From f50db4e8af2ee6c57e6ec39c02fcef224232a9a9 Mon Sep 17 00:00:00 2001 From: prajjwalkumarpanzade Date: Sat, 21 Dec 2024 11:08:38 +0530 Subject: [PATCH] Add model --- service/app.py | 7 ++++--- service/server.py | 36 +++++++++++++++++++++++--------- service/stt-scam-detection.ipynb | 1 + 3 files changed, 31 insertions(+), 13 deletions(-) create mode 100644 service/stt-scam-detection.ipynb diff --git a/service/app.py b/service/app.py index 461addf..b126532 100644 --- a/service/app.py +++ b/service/app.py @@ -45,10 +45,11 @@ async def results(request: Request): req = await request.json() # Extract action from the request - action = req.get('queryResult', {}).get('action', 'unknown') - + # action = req.get('queryResult', {}).get('action', 'unknown') + response_text = req.get('queryResult', {}).get('fulfillmentText', 'Default response') + return JSONResponse(content={"fulfillmentText": response_text}) # Return a fulfillment response - return {"fulfillmentText": f"This is a response from webhook. Action: {action}"} + # return {"fulfillmentText": f"This is a response from webhook. Action: {action}"} except Exception as e: raise HTTPException(status_code=500, detail=f"Error processing request: {e}") diff --git a/service/server.py b/service/server.py index d6494a4..cd0acfa 100644 --- a/service/server.py +++ b/service/server.py @@ -1,23 +1,25 @@ import socket import os -from datetime import datetime import threading import time +from datetime import datetime +import requests class AudioStreamServer: - def __init__(self, host=socket.gethostname(), port=5000, chunk_duration=10): + def __init__(self, host=socket.gethostname(), port=5000, chunk_duration=10, webhook_url="http://localhost:8000/upload-audio"): self.host = host self.port = port self.chunk_duration = chunk_duration + self.webhook_url = webhook_url self.buffer = bytearray() self.buffer_lock = threading.Lock() - + self.save_dir = "raw_chunks" os.makedirs(self.save_dir, exist_ok=True) self.socket_chunk_size = 8192 self.bytes_per_chunk = 44100 * 2 * 2 * self.chunk_duration # 44.1kHz, 16-bit, stereo - + def start(self): server_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM) server_socket.bind((self.host, self.port)) @@ -37,11 +39,11 @@ def handle_client(self, conn): data = conn.recv(self.socket_chunk_size) if not data: break - + with self.buffer_lock: self.buffer.extend(data) print(f"Received {len(data)} bytes") - + except Exception as e: print(f"Client handling error: {e}") finally: @@ -53,22 +55,36 @@ def process_chunks(self): if len(self.buffer) >= self.bytes_per_chunk: chunk_data = bytes(self.buffer[:self.bytes_per_chunk]) self.buffer = self.buffer[self.bytes_per_chunk:] - self.save_chunk_as_raw(chunk_data) + self.save_and_send_chunk(chunk_data) time.sleep(0.1) - def save_chunk_as_raw(self, chunk_data): + def save_and_send_chunk(self, chunk_data): try: + # Save the chunk locally timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") filename = f"chunk_{timestamp}.raw" filepath = os.path.join(self.save_dir, filename) with open(filepath, 'wb') as f: f.write(chunk_data) - + print(f"Saved chunk as RAW: {filename}") + # Send the chunk to the webhook + self.send_chunk_to_webhook(filepath) + + except Exception as e: + print(f"Error saving/sending RAW file: {e}") + + def send_chunk_to_webhook(self, filepath): + try: + with open(filepath, 'rb') as f: + files = {'file': (os.path.basename(filepath), f, 'application/octet-stream')} + response = requests.post(self.webhook_url, files=files) + print(f"Webhook response: {response.status_code}, {response.json()}") + except Exception as e: - print(f"Error saving RAW file: {e}") + print(f"Error sending file to webhook: {e}") if __name__ == '__main__': diff --git a/service/stt-scam-detection.ipynb b/service/stt-scam-detection.ipynb new file mode 100644 index 0000000..4cd953a --- /dev/null +++ b/service/stt-scam-detection.