWn5dx9KZquN8rK0/q3MeA749i1p+X0W3hf0bpSUVERCQGnH2MiMjKTdsZWfZKRCZw/FYCkjNy8OXuq3Cwk8LNyR5vdmqAt7v4CR2a6KRn56ln1rIkyw7dwqwXWpj8eRTK8ieg1524o9d6UQ9TEfVQNTTyt3MPEFy3armfk4iISCyYFCIisnIbT94TOgSLcMsG6tyYUlJ6DpTQfWGemSNHnkJzCM+k3y6q/52Tp0D8s2zM//saRnWsj7uJGfCu4oiqzg4mi9ma/HnxkdAhaJWckSN0CCZR2V4mdAhERERmwaQQERHZhJw8RdkrkU4hc/+BVMsIvMRn2fCs4ojR604jNlW/oURKJdDrf0cQ6ueJzW+1N3Kk1mFJkbpTcoUSaWaoYRSbmoUHyRl4mmH+ekm6fLjlAm7FPSsxE56pVXbkKTIREdkG1hQiIiqHtKw8rI1INcuFGhlHab1cSNOp6ESty7WVkJrxx2VEPUzByegkxCSkG/Q8J25rfx5bolQqseLw7RK1ef534Kb6329vOId5e66ZPJbxm85j8P+F4+FTw2pGmdIfEY/MnhCyBnGpWRi19jTiUrOEDoWIiCwck0JEROXw77U47LqZgX2XY4UORVDLDt6CsgK1PszJXibOnzx966EYU2nFeIu79PApPthywaD9i6VAub69y9Yej8Hyw7fL9RwPn2Zi/t/XsOyQ7kLKB66a7nsmT65Arlx1nGfvWlZx5VgmNMolPi0bLy47jv+ux+PgtTiDtn199Uls1DIDIRERWS9xniETEQmsoHZKrlwcF7emsuJINJItaKiJNSpr1iVT0XfK9ftJmYiON6yH0Pubz5cnJLPTN87Zf13Bgr/178mTnaeaQSwrV46CnGpiuvlr8yzcdx3j1p/FKyvCzf7c+ui68D+hQxCl1cei8ShFlVCbsj0Sx/JnXtMmJiEdHRccxFe7ryAlMxfHbyVi2s4oc4VKREQWgEkhIqJ8UQ9T8PLycGTk5AkdCpGGZ9nmf08Gztpvsn3/dz2+7JUswP4rxu+hs/vSYzSZthf/XY9D0+l7cV7L1OfvbDxn9OfV5odDt3DwejzO33tqluczVEaOXOgQRGnF4WiNv/dEPda5bsT9ZDx8molVR2Ow8kj5ersREZG4MSlERJRv48m7OH0nCQ+TM6FQKNHoiz3YoKUbfVJ6DlYcjhEgQrJVq45El70Smd22cw80ZgVbezwG49afBaAqwK2tnsuRG6qE2Ki1ZwAAF7QkZPZGPTFBtESl23r2gdAhEBGRADi1AhFRvqKlcbLzFMiVKzFv91WMaF9PvTw9Ow/vbz6PaAML6hJVxINkyyn8SyppWXmY9NtFjWWz/7oCQNUb6H//3EB6Th7++bgLUjJzUcu9ktb9CFEzShux1Aaj0sl11Ot6eUU4XmhZE81ruuJJShb6BdQosU7xYudERGQbmBQiIipGCWDLmXsAAM8qDgCAn47F4GlGDpIycvSeMSknT4GdEQ/xYlAtONixYyaRrRhfpBZRh3n/Ii07D3cW9BcworKxjox1CJy9r8Sy83eTce1JGs7dTYaDTIrMXLn6/fjRrxdLrE9ERLaFSSEiomKuPUlT3/F/kJyJxGfZmLPritZ1YxLSIVcoIZNKNJbn5Cnwz5VYTP79Epwd7NA/sORdWSJL8leRYVBkPGl61oPKFLiW2aZT9wR9fjKO9OySdZiuPUkDoOpFlKlQPb79/AO8GFRL536i45/B17uKaYIkIiKLwlvXRETF5Mk1p6Fu9eUBneuuOX4Hm09p1h06GZ2IxtP+xoX8ArLh0Qlai8kSWZI/IpgUEtKBq3EImLkPhwycQlxof0Q8wv2kDKHDMLr9l58g8Zn1Dqf6eOtFdF30n87HX1t10mTPnfgsG+vD73DIIhGRhWBSiIiomJw8RdkrFXHh/lONvyPy/74d/wwAsPHkPQz68YQxQjOYtkLZRNooeIFmclcfpyJPR80XQNWraPS6M2aMyDiW/HtT6BCM7tqTNHy1+6rQYZjU3UTdybzYVN0JMblCiRuxaQY/X9TDFGw79wA/HLqFGX9cxqOUkoXYiYjI/JgUIiIqZsr2SIPWr+7qZKJIKiYlIxfTWSfEKpj6jnrUwxQcFFkPFbF5kJyBvkuOYtt565vhKS0rV+gQTOJm3DOhQzDI92ZKzv129j76Lj2OR2maQx6T03Ow9ex9ndu9veEcJv12UV3QWlFKgpSIiMyHSSEismn7Lz/BhvA7FdqHRKJ9+aHr8Rp/P/ftIRy/lVCh59JXZo4c7ebrHvZG4mLqXjxRD1NMuv/S7L70WLDnNqdnetYWIssR+TAFq45ECx2G3hb9c8Oo+7tZpDfQyehEvL/pPJRKJU5GqyZbePJMjrc3nsfjFNXsiEv+vYnJv19Cgo5hdw+fchZFIiJLxKQQEdm0cRvOYfofl83yXHcSM/ClmYYjpGXlIivXsGFw1ux0TBKndbdQM/5gbzaxS8uy3oTX/L+tewhZaYauCFf/e85fV7Ar8jF+O/sAO/Prj12Oz8GBq3HqIvUFySF9k9gpmbl46cfjOB2TZOTIiYjIEEwKERHl09Xjx5hy8krODEOm98EvF4QOgXRITM8ROgSqoBO3E4UOwWRseYTT04zCYYFZ+b9dZ++WTOCcjE5CVm7hb9vF+6X3PNyV3ztwwPfHcOHeU6w8ctsY4RIRUTkxKURElK+qs0O5tltzLAbpBgwNOXc3WX1HlczjSaq4C5qKPf7S1K5aSegQzKLfkqNCh2BSN8tReJgqLidPgf/9cwMxCekm2X+eXIH6U3YjOl61/61nS9bEOngtDi1n71f//db6s8jI0f830RSJN7lCadDvMhGRLWNSiIiogrJyFWgxc5+6XtDDMoYpDf6/E3hnwzlzhGYWQ5afQKqVFpq1FPYy6/25lknN0EXPAlh7jxNDC/SXZW+UbdSaqqizd5Ow5N+b6LrwP5PsP7WUoYE7rxcmorKLzdo5cs1pk8SjrynbLqHzN4d0Pi5XKBH1MMXkRfyJiMTALGeZmzZtQrdu3RAQEIChQ4fi0qVLpa7/999/o0+fPggICMDzzz+Pw4cPqx/Lzc3Ft99+i+effx5BQUEICwvD5MmTERsba+rDICIq1dxdVwAAlRxkZa578YFwhX2NLTo+HRfuPRU6DKt29GYCi7SSRXtkxPdnTp4C72w8b7T9VZTcgjN6lhTbkRuFEymcvZssWBxKpRK/nXuAxPQcpGTm4pyWIW97o55gwPfH0ODzPYi4/9T8QRIRWRCTJ4X27NmD+fPnY/z48dixYweaNm2KsWPHIjFR+/jz8+fPY9KkSRgyZAh27tyJ7t27Y/z48bhxQzWjQlZWFq5cuYJ3330X27dvxw8//ICYmBi8++67pj4UIrIyJ24bdyaw4ndKiYwp8sFToUMwibuJGfD9fLfBw18WH7iJKf+arpaNtU6zLgZKWE6iAwDG/nxG6BC0SsnIxcL9xp1xrLhv913Te93MXN01827FPSt128cpmYgrxzDZEWtO4ZfT93DmTmHiJ+phqvrfc/66gsH/F67uEXT4Rjy+2XsN95Mz1Ovsv/zE4OclIrImJk8KrV27Fi+//DIGDx6Mhg0bYvbs2XBycsK2bdu0rr9+/Xp06tQJb775Jvz8/DBx4kQ0b94cGzduBAC4uLhg7dq16NevH3x9fREUFITp06fj8uXLePTokakPh4isyLBVp9T/fppR8WK3MQnpqD9ld6nr3I43Td0H0u3YTeMm/8j4FEr9epo8SM5Q94z4/tBt3EwyXeJmzDrLTASQ+f13PV7oELT67dx9XDRxL5dfTt83yn4W7b+u87GD1+LQYf5BtJ33L27Hl548Ku7ozQR8vj0SQ5eHq4tdJ6Znqx8v6CX016XHmPXnZbzx02n8+B8LWxMRFWVnyp3n5OTg8uXLePvtt9XLpFIpQkNDceGC9plgIiIiMGrUKI1lYWFhOHDggM7nefbsGSQSCVxdXQ2KTy4X7yxABbGL+RhsHdvQsgTN+cdo+zp0LU6v9UzZ9uZ+XykUcot9L4/fbDnDUCpCoVCY7DX+5fQ9k+zXEEpl6cf3LDsPYV8fwuTejfF2Z1/1clO9JmfuCDf8RYwep2QhMS0T7pX1K9hf2m+gXG55vS4t8fst04BizkIoeM3y5Ar8HaVfb5xrj1IghRIXH6Tg+cAaAIDPtkViSKtaaFPfo9Rtc3LzYC9VfVcWuJOo6hFUfAbKBX8X9oBSKpUW2b6mxHNQ8WMbips52s+QfZs0KZScnAy5XA5PT0+N5Z6enoiOjta6TUJCAry8vEqsn5Cg/U5vdnY2Fi5ciP79+6NKlSoGxRcZadyiiEKwhmOwdWxD63OzjG7yBSIiIkwWQ3KmeU8Sbt+Ohmv6Q7M+p75SMq1jGFBMzB1E5Bp/mENGrsIialzdunULlVJ190pIzVZd6B24eBftXAuHh7y/7hheD3BBrlyJZ7lKXI7LQZ+GlU0eL5U0atUxzOpS+oV7cdp+A3PlljV8DDDt93V5PX5sWK8acyt4zY7c1b/e1Ke/X0RGrqr93TMf42ZSLn4/n4wzt2PxXS8vPHmWh6WnU/BJB3d4VNKs33fp0iXkyJWIfmpYsiw2NhYREark0e3kXPzf2RTM7uIBZwfrLfBfgOeg4sc2FDdLaT+TJoVMLTc3Fx9++CGUSiVmz55t8PYBAQGQycouCGuJ5HI5IiMjRX0Mto5taAF+2yvo0wcFBZls33GpWcCu/0y2/+J8fX0R1NjbbM9nEIHb2VgaNKiPoBbVjb7fDgt0z9BjTg0bNkSQr6fWx97bdAESiWqWsvNPshGV5QFAlSDbH52J/dGaF51ThoSi66IjGB1aDyM71CtfQFbyvjGnyLgcvb/XSvsNzM5TANv369hSGE8r1cLB63GY80ILoUMBAFx/kobNvx0XOoxSFbwXTqVGA9Av8VyQEAKAjCo18dWfEQAAhdQezfwDcei/27iemIDMKjURFFBD43P6UFYNn+2MwrT+TQHo39PPx8cHQUGNAQA7/7yCmKeJcKvlB/9abnrvQ2x4Dip+bENxM0f7FTyHPkyaFKpatSpkMlmJotKJiYklegMV8PLyKtErSNv6ubm5mDhxIh49eoSff/7Z4F5CACCTyUT/IbKGY7B1bEPbZcp2T8sx7/CLqEdp6NbM+AkLKiSVSk3ynolLyy57JTMo7fj2XdGcYXTmX1dK3dfm0/dxLykD/ztwE6PDfEtdl4zL0Peott9AmeV1FMLY9ecAAF+9FChwJCp7oix/1l2ZTIYDV2Lxzb7yFcN+b3NE4R8S4OOtl7A3vyi0tu+Lq/k9p64a2INKIpGo9yWRqpLP8/6+jqWvBcPH1alcsYsFz0HFj20obpbSfibtF+ng4IAWLVogPDxcvUyhUCA8PBzBwcFatwkKCsLJkyc1lp04cULjzlNBQuju3btYt24dqlatapL4icg6xaVmlWuWE7G48igVvf53xKzP+d0/N/AkxXpfUzK97FzjJTKn/3EZAKC0wOQCka1IfJaNN9efNdr+9uo5S9i28w/Ktf/Np+5hffhdAMCpmCSsPX5H721vxz9TF/2+FfcM28sZAxGREEw+fGz06NH47LPP4O/vj8DAQPz888/IzMzEoEGDAACTJ0+Gj48PJk2aBAAYOXIkRowYgZ9++gldunTBnj17EBUVhTlz5gBQJYQ++OADXLlyBStWrIBcLkd8vGpWCDc3Nzg46FfgkIhsV9t5/wodgkk91GMWJ1MobTpiorKMXncGdxb0L7H8z4ucWZSoQFJ6Dk5FJ5a9ogVo9aXuSWIMJddSZ6pgJsIC/14rX++pH/+7jew8BdYci9FYbkgh71dXnkR8WjbuLOiPHt8dBgC8GFQLD5IzUdeTNc6IyLKZvIJav3798Nlnn2Hp0qUYOHAgrl69itWrV6uHgz1+/Fid1AGAkJAQLFy4EL/++isGDhyIffv2YdmyZWjcWDXWNzY2FgcPHsSTJ08wcOBAhIWFqf/TNaMZEZElMsWJfa5cgbN3koy+XyJzeOOn0wCAlIxcvLbyJG7HPysxaxCRkC4/ErYo+zd7r+HdTeeRbuEzjxmbvZ3mJcuBK7HYdOquxrL7SeW/IVI8IQQAB67GQamlu2GuXIH6U3aj/pTdyM5T3QyJzx+Gm1Xk5sjv5x+g87eHEJOQXu64iIjMwSyFpocPH47hw4drfWzDhg0llvXt2xd9+/bVun7t2rVx/fp1o8ZHRCSEL3ZG4cDHXYy6zx0XHmLFEe2zO9qaW3HPcD85Q+gwjMZOav0z4Ry+obpJdOVxKsKjE/HtXv7ek2U5fCMeLWqatgDxpQdPkadQIqRuyfII0fGqBIOtDY28m6j5Xb4z4hF2Rpi2F+HDp5n4v8O38d5zDdXLUjJyMem3i+q/M3PkcLQrrAdStF3m77kKAEjLso4ZMInIeln/GSYRkYW6pefU9YZ4kGQ9SZCKemv9WYxee0boMIzGrbK90CGYjYezaii4vjVEiKzJCz8cx6AfT2h9LFuuqr217sQdM0Zku/Zf1hySNm/PVRy4qt8wteQMVTIoV8vQNyIiS8KkEBERWSV22RevWCMVgk/LzsOifextRMajUAh3gb/ueIy6mDGZR65cAYVCqR5GduVxqsbjh2/EY+r20qd8Hvx/J1B/ym5Exxv/RhARkTEwKURENiU927bqMJD1MMVwkfsW2LNMrlBiZH5tIWP4/tAto+2LSG68SfK0uhmbpnV5Vq4ci/aXb2p3Kr/Lj1LhO3UPPtwSofXxD7dEYPPpe+q/lx++rXNf+6+UrxA2EZGpMSlERDYl/LY4Zm0hKm7Dybtlr2Sgr/deM/o+K0pha8VSrMyRG/Flr0Q6vfDDca3Lv9l7HWm8qSGYPy8+wtk7SSVmPCtuyb83dT624O9rOMOJIIjIAjEpREQ2Iy0rF2+uPyt0GCbFy2nr9ZcJpmbfdemx0fdZUQv3G3+4V/0pu3E6hhdj5mCMXl6W3FbJGTmY89dl/GOiXh+ZRWavKurYLSbbhDZkeXiJ4WOGYi0oIrJETAoRkc0o6w6fNfDML9Br6/JMPcaDTGbFYdPMnjdn12W9vwOO3uQFuFDuJqZjxBrjDR80tnUn7uCn43fwlhluMNyITcOJ2wlQKpU6k0UkMiY4DbGFcxsiMi0mhYiIyOq8uvKk0CGQhYl6mKp3744x66xn1jqxYfKjUK//HcGwVafww8FbuJ+UKXQ4ZIE2nLwL/5n7BC2ATkTix6QQERFZnbN3k4UOgSzQqRj9aopxCmmyJIv+YYFpa/EoJRO5RuzJuv7EHWTmylmLjYgqhEkhIiIisglrj98ROgQismEX7j1FyNx/cPAaZyIjIsvBpBARkYDY5ZuIiMh2pGXlYcy6s4h6mILMHDmUSiXO3U3CyWj9Z0f97ex9fLjlggmjJCJbYid0AEREtmzjqbsY2aG+0GEQERGRGQ34/hhcnezQP7AGfjl9HwBwZ0F/vbb99PdLpgyNiGwMewoRkc1IzcwTOoQSZvxx2Wj7ysyR4/y9p0bbHxEREZlOalaeOiGkyx8RD3Er7lmp6/zvwA0o8+sKxaZmqf9NRKQPJoWIyGbkWPk05Yv2X8efFx8JHYbg5vxlvEQbERGRkD7cEoH3N59X/33iVkKJdZYduo1n2XlYcywG7eb9iyM3S65DRKQLh48REVmBNcdisPpYjNBhWISfWEyYiIisyLUnaQCA11aeRLiO2kO/nrmPL3dfBQBExz9Dl8beZouPiMSNPYWIiAT2IDkD3/1zA2fvJBm03bGbCfhiRyQ2nLyLubuumCg6/SU8yxY6BKt36cFToUOwCpk5ckTHlz4cg6gsWblyoUMgKzN9ZxTazTuApxk5JR5LTs/RmRACgJiEdPW/5QolPt9+SeN7btOpu1j8zw3jBkxEVoFJISISDblCicwc6zsJD/v6EJb+exNDlocbtN3wNaew6dQ9TN8ZZaLIDPM4JUvoEPB35GOhQzCpF344LnQIVqHPkiPotuiw0GGQFglpJS+GLdX/DvACm4xrw8m7iE3NxqOnWciTKzTOeV5eUfo5wqZT99T/TniWg19O38f4zReQnq2qp/jFjigs/vemaQInIlFjUoiIRGPS1gh0X/Sf0GGYlD5JL6VSiR8OWt6JnUwiMer+bsWlQa7Qv1hmSmYu3t10vuwVDWDcIzKO8/eS1f9OTs9BRo7lFVC3dHcTM4QOgbRIfJaN7/65LnQYett10bqT0CScBXuvYeRPp9H9u//Uy26WUWxam6uPU9Fi5j5sOHnXiNERkbVhUoiIRGNnxCM8soDeKKYUPHd/mevcinuGhfst7w71+M3ncexmAnLyFIh6mFKufdxNTMcnv13Erbg09PjuCH49U/qsLEUpDEgg6csS5295pcjd4l6Lj2Dc+nPl2o8hCTdr8iCZCSFTK2+x95/D74pqBsWHTzOFDoGs1JEb8ThxOxGPnpbvnEeu0JxYw1J6FBORZWJSiIjIgmTlKspMbljytfyxWwn44eBNDPj+GBKeZWPZoVsGzYi28kg0fj/3ABfvq5JK0/+Iwl86tlcolPjkt4u48ijVKLGLRa688A0Qn5aNY7cSEJ9meD2nnDzrno1Plx//u63+d66Vz0golPIWe8/IZq83ImNYdbRiE098f/AmlnKoGZHNYFKIiMjCvLIyHH9efKRRxFSpVEKpVOJ+UgZGrDklYHSl83ZxxNKDtwAAI9acwrf7ruODXy7ovX1BoqIgkSRXKDFBx/Zp2Xn4/dwDLNovnuEmxhR+u7DgKIsm629zkbobsakl78Lbag8qYwu/nYgHyRkm6cFnSebvuSp0CETlsuJcCvy+2Kv192PR/hv4jkWpiWwGk0JUIQqFEmlZuUKHQVZi06m7NtfrQ5szd5LxwS8XMPCH4/jltOoCdsYfl/HyinDsuvQYceXoFWIuj4oMp7j6OK3c+zl8I17vdbPyVMmzvkuOlvv5xOi1VSfV//5mn20mxipq1NozJZY9TOaQIGMYvuYUwr4+hF/P3seSAzd09vgTuxVHorUuVyqtOxlG4jXk/04AAPZHq77rui06jK35Q7Uv3EvGplOsP0Rka5gUogpZsPcaAmeXXQOlIu4mpqPrwv9wqxwF9ioiO0+uUdCVTO+LHVH4YIv+vUqs3fXYNHy+PRKAakaSM3eSobDwC401xyrWZf23cw/Kve0TLb0+rFXwHM3v3XN3Vd9VH265oPdwvegE9i4y9++KLSnocfX59kj878BNTPjlAl744Vip9cayRTyk8dPfLmLirxEAgGk7IzHyp9NlbvM4JROrj0YzgURmdfZucomi1b+ff4CVR27jpR9P4IsdhfWHivZYJiLrxaQQVcgvp+7B1Ocy5+8lIyYhHeG3E0z7RMX8fOIOBv14wuBCkmlZuXh7w1kWMy2n2xwGUyoPZwehQzCJtKxcxJWS1Am/nagxDMWahviUZ4az5IySPTQnbb2IPyIeYdLWCNyKS8PxW5rfmRk5eTh0LU7993cWWKxcCEqlEv2WHMWq/B4feQrxJiYs3aUHKRjw/TGdj4dHJ+p8zJL9ezUWv517gJ0XHuLvyMfYePIejt4s+5zl233X8eXuq0jNZC0lMq9xGzRn6jwdk4R5e66VWO+zbZestpdfUUnpObj8qHwTZBBZAyaFyGyUSiXi0sRzJ/9mrCo5kWngdM8X7j3Fvsux+L0CPR7KkitX4InAs3DdinuGl5eH42lGjqBxGMIapu4W6xj/BX9fw5k7SQC0D6t4a/1ZPLfwP53bv7bqJD7YcgHXn6iGpHX6+qC6CObpmCTM+rN8sx1ZAmOlt7adV33n5MqV6LP4KF5fXVh7KiYhHW2+PIDR687g6mPVEM2EZ5Y7DNGcktJzcOVxKr7Krw2TlC6e7zRroVAoUX/KbtH23Npx4aH634uKfEeXVU+poEC80iLnOSRrdi9JvxuXf0Q80lnXz5p88MsF9F+qO2FN5rPs0C0cvBYrdBg2h0khMro3fz6D77XMWLDr0mO0/epfkxdEzcjJQ8T9pyZ9Dn3o05Fhy+U09QWaId5afxbt5/9bjqiMZ/v5Bzh9J0kUNYCeZefhVtwz7Lwg/rtd5ZllyhIsP3wbQ5eH44+Ih2g+Y586QTz7r8vYevY+TkYnISOn9G7quy49Ru/FRwAAj1Ky1EPVcuVKrDtxx6Txi01e/hfQg+QMpGTkYvrOKKTnv76smaPbyyvC8XfUE6HDsHq/n3ug0TPQ0ofFlmXXpcfqfxdNthZNFgElE+IFx21FHR+JNETHP0PE/ae4eP8ppmy7ZFDh+eT0HHy775pJZsp8kJyhMZT1WLGetUqlUq8eyTl5CqPEFx3/DF2+PWSxveVvxqbh0oOnZnmub/ddx5h1Z02y73XHY3DCzCNPxIJJIRFTKpVl9tLIkyuQaMDd4EE/HseKw4XT9Sal5xg81v3A1TiNO2UFCr58TX1Ru2j/Dby47Lje46BvxT3DJ79dRJ4JpyZeH34HR2+WLJz725V0TP9D1cPhdvwzZOfpF/OJ2+LsYp+Rk6d1ON6Fe8lYfVR7sU5tXvjhGE7HJGHL6Xsay3PyFKg/ZTd6fndYY/ln2y6hx3eH8dPxitW7Eco2E/Y6M7cPt0QgM1eOR09VF4Rrj9/B5N8vGbQPzvajv26LDuPlFeEaJ7zZeQocvRkPqbQ8A9es2+mYpArXxaKyffLbRby2uuyaO2JU2V6m/vfm0/dwKn9IXFauHIGz92NPZGEC6fgt1WP/XY8DkSX7Zq+qt++krRGY/PtF9fKUzFy0m3dAfaGdmpWrUY/z9dWn8OKy45iz6wq2nLmPkC//0ev5nqRkYcm/N7Hs0G2cvZtk3IMBMPKn0+qhrLlazv8/+e0SBv/f8TL3M2LNKby++mSZ65XldEwS7iZmaMyOaSwTt1zAj//dqtA+hq4Ixws/lP16mFt2nlyvROOEzeex/fwDzPrrCsasO4Mp2y7h3N1kXLiXrNH+SqVStDdfK4pJIRHbdi0drb46iFy5AsnpOSUy2kqlEh/+GoFWXx7QWK5QKNUJkwNXYjFtR6T6sfP3nmL+36oxxenZeQiZ+w9+LnYHPjNHjiUHbiI9u3AoTlJ6Du5r6YqalSvH45TS70rfT8rQawaz2/HpOh/bd/mJutBqQS8hbRn+8/eSkVKsFscPB2/i93MPEG+koRSZWpJRM/64jBFrTuOIlhmV4p/lIFeuQPdFh/HtXv1mECp+VyIrV15mQikrV65OzJ24nYB5ZVxYF7x+i/Zfx4d6FH9eeeR2mYmdj36NQMcFBzWWKZVKvLwiHF/uLozncUombsbqnrnq0oMUvLwiHFO2R2Lqjkj8cyUWcoUSx26pXt+bcc8gVyjx07EYpGblYv9lcd/5n/TbxbJXEpkXl5X/5ELXbD9UUk6eAteLfZY2nbqLEWtOI/EZh0kB5R+SyZRaxdxJzMDhu5nYevaBVQ1PeVRkaPe5u8l4ZeVJ5MoVOBmdiLSsPLy36TyO30rAhSIXzgUzSp6OMf7FL5Ex/PifqrfvtvMPsfXsA/U54tYz9xGbmo1hq06h/pTdCJy1H4N+PKHe7nH+56HgmuFpRm6Jm81/Rz5G8Jz9Guexg348ru4BnJOnKFFX8OC1WI0bZjEJ6dh+/gFm/hGlV2+b6CLXFP20zFy67fwDRNwvvcbQrbg0nIpJwpk7yYh8kKLzvFWpVCLyQYrW65KL95/i418jkJalen3WHIvBjdg0vPHTaY0agMUVJDLOPMpCWlYutp17oHUkhkKhxM6IR/imjOuLu4nppSZXnuZfO41dd0avHkNZuXL16zFtp+o8HVC1W/HJMG7FpWHB39fKVXC//5Jj+KTYOXJ6dl6JchF/XXqMj7dezI9NgS1n7mPU2tN46ccT2HiycLa9dSfuoM1XB3AvMQPz9lzFskMVS6aJiZ3QAVD5nX6o+qKVK5QInvsP3gxrgGkDmqsf33jqHnbnd2n++NcINKnuguHt62HCL6q6HMendMOHWy4gPUeOL18K0Nh3wrNs/Bmh+tAu+fcmcuQKjOvsh/TsPGw7/wD/O3ADNd2d1OuPya9Tcf3Lvhr7mbojEtvPP8SdBf3Vy7LzFLiflIGI+0/Ro5kPOn1zCM818ca60W2RJ1fATlaYq0x8lo2PflV9iNeduIN1J+7g1NTu8HFVPfeSAzcRl5aFTafuwUEmxbnpPUr0EErPzsOMPy7j095NMOjHExgQWAM/DAvRiKc0c3Zdxf9ebol9l2PxWts6kEhUlwLn7iZjy+l7+GZIoHoZALy94RwA1dTcmTlyVHIovGs48qfTGq8FADxIzsRL+RfIB6/FYdqA5jhzJwnhtxNx7FYC5gxsgabVXbXGdi8xA3U8KqHp9L0AgL8/7IQdFx7i0oOnOBmdhMEhtbDo5SCsOhKNHw7dUt3RaeCByIcpyMiRo1MjL4TUrYo8hRJ/XnyEJj4uaNvAA7lyBZrP2IsvX/TH9wdVX4iLXwnC1cdpyMqTI6Ru1RKxFBQofK5JNdRwc4Kzo+rrRalU4uzdZNyKe4Z9l1U/CmfuJCEnT4GODb3w58VHyJVr/hB0mK9KHMXM76fx2mqz+dQ9rXdWIu4/xZxdVzSSl0TGJIHx6gGZU0EtCX1rSli7TeW8MyvGtrc0S0+nALD+4q6LD9zAskOFvbCL1vsCVOcLADR6YBBZsm6L/sOH3Rupa7EVl5Seg0pFes0V1eDzPVj6WjB8vZzx65n7iE54huSMXMSlZqOOR2UAmsnVD365gNSsPGwc2w5hjbyQJ1eohxcNblUbAPDx1ghcuPcUAPBz+F1Ez+und2/Y4jOxleXbfdfwert6GomW5384BrdK9rg4sxcu3EtGxP2nGN2xAQDV0LQRa1Q9I7e9G4rGPlUQ9TAVb6w9rb7J+1aVwklERv10Go9SsnD4RrzGNcPDp5lwdpChiqMdGk/7G293aoDlx5/iWvpV7Ix4hOC67tjxXkfcS8xASmYuLj9Kwey/rug8joPXYlHP0xl5ciV6Lz4CX29nvBhUC452UrzdxQ8A8NrKkxjRoZ56m3+vxeHfa3G4s6A/4tOysfHkXQxrVxcSANVcnXAzNg3PsvOw/fxDbDipaoeNJ+9h+/mHuDKnj7rdXmhZU73PL3dfxX/X43H0Zjx+Gde+RJz3kzIgVyhRz7MyUjJz4V658LW6Ff8Mt+Kf4btXggCohofN+usKWtZxwx/jw0ptx4JE3K9n7sPBTgoXJ3v1SIzO3x5Srze+a8NS92MtmBSyAr+dvQ8AWH0sRiMpdKLIcIHt+ePaC3oBAcDCfdfVNSYAVd2VApO2XsTh/F4tyRm5mLfnGjo39kafxYXZ9E+LDPnQ1jtn5ZHb2H6+cDx9QSZW2zSt/12Pxzd7r+HH/25j05vtYCeV4JWVJxFY263Euj8cvIXZL7SAVCrB/w4U3uHNkSsQMKtwmuYB3x9Dy9pu2Jmf3Coowrrr0mO8+1wKWtRU7bugfkTR3jfbzz9QT4195EY8PtwSgWO3EtCjeTVUc3HCzgsP8d0/N3AvKQPpOXlYNiwES/+9iawi+/j93APsuPAQByd10YhfqVTiXlIGahdJqkXl1+WJTkhH/Sm7NdZfcTgaswe2wNYz99GyjrvGjCadvz2EmPn91H/P/OMyTt8pvNO47fxDLHo5SONH+1SRO5Ej1pzGuM6+WB9+B1m5qthj5vdDcnoOcuVKfLatsBfZqLVncDomCZm5co0fqX+uxuLn8Dvqv3t8dxg9mlXDzOdbYN/lJxo9gAoMXR4OALjxZd8StWCK3ihoNmMvNr/VHs1ruGJr/vtcX1O2qd6f2oYyFiXWC3sSnljfNyIv30IkOkUTQtqsD78L90r2uJPIRC2Jw93EDHXPC21C5v6DCd10X0x/8MsFtGvggVMxSWhWQ3Xjs9M3h7D5rXbo4OupsW5q/sV7Un7JjMUHNOuW3op7pk4IFfhoawSWvBqM9eF3cOhaHNaObqv3sb2/+bzOx6Ljn2HZodtaP9MpmareNOM3ncejlCxcf5KGT3o3QWxq4UiEwf93osR2ALDqaOGw5UfFJpK5FfcMjnZSdPpGlag48HFnKJXA8iOqbQqucy7ce4q7iekYsPQY0rLz0LyGq8bohdVHo/FmJ18AwNXHqRiz7iy8XRyxOD+hEh2fru4527O5D2q4VUJ4dKLOWSFXH4vGisPRWPLvTdRyd8LxKd3x6sqTSCwyWUNB4iUjR46x685o3c+N/AlELj9KxY7zD0s8/vKKcDzLzsOcgS3w0a8XsWVce3y45QK+ezmoxLqz8pNgF++nIC0rF8+y81DDrZLW5y1w7UkavtgRBQAo4z60VZMoy9NXS+TkcjkiIiIQFBQEmUx7FtvSyeVy9Fp4ALeTNXtBbHqzHdaH34GLk71Bs1/dWdAfyek5CJ6r31hfQ/l6O2t01TSGEe3rYUORLn+GmtCtIT7u2RgNPt+jXnbjy744fy8Zr67UPj54RPt6eLuLL8K+PqSx/NrcPureOmUZ2aEe1ofrH7eft3OpQ+f++agzev7viM7Hlw8PwTsbdf/AFRfW0KtEwb3imtdwxa34ZxUurufiaIe0Mnry1PGohOA6VUt0NyXxu7Ogf4kkKJleFUc7jZsARERE5ubsINO4OV2gkr1MaymGfgHV8ePrrTTOG9a80Rp7Ip+ob/wWFT2vH3ynqs7x2zbwwLJhIZBJJbibmI6X8oe4FT8PmdCtobqHPAC81rYOfjl9H3++3xEHrsRi6cHShxO1qOmKy8UmYFkwKABTtkfq2KJ0m99qh2GrNHsWznq+uTr5UZxUUnrh+vVj2uJOYjpm/FH6jK3VXZ3wJNWwWY6bVnfBtSeaQ+jmDmyhrp1aVK/mPugfWAPdm/nAf+Y+rfur5uKI19rWxZL8yYuGt6+LjSe19+z1cXHE2tFt0W9pYeeFguunip5rFh/hYSzmyEcY8hxMCok4KeT3hX5JCH1EzOiJ9eF3RTvddXkV/+Hp1MhLoyeOvor/iBBR2YLruOOCBcwUSGWTSNjDiIiIxMNeJilRnqC4l1vXxtaz1jOZR1leCq5VYlZEU/qgW8MyE2mmNn1Ac8zdpXsYXVmYFLJiTAqVpC27S0QkRhwSaNvY/pr4ehBZBn4WicTHVpJCnH2MAIAJISKyGjzptm1sf018PYgsAz+LRGSpmBQiIiKrZIn1Ai0xJiIiIiKyXUwKERGRVbLEu7KWGBMJgwlCIiIisgRMComYX1U7oUMgIiILwASD+DBBSOVly9Mm68KXhIio/JgUIiIiEjkmGIyLF5hkyWxvipiy8SUhSyDG3w4xxkzGZ5ak0KZNm9CtWzcEBARg6NChuHTpUqnr//333+jTpw8CAgLw/PPP4/DhwxqPK5VKLFmyBGFhYQgMDMSoUaNw584dEx4BkeXilzmJCd+vJAa8wCQiIkOJ8bdDjDEXZYrzSls8VzV5UmjPnj2YP38+xo8fjx07dqBp06YYO3YsEhMTta5//vx5TJo0CUOGDMHOnTvRvXt3jB8/Hjdu3FCvs2rVKmzYsAGzZs3C1q1bUalSJYwdOxbZ2dmmPhzRs8U3ubUT+5c52Ra+X4mIiIjIGMo6ryzPta8tnquaPCm0du1avPzyyxg8eDAaNmyI2bNnw8nJCdu2bdO6/vr169GpUye8+eab8PPzw8SJE9G8eXNs3LgRgKqX0Pr16/Huu++iR48eaNq0Kb755hvExcXhwIEDpj4c0bPFNzkRERERERHZlopc+9pJbac7hUkrFefk5ODy5ct4++231cukUilCQ0Nx4cIFrdtERERg1KhRGsvCwsLUCZ8HDx4gPj4eoaGh6sddXFzQsmVLXLhwAf3799c7PrlcbsDRWBYxx05ERERERERkyUx1zV2wX1Ne0xuyb5MmhZKTkyGXy+Hp6amx3NPTE9HR0Vq3SUhIgJeXV4n1ExISAADx8fHqZbrW0VdkZKRB6xMRERERERGRdVMqlYiIiDDpc1hKPsKm5zQPCAiATCYTOoxykcvlwIFDQodBREREREREZFUkEgmCgoJMsm+5XI7IyEiT5iMKnkMfJk0KVa1aFTKZrERR6cTExBK9gQp4eXmV6PFTdH1vb2/1smrVqmms07RpU4Pik8lkok0KEREREREREZFpmDpXYCn5CJMWmnZwcECLFi0QHh6uXqZQKBAeHo7g4GCt2wQFBeHkyZMay06cOKHO0tWuXRve3t4a+3z27BkuXryoc59EZN1spwwcERERERGZWp7CdqZoMvnsY6NHj8bWrVuxY8cO3L59G7NmzUJmZiYGDRoEAJg8eTIWLVqkXn/kyJE4evQofvrpJ9y+fRvff/89oqKiMHz4cACqblwjR47E//3f/+Hff//F9evXMXnyZFSrVg09evQw9eGQBRBzAsCQ2MVynJYQp+18ZRMRERGV7/zLEs7ZiMyF73f9mbymUL9+/ZCUlISlS5ciPj4ezZo1w+rVq9XDwR4/fgyptDA3FRISgoULF2Lx4sX47rvvUL9+fSxbtgyNGzdWr/PWW28hMzMTM2bMQGpqKlq1aoXVq1fD0dHR1IdDFkDMCQBDYhfLcQodp8QCYtCXmGIVAl8f4+FrSSQe+n5e+bm2TbravTzvBWO8f/g+JLHg+1R/EqVSaXOvl1wuR0REBIKCgixiDF95yOVytJi5D1l5Ntd8RERERERERCZ1Z0F/k+zXHPkIQ57D5MPHyHSYECIiIqKysAs9mRvfc0RE4sGkEBFROdj6Ca+k2P/FRqxxk+2qyHuWt5Csj6V/h/E9R0QkHkwKERGVg62f8CqL/V9sxBo32S6+Z6kovh9KsvREGRGRpWJSiAAAm99qh0r24qyvRGQOPNkkIiKyDNp+k42ZKONvPhHZEiaFRKy+W8nJ41rVq1qufYX6eeHElG4VDUl0wj/XPObjU7ohoJZrqdusHtm6xLKLM3sZNS5DfPdyS8Ge25aI+a6spZ7c/vZOB6FDsElVHE0+8SgRiZyhvxvm/p0x9W+ymH/zrdnuD8I0/nZx0v17tmBQgMbfU/s1xbyXNJfpW0S4va+HnhGW9EaHeuXeVpuhrWqXe9uPejSGdxXzzdY9rX8znY/5uDjC18tZ7329GFSz1Md1XQOf/Ly73s9hy5gUEjFZfutVd3NSL9v8Vjucn94T0fP6IaiOu1Gf79PeTcpcZ80bhQkTB7vCt5chH0g/b2f0D6yh83EHmRTT+jfDoU+e03uf2pz8vDtquFVS//1K6zqo5V4Jf03oBImOs5tTU7ujc2NvNPaporG8soMMVRzt4Krlx+mFlppfYmen9cCgkFr4erC/XnH2C6iOdaPbwKuKAwYG1YS9TDO4oq9Vw2pVim9e5g9eYG03jb+jZvcu8UNa3Oa32uGl4FqlrjN9QHNIyzhL3DUhrPQVoPpR3/9R5zLXI90s9eS2Tf3yn2RR+TmxVyiJlKUmuK2Rob8blvo7Q8JpWt1F/W9f75IX/0UfL0rXOd/S14LRoqYbqla2Vy+LnNUbcwe20Lr+q23ronV+oiD8824Y19kPw9rVLfW8OHKW5k3eizN64eTn3bFlXAecmtodozvW17ktAOybqBn7h90bIaC2e6nblObOgv74uEdjTO3XVL2sW9NqOtcv61ptbKcGOPpZVwwpkljS9vrNHdgCK0a00rmfdaPblGi/K3N6l1hP17XonQX9ceqLHjhY7FqulnvhdVnB9WyB6kWu2QBgZJFk2/+9HoIt49prPL52VBtM699M4zqZdGNSyAr8l/+BalnbDY52Mng4O0AqlaBZjZJfth92b6T+94XpPTUec6tU+CW7stgXgaezA957zg9T+jbFa23rAoDWL8buzXzU/46a1Ru1q6o+wNXdnDCusy8AYFRofUzq2RgAsHBoYS+X0190xzeDA/HvpOewcEhLbBzbDj+PaVviOZa+Fow3O/migZcz6nhUgoOs8G285NUg9b+XD2+FXRPC1M81KlQVbz3PyrizoL/6S6LgS21iz8LX5vLs3qjmUphJ/3lMW9RyrwRXJ3s42Emx/6MueKeLHwDgyKddYS+T4vCnz+HoZ4U9jxztpNgyrj2WvhasEb9XFUd893IQhoRoz/QvH94KNYt8gbWq54HnmlTD2Wk9sfiVIETMKPzB8q/lqnH8g0K0J2p0DQ1s38ADcwf6Y35+Euil4Fqo4miHgUGq/fQLqK5ed/9HnTGxRyO80aEeQv28UCM/xo1j2+HWV33V673VqQF+HdceY8Ma4Pz0nni7sy/6B9SAp7ODep03OtTDi0E14V/LTeM9Wdy3QwLxYnAtNPZxQcz8fjrX0+abwYEAVO/r4ok0IlvmZG95P/38hJI+rDXx0N7XA6e/4N1ssh4/vh6CJa8Wnv8WPVcFgJC67ugXoLqp2a6B6gbRtP7NcGdBfzT20Z4sKrD1bc1exsPbl+yJU5Cc+fH1EPwxvqPGTeDSuDjZY+/ETuq/3Srbq68XfFyd8EkvVdLlf6+0hKNdyd/SJtVd8O5zfvBxdcS1uX3wUc/GGr9vb4Y1QP/AGni7i6/Gdl6l9N75oEcjjOvsh6n9mmJcZ190LSUpNL5rQ3z5oj/GdKxf4qZ09Lx+qOJoByd7GRYObYmuTbwx8/nm8PPWvKHsXtkeIzrUR+8WqmuA4vsBgOeaVMPkPk1gJ5VgSt+mWDAoAJUd7DClb1OMaF8PLfOTQSF1C3vvXP+yj9aYWxZJHG0YW3jdV3A9O2dgC0zp2xRjwxrgg+6NcHteP6wa2RpT+hYmyvoG1IB9sfdY16bV8GYnzde5LKUl3Kwd+5CLmLuTDEAeAFWXyC6NNd/IH3RvhF9O3weguqB3dVJ9sfVo5oO7Semo6uyAF1rWxJ8XHwEApEW6dfRqUR3npvVAqy8PYEir2vjqJX9IJBK808UP15+k4fdz9zE4pDZ+P/sAadl5+PH1ENxLytB4fgc7KZa8Gozw2wkACk/6+/pXRztfT0zITwbEpmahRU1XVHNxwstt6gAAKjnIENbIC4Aq6/3tvuuoXbUSdn/QSSN5tWVcB2TlyjHrz8to4uOCgUG1sD78Ls7dTUanRl5wdrSDfy03DG9fD1WdHZCSmYvBxZIxDbycce1Jmsayyg526NLYG7+de4CfRrVGl8beOF5seN0nvRpjdMf68HFV/Vh45n+h9wuojj2RT/B2Fz+09/XU2Oa5Jt4l2rGGmxN+e6cDwr4+hHYNPNDHvzr6+Ku+iO8nZaBmkay5RCKBc5GhH7smqH64pvZrinqezujV3AejQxtArlTi97P30S7/+S/P7o3IhykYujwcx6d0w+IDN7Dp1D1syf9hbVnHHUNb1YYs/z1QyUGGRUNbolNjL1y8n4KHTzPR2MdF6w+1VALYyaTw9XaGBMAX/ZurH3Ov7IDP+zWDUqmEQgn4Td0DAJg9sLCX1PD29bDk35tFjhHoF1ADKRm5GNq6jsaxl2buwBb4cvdVZOcp1K+1j4sjfhwegldXnix1WyJbIi3jsyQEIS/2He2k6u8NMq8qDhI8y7HWVE+hY591xbJDt9TnZC8G1YS3iyNWHY0BALSu54FqLk74rE9TfL33mpChEunll7fao72vBxp8vkfr4wUJH20WDm2Jvv7VUdlBhhHt6+G7f27gVEwSXmlTR+v60/o3Q3h0IsIaqq4LGvm4oH9gDTxIVl13SCQSfPWSP1YfjUFMQjo+7d0ETfJv+FZzdUI1V8N6ijStrruMhLOjnbqnUXJ6LubsugIAGBvWAJ5VVDc/J/dugo97NlYnKbo3q4b+gTXgX9MNozvWh5O9DJk5cvRs5oMjN+Kx9OAtjA1roP7sT+3XFPP2XMPzxZIx4zr7qf/9zeBAtGvgjnFrwzFncAim/3EZIzrUB1CYJItLzUL3ZtXw4ZYIAJrXeQCwdrQqAZOVK8fIDvUwKrQ+6npUhlxZ+J385/sdUd/LWX2tCKhu/gJAt6Y+uPFlX439Ftwwv3j/Kbadf6AeefFCy5pwtJOhf0ANxD/L1ohjYMuaqvXfDYWvd8kRDyPzjwsAPs6/0d+zeWEnhKJD4qNm98Y/V56gimPhtWJZRoXWx4wBzSGRAJ/+fgmAqhPFkn9voq5HZb33I3ZMConYmCAXdAuoByd7mcYXRYEabpXw1/thOBWTqHExH1DbDQH5Q4a+GRKokWkFCjO2Hs4OmNijEYa2rgNHu8KeJk2qu+DGl301LtJ1ffm3qle1zDpH47s2LPXxmu6qL/O3O/tqJISAwm6GG8a2Uy/Tdhe8an4vlf+9ElTisQ5+nvg76gkq22v/OOj6QrCTSdUJoaJebVMXeyKfaCyr51kZbep7aPSMKiCTSlDLvRJGhdbH0NaaCas6Op7bwU6KnCIXMUXbv5KDqq1GdWygXiaVStCyjjtu5Pfomf1CC/XdjqLHU9Tg/K6lv7zVHs+y87TGUdTv74TqfEwikUAmATa/2Q4X7j/VeMzbxRHvPueH387eR8KzHADAsmEhZT5fj2bVcDs+HXs+6AQHOylkUgl6taiOdvP+BaA6ETj1RQ8AgKezI56kZpW5T0tV2UGGjBy50GEYVWnjzMm0Xm9XFyduJyIzR47Td5KEDkdwuz/ohB7fHRY6DINIYB29Zn56oRoCA1tCKpWh8bS/hQ7HJNr7eqB21cqY0rcZfjl9HwODamJxfg+KgqRQlfyh5yM71GNSiCxWNRdHxKWpLujb+3pAIpHg8KfPocu3/+H9rg0R1sgLCoUSv569X+p+ig5dqursgE96NUHHhp5wcSo8x5/3UgD+d+AG4tOy0bS6a4keH9+/GgxFkeTF6+3q4fV29ZCWlWtw3byVI1ph3IZzGsv0Oe8a3bG+Oik0fUDhDVGJRKLRQ929skOJ89pKDjK0ru+B4LpVMaxdPey/orpuaOLjgnGd/TCyQ/0SPV+KerlNHcjlcszr5omgelWx/6MuJdap5uqEgUG18OGWCDTSUl6igJO9DHOK3Kwt+uoFFhv6dnBSF41rk+KJpgIt67irryfDP++GqpVV12HfvxZc4rdrTFgDDGtXt1xD25cPb6UeuQCoEkQvBWsfifFcE2/8dz1e/feo0PpIeJaNUaH11ccxsUcj1HBzwofdG+HVtnUgs8CbaKbCpJCIVa9ihz5BpXeLK5oA0sbJXqbRE2XLuPbqD7tEIsHEHo21bldWrw0/LWOHC5IVur5AjOWzPk2x5miM3rOpjWhfD/0DasCtsv5ZZUPt/6gz7KXav9xfaV0bEokEs17QPiZaG8diSSFD2cmk6kRZWep66pcl99Bjf6ENvRCaf6enqMm9m+CjHo31vigI/7wbarhVgkKh1Hg/+bg6YePYdvAvViz8u1da4vD1eGw7/0CdeBKTizN7odEX1nHB1MHXE+HRiQj1U70P7GUSuDjZIyld/3a5+VVfi3s9LPUi/fO+TeHrXQXz9lxFTEI6AFWy+ecufuiz+IjA0VmGqsW++2tXrYQHyZkCRaMfS3yvGerrQf6QSRJgL5NaxfEUqOVeCQ+fqt4/E7o1xKT8GzBuleyxbFgIOjYs7EHcrIYrrj5ORY/8offOLAJPFipmfj9IJBLcT8qAo71UfR1Q16MyVo5ohbBGXqjsoHr/Fj3PmzGgOe4kpsOtkj2uPUnDD8OCS+zbrbI9+vhr3lwe1q4u6ntWxrDVp1BPy3moVCqBVMvA46KJpdIsGBSAm3HPAKhGRxT367gOSMoo/bxEIpFg/Zi2Ffr+kkklqO7mpB7e9lF+Txhj1v7bO7ETXPV8XXSZ0rcp4tOytfbkKUvRoXu6rgHLe7wFIyvK8s9HnVHNxQkDvj+KTo29MbFHI3g6O6pHSBSoXbWy+jtb3yGH1oK/PqSh+HCn8vhjfEetCYLh7eshK1eBlhUouKaPwNruWPJayR8dXSQSiXrol6kU7WlV1OZBPmgbYth4VwBYN7ot/rseV9GwKqRB/owBxkimSSQSONjpnyws+KLW9uNSMOywqFA/L4T6eaFjQy+M/Ol0+QMVSGl3i8TktbZ18UX/ZtgX9URd8+y/T7uiiqMdWs7er9c+3uzUQP161PesjDuJGWVsYR6WelH7dn5X7vi0bEzdEQlA1TsPgNZ6CLZux3uhSMnMxai1Z4QOxapFz+sHpVKBiIgEoUMxiqI9KNJzCnvWvt5Os9ZJ8Uk0vPKHmxT8n8hSFSSBivdgl0gkWpMqBcaEqXqtyxVKjOxQX/37o4/Qhl64Pa9fiQt3Y3g1vz5qgeI98Eu7oV5U58Yly0KUR9cm3lg7qg06aTmHrajShsPpq2BYmDlUrWyPsEbGeV0LNMofMXNgUhc4yKRldm6wRTwjJKNrWcdd67AnryqOmNK3qcasZJas+HAqfVVzVf3gNSmjUB4AOMok5fpialWvqjqTLZRBIbWxa0IYWtTU74fTEhTtFSdWX72k36x1lubizF746kV/VHG0w+BWtdXv+1ruleBWyR5r3miNWc8317m9k70UF6b3xLT8mlXLh4eoi7h3bOip97SytuKLfs0woMgF6LB2dbFrQhh8vZzRrIbqBNEUJ9piVHB3u6abE4LrVi214CfAotjGUDyhbyeTljrTjaUbVKRWYZ8iF8ic9YasQUEh6IqQSSUGJYSKbmcOP7wWrJ6QRgh2Mim6Nq1W7msPa3Jkcld893LJchvG4GgnY0JIB77zqELqeZm+AJd7/jhUU/fmKW5sWAP0C6iO2lUNO8am1V1xdHJXjZm7rJFMKoF/LeMnhPhVXbqMbHHWFnKrZF/q0NHuzXw06mAVd21uX40hj338a6CeZ8lhqrbsTH4NrR7NfPBWZ1/8UKyGgX8tNxz85Dl1vYXSCoHakkoOMmx/LxQ7xncEgDK72VtqrzCxCNYxRXHvFtXRq0jxUDF5r6ufuobI5331r5f2apu6cHGyM+pQESJ9fDskQK/1DnzcGZvfal/2iiLXq0V1g8o4kOm4ONlbTQ95MeErThXy3ctBmDvQtF+inRt5Y+3oNmY/WWxYrQp+fL1VuU7W6nhUZia6HGpXrSR4DyhL07ymqldHwZDMPIVlX5IWr+dkqC5G6opt7U5+XnL6am8XRxz4uAu+e0W/O2zD2tUteyUbEVK3qtaJA6jierfwgYezAxpWq4Kjk7uqk2/aiHWmF1cne/wxPgy7JoTBrbJqSuvf3ulQ5nb9A2vg0sxeTAqR2b1QbCjja23r4M6C/hqzOgFAw2ou7FVKZANYU4gqRNc05cYkk0rQtUk1kz4HWYYjn3Y1eSFyMdn9QRj88ov6bX6rHZLSc5CSkStwVKUbFFwbUQ+vlHv7auXoXl5gx3uheOnHE+XeXkyquznhtbZ18cvpewBUM7UAqmS2viTsl4flw0vOdFh8lksqnxHt60GuVGJCt4ZwtJOhsoPMKpMfBe+XggQ+YFgND95AInPb/l6oxjCltg081AWOV41sDQCoP2W3ILERkTCYFCIii8GEkMq5aT1KDJcsuMhQKJRY+lowPvjlghChlSklMxeV7GXIzJVj05vt8NGvEWhaw/DeQ4uGtsSk3y4CgM7CiwWFksMaqnoX1bex4WTzXvJXJ4UC9SyKSUBwXXdcuPcUALQWszTlTJS2ZNqAZjonWTC34rMDGnO2wN0fhBlpT0TmEVK3KuRyOX7o6wV7z7ro1aJ6ieRk7aqVoLTsjslEZERMChERWZjS6mdJpRK9ipgLpYqjHf6aEIYfD91C2wYe2P9RZ4N6B7Rp4IHfzj2Ae/6F+fD2dTFjgPYhqk72Mpz+oju8nM1bb8xSFD2Jb1HT8MSb1EYHkL/RoT4u3IsAAHV9JTIuO6nEYhJCQMkEkDGvdQ2tO0hkDpUdZMjIKb0GYY0qdghqVk1rb7Vt74aaKjQiskA2ekpIRGJkCxdwXw8uu/hjdQutfVLLvRJea1cXDatVwXevBMFeJoV7ZQeDkkJDW9XG+ek9EdbIC6+1rYN3n2tY6oyF1VycbK6H2VudCgtyfz04AD+PaVuuISiWdNFuTi8G1xI6BKt37LNu5dquE2uKERnFyA71Nf5uU7+qQdv7uDqxzhqRDWFSiIhEY/3YtljyapDQYZjUK23KLv7rVtneIqdgnz6gWYUTdxKJBB7ODnC0k2H+oEDUcq+k97bOjnYI0jGzkTX5on9z9b9faVOXxbnJ4pR3KvYujb2xfkxbI0djOvzskans+aATtr0bapRznrkDW+DH11tVPCgislpMChGRaITUrYqBQdZ3l39af9UUxi+3rm3Qdt2bqgqwW0o9GaGnEHWwk2JnKTMbWYPxXf2EDsEq7HgvFOM6+wodBmlRxUk8PUIn9+FsmWQajvZStKqnec5TVoLo1TZ11P+u7KDqCfrli/4Y0aE+vF0c0bKOe4UmcyAi6yWeX14iIiv1ZidfvNnJ8AvUNaPaIC41Cw52Uryx9gwu3n9q/OAMUMNN/149VD6f9m4qdAhWIbhuVQTXNWw4BZlHwcWsGLSoaRkJebIeV+b0xtGbCfD1KjlxwsCgWvhwS4TObYsOtXZxskPEjJ4asymuH9MWOXkKo8ZLRNaBPYWIiESsmqsT3Cs7YOWIVvB0dhA0lkoWcjFnYyWGiKgIfvxJzCo72KG3ltnACv4sbba74e3rqX//Cmr6Fd2PWyV7eLOnEBFpwaQQEdkQ651f1cfVCT+LqBaHKZ2Y0l3oEIhIINb7LU+2KrCWG6bn15JrUdMN0fP6aV3P18sZkbN6Y1xnXzzfsqY5QyQikWNSiIhsRtXKwvak0caxlJm1DOVfyw2znm9e9opWrrxFbomIiCzNnxPCMCascNZJbTNuXp3TB3YyKZwd7TC1XzONYWNERGVhTSEishkyCxxXdGlWL6FDICIiIjN7u7MvGvm4wL+WK7acvo/07Dy9t+3UyAtHbyagUbUquBn3DPYyyzu/ISLxYFKIiEhAjnaWUYeHiIiIzKN/YA183q+Z+u9ZL7QwaPvvXwtGwrNsvLvxvLFDIyIbxKQQERER2QQ/75Iz+hARmdMf4zsioFbFZq5zr+wAdwscEk9E4sSaQkRERGQTRndsUPZKRBamdb2qQodARtI/oAZa1nHXWheoPPy8qxhlP0Rk25gUIiIiq7NhLGdio5J6NvfRa72hrWqbOBKisj3XxBsvtKyBRS+3FDoUslCzXmiBxa8EwU7GSzoiKj9+gxARWZH0HLnQIViETo28hQ6Byqmai6NJ9jt9QHP4uOo3M93XgwNNEgOVrb6nM7o0tvzPb//AGiZ/jnWj22LpayGo5+mMxj7sEUIlVXdzwovBtYQOg4hEjkkhIrIZVRzt0L6Bh9BhmFR2LpNC1qphNeNfFHpVMU0CpiJ+Gdfe6Pv8ZnAghrWtq/f6xhraYYtequAFqpO9DCtHtjJSNMb3UY/GODW1OxYNNW/vHU4xLjxjJAIb+7gYIRIiIuNiUoiIbIadTIrVo9oIHQZRuUzo1tDo+5zSt6nR91lRdT0qG32fL7epg0oOnOnPHL6zgaFOPq5OcLI3zftpUq/GWpfPfN6w2anI+JYNC6lQgegezXzwdhdfI0ZERGQcTAoRkU1xsuPXHolTTfdKRt/nEAusnWMvk6KdEXv0eVbhDD3mJJFYdy8rUx/ehG6NtC73r+WGfgHVTfvkpNXcF/3x5/sd9Vr3ypzeOh97IaimyZKJREQVwasjIrIpLMZIZPnmvuhvtH3tntDJaPsispMJl/SaPqC5YM9tq4LquGNE+3oIrO0OoGT7n5/eE0c+7ar+W4KS749Ojbzw85i26B9g+jpURETlwasjIiIrYu136Q0xY0BzdG9aTegwjCYnTyF0CGaTnp0HAPD1cq7Qflwc7VDdTb/i0kSW4p0uvhgVWr/E8hpuldC2vqoXXUVrN5F+ihe+/7R3E42/pRKgrmfpQ16n9W+OLo29IWOtMiKyUEwKEREJZFr/Zkbf59DWtWEv4J1sSzImrAHWWFENqbSsXKFDMJuCIRZvdWb9DbIs3mYozj6lbzPMekF7DaGCvD8LTwN2ZkiyTOuv2Tsr1M8Lhz99Tv13aUXpX2ldBwCQkZNnktiIiIzFpEmhp0+fYtKkSQgJCUHr1q0xdepUpKenl7pNdnY2Zs+ejXbt2iE4OBgTJkxAQkKC+vFr167h448/RpcuXRAYGIi+ffvi559/NuVhEBGZxGsGzIakr9pVK+PH1y135h6i0mx7NxQA0KyGK/7+sBNebl0HzzWx/OnJyXYMDBK2h86Ebo3Qso6bzdWm8XTWrA32w7BghH/e3aTP+UaHelp7AdXzdMbxKd2wfHgruDppJueK3pT5qGdjjOxQDy1qlr84NRGROZg0KfTJJ5/g1q1bWLt2LZYvX46zZ89ixowZpW4zb948HDp0CIsXL8aGDRsQFxeH999/X/14VFQUPDw88O2332L37t1455138N1332Hjxo2mPBQisiKf9GqMV9vUEToMODvamWS/5rh7SmRsLwbVRKt6VdV/N6vhCplUgh9fDxEwKiJNDgJPVhDWyAt/jA8Txff8O138jLavyo4lk2DexYZ2aRtyp4/X2tbBnQX90amRl97b1HKvhD7+hYW/p/VvhlGh9WEnk2L2Cy3QpLoLqrs5Yc5Af8HfM0REZTHNFQmA27dv4+jRo/j9998REBAAAJg2bRrGjRuHyZMnw8fHp8Q2aWlp2LZtGxYuXIgOHToAUCWJ+vXrh4iICAQFBWHIkCEa29SpUwcRERHYv38/hg8fbqrDISIr8n7+7C5bztwXOBLT6ODniVda18GvZ813fG6V7FHLBLNjke14WUeitrKD4acqDb2r4Fb8s4qGREQVMKVvU6w6Gg25QmmU/TnYSfWqrabvegWqVlb1Qlo+vBVeW3USlx6kAABCG+qfJHqzU+FQ1zdC6+ONciaoiIiEYLKk0IULF+Dq6qpOCAFAaGgopFIpLl26hJ49e5bYJioqCrm5uQgNDVUv8/PzQ82aNdVJIW3S0tLg7u5ucIxyudzgbSxFQexiPgZbxzYkU7W9vRSY2N3PrEmh74YGQiZR8v1sQgqFwqpfX0OOr7qrI56kZut8/I/xHdBi1j8IrO1m1a+ZJdL39S7tN1Aut7yi6oOCa2L7hUcW836q5W75BdTlcjmuzu6Fr/dex5rjdwzevl2DqjgVk6z6QwmsG9UaM/+8gptxz7R+XzjZqXpPje1YH/93OFrv51EqVb9dTnYStKzlhksPUvDb2+0QUreqxbS3sfEcVPzYhuJmjvYzZN8mSwolJCTAw8ND88ns7ODm5ob4+Hid29jb28PV1VVjuaenp85tzp8/j7///hsrVqwwOMbIyEiDt7E01nAMto5taLsiIiJMtu/kTPOeJMTERMM986FZn9PWxMTcQUTuE6Pv9/02bvjhTIrR92uoW7duoVKq9kTmgu4eyMpTYtbhZNhJgG+7uWHEzjgAgKMMeKGJMx6kylHLRYZ/YzJx7XIkpoa5o7671KSfM9IkheHfa9p+A3PlxulZYkxDG8jRp5a3xbyffKVKBPk4ICI2R+hQdCp4rXLSSq8nqsuwxjJkpDsgMi4H2Tk5cEy5h4F+dlgYBzx9ch8R8liN9QOrpGFQU2e45SUZ9DyxsbGIiMgAANhlq2J9cvc2IpJMdplkMXgOKn5sQ3GzlPYz+Ntu4cKFWLVqVanr7Nmzp9wBGeLGjRt47733MH78eISFhRm8fUBAAGQycRbqk8vliIyMFPUx2Dq2oQX4ba+gT6+r96MxxKVmAbv+M9n+i/Pz80VQIwstCCxwOxtLgwb1EdSietkrGigoCPjhjPCvUcOGDRHk66n1sSAASek5mHX4IPoG1EBom5bATlXM29/tgKY1Cgu5KpVKSCQSVPjjZSXvG3NaMSIEQU2r6bVuab+B2XkKYPt+U4RYbm1bBQsdQgndU28j4p+bQoehU8FvXLX6mdhw6bBe27zbxRf3kzNwOy4dPUNDMKCzFH5f7MWAoNoICmqGgEAlQlumILC2GyQSicbnNKx1EHp3tMPhG/HA8XN6x+nj44OgoMYAgOb+CvRu8xRt6nuUsZW48RxU/NiG4maO9it4Dn0YnBQaM2YMXnrppVLXqVOnDry8vJCUpJmpz8vLQ0pKCry9tV84eHl5ITc3F6mpqRq9hRITE0tsc+vWLYwaNQqvvPIK3nvvPUMPAwAgk8lE/yGyhmOwdWxDy/BZn6Y4cTsBR28mlL1yGcZ19sXKI2V3XTdlu5v7PSWVWu772Nz1lUxFKpWa7DVeMCgAU7YLe7eqrOPzrOKEN8MaYHj7ehrrNa3hZrHvPVtSw80JPVvUMHg7bb+BMsvrKGSR7zGp1LILGBe8ZnU8q+i9TQc/L3zWWPOc/+Tn3eFZxQEymRQyGRBSX3vyuOC9VPR1cZBJkSNXoLqbE56kZKmXt23ggdMxqusUiUSijrWSTIb2fhZ6g8MEeA4qfmxDcbOU9jP418TDwwN+fn6l/ufg4IDg4GCkpqYiKipKve3JkyehUCgQGBiodd/+/v6wt7dHeHi4ell0dDQePXqkcUf95s2bGDlyJF588UV89NFHhh4CEREAYHBI4dTC7z7nB/9aFZ82dv2YthXeBxnXVy/5Cx0C6UGC0mdTkkolmDagOep7OQMA/LydTRrPqpGtTbp/oooSU2+W5cNb6XysaxNvTOnbFG3qV0UHv5IJn+puTrCX6b5kqe7qhD4tqqOSverCSiIp/C7xq6ZKSIVP6YZrc/ugT4vqsJdJ0E3PHm1ERLbAZLcY/Pz80KlTJ0yfPh2XLl3CuXPnMHfuXPTv318981hsbCz69OmDS5cuAQBcXFwwePBgLFiwACdPnkRUVBSmTp2K4OBgdVLoxo0bGDlyJDp27IjRo0cjPj4e8fHxJXolERGVZdHLQUbdXwMvZ3RuXPodRlNfyFJJdqVcTIiJayV7oUMwCa8qjpj3UgDa1K9a9spFrBrRCrO6GLaNIXo2LzlLKtmmLePaCx2CVm0beGDd6DYmfY5dEwwvz6BNaUkYiUSCd7r44bd3QktN/miza0IY9k3sjOUjWkEqVSWDin6XzBjQHAMCVD3YnOxl+H5YME5P7QFZkcRRDTfLL9pNRGRKJq2gtnDhQsydOxdvvPEGpFIpevXqhWnTpqkfz83NRUxMDDIzM9XLpk6dCqlUig8++AA5OTkICwvDzJkz1Y/v27cPSUlJ+PPPP/Hnn3+ql9eqVQsHDx405eEQEZWqcyPV9LW5Fjhzjql5V3EUOgSr176B9iETYufsKMOwdnUN3q6eZ2UEVOP7zhrZS6UIruuOC/eeCh0KAKC9jlpXlkAmLb2HXUXVdK+k97qdG3vjyA3tE8M42JkmOa+th29lBzt4VXFEwrNsdPDz1Oh9ZC+ToqqzAwYG1UTUoxR0bVINffyNX6uNiEhMTJoUcnd3x6JFi3Q+Xrt2bVy/fl1jmaOjI2bOnKmRCCpqwoQJmDBhglHjJCKqqCWvBqF3fhHgyg6ljw1+uXVtrV3kxWrr2x3QvKZr2StSubWs466+C05kicaGNTDavqRSCXa81xH1p+w22j6tVX1PZ9jLJBjWti5+Dr9r9P2XlszxcJIiKavwJkgl+8J1Vws8/HLNG61xM+6ZzseruTphyauWVzyciEgI1tGnnojICHLyytfDZ3xXPwwMqgWn/HoGLk6lD/P5ZkhLvBRcu1zPZYkaVtO/iCiVTwPPykKHYDIPkzPLXskK7J3YSegQTOrNTr5Ch2CT6nhUxvW5fTF7oGlqp1VxtNMYQtYpv0csAHSuV9iL6JshhfVCBwXXQg+Bh1+2rOOOIa2s53eWiMiUmBQiIsqXnJEjdAhkIqNC6wsdAulQkEwlovIxdS9C/1pu8M2vh9eomkuJxz/v2xQvt66j/ntKv6al7q+9r6pAdv9AVa0ff/Y0JSISFJNCRGTT+rSori7+bG+G6X3DGnqVvZIRmLrOhNjMGNAcHs4OQodBWnRpYjvTP1ur3i2styh363qmK2Zu6Sb3aaL+93ONVYWi3+5S2CPMo5LqN9PX27Deol75Neim9GmKneM74r2uDSsaKhERVQCTQkRk034YFozdH5hmWEerYhcT/3zUGZ/3a2aS5yrOs4ojFg5taZbnEgOpVFJmrSdb5uxo0hKDpZo/KECw5yYqy5LXxFN3poqRP8fvPVeYrJnStymOfNoVPq5OeLuzKjHUyMMehyZ1Ro9mqoTRyA714evlDNcyhlAXFVTHnb0FiYgExqQQEdk0O5m0xAlp8xqGdWVPzsjVutzVSfMEvZGPi1lPfp9vWQPeLpydyRrITNyLTcjp1w25gBQzX68qGBxSGx0seCYr0tSyjjtqGTD7ltD2mOgGB6AqOF03v7bZyND6GNqqFuq726OuR2VI8qd379jQCwc/eU7n79zHPRujWY2Sw8+IiEhYTAoRERXzZifDZtFxkGl+lRbcrXW0KzwxHtG+XsUDM5CjnQxnvuhh9ucl8XGyl6FHM+sdAmQJHOykWPRyS9T1KL1ouL1MfEM/eza3zim9J/ZoJHQIBqlrpoL0tdwrYcGgADgY+F79oHsj7PmgE4a2rgMfF0cO6SUishBMChERlWHeS7qHt0gkJZNILwXXwowBzdExf5aWBYMCMPdF08wMQ2QstdydhA7B5v3zUWdcn9tX6DAM0te/ulXO8vRB90bo2qSa0GGYTJPqLjg+pZvOx6cPaG6S55VIJOjS2Bunvugh6LBVIiIqxKQQEVExdTwqo7qb6gK5dtVKGNauLnxctQ/DmvtCC9Suqnl31tnRDmPCGqBzIy809qmC9hwuQiIwsUdjoUOwac+3rIlGPi4mn0lKl4Liv4ZysOOppBjtm9i51KFxY8MM6zFLRETixV9yIqJi3CvZ49Ck5wAASqVq2cFJz+HstB7Y/l6o3vup5+mM/R91QX0vZxNESWRcVTmUw2i6NS3sYbJhbFuNWZws1foxbYUOgYzgh2ElC2MPa1cXABDq54lxnX3RvoGH+rExHZn8ISKydey3SUSkRUFdX6/8Qs3OjnZwdrSDVxVHbBjbFiPWnBYwOrI1EvGVmbEJtdwrIS4tC7lyVfY4qI47Iu4/xY+vh2BP5GNk5ynQqZE3OjXy1rkPqQRQKM0VsW7NaxpWYJ8s04DAmnh/84USy7e92wF1PZxLTD4QUJvtTkRk69hTiIgoX+PqqllRKjvawdFOhh9fD8GqEa1KrNepkTe+HsQaQWQ+QhQqp9K5ONnh6OSuuPFlYQ2glSNaYdeEMDjZyzAopDZea1u3xHYeVVQ9sgp6aHzYncP2yPRa1fMoczbKwSHWVxuKiIjKxqQQEVG+kR3qYdeEMHWdhX4BNVDNVUfxXfbcIDNqWcfd7M85f5DuAuu2oqweWlKpRD0dNwBUc3WCfy23UrcZ18kXMwY0x6e9m2Bqv6boF1By5q5dE8LKFa+h6niIZ7p10l//wBoaf9fQ9TsGwK2Svfrfr7SpY7KYiIjIcjEpRESUz14mLfOCjkqq7CATOgSrVq2Mu/umoq2XizZ1PCpBZmBxZLHUr/nlrfZ6rdekugvqlTHVfIGqzg4YE9YAlRxkGNfZD072JT8/5voe2ji2HbaMa491o9uY5fkMNcNEM2BZuyFFevx0bOiJMaUUje7SuBpWjWyNm1/1Rdv8WkPtfT10rk9ERNaHSSEionJoXE011KxZDReBIxHWxRm9tF7UkvH8LEAC5fV2+iWEAMBBJsWH3RsZtP+2DcRx0anvzIG/jmuPHeM7lus53Cvbw9lRhheDapZr+4qo5+mM9r6eeC5/6nWBJj7TqbRkBunWtWk1deL13S4NS536XSaVoGdzH9jLVJcEO94LxfevhZglTiIisgxMChERlUNgbTdsGeSDIAGG9VgSiYh+RZLTc4QOoVyE6Cn01Uv6Dx2b1r85PjAwKVTA0B5Glsq9sgM8yjl7m4uTPaJm9Ub3Zj4ay2u4FQ752fp2BzzXRHexamNZ/GowhrRiXRlr0KmRFw5O6oKODfVLbBYIrlu1zNpDRERkXUR0Ok9EZFnsZdZxQWsr6nk6Cx2CqE3s0QgDtfRm6Zo//fra0W2w5NUgvff3ThdfLB9espC7LZJoKV70R5GeR20beJQ6g5mxvNCyJhYObYkWFjQT2V/vh+HP9ztaVExiIJFI4OtdRet7i4iIqCgmhYiIyCZYS68UoUzs0Rg13HQXJu7apBoGBtXSWNalsTd8XEv2OnCQSTGlbzP0bO5T4jFSKV7kvp1IhtwZW0BtNwTWdjf788alZpn9OYmIiISge5AxERFZhdNfdEfbr/4VOgzBcUiE+c0fFAAPZwcMW3USPZtXh38tV7T39YSUCTqD+ddyQwdfT4RHJwodioYXWpq/FpI5+HlXEToEIiIis2BSiIjIylVz0T0dMZE+mlUvX0F1qUQCJ3sZtr9XviLMpGlEh3pGSwq1qlfVKPspXgvJVAJru+Hyo1S917eTSpCnUAIAbnzZF2N/PoOjNxMwOKQ2tp1/oHWbXRPC0KyGK05FJyLESK8PERGRpePwMSIiKpf+ATXg7CCeewtxaRwOUpY29atqnYGqYGat/AmKMK1/M5378GftF5PpF1AD73TxM8q+uuXXghKLz/s1Q58W1XU+3ruFZnKqe7Nq+LB7I8x7KQAOdoWnuyM61NO5D/9abpBJJQht6MVZFYmIyGYwKUREROWy7PUQUdXpkVlQwdWLM3oJHYJWK0e0xn+fdC2xvOAC+bW2dfF8YA0MK2XK+l0fdEJff90X79ZC7MOm3uxU8eneDZ3ZqiJcnezRztej2LLSk9If9Wxc6nuViIiImBQiIiIyOzsLnbmuqrMD6npWVv9dPI9Wu2plfD8sBJXL6CHWI39IkbOjdfa28HR2wKwXWpj8eSQS0xVId7SreNt0a2reQuF2IkpCExERiYV4+v0TEVG5DQyqiT8iHgkdhqCKDiEh/cwd6I+/Lhr+vhncqjYGtKxhlMSDJfJ2cYS9zPTvp7/eDyuRmKvjoXsGOGs3ILAmrsem4bM+TREwa7/WdRxkUuTIFWaOjIiISLx4hkxEZAOWvBosdAiC+7R3U6FDEJ3h7evh17c7lGtba00ImZN/LTe0qOmmsWxoqzoY3bG+MAEVY+5+O1WdHfDliwFwcbIv8ZhdfpJu+3uhZo6KiIhI3JgUIiIim9C2gQem9mNiyFi8qjhgfFfjFD0m/TnYSTHz+RaImd8PE3s0Ui8XYmhVv4AaZn9OXd57zg89m/mglruqJ1Xnxt4CR0RERCQOTAoREZHNGNeZSQxjCf+8Oz7p1UToMEzuwMedsXFsO5yd1kPoUDRIJBK80qYOnB1k+HVce9ya10/nukteDTL68897KQDV3ZyMvl99OTvK8GYnX/XfLWq6YdUbrVHV2QGXZvXCsLbaC0yzLBEREZEm1hQiIiIig5mjpo4laFjNBQ2ruSDhWbbQoZRQw60Somb3hqSMmfV8XIVL3pjKhem94GAnxaHrcbiXlKHxmKuW4WVjwhrgQXImmlR3wYwBzTFn1xVzhUpERGTRmBQiIiIiEqmyEkIAEFDLrcx1xKagcPy60W2RnScvc/2uTaqha5NqAIA3QutrJIVquVdCYG3re42IiIj0waQQERERkQESnuUIHYJB7GQSBNRyQ+TDFADA2LAGAkdkPG6V7AGU7Bmkr3YNPMpdTJ2IiMga2EbfbyIiIiIb9uWL/uoizD6ujgJHYzm+H8aZGYmIyLYxKURERGTB7KT8qbY0oX6eQodgsJZ13DF9QDO91pXqMSRNzAqO7r3n/FDNxfrqLRERERmCZ5pERGSwxj5VhA7BZrhVLv/QGDI+ryoOmPuiv9BhaLX0tdJ7vVR3U/UUauBV+ud3QreGOh97q5P4h55JpRKcndbDJmbPIyIiKguTQkREZLA/xocJHQKRIILquOfXsbE8L7SsWerjLWu74cinXdGjWbVS1+vVojp2TSj8jPt6Oav/XdnBOspRelVxhJTz0xMRETEpREREhqvkIBM6BCLSYsu49lg+PETrYxKJBHU9K+s1Y5l/LTeM7lgfABBSr6p6eXaewihxEhERkWVgUoiIiAzSxMdF6BAqpG0DD6Psp6Yba5GQ5Wnv64k+/jWMuk+l0qi7IyIiIgvCpBARERlk45vthA6hQpYN096LwlCvt69X5jAcbVyd7FDJnj2tyDze7uILB1n5TvfqeVQGAPQPrG7MkIiIiMiCMClEREQG8XYR93TWxor/vef8yrXdt0NbspaJCNnnzwLXrIarwJEY5vO+zfQaLqbNsHb1sGVce3RtUg1zB7YAALg4WUdNISIiIlIxaVLo6dOnmDRpEkJCQtC6dWtMnToV6enppW6TnZ2N2bNno127dggODsaECROQkJCgdd3k5GR07twZTZo0QWpqqikOgYjIahhr2BSplPdCm8TJrbI9tr0bivFddc/MZW0c7KRo7+sJiUSCYe3q4fCnz2Fo69ro2sS7XL3kiIiIyPKYNCn0ySef4NatW1i7di2WL1+Os2fPYsaMGaVuM2/ePBw6dAiLFy/Ghg0bEBcXh/fff1/rul988QWaNOF0okRE+tj6dgehQyAdZj3fXOgQSA+t6lWFk40O/ZNJJajn6YxqLk5YO7otqrmyphYREZE1MFlS6Pbt2zh69Ci+/PJLtGzZEq1bt8a0adOwe/duxMbGat0mLS0N27Ztw5QpU9ChQwf4+/tj3rx5uHDhAiIiIjTW3bx5M9LS0jBmzBhTHQIRkdUJrO2G19rWEToMKsbbhRfYRERERGR+JhsYfuHCBbi6uiIgIEC9LDQ0FFKpFJcuXULPnj1LbBMVFYXc3FyEhoaql/n5+aFmzZqIiIhAUFAQAODWrVv48ccfsXXrVty/f7/cMcrl8nJvK7SC2MV8DLaObShuYm2/399uD6kE+OV0+b473+hQT3THbCpyuRzKckzLpFAoSryGCoXuab75emsn1s+guVnq68P2Eze2n7ix/cSPbShu5mg/Q/ZtsqRQQkICPDw061fY2dnBzc0N8fHxOrext7eHq6tmEUdPT0/1Njk5Ofj444/x6aefombNmhVKCkVGRpZ7W0thDcdg69iG4mZt7dewqj1uJefqfPz5Wlklem6KUYfaTgh/kFWhfURERCAlxfB6djExMYjIeayx7M6dO6U+D+lmbZ9BYxnSzBmH7mRa/PuH7SdubD9xY/uJH9tQ3Cyl/QxOCi1cuBCrVq0qdZ09e/aUO6CyLFq0CH5+fhg4cGCF9xUQEACZTJy1AeRyOSIjI0V9DLaObShuom+/3/ZqXezi4gwkP9W5WXBwsIkCMq81zXPRfPa/FdpHUFAQfKOjcPbxA4O2a9CgAYKa+2i0QY3adQA81fk8VJLoP4MmFhQE5MkVsCvndPSmxvYTN7afuLH9xI9tKG7maL+C59CHwUmhMWPG4KWXXip1nTp16sDLywtJSUkay/Py8pCSkgJvb2+t23l5eSE3NxepqakavYUSExPV25w8eRI3btzAvn37AEDddb99+/Z455138MEHH+h9LDKZTPQfIms4BlvHNhQ3a2u/subTspZjdXSo+D5kMhk+7tUEW88VJoWWvhaMB8kZ+GbvdZ3bSaXSEq9jrarOpT4P6WZtn0FjEsPrwvYTN7afuLH9xI9tKG6W0n4GJ4U8PDxKDAvTJjg4GKmpqYiKioK/vz8AVUJHoVAgMDBQ6zb+/v6wt7dHeHg4evfuDQCIjo7Go0eP1HdKv//+e2RlFXb5j4yMxNSpU7Fp0ybUrVvX0MMhIiIqt+puTmjsUwU3Yp8BAF5oWRMnbiUYvB/Obk9EREREQjBZn2I/Pz906tQJ06dPx6VLl3Du3DnMnTsX/fv3h4+PDwAgNjYWffr0waVLlwAALi4uGDx4MBYsWICTJ08iKioKU6dORXBwsDopVLduXTRu3Fj9X+3atdXP5+npaarDISKySuvHtFX/+7d3OGU9EREREZEtMelA84ULF8LX1xdvvPEGxo0bh5CQEMyZM0f9eG5uLmJiYpCZmaleNnXqVDz33HP44IMPMHz4cHh5eeH77783ZZhERDarc2NvDAisAQBoU7/sXqBkPCPa1xM6BCIiIiKycSabfQwA3N3dsWjRIp2P165dG9eva9ZdcHR0xMyZMzFz5ky9nqNdu3Yl9kFERKUb/5wfqrk6AQAWDm2J6QOa61zX0U6K7DzdU6aTpuQM3bO3FTW6Y31sOHm31HVqujkZIyQiIiIiIq1MmhQiIiLL9Gmfpup/O9nL4GRfepG7Cd0aomdzH1OHZVbO9hKk5yqNvl+50nj7nNizsdH2RURERERUnGXOU0pERIJzdihMFE3q1QSBtd2FC8YE5nUzTx26fRM7a/xd2UH4WSaIiIiIiAAmhYiIqIhX29bV+m9rVNvVPJ1l63lWVv9bKgE6+KqSUZIiU45JOf0YEREREQmASSEiIlJ7uXUdzkJmRIOCa2kMzRscUht2MtVPbz2PwmSRh7O92WMjIiIiImJSiIiINHhXcQQA+NdyBQA0rFZFyHAszoDAGpgzsIVe6/YLqKHzMalUgqGtaqv/rlqZiSEiIiIiMi8WmiYiIg31vZxx8vPu8HF1RE6eAq3qVRU6JIvyw7AQjb/tpMa5v7J3Yme0m/evUfZFRERERKQP9hQiIqISqrs5QSKR4JU2ddGwmovQ4Vi0z/o2LXslPfi4cvp5IiIiIjIvJoWIiIgqoEtjb52PeVZxKHXbgUG14F3FEd4uTAgRERERkflx+BgREZEROeQXkh7Wri6C6riXum5YIy+cmdZD5+MNvJyNGRoRERERkQYmhYiIiIzouSbemNSzMUaHNdCYdr482tT3MFJUREREREQlcfgYERHZrK5NdA/9Ki8nexkmdG+EKo6870JERERElo1JISIislmrRoSUvRIRERERkZViUoiIiGxWRYd36Wvzm+0AAM1rupa63pJXg8wQDRERERGRCvu2ExER6am8Q8JCG3ph38TO8PMuvXB0XY/K5do/EREREVF5MClERESkh38ndanQ9k2qu5S5jqezY4Weg4iIiIjIEEwKERER6cHPu4rQIRARERERGRVrChEREVVQUB13o+ynVtVKRtkPEREREZE+2FOIiIioglaNbI2k9JwK70cmlaBHs2o4cDXOCFEREREREZWOSSEiIqIy+LiWXuvH28UR3i6sB0RERERE4sLhY0RERGU4Ormb0CEQERERERkdk0JERERlkEjM91zulR3M92REREREZNOYFCIiIrIgMnNmoIiIiIjIpjEpREREpIOTPX8miYiIiMh68WyXiIhs2uvt6up8bNbzLTChW0PYy/hzSURERETWh2e5RERk0756KUDnY418XDCpVxMzRmPe+kVEREREZNuYFCIiItKhjkcloUMgIiIiIjIZJoWIiIi0WPxKEKq5OAkdBhERERGRyTApRERERERERERkg5gUIiIiIiIiIiKyQUwKERERWZBqrhyyRkRERETmYSd0AERERFTozU4NUNejMgaH1BI6FCIiIiKycuwpREREVEQVR2Hvl7g62WNIq9qQcG56IiIiIjIxJoWIiIjyzR8UgDVvtIaPqyNa1nEXOhwiIiIiIpPi8DEiIqJ8r7WtCwA4NbWHwJEQEREREZkeewoREREREREREdkgJoWIiIiIiIiIiGwQk0JERERERERERDbIZEmhp0+fYtKkSQgJCUHr1q0xdepUpKenl7pNdnY2Zs+ejXbt2iE4OBgTJkxAQkJCifW2b9+O559/HgEBAejQoQNmz55tqsMgIiIiIiIiIrJKJis0/cknnyA+Ph5r165Fbm4upk6dihkzZmDRokU6t5k3bx4OHz6MxYsXw8XFBXPnzsX777+PLVu2qNdZu3YtfvrpJ0yePBktW7ZERkYGHj58aKrDICIiG9ClsTd6NPcROgwiIiIiIrMySVLo9u3bOHr0KH7//XcEBAQAAKZNm4Zx48Zh8uTJ8PEpeeKdlpaGbdu2YeHChejQoQMAVZKoX79+iIiIQFBQEFJSUrB48WIsX75cvQ4ANG3a1BSHQURENuLnMW2FDoGIiIiIyOxMkhS6cOECXF1d1QkhAAgNDYVUKsWlS5fQs2fPEttERUUhNzcXoaGh6mV+fn6oWbOmOil0/PhxKBQKxMbGom/fvkhPT0dwcDCmTJmCGjVqGBynXC4v3wFagILYxXwMto5tKG5sP3Fj+4kf21Dc2H7ixvYTN7af+LENxc0c7WfIvk2SFEpISICHh4fmE9nZwc3NDfHx8Tq3sbe3h6urq8ZyT09P9TYPHjyAUqnE8uXL8cUXX8DFxQWLFy/G6NGj8eeff8LBwcGgOCMjIw1a3xJZwzHYOrahuLH9xI3tJ35sQ3Fj+4kb20/c2H7ixzYUN0tpP4OSQgsXLsSqVatKXWfPnj0VCqg0CoUCubm5mDZtGsLCwgAA3333HTp27IhTp06hU6dOBu0vICAAMpnMFKGanFwuR2RkpKiPwdaxDcWN7SdubD/xYxuKG9tP3Nh+4sb2Ez+2obiZo/0KnkMfBiWFxowZg5deeqnUderUqQMvLy8kJSVpLM/Ly0NKSgq8vb21bufl5YXc3FykpqZq9BZKTExUb1Pw/4YNG6of9/DwQNWqVfH48WNDDgUAIJPJRP8hsoZjsHVsQ3Fj+4kb20/82IbixvYTN7afuLH9xI9tKG6W0n4GJYU8PDxKDAvTJjg4GKmpqYiKioK/vz8A4OTJk1AoFAgMDNS6jb+/P+zt7REeHo7evXsDAKKjo/Ho0SMEBQUBAEJCQgAAMTExqF69OgDg6dOnSE5ORs2aNQ05FCIiIiIiIiIimyY1xU79/PzQqVMnTJ8+HZcuXcK5c+cwd+5c9O/fXz3zWGxsLPr06YNLly4BAFxcXDB48GAsWLAAJ0+eRFRUFKZOnYrg4GB1UqhBgwbo3r07vvrqK5w/fx43btzAlClT4Ovri3bt2pniUIiIiIiIiIiIrJJJCk0DqvpDc+fOxRtvvAGpVIpevXph2rRp6sdzc3MRExODzMxM9bKpU6dCKpXigw8+QE5ODsLCwjBz5kyN/X7zzTeYN28e3n77bUilUrRp0warV6+Gvb29qQ6FiIiIiIiIiMjqmCwp5O7ujkWLFul8vHbt2rh+/brGMkdHR8ycObNEIqioKlWqYN68eZg3b57RYiUiIiIiIiIisjUmGT5GRERERERERESWjUkhIiIiIiIiIiIbxKQQEREREREREZENMllNIUumVCoBAHK5XOBIyq8gdjEfg61jG4ob20/c2H7ixzYUN7afuLH9xI3tJ35sQ3EzR/sV7Lsg91EaiVKftaxMTk4OIiMjhQ6DiIiIiIiIiMgkAgIC4ODgUOo6NpkUUigUyMvLg1QqhUQiETocIiIiIiIiIiKjUCqVUCgUsLOzg1RaetUgm0wKERERERERERHZOhaaJiIiIiIiIiKyQUwKERERERERERHZICaFiIiIiIiIiIhsEJNCREREREREREQ2iEkhIiIiIiIiIiIbxKQQEREREREREZENYlKIiIiIiIiIiMgGMSlERERERERERGSDmBQSqU2bNqFbt24ICAjA0KFDcenSJaFDIi0MbafU1FTMnj0bYWFh8Pf3R+/evXH48GEzRUtFnTlzBu+88w7CwsLQpEkTHDhwoNT19+/fj9GjR6N9+/YICQnBK6+8gqNHj5opWirO0PYDgD///BMvvPACWrZsibCwMHz++edITk42Q7RU3IoVKzB48GAEBwejQ4cOeO+99xAdHa339rt370aTJk3w3nvvmTBKMtTmzZvx/PPPIyQkRP09yd84y1OeduL5i+VauXIlmjRpgq+++krnOlu3bsWwYcPQpk0btGnTBqNGjeK1hYXQp/0AYN26dejduzcCAwPRpUsXzJs3D9nZ2WaKkor6/vvv0aRJE43/+vTpo9e2Qp2/MCkkQnv27MH8+fMxfvx47NixA02bNsXYsWORmJgodGhUhKHtlJOTg9GjR+Phw4dYsmQJ9u7di7lz58LHx8fMkRMAZGRkoEmTJpg5c6Ze6585cwahoaFYuXIltm/fjnbt2uHdd9/FlStXTBwpaWNo+507dw6fffYZhgwZgl27dmHx4sWIjIzE9OnTTRwpaXP69Gm8/vrr2Lp1K9auXYu8vDyMHTsWGRkZZW774MEDfP3112jdurUZIiVDVK9eHZ988gm2b9+Obdu2oX379hg/fjxu3rwpdGhUhKHtxPMXy3Xp0iVs2bIFTZo0KXW9U6dOoX///li/fj22bNmCGjVqYMyYMYiNjTVTpKSNvu33119/YdGiRXj//fexZ88efPXVV9izZw++++47M0VKxTVq1AjHjh1T/7d58+YytxH0/EVJojNkyBDl7Nmz1X/L5XJlWFiYcsWKFQJGRcUZ2k6bN29Wdu/eXZmTk2OuEElPjRs3Vv7zzz8Gb9evXz/l999/b4KIyBD6tN/q1auV3bt311i2fv16ZadOnUwZGukpMTFR2bhxY+Xp06dLXS8vL0/5yiuvKLdu3ar87LPPlO+++66ZIqTyatOmjXLr1q1Ch0FlKK2deP5imZ49e6bs1auX8vjx48rhw4crv/zyS723zcvLUwYHByt37NhhugCpVIa03+zZs5UjR47UWDZ//nzlq6++auowSYulS5cqX3jhBYO2Efr8hT2FRCYnJweXL19GaGioeplUKkVoaCguXLggYGRUVHna6eDBgwgKCsKcOXMQGhqKAQMGYPny5ZDL5eYKm4xIoVAgPT0d7u7uQodCeggKCsKTJ09w+PBhKJVKJCQkYN++fejSpYvQoRGAtLQ0AICbm1up6y1btgyenp4YOnSoOcKiCpDL5di9ezcyMjIQHBwsdDikgz7txPMXyzRnzhx06dJF41xUX5mZmcjLyyvzO5dMx5D2Cw4OxuXLl9VD/u7fv4/Dhw/zHEZAd+/eRVhYGLp3745Jkybh0aNHpa4v9PmLnSDPSuWWnJwMuVwOT09PjeWenp4G1Vsg0ypPO92/fx8nT57E888/j5UrV+LevXuYPXs28vLy8P7775sjbDKiNWvWICMjA3379hU6FNJDq1at8O2332LixInIyclBXl4eunbtihkzZggdms1TKBSYN28eQkJC0LhxY53rnT17Fr///jt27txpvuDIYNevX8err76K7OxsVK5cGcuWLUPDhg2FDouKMaSdeP5ieXbv3o0rV67g999/L9f2CxcuRLVq1cqVUKKKM7T9nn/+eSQnJ2PYsGFQKpXIy8vDq6++infeecfEkZI2gYGBmD9/Pho0aID4+HgsW7YMr7/+Ov766y9UqVKlxPqWcP7CpBCRhVAqlfD09MTcuXMhk8ng7++P2NhYrFmzhidVIvPXX39h2bJl+PHHH0skBsky3bp1C1999RXGjx+PsLAwxMfH45tvvsHMmTMxb948ocOzabNnz8bNmzdLHY//7NkzTJ48GXPnzoWHh4cZoyNDNWjQADt37kRaWhr27duHzz77DBs3bmRiyMIY0k48f7Esjx8/xldffYWffvoJjo6OBm+/cuVK7NmzB+vXry/X9lQx5Wm/U6dOYcWKFZg5cyYCAwNx7949fPXVV1i2bBnGjx9v4oipuKI9tJo2bYqWLVuia9eu+Pvvv0v0BLKU8xcmhUSmatWqkMlkJYoVJyYmwsvLS6CoqLjytJO3tzfs7Owgk8nUy3x9fREfH4+cnBw4ODiYNGYyjt27d2PatGlYsmQJ77CJyIoVKxASEoI333wTgOpHvFKlSnj99dcxceJEVKtWTeAIbdOcOXPw33//YePGjahevbrO9e7fv4+HDx/i3XffVS9TKBQAgObNm2Pv3r2oW7euyeOlsjk4OKBevXoAAH9/f0RGRmL9+vWYM2eOwJFRUYa0E89fLMvly5eRmJiIQYMGqZfJ5XKcOXMGmzZtQmRkpEZbFbVmzRqsXLkSa9euRdOmTc0VMhVRnvZbsmQJXnjhBXXCoUmTJsjIyMCMGTPw7rvvQiplxRghubq6on79+rh3716Jxyzl/IVJIZFxcHBAixYtEB4ejh49egBQvXHCw8MxfPhwgaOjAuVpp5CQEOzatQsKhUL95X3nzh14e3vzhEokdu3ahalTp+K7777Dc889J3Q4ZICsrKwSJ1kFfyuVSiFCsmlKpRJz587FP//8gw0bNqBOnTqlru/r64u//vpLY9nixYuRnp6OL774otSEEglLoVAgJydH6DCoDKW1E89fLEv79u1LfB9+/vnn8PX1xVtvvaUzIbRq1SosX74ca9asQUBAgDlCJS3K035ZWVklEj88h7Ec6enpuH//Pry9vUs8ZinnL0wKidDo0aPx2Wefwd/fH4GBgfj555+RmZmpkVEm4ZXVTpMnT4aPjw8mTZoEAHjttdewceNGfPXVVxg+fDju3r2LFStWYMSIEUIehs1KT0/XyOg/ePAAV69ehZubG2rWrIlFixYhNjYW33zzDQDVkLEpU6Zg6tSpaNmyJeLj4wEATk5OcHFxEeQYbJmh7de1a1dMnz4dmzdvRqdOnRAXF4d58+YhMDCQ0yoLYPbs2di1axd+/PFHODs7qz9PLi4ucHJyAqD5Hero6Fii3pCrqysAlFqHiMxr0aJF6Ny5M2rUqIH09HTs2rULp0+fxpo1a4QOjYooq514/mLZqlSpUuJ7r3LlynB3d1cvL96GK1euxNKlS7Fo0SLUqlVL/Z1buXJlODs7m/cAbFx52q9r165Yu3Ytmjdvrh4+tmTJEnTt2lVnEpBM5+uvv0bXrl1Rs2ZNxMXF4fvvv4dUKsWAAQMAWOb5C5NCItSvXz8kJSVh6dKliI+PR7NmzbB69WoOH7MwZbXT48ePNbL6NWrUwJo1azB//ny88MIL8PHxwciRI/HWW28JdQg2LSoqCiNHjlT/PX/+fADASy+9hAULFiA+Ph6PHz9WP75161bk5eVhzpw5Gt3rC9Yn8zK0/QYNGoT09HRs2rQJX3/9NVxcXNC+fXt8+umnZo+dgF9++QUASlxUzp8/X51YL/4dSpYvMTERn332GeLi4uDi4oImTZpgzZo16Nixo9ChURFltRPPX8SveBtu2bIFubm5+OCDDzTWe//99zFhwgRzh0dlKN5+7777LiQSCRYvXozY2Fh4eHiga9eu+OijjwSM0nY9efIEH3/8MZ4+fQoPDw+0atUKW7duVdcMssTzF4mSfcqIiIiIiIiIiGyOZaWoiIiIiIiIiIjILJgUIiIiIiIiIiKyQUwKERERERERERHZICaFiIiIiIiIiIhsEJNCREREREREREQ2iEkhIiIiIiIiIiIbxKQQEREREREREZENYlKIiIiIyAimTJmC9957T+gwiIiIiPQmUSqVSqGDICIiIrJkTZo0KfXx999/H6NGjYJSqYSrq6uZoiIiIiKqGCaFiIiIiMoQH///7d0xSFxZFAbgf9QQNAhRRgTTjASGMFZTD0HsrS1ESWERMIWDhMBAioBgEaxSpLIULCKMlYy1lYWNlUkj2IaBOEUEQXaLJbJuut24St73VZdTXM7tHv/lnvf1er23t5cPHz6k0+lc14aGhvLo0aO7aA0A4F8buOsGAADuu7Gxsev18PBwSqXSjVry1/OxXq+Xjx8/JkkWFxdTrVbT19eX3d3dPHjwIM1mM7Ozs1lbW0un00m5XM7bt28zPT19vc+XL1/y/v37HB0dZXBwMI1GI61WK6Ojo//PYQGAwjBTCADglrTb7YyMjOTTp09ZWFjIu3fvsrKyknq9nna7nUajkTdv3uTi4iJJ0uv18uLFi9Rqtezs7GRzczPdbjfNZvNuDwIA/JaEQgAAt+TZs2dZXl5OpVLJy5cv8/Dhw4yMjGRubi6VSiWvXr3Kt2/f8vnz5yTJ1tZWarVaVldX8/Tp09Rqtayvr+fw8DCnp6d3fBoA4Hfj+RgAwC35+4Dq/v7+PH78ONVq9bpWLpeTJN1uN0lycnKSw8PD1Ov1n/Y6OzvL5OTkLXcMABSJUAgA4JYMDNz81CqVSjdqpVIpSfLjvx/fv3/PzMxMXr9+/dNe/5xhBADwXwmFAADuiampqezv7+fJkyc/BUoAAL+amUIAAPfE/Px8zs/Ps7q6muPj45ydneXg4CCtVitXV1d33R4A8JtxBQUAcE+Mj49ne3s7GxsbWVpayuXlZSYmJvL8+fP09bnLAwB+rdIfPx6xAwAAAFAYrpwAAAAACkgoBAAAAFBAQiEAAACAAhIKAQAAABSQUAgAAACggIRCAAAAAAUkFAIAAAAoIKEQAAAAQAEJhQAAAAAKSCgEAAAAUEBCIQAAAIACEgoBAAAAFNCfPBbwwfN5Z2gAAAAASUVORK5CYII=\n"},"metadata":{}}]},{"cell_type":"code","source":["# Stretching\n","x = stretch(data)\n","print(\"Stretched Data: \")\n","print(x)\n","plt.figure(figsize=(14,4))\n","librosa.display.waveshow(y=x, sr=sample_rate)\n","Audio(x, rate=sample_rate)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":498},"id":"sRwDo-USC3nH","executionInfo":{"status":"ok","timestamp":1713777502306,"user_tz":-540,"elapsed":1333,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"8e0dd5d4-06be-409e-b8b6-9affc344b185"},"execution_count":30,"outputs":[{"output_type":"stream","name":"stdout","text":["Stretched Data: \n","[2.1415824e-05 9.2078790e-06 2.1833108e-05 ... 1.4524630e-05 2.0464357e-05\n"," 2.1232439e-05]\n"]},{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{},"execution_count":30},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["# Shifting\n","x = shift(data)\n","plt.figure(figsize=(14,4))\n","librosa.display.waveshow(y=x, sr=sample_rate)\n","Audio(x, rate=sample_rate)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":446},"id":"Zk5hVY2eC3pw","executionInfo":{"status":"ok","timestamp":1713777503672,"user_tz":-540,"elapsed":1390,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"bc400913-f7a6-4800-d51d-e54de86643cf"},"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{},"execution_count":31},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["# Pitch\n","x = pitch(data, sample_rate)\n","plt.figure(figsize=(14,4))\n","librosa.display.waveshow(y=x, sr=sample_rate)\n","Audio(x, rate=sample_rate)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":446},"id":"5hTjyzMjDDQw","executionInfo":{"status":"ok","timestamp":1713777503673,"user_tz":-540,"elapsed":18,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"b0069539-f7d7-43fb-f8ee-d0d23f8e05ac"},"execution_count":32,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""],"text/html":["\n"," \n"," "]},"metadata":{},"execution_count":32},{"output_type":"display_data","data":{"text/plain":["
"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":["def extract_features(data, type_data):\n","\n"," ############################################################################\n"," # ZCR\n"," result = np.array([])\n"," x = librosa.feature.zero_crossing_rate(y=data)\n"," zcr = np.mean(x.T, axis=0)\n"," result = np.hstack((result, zcr))\n"," ############################################################################\n","\n"," ############################################################################\n"," # Chroma_stft\n"," stft = np.abs(librosa.stft(data))\n"," x = librosa.feature.chroma_stft(S=stft, sr=sample_rate)\n"," x_T = librosa.feature.chroma_stft(S=stft, sr=sample_rate).T\n"," chroma_stft = np.mean(x_T, axis=0)\n"," result = np.hstack((result, chroma_stft))\n"," ############################################################################\n","\n"," ############################################################################\n"," # MFCC\n"," x = librosa.feature.mfcc(y=data, sr=sample_rate)\n"," mfcc = np.mean(x.T, axis=0)\n"," result = np.hstack((result, mfcc))\n"," ############################################################################\n","\n"," ############################################################################\n"," # Root Mean Square Value\n"," rms = np.mean(librosa.feature.rms(y=data).T, axis=0)\n"," result = np.hstack((result, rms))\n"," ############################################################################\n","\n"," ############################################################################\n"," # Spectral Centroid\n"," sp_cent = np.mean(librosa.feature.spectral_centroid(y=data, sr=sample_rate).T, axis=0)\n"," result = np.hstack((result, sp_cent)) # stacking horizontally\n"," ############################################################################\n","\n"," ############################################################################\n"," # Spectral Bandwidth\n"," sp_band = np.mean(librosa.feature.spectral_bandwidth(y=data, sr=sample_rate, p=2).T, axis = 0)\n"," ############################################################################\n","\n"," ############################################################################\n"," # Tonnetz\n"," tonnetz = np.mean(librosa.feature.tonnetz(y=data, sr=sample_rate).T, axis=0)\n"," result = np.hstack((result, tonnetz))\n"," ############################################################################\n","\n"," ############################################################################\n"," # MelSpectogram\n"," mel = np.mean(librosa.feature.melspectrogram(y=data, sr=sample_rate).T, axis=0)\n"," result = np.hstack((result, mel))\n"," ############################################################################\n","\n"," return result"],"metadata":{"id":"B_NsiFSNDDTb","executionInfo":{"status":"ok","timestamp":1713777718535,"user_tz":-540,"elapsed":422,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}}},"execution_count":33,"outputs":[]},{"cell_type":"code","source":["def get_features(path):\n"," # Initialize the result array\n"," result = np.array([])\n","\n"," # Load the audio file with specified duration and offset\n"," data, sample_rate = librosa.load(path, duration=2.5, offset=0.6)\n","\n"," # Ensure the data length is at least 1024 to avoid 'n_fft too small' warning\n"," if len(data) < 1024:\n"," data = np.pad(data, (0, max(0, 1024 - len(data))), 'constant')\n","\n"," # Extract features without augmentation\n"," res1 = extract_features(data, type_data=\"Normal\")\n"," result = np.array([res1]) # Ensure the result is two-dimensional\n","\n"," # Data with noise augmentation\n"," noise_data = noise(data)\n"," res2 = extract_features(noise_data, type_data=\"Noisy\")\n"," result = np.vstack((result, [res2])) # Stack vertically\n","\n"," # Data with stretching and pitching augmentation\n"," new_data = stretch(data)\n"," data_stretch_pitch = pitch(new_data, sample_rate)\n"," res3 = extract_features(data_stretch_pitch, type_data=\"Stretched and Pitched\")\n"," result = np.vstack((result, [res3])) # Stack vertically\n","\n"," return result\n"],"metadata":{"id":"Nxd46iZ-DDWA","executionInfo":{"status":"ok","timestamp":1713777718876,"user_tz":-540,"elapsed":1,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}}},"execution_count":34,"outputs":[]},{"cell_type":"code","source":["result = np.array([])\n","\n","print(\"Spectral Bandwidth: \")\n","print(librosa.feature.spectral_bandwidth(y=data, sr=sample_rate, p=2).shape)\n","print(librosa.feature.spectral_bandwidth(y=data, sr=sample_rate, p=2))\n","print(\"Spectral Bandwidth Mean: \")\n","print(np.mean(librosa.feature.spectral_bandwidth(y=data, sr=sample_rate, p=2).T, axis = 0).shape)\n","print(np.mean(librosa.feature.spectral_bandwidth(y=data, sr=sample_rate, p=2).T, axis = 0))\n","#print(data.shape)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LG7_FqMyDImQ","executionInfo":{"status":"ok","timestamp":1713777721330,"user_tz":-540,"elapsed":322,"user":{"displayName":"Judith “Hua_Lee”","userId":"07115049874273044432"}},"outputId":"b120bc4f-b068-4ab4-8dc6-11f6ea250313"},"execution_count":35,"outputs":[{"output_type":"stream","name":"stdout","text":["Spectral Bandwidth: \n","(1, 228)\n","[[3343.324606 3425.40108731 3374.64987483 3355.47262823 3376.85530927\n"," 3414.50806077 3375.06848803 3394.22855134 3322.49572599 3366.05795533\n"," 3409.79995266 3382.27311798 3334.45971302 3306.78617443 3317.84563736\n"," 3386.49470546 3422.66962378 3124.71403074 3196.0279216 3288.41292382\n"," 3313.90813623 3189.40628143 3438.86991356 3467.95744842 3387.0838365\n"," 3280.335754 3313.03695004 3382.35276552 3459.44279365 3462.4226269\n"," 3364.1213967 3384.08774812 3419.00416479 3365.5034676 3306.71158991\n"," 3295.31196908 3343.0628974 3296.72338605 3218.058051 3163.06533542\n"," 3210.14491947 3251.52341096 2933.59320923 2852.10018307 2782.35538955\n"," 2699.65863401 2872.72919031 2598.00392892 2272.86090827 2134.46742948\n"," 2200.8266566 2163.43415141 1877.57010926 1835.67790141 1941.3608076\n"," 1924.27668409 1833.53686971 2524.06916812 3624.363195 3779.58169898\n"," 3372.32200447 2233.23213189 1766.77734571 1598.24612362 1488.86744544\n"," 1485.63390061 1557.36419757 1610.56070399 1714.09336596 1696.78919863\n"," 3438.61958789 2822.53913549 2657.47927563 2756.80010419 2407.20612441\n"," 2211.04535546 1796.45384339 1531.236208 1698.02870971 1971.19596257\n"," 1885.1301519 1902.62211074 1980.85769046 2038.35213125 2038.03631869\n"," 1891.90917382 1668.64361577 1525.95367008 1556.02257341 1588.594359\n"," 2577.3767924 2969.65957592 2855.0266881 2194.4823203 2114.20022337\n"," 2346.99633769 2409.38680554 2411.37262425 2402.74564305 2400.70568458\n"," 2399.88114054 2386.44233228 2174.3138826 2104.19115247 1954.12773977\n"," 1646.94334604 1553.70540451 1571.37404645 1585.96758491 1417.29236312\n"," 1387.47500713 1466.29190272 1526.16660807 1535.3392482 1507.28966401\n"," 1468.5336268 1428.58122395 1441.0057863 1404.58167231 1413.94348674\n"," 1505.15984596 1543.6640958 1515.22549797 1516.82613807 1553.88475312\n"," 1650.83016505 1641.88198341 1594.62505237 2027.18153136 2467.42190824\n"," 1932.54334349 1611.0465032 1612.64552563 1634.42761363 1670.25065077\n"," 1588.3679276 1594.7225514 1651.99223082 1679.81349979 1685.71484077\n"," 1595.95549628 1543.1060433 1547.92001132 2288.55109915 2527.89593789\n"," 2196.62518908 1721.05382574 1531.11486176 1322.26961539 1179.56824646\n"," 1126.55487698 1104.57499159 1113.01735693 1123.17331761 1150.81296542\n"," 1186.79601542 1187.39532221 1194.15002074 1200.74415766 1094.81330826\n"," 1076.06321944 1018.650615 982.15165732 1041.61136363 1015.26278876\n"," 977.16380433 987.46221414 1027.66255019 1090.93781062 1076.38379386\n"," 1110.58815595 1155.19019332 1135.47053295 1206.79200078 1456.56114937\n"," 1486.63174133 1391.19976077 1348.37598461 1339.05374581 1391.98192589\n"," 1602.71414105 1777.11993608 1687.17091572 1671.16903677 1730.95024657\n"," 1788.84947441 1888.46003149 2118.97049878 2369.30871569 2539.54905429\n"," 2910.45319314 3043.08557846 3089.53972136 2980.47844389 3018.85806076\n"," 3103.87318921 3264.79497624 3401.92593129 3432.16475421 3376.87028978\n"," 3416.08617274 3416.01735318 3412.89109961 3420.5367156 3430.53922229\n"," 3458.31632467 3349.26137778 3341.43481839 3477.84909084 3419.93362895\n"," 3380.37353943 3446.53547818 3479.41033724 3449.17187933 3454.82564065\n"," 3409.0779613 3447.47214111 3512.04991283 3519.1882733 3320.80390046\n"," 3433.40558686 3440.71216512 3449.70763262 3474.80217945 3438.46993885\n"," 3397.27817584 3356.85019379 3305.33510501]]\n","Spectral Bandwidth Mean: \n","(1,)\n","[2349.16804754]\n"]}]},{"cell_type":"code","source":["X, y = [], []\n","for path, emotion in zip(emotion_dataset_path.Path, emotion_dataset_path.Emotions):\n"," feature = get_features(path)\n"," for normal_plus_additional_features in feature:\n"," X.append(normal_plus_additional_features)\n"," # appending emotion 3 times as we have made 3 augmentation techniques on each audio file.\n"," y.append(emotion)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"zNLFt7dVDIph","outputId":"5d7024da-c0c1-4c7f-bad8-541c1ec46627"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=862\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=794\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=992\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=621\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=777\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=817\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=1021\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=587\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=734\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=771\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=964\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=862\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=679\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=849\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=610\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=762\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=805\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=1007\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=782\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=978\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=725\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=906\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=759\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=949\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=737\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=369\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=921\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=461\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=644\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=828\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