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"colab":{"provenance":[]},"kaggle":{"accelerator":"nvidiaTeslaT4","dataSources":[{"sourceId":10259118,"sourceType":"datasetVersion","datasetId":6346348},{"sourceId":10259134,"sourceType":"datasetVersion","datasetId":6346360},{"sourceId":10259140,"sourceType":"datasetVersion","datasetId":6346364},{"sourceId":10259181,"sourceType":"datasetVersion","datasetId":6346375},{"sourceId":10259248,"sourceType":"datasetVersion","datasetId":6346425}],"dockerImageVersionId":30823,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"# Importing necessary libraries for EDA\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\nimport string\nimport nltk\nfrom nltk.corpus import stopwords\nfrom wordcloud import WordCloud\nnltk.download('stopwords')\n\n# Importing libraries necessary for Model Building and Training\nimport tensorflow as tf\nfrom tensorflow.keras.preprocessing.text import Tokenizer\nfrom tensorflow.keras.preprocessing.sequence import pad_sequences\nfrom sklearn.model_selection import train_test_split\nfrom keras.callbacks import EarlyStopping, ReduceLROnPlateau\n\nimport warnings\nwarnings.filterwarnings('ignore')\n","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Rg97PLHn-Oam","outputId":"7e6fc24b-bf50-4c31-ac9c-dd9e1f91020c","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:42.717209Z","iopub.execute_input":"2024-12-21T05:32:42.717544Z","iopub.status.idle":"2024-12-21T05:32:51.455663Z","shell.execute_reply.started":"2024-12-21T05:32:42.717506Z","shell.execute_reply":"2024-12-21T05:32:51.454995Z"}},"outputs":[{"name":"stdout","text":"[nltk_data] Downloading package stopwords to /usr/share/nltk_data...\n[nltk_data] Package stopwords is already up-to-date!\n","output_type":"stream"}],"execution_count":1},{"cell_type":"code","source":"data = pd.read_csv('/kaggle/input/spam-ds/spam.csv')\ndata.head()\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"eENlly-W-jRN","outputId":"a2d3843a-1b7e-483e-d5c4-783f28060b67","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.456675Z","iopub.execute_input":"2024-12-21T05:32:51.457245Z","iopub.status.idle":"2024-12-21T05:32:51.497026Z","shell.execute_reply.started":"2024-12-21T05:32:51.457213Z","shell.execute_reply":"2024-12-21T05:32:51.496434Z"}},"outputs":[{"execution_count":2,"output_type":"execute_result","data":{"text/plain":" Category Message\n0 ham Go until jurong point, crazy.. Available only ...\n1 ham Ok lar... Joking wif u oni...\n2 spam Free entry in 2 a wkly comp to win FA Cup fina...\n3 ham U dun say so early hor... U c already then say...\n4 ham Nah I don't think he goes to usf, he lives aro...","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
CategoryMessage
0hamGo until jurong point, crazy.. Available only ...
1hamOk lar... Joking wif u oni...
2spamFree entry in 2 a wkly comp to win FA Cup fina...
3hamU dun say so early hor... U c already then say...
4hamNah I don't think he goes to usf, he lives aro...
\n
"},"metadata":{}}],"execution_count":2},{"cell_type":"code","source":"data['Spam']=data['Category'].apply(lambda x:1 if x=='spam' else 0)\ndata.head(5)","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"NDdLTtZU_gS0","outputId":"ea6fd253-cba8-4242-ecdc-232c37da679b","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.498733Z","iopub.execute_input":"2024-12-21T05:32:51.498951Z","iopub.status.idle":"2024-12-21T05:32:51.508809Z","shell.execute_reply.started":"2024-12-21T05:32:51.498932Z","shell.execute_reply":"2024-12-21T05:32:51.508092Z"}},"outputs":[{"execution_count":3,"output_type":"execute_result","data":{"text/plain":" Category Message Spam\n0 ham Go until jurong point, crazy.. Available only ... 0\n1 ham Ok lar... Joking wif u oni... 0\n2 spam Free entry in 2 a wkly comp to win FA Cup fina... 1\n3 ham U dun say so early hor... U c already then say... 0\n4 ham Nah I don't think he goes to usf, he lives aro... 0","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 \n \n \n \n
CategoryMessageSpam
0hamGo until jurong point, crazy.. Available only ...0
1hamOk lar... Joking wif u oni...0
2spamFree entry in 2 a wkly comp to win FA Cup fina...1
3hamU dun say so early hor... U c already then say...0
4hamNah I don't think he goes to usf, he lives aro...0
\n
"},"metadata":{}}],"execution_count":3},{"cell_type":"code","source":"data.shape\n","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LBn8cVq6_lHz","outputId":"e5d01c4c-b515-4c11-87b9-734c452d66e2","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.510045Z","iopub.execute_input":"2024-12-21T05:32:51.510336Z","iopub.status.idle":"2024-12-21T05:32:51.520965Z","shell.execute_reply.started":"2024-12-21T05:32:51.510307Z","shell.execute_reply":"2024-12-21T05:32:51.520060Z"}},"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"(5572, 3)"},"metadata":{}}],"execution_count":4},{"cell_type":"code","source":"sns.countplot(x='Spam', data=data)\nplt.show()\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":450},"id":"s2Ug48Iy_pTS","outputId":"35c98637-faf2-4c5e-e405-b41995a85b0b","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.521763Z","iopub.execute_input":"2024-12-21T05:32:51.522025Z","iopub.status.idle":"2024-12-21T05:32:51.730137Z","shell.execute_reply.started":"2024-12-21T05:32:51.522005Z","shell.execute_reply":"2024-12-21T05:32:51.729287Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}],"execution_count":5},{"cell_type":"code","source":"# Downsampling to balance the dataset\nham_msg = data[data.Spam == 0]\nspam_msg = data[data.Spam == 1]\nham_msg = ham_msg.sample(n=len(spam_msg),\n\t\t\t\t\t\trandom_state=42)\n\n# Plotting the counts of down sampled dataset\n# Use pd.concat instead of append\nbalanced_data = pd.concat([ham_msg, spam_msg]).reset_index(drop=True)\nplt.figure(figsize=(8, 6))\nsns.countplot(data = balanced_data, x='Spam') # Changed 'spam' to 'Spam' to match column name\nplt.title('Distribution of Ham and Spam email messages after downsampling')\nplt.xlabel('Message types')","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":581},"id":"SJwnDzN7ABM7","outputId":"a0ec0c60-03a8-4743-bf9f-453731111921","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.731267Z","iopub.execute_input":"2024-12-21T05:32:51.731654Z","iopub.status.idle":"2024-12-21T05:32:51.969462Z","shell.execute_reply.started":"2024-12-21T05:32:51.731538Z","shell.execute_reply":"2024-12-21T05:32:51.968711Z"}},"outputs":[{"execution_count":6,"output_type":"execute_result","data":{"text/plain":"Text(0.5, 0, 'Message types')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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\n"},"metadata":{}}],"execution_count":6},{"cell_type":"code","source":"balanced_data['Message'] = balanced_data['Message'].str.replace('Subject', '')\nbalanced_data.head()\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"iwhn-eX-ASXF","outputId":"a80532d5-c962-4ea5-abc1-7db99e02f9c6","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.970193Z","iopub.execute_input":"2024-12-21T05:32:51.970489Z","iopub.status.idle":"2024-12-21T05:32:51.979745Z","shell.execute_reply.started":"2024-12-21T05:32:51.970465Z","shell.execute_reply":"2024-12-21T05:32:51.979099Z"}},"outputs":[{"execution_count":7,"output_type":"execute_result","data":{"text/plain":" Category Message Spam\n0 ham If i not meeting ü all rite then i'll go home ... 0\n1 ham I.ll always be there, even if its just in spir... 0\n2 ham Sorry that took so long, omw now 0\n3 ham I thk 50 shd be ok he said plus minus 10.. Did... 0\n4 ham Dunno i juz askin cos i got a card got 20% off... 0","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 \n \n \n \n
CategoryMessageSpam
0hamIf i not meeting ü all rite then i'll go home ...0
1hamI.ll always be there, even if its just in spir...0
2hamSorry that took so long, omw now0
3hamI thk 50 shd be ok he said plus minus 10.. Did...0
4hamDunno i juz askin cos i got a card got 20% off...0
\n