=748\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=935\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=794\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=992\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=702\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=877\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=736\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=920\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=990\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=495\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=619\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=967\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=484\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=604\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=690\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=863\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=898\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=449\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=561\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=783\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=392\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=489\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=621\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=777\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=530\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=662\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=944\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=472\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=590\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=587\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=541\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=676\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=829\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=415\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=518\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=852\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=426\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=532\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=806\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=403\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=504\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=817\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=1021\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=656\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=820\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=667\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=834\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=576\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=719\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=580\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=553\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=691\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=647\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=598\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=633\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=791\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=713\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=892\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=840\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=851\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=1013\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=507\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=714\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=357\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=446\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=578\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=722\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=875\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=438\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=547\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=760\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=380\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=475\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=645\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=323\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=564\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=705\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=346\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=432\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=622\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=311\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=389\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=668\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=334\n"," warnings.warn(\n","/usr/local/lib/python3.10/dist-packages/librosa/core/spectrum.py:257: UserWarning: n_fft=1024 is too large for input signal of length=417\n"," warnings.warn(\n"]}]},{"cell_type":"code","source":["print(\"Input Variable: \")\n","print(len(X))\n","#print(X)\n","print(\"Output Variable: \")\n","print(len(y))\n","#print(y)\n","print(emotion_dataset_path.Path.shape)"],"metadata":{"id":"VPJRp_oSDIsH"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["Features_db = pd.DataFrame(X)\n","Features_db['labels'] = y\n","Features_db.to_csv('Features_Database_Extended.csv', index=False)\n","Features_db.head()"],"metadata":{"id":"DkrZfZPVDIvM"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["Features_db = pd.read_csv('Features_Database_Extended.csv')\n","Features_db.head()"],"metadata":{"id":"W_FInv6bDIx7"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["X = Features_db.iloc[: ,:-1].values\n","y = Features_db['labels'].values"],"metadata":{"id":"WxQZkvmxDTSL"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# As this is a multiclass classification problem onehotencoding our Y.\n","encoder = OneHotEncoder()\n","y = encoder.fit_transform(np.array(y).reshape(-1,1)).toarray()"],"metadata":{"id":"YDa6WAEVDTVP"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(y.shape)\n","asd = y.reshape(-1,1)\n","print(asd.shape)\n","print(encoder)\n","zxc = encoder.fit_transform(asd)\n","print(zxc)"],"metadata":{"id":"1Pp7PWihDTaz"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# splitting data\n","X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=0, shuffle=True)\n","X_train.shape, y_train.shape, X_test.shape, y_test.shape"],"metadata":{"id":"0PE1xIfXDTdX"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# scaling our data with sklearn's Standard scaler\n","scaler = StandardScaler()\n","X_train = scaler.fit_transform(X_train)\n","X_test = scaler.transform(X_test)\n","X_train.shape, y_train.shape, X_test.shape, y_test.shape"],"metadata":{"id":"MH_LZX8DDTgg"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# making our data compatible to model.\n","X_train = np.expand_dims(X_train, axis=2)\n","X_test = np.expand_dims(X_test, axis=2)\n","print(X_train.shape, y_train.shape, X_test.shape, y_test.shape)\n","print(X_train)"],"metadata":{"id":"PpJTinMODbHY"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["X_train[0][0]"],"metadata":{"id":"D-YJ39iNDbKh"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model=Sequential()\n","model.add(Conv1D(256, kernel_size=5, strides=1, padding='same', activation='relu', input_shape=(X_train.shape[1], 1)))\n","model.add(MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))\n","\n","model.add(Conv1D(256, kernel_size=5, strides=1, padding='same', activation='relu'))\n","model.add(MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))\n","\n","model.add(Conv1D(128, kernel_size=5, strides=1, padding='same', activation='relu'))\n","model.add(MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))\n","model.add(Dropout(0.2))\n","\n","model.add(Conv1D(64, kernel_size=5, strides=1, padding='same', activation='relu'))\n","model.add(MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))\n","\n","model.add(Flatten())\n","model.add(Dense(units=32, activation='relu'))\n","model.add(Dropout(0.3))\n","\n","model.add(Dense(units=8, activation='softmax'))\n","#model.add(Dense(units=8, activation='relu'))\n","model.compile(optimizer = 'adam' , loss = 'categorical_crossentropy' , metrics = ['accuracy'])\n","#model.compile(optimizer = 'adam' , loss = tf.nn.ctc_loss(labels=y_train,logits = X_train) , metrics = ['accuracy'])\n","model.summary()"],"metadata":{"id":"pgiR5A7MDbP3"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["rlrp = ReduceLROnPlateau(monitor='loss', factor=0.4, verbose=1, patience=2, min_lr=0.00000000001)\n","history=model.fit(X_train, y_train, batch_size=64, epochs=150, validation_data=(X_test, y_test), callbacks=[rlrp])"],"metadata":{"id":"U6yd47aiDk_g"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["!mkdir saved_models1\n","model.save('saved_models1/ser_SmallCNN_ExtendedDataset_model')"],"metadata":{"id":"CykrCIbNDlCp"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(\"Accuracy of our model on test data : \" , model.evaluate(X_test,y_test)[1]*100 , \"%\")\n","\n","\n","fig , ax = plt.subplots(1,2)\n","train_acc = history.history['accuracy']\n","train_loss = history.history['loss']\n","test_acc = history.history['val_accuracy']\n","test_loss = history.history['val_loss']\n","epochs = [i for i in range(len(train_loss))]\n","# epochs = range(50)\n","print(epochs)\n","\n","fig.set_size_inches(20,6)\n","ax[0].plot(epochs , train_loss , label = 'Training Loss')\n","ax[0].plot(epochs , test_loss , label = 'Testing Loss')\n","ax[0].set_title('Training & Testing Loss')\n","ax[0].legend()\n","ax[0].set_xlabel(\"Epochs\")\n","\n","ax[1].plot(epochs , train_acc , label = 'Training Accuracy')\n","ax[1].plot(epochs , test_acc , label = 'Testing Accuracy')\n","ax[1].set_title('Training & Testing Accuracy')\n","ax[1].legend()\n","ax[1].set_xlabel(\"Epochs\")\n","plt.show()"],"metadata":{"id":"0vYwjeioDlG5"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["# predicting on test data.\n","pred_test = model.predict(X_test)\n","print(pred_test)\n","\n","y_pred = encoder.inverse_transform(pred_test)\n","print(y_pred)\n","print(y_pred.shape)\n","y_test = encoder.inverse_transform(y_test)\n","df = pd.DataFrame(columns=['Predicted Labels', 'Actual Labels'])\n","df['Predicted Labels'] = y_pred.flatten()\n","df['Actual Labels'] = y_test.flatten()\n","df.head(100)\n","cm = confusion_matrix(y_test, y_pred)\n","plt.figure(figsize = (12, 10))\n","cm = pd.DataFrame(cm , index = [i for i in encoder.categories_] , columns = [i for i in encoder.categories_])\n","sns.heatmap(cm, linecolor='white', cmap='Blues', linewidth=1, annot=True, fmt='')\n","plt.title('Confusion Matrix', size=20)\n","plt.xlabel('Predicted Labels', size=14)\n","plt.ylabel('Actual Labels', size=14)\n","plt.show()\n","print(classification_report(y_test, y_pred))"],"metadata":{"id":"2f0dRgIJDlMd"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model=Sequential()\n","model.add(Conv1D(512, kernel_size=5, strides=1, padding='same', activation='tanh', input_shape=(X_train.shape[1], 1)))\n","model.add(MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))\n","\n","model.add(Conv1D(256, kernel_size=5, strides=1, padding='same', activation='tanh'))\n","model.add(MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))\n","\n","model.add(Conv1D(128, kernel_size=5, strides=1, padding='same', activation='tanh'))\n","model.add(MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))\n","model.add(Dropout(0.2))\n","\n","model.add(Conv1D(128, kernel_size=5, strides=1, padding='same', activation='tanh'))\n","model.add(MaxPooling1D(pool_size=3, strides = 2, padding = 'same'))\n","\n","model.add(Conv1D(128, kernel_size=5, strides=1, padding='same', activation='tanh'))\n","model.add(MaxPooling1D(pool_size=2, strides = 2, padding = 'same'))\n","model.add(Dropout(0.2))\n","\n","model.add(Flatten())\n","model.add(Dense(units=1024, activation='relu'))\n","model.add(Dropout(0.3))\n","\n","model.add(Dense(units=512, activation='relu'))\n","model.add(Dropout(0.2))\n","\n","model.add(Dense(units=256, activation='relu'))\n","model.add(Dropout(0.1))\n","\n","model.add(Dense(units=256, activation='relu'))\n","model.add(Dropout(0.3))\n","\n","model.add(Dense(units=256, activation='relu'))\n","model.add(Dropout(0.2))\n","\n","model.add(Dense(units=32, activation='relu'))\n","model.add(Dropout(0.3))\n","\n","model.add(Dense(units=8, activation='softmax'))\n","model.compile(optimizer = 'adam' , loss = 'categorical_crossentropy' , metrics = [tf.keras.metrics.CategoricalCrossentropy(), 'accuracy'])\n","\n","model.summary()"],"metadata":{"id":"8IGlsT-3DlRK"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["rlrp = ReduceLROnPlateau(monitor='loss', factor=0.4, verbose=1, patience=2, min_lr=0.00000000001)\n","history=model.fit(X_train, y_train, batch_size=64, epochs=150, validation_data=(X_test, y_test), callbacks=[rlrp])"],"metadata":{"id":"xCzy12AOE3Xl"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["!mkdir saved_model_Long_CNN\n","model.save('saved_model_Long_CNN/ser_LongCNN_model')"],"metadata":{"id":"dLgk1szGE3VB"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(\"Accuracy of our model on test data : \" , model.evaluate(X_test,y_test)[1]*100 , \"%\")\n","\n","\n","fig , ax = plt.subplots(1,2)\n","train_acc = history.history['accuracy']\n","train_loss = history.history['loss']\n","test_acc = history.history['val_accuracy']\n","test_loss = history.history['val_loss']\n","epochs = [i for i in range(len(train_loss))]\n","# epochs = range(50)\n","print(epochs)\n","\n","fig.set_size_inches(20,6)\n","ax[0].plot(epochs , train_loss , label = 'Training Loss')\n","ax[0].plot(epochs , test_loss , label = 'Testing Loss')\n","ax[0].set_title('Training & Testing Loss')\n","ax[0].legend()\n","ax[0].set_xlabel(\"Epochs\")\n","\n","ax[1].plot(epochs , train_acc , label = 'Training Accuracy')\n","ax[1].plot(epochs , test_acc , label = 'Testing Accuracy')\n","ax[1].set_title('Training & Testing Accuracy')\n","ax[1].legend()\n","ax[1].set_xlabel(\"Epochs\")\n","plt.show()\n","\n","# predicting on test data.\n","pred_test = model.predict(X_test)\n","print(pred_test)\n","\n","y_pred = encoder.inverse_transform(pred_test)\n","print(y_pred)\n","print(y_pred.shape)\n","y_test = encoder.inverse_transform(y_test)\n","df = pd.DataFrame(columns=['Predicted Labels', 'Actual Labels'])\n","df['Predicted Labels'] = y_pred.flatten()\n","df['Actual Labels'] = y_test.flatten()\n","df.head(100)\n","cm = confusion_matrix(y_test, y_pred)\n","plt.figure(figsize = (12, 10))\n","cm = pd.DataFrame(cm , index = [i for i in encoder.categories_] , columns = [i for i in encoder.categories_])\n","sns.heatmap(cm, linecolor='white', cmap='Blues', linewidth=1, annot=True, fmt='')\n","plt.title('Confusion Matrix', size=20)\n","plt.xlabel('Predicted Labels', size=14)\n","plt.ylabel('Actual Labels', size=14)\n","plt.show()\n","print(classification_report(y_test, y_pred))"],"metadata":{"id":"c2MVcvEwE3Sj"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["model=Sequential()\n","#\n","model.add(LSTM(units=256, activation='tanh', input_shape=(X_train.shape[1], 1), return_sequences=True))\n","model.add(keras.layers.Dropout(rate=0.3))\n","#\n","model.add(LSTM(units=128, activation='tanh', return_sequences=True))\n","model.add(keras.layers.Dropout(rate=0.3))\n","\n","model.add(LSTM(units=64, activation='tanh'))\n","model.add(keras.layers.Dropout(rate=0.3))\n","\n","model.add(Flatten())\n","model.add(Dense(units=128, activation='relu'))\n","model.add(Dropout(0.3))\n","\n","model.add(Dense(units=64, activation='relu'))\n","model.add(Dropout(0.3))\n","\n","model.add(Dense(units=32, activation='relu'))\n","model.add(Dropout(0.3))\n","\n","model.add(Dense(units=8, activation='softmax'))\n","model.compile(optimizer = tf.keras.optimizers.Adam(learning_rate=1e-4) , loss = 'categorical_crossentropy' ,\n"," metrics = ['accuracy'])\n","\n","model.summary()"],"metadata":{"id":"RLUPbvo8E3QN"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["rlrp = ReduceLROnPlateau(monitor='loss', factor=0.4, verbose=1, patience=2, min_lr=0.0000000001)\n","history=model.fit(X_train, y_train, batch_size=64, epochs=150, validation_data=(X_test, y_test), callbacks=[rlrp])"],"metadata":{"id":"KStT6jwHE3Ni"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["!mkdir saved_model_LSTM\n","model.save('saved_model_LSTM/ser_LSTM_model')"],"metadata":{"id":"S3raMwSaE3GF"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(\"Accuracy of our model on test data : \" , model.evaluate(X_test,y_test)[1]*100 , \"%\")\n","\n","epochs = [i for i in range(len(train_loss))]\n","# epochs = range(50)\n","print(epochs)\n","fig , ax = plt.subplots(1,2)\n","train_acc = history.history['accuracy']\n","train_loss = history.history['loss']\n","test_acc = history.history['val_accuracy']\n","test_loss = history.history['val_loss']\n","\n","fig.set_size_inches(20,6)\n","ax[0].plot(epochs , train_loss , label = 'Training Loss')\n","ax[0].plot(epochs , test_loss , label = 'Testing Loss')\n","ax[0].set_title('Training & Testing Loss')\n","ax[0].legend()\n","ax[0].set_xlabel(\"Epochs\")\n","\n","ax[1].plot(epochs , train_acc , label = 'Training Accuracy')\n","ax[1].plot(epochs , test_acc , label = 'Testing Accuracy')\n","ax[1].set_title('Training & Testing Accuracy')\n","ax[1].legend()\n","ax[1].set_xlabel(\"Epochs\")\n","plt.show()"],"metadata":{"id":"yaajgk7VE2_j"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["pred_test.shape"],"metadata":{"id":"gUZMP12iFG9h"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["y_pred = encoder.inverse_transform(pred_test)\n","print(y_pred)\n","print(y_pred.shape)"],"metadata":{"id":"w2ZSy2i9FHDB"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["y_test = encoder.inverse_transform(y_test)"],"metadata":{"id":"xmx3tXmnFHHF"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["df = pd.DataFrame(columns=['Predicted Labels', 'Actual Labels'])\n","df['Predicted Labels'] = y_pred.flatten()\n","df['Actual Labels'] = y_test.flatten()"],"metadata":{"id":"xdeiLwgBFHKM"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["df.head(100)"],"metadata":{"id":"CsIe4hYbFMQ-"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["cm = confusion_matrix(y_test, y_pred)\n","plt.figure(figsize = (12, 10))\n","cm = pd.DataFrame(cm , index = [i for i in encoder.categories_] , columns = [i for i in encoder.categories_])\n","sns.heatmap(cm, linecolor='white', cmap='Blues', linewidth=1, annot=True, fmt='')\n","plt.title('Confusion Matrix', size=20)\n","plt.xlabel('Predicted Labels', size=14)\n","plt.ylabel('Actual Labels', size=14)\n","plt.show()"],"metadata":{"id":"8Mcp4k4JFN7m"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["print(classification_report(y_test, y_pred))"],"metadata":{"id":"7mocBDcvFRHp"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":[],"metadata":{"id":"HSZezIt4HgEK"},"execution_count":null,"outputs":[]}]}