"},"metadata":{}}],"execution_count":7},{"cell_type":"code","source":"punctuations_list = string.punctuation\ndef remove_punctuations(text):\n\ttemp = str.maketrans('', '', punctuations_list)\n\treturn text.translate(temp)\n\nbalanced_data['Message']= balanced_data['Message'].apply(lambda x: remove_punctuations(x))\nbalanced_data.head()\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"8yBTO72EAahy","outputId":"e1ed9540-303c-493b-adf9-aacdeed2f25d","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:51.982019Z","iopub.execute_input":"2024-12-21T05:32:51.982208Z","iopub.status.idle":"2024-12-21T05:32:52.005579Z","shell.execute_reply.started":"2024-12-21T05:32:51.982192Z","shell.execute_reply":"2024-12-21T05:32:52.004820Z"}},"outputs":[{"execution_count":8,"output_type":"execute_result","data":{"text/plain":" Category Message Spam\n0 ham If i not meeting ü all rite then ill go home l... 0\n1 ham Ill always be there even if its just in spirit... 0\n2 ham Sorry that took so long omw now 0\n3 ham I thk 50 shd be ok he said plus minus 10 Did ü... 0\n4 ham Dunno i juz askin cos i got a card got 20 off ... 0","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 \n \n \n \n
CategoryMessageSpam
0hamIf i not meeting ü all rite then ill go home l...0
1hamIll always be there even if its just in spirit...0
2hamSorry that took so long omw now0
3hamI thk 50 shd be ok he said plus minus 10 Did ü...0
4hamDunno i juz askin cos i got a card got 20 off ...0
\n
"},"metadata":{}}],"execution_count":8},{"cell_type":"code","source":"def remove_stopwords(text):\n\tstop_words = stopwords.words('english')\n\n\timp_words = []\n\n\t# Storing the important words\n\tfor word in str(text).split():\n\t\tword = word.lower()\n\n\t\tif word not in stop_words:\n\t\t\timp_words.append(word)\n\n\toutput = \" \".join(imp_words)\n\n\treturn output\n\n\nbalanced_data['Message'] = balanced_data['Message'].apply(lambda text: remove_stopwords(text))\nbalanced_data.head()\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"uRbU9FdUA6p_","outputId":"97acaf9e-bca8-4346-97f3-c0210ae0e6fe","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:52.006560Z","iopub.execute_input":"2024-12-21T05:32:52.006756Z","iopub.status.idle":"2024-12-21T05:32:52.217866Z","shell.execute_reply.started":"2024-12-21T05:32:52.006740Z","shell.execute_reply":"2024-12-21T05:32:52.217214Z"}},"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":" Category Message Spam\n0 ham meeting ü rite ill go home lor ü dun feel like... 0\n1 ham ill always even spirit ill get bb soon trying ... 0\n2 ham sorry took long omw 0\n3 ham thk 50 shd ok said plus minus 10 ü leave line ... 0\n4 ham dunno juz askin cos got card got 20 4 salon ca... 0","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 \n \n \n \n
CategoryMessageSpam
0hammeeting ü rite ill go home lor ü dun feel like...0
1hamill always even spirit ill get bb soon trying ...0
2hamsorry took long omw0
3hamthk 50 shd ok said plus minus 10 ü leave line ...0
4hamdunno juz askin cos got card got 20 4 salon ca...0
\n
"},"metadata":{}}],"execution_count":9},{"cell_type":"code","source":"def plot_word_cloud(data, typ):\n\temail_corpus = \" \".join(data['Message'])\n\n\tplt.figure(figsize=(7, 7))\n\n\twc = WordCloud(background_color='black',\n\t\t\t\tmax_words=100,\n\t\t\t\twidth=800,\n\t\t\t\theight=400,\n\t\t\t\tcollocations=False).generate(email_corpus)\n\n\tplt.imshow(wc, interpolation='bilinear')\n\tplt.title(f'WordCloud for {typ} emails', fontsize=15)\n\tplt.axis('off')\n\tplt.show()\n\nplot_word_cloud(balanced_data[balanced_data['Spam'] == 0], typ='Non-Spam')\nplot_word_cloud(balanced_data[balanced_data['Spam'] == 1], typ='Spam')\n","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":647},"id":"J9qet40xBRD2","outputId":"6496931d-cb42-4398-b09f-52e420fea695","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:52.218739Z","iopub.execute_input":"2024-12-21T05:32:52.219037Z","iopub.status.idle":"2024-12-21T05:32:53.483365Z","shell.execute_reply.started":"2024-12-21T05:32:52.219007Z","shell.execute_reply":"2024-12-21T05:32:53.482509Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"
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HbZZRw+fJhDhw6xePHiWR/z4x//ODt37uS+++7jC1/4AkuWLCEcDiPLMv/+7//OJz/5SYQQE+47kZZkOuumy8h9v/7661mwYMGM9j3d+afbvnQ6zQMPPMDQ0BBf/vKXeeihh2hubsbv9yNJEo888gjf/va3J+2j6dDU1MTbb7/Niy++yE9/+lNeeeWVolDzl3/5l2zatGlcXqoSJU6lJMiUmDY33HADO3bsYOPGjRMKMuCZl55//nl27dpV1MycLMg0NDQA0NraOuE5RmaiMzFJ1NfXT3nMiZbLssydd97JE088wbe+9a2zIsg0NDRw8OBBWltbJyzHMNG16boOMGGYqeM4E4ZT19fXc+LECVpbWycMG5+sH2bDubhfZ8Lq1auprKxkcHCQgYGBcYJMa2vrhPdypP0j15PJZHjhhReora3lu9/97jgNxrFjx87RFUyPOXPmAJ5p6fOf//wFacNrr73G4OAgH/jAB/jjP/7jcevPVh+pqjpG+9ba2spHP/pRXnzxRf7iL/6Cv/zLvzwr5ynxzqXkI1Ni2pzsJ/Paa69RW1vLokWLxmwz4ifzwx/+kEOHDhEMBrn88suL60cEn2effbYoDJ3MSN6XmWhxTj5mMpkct/473/nOhPv97u/+LpIk8Y//+I/s379/ynO88cYbp23HSJu//e1vj1tnmibf+973xmwHo0LYRGaSl156acIMqSP7P/HEE+PWHThw4KyZlU4+10TXBLO7X1Nxutn90NAQQ0NDwMTC00R9MjQ0xPPPP48kScXnM5FI4Lou9fX144QYy7L40Y9+NNtLOCuM5GW6kO2IxWLAqFB1MkeOHGHbtm3n5LzNzc188YtfBGDPnj3n5Bwl3lmUBJkS02ZksHrjjTfYvn37hEnirrrqKhRF4Z/+6Z8AuPrqq1HVUcXf/Pnzec973kMqleK3f/u3xwzUmzZt4l/+5V9QFIVPf/rT027XggULuP3220kmk3z+85/HcZziumeeeaYoQEzU1i984QvkcjluueUWnnnmmXHbJBIJ/uiP/oibb775tO342Mc+ht/v5zvf+Q5PP/10cbnruvzhH/4hnZ2drFu3bky/3XjjjYAnEIxoNwCOHz/OZz/72QnP86lPfQqAv//7vx/j35HJZPjMZz5zRqr+U3nggQeora1l48aN/Pu///uYdf/4j//I22+/TWNjI/fdd99ZOd+//Mu/8Ou//usTJo8bGhriIx/5CEII1q9fP6E/zHe/+12ee+654m/btvmd3/kdMpkMd999d9Fvp6amhmg0yp49e8Zko3Ychy9+8YuTJns7X1x11VXcdtttvP7663z605+eUEDfuXMnzz777Dlrw4i264c//OEYH5l4PM7HPvaxs1KG4O/+7u8m1DqOvItNTU1nfI4SvwRcwIipEpcgCxcuLIZ4TpS4TgghLr/88uI2X/nKV8at7+joEPPmzSuGYz700EPiXe96VzHfy9/8zd+M24dJwoNHOHr0aDHfyYIFC8RDDz0kbrzxRiFJkvj0pz89aeir67riS1/6kpBluXiOe++9Vzz88MPihhtuELquC0AsWrRozH6ThZh+4xvfKCb4uv7668XDDz8slixZMmlCPCFGw6mj0ai45557xLve9S4RDAbF/fffP+l5/sf/+B/FhHh33HGHeOCBB0Rtbe2ME+KNMFX/npwQb926deLhhx8uhvJOlRDv5KR60+Xv/u7vis9Oc3OzuOeee8TDDz8sbr75ZhEMBgUgqqurxa5du8bsd2pCvJtuukk89NBDxeesoaFBtLa2jtnnz/7szwQgFEUpJsRraWkRfr+/+MycGo48cp6JErU9/vjjU4Ywn+4ZPpXe3t5iP5eVlYkNGzaIRx55RLznPe8RTU1NxRwz0z3HSOLDiZ6Lye7ZbbfdVjz/vffeK+69915RVlYmFi5cKN73vvdNeLyZhF9Ho1Ehy7JYu3ateOCBB8T9999fTCBZUVExYah9iRKnUhJkSsyIX/u1XysONJs3b55wm8985jPFbX7xi19MuM3AwID4/Oc/LxYsWCB0XRdlZWXi9ttvF88999yE209nEDhx4oR45JFHRGVlpfD5fGLNmjXia1/7mjh+/Phpc3js2bNHfPrTnxbLli0T4XBYaJomGhoaxD333CO++c1vjssLMtnHWgghXn/9dXHPPfeIyspKoWmamDt3rviN3/iNSXOqFAoF8fu///uiqalJ6LouFixYIP7X//pfwrbtKc/z//7f/xOrV68WhmGImpoa8aEPfUh0dnZOOWBNxun6d8+ePeLhhx8WtbW1QtM0UV9fLz70oQ9NmH33TASZRCIhvv/974tPfOITYu3ataKmpkaoqiqi0ai44oorxJe//OUx2aVHOFnAePzxx8WaNWuEz+cTlZWV4tFHHx2X1XeEr3/962Lt2rUiEAiIyspK8b73vU/s3LlzUqHkfAoyQgiRy+XEP/7jP4prr71WRKNRoeu6aGpqEjfddJP4q7/6q3HXdbYFmWw2K770pS+JRYsWCcMwRFNTk/jUpz4lBgYGJj3eTASZb3zjG+KRRx4RS5YsEeFwWITDYbF8+XLxu7/7u7PKQVTilxNJiLOohy5RokSJC8CGDRt45ZVXOH78+KSh4iVKlHhnUvKRKVGiRIkSJUpcspQEmRIlSpQoUaLEJUtJkClRokSJEiVKXLKUfGRKlChRokSJEpcsJY1MiRIlSpQoUeKSpSTIlChRokSJEiUuWUqCTIkSJUqUKFHikmXaRSNnU7l3IoJljZTXLaOyYRVte39GrPfAuG3KahZTXruEtv0v4Njjy9RfCixYqnP/x8pRtenvs31TjmeeSHKhvZYkQwfXRVj2eT+34ZNYf32Ay68L4A9IHN5X4OWn08QGnNPvfIaoeoD5Vz7AQOs2htrHp8i/YEgSwdXzUCvCaFUR3JxJ/kQvocsXkD/eS/L1vSDAaK4hfMVi1LIQVl+c5Jv7sXrjxWMYc6sJrV+MWhZEmDa5Q52ktx5G2A5ywCC0fhG++fVIsowdT5N8bQ9WfwIAtSJM+IrF6PUVoMgU2vtJbdqPk8qBBHp9JeGrlqBWRlACBghB9mAHiVf3gO0QvGw+gZUtSIpE/mgPqbcP4WYuzXf7fKIFVVbeu4C+/UN0bu/30kyWuCTQGqqp+e0PojXUTLmd2d5L/1e/hdU9WgYiFJa4/Q6DJcs0hAtHj9o890yeZFIgy7BoscqttxuUl8ucOG7z3LMF+vu8iunhsMQttxqsXKWRywlefaXA9m0Wzvn/nJ8VpuPGe96rX2findhmlnD53Em3SQ4eJx3vwLEL57FlZ5fKWpWb7w5h+Kav9MrnBM88Mb6myvlE0lTC77oGeyBGdstuzqdUJctw1YYgn/mjasqrFGQZbsy4NMzVePzvhsim3fPWlosKSUJvqCRywwoyO48TvWk1voUDmD1DlN1yGbkjXci6Ss2j76LQ1ke+tY/AkkZq5tfT8/jzOPE0SiRA9UMbsAYSFNr6UCJB1MpI8SMRuW4FkWuWkdp80DtfXTmSPvp50CojaNVRzN44sk+jbMNqcFziL+9C9utU3Xc9djJDdm8r0RtXogT9ZH/0BjgO4WuWEb1xFZm9J8AVRDesRikLMvT0W2BP/55Kfh9G8xycZAonmcbNZM/r83khUHWFhnXV5FMmXTsGZl1HSw9qKIZMLlYoCUOXAO9+j48NNxs897M8Pp+EzycxUrKuZZ7Cb34myNEjDvv32Vx7vU5Do8I//F0a14UHH/azbIXGGxtNautkPve7If7Pn6XYs/sSlWSmwXkXZACE6zDR26TqAWrmrscIlpNL9dHXuhXXMQHwh6qJVM2nkI0RrmwBBPGeg6TiHSBcjEA5FfUr0P0RCtk4g117sPIXVii4FBGOS37/Udx84bwPEpohseGuENV1o49lKKxw811hnv5OkhOHzeLyaP0SVM2HJCn4y+qwcimGOvdgZmJo/gjV89bTf2wzVj6NJKtUNq/BzMbJDLVT1Xw5Zj6FP1JDsvcooaq5OGaeRO8RQGCEKqhbcgOaL0R6oI1494HhZxY0f4SKOSsxAuWY+SRD7bsxs3EA/NFaguWN5JJ9ROsWo2g+htp3kxnq4GyMHmbnILFn30avK8fsGmTo6c34P38fWmWYwPJmRMEi9swWnEyewvEeGj73fnxzq8nE00iKjBwwsAeSpLYcwknnxggRcsBAOC7ZA+2Y3UMI0x5z/3NHu8i39iLJMpKhIgcMfAsakF7fh1YRRquJMvT0ZvLHukEIym9fhx1LowT9lL1rDem3DxN/yStwKUyb6E2rSLy8EyeRnfb1azVVVP/Gr2IPxXGGYtgDQ1g9/VhdvVh9/bjZHMJxwHGn9ewuWapy7fU6X38siztDGVmW4a67fay5XCOTFnzj8SyDgxevoD3nihqC1X72/ugorl2SZM4HdjxF/Mcvo1aVIQf9yAEfcsCPUhFBn1uPrE+uro9GJFwXdu+y6Op0KJw0p99wi4Hrwne+lSWXFQwNuXziU0Gam1VMU3DLbT7+7Z/TbHvbIhyWWLZc5cabjJIgc75w7AKJ/sNUGWsoq1nEQMfOoiCj+SLUzb+GbKKb1FAbvlAlc5bdyrEdP8J1HZqW3opt5cil+glXtuAPVdO69xlc58wrtM6GdNLl0J4CwZCMZkjohoSuD/9ryMMmJ4nJLHZKZZn3hytQq8oQjovV1YfIe0+0HAqg1lQiaSrOUAK7f2h0Z0lCKYugVpaBIuNmc9g9gwjLQtI1tLpqJL+Bm85i9Q6A7RSPqTXUICkKTiI15nhaYy1uOoMTH14uy2iNtTiJFG4yDZKEWlWOUh5B2A523yBuevqDFIAiQ03D+EeyvFrB5x/bUaGKOVTMvYx41wEK6UGitYswgmW07XwGVQ9Q3riCofbdw4KMTKRmPplYJ7lED5VzLyPRdxR/pI5I9XxSg62U1S/FKqQBKKtfSqxzL45VoG7xdQjhEu86gKL5aFz+LgCy8S6CFU00rqyjbftTOFYePVBG9fwryca6yKX6cG1zeEA9OwOHk8kjTAvXtHBSOYTjguMiKQpGYxW+llrqfv3d3ukUGWHZSKoCEtiJDEM/eZPoTaupX9ZE7mAHqc0HMTsHAUi+vhc17KfmQ7cUhZ3M7uOeQCNJGE3VRK5djhINImsqxtxq8q19SBK4w0KPWhVB7oujVkVxsgWEaSNHg+g1ZUSuX0Fw9TwAZJ+Om7eQdY2ZGAyFbeNmc6iV5Wj1NSAEwrQQhQJuLo/VP4jV2YPZ2Y0zGCtqbdxcfkLBpqFBZsPNBt94fGbPKYDrwq4dFv6AxH33+/nh93MMDs74MKNIEKzyE64LoOgyVtYm0ZEurlZ0mcqFUfSghpm2iLelsAvD760qEa4L4q8wUFSZfMIk3p7CMV30kEZ5S5h5Nzai6DKJjjR2wSHemiI7WDLtnUtENk9m005QZCRZ9v5VFPR5jVT92r3I1eWT7vv0T/NU1yj84f8X5thRh6efyrFvr41tQ3OLyspVGn/0JxEAdB1yWYGqgt8v09io8JGPBXngIYEkQUWlzN4971whBs6GICNJIEvgijOewQvXIZPoJhCpwx+uHr9euPS2biE5cAzdH2XBml8hEK5B1YOoeoDWvc/iWDkyiS5aVr6HQKSedKztjNo0Ww7uzvPlT3XjD8kEgjKBoEQgJOMPer/vuC/CqvU+YGJJJnj1GrT6apxUBiUUQFJV4k/+HDtfQCmPEr3nZuRQABwHSddJPvcahUMnADAWNhO583pA8jQrjkP8Ry/gZiXC77oaY2Ezbt5ECQXIbt1D+tUtIEAOBvAtW0Bg/SrSG98m9fzr3j2VJcLvugYnliDxkxcBUCqilD/4bhI/fZlCMo1v6XxCN1/l+VsYGk46S+JHL4wKPtNAAIX8+GfIzAvsU99DScbMJug5+BpWPoWZjVO76Do0I3Ta8zi2SbxzH4VMjLL6JQwc34oRrEA1giDJJLoP0nv4DUBCllXKGpaR7DtGuLoFX6iSo5ufwDazpPpPMG/9rxCsmEOy9wgAquZjsG0n6cHWaV/3tDmpa041MbgFk+yhToaeehNhj4oH1kDC289xSW89TPZAO/5FDZ55al4dPf/xLE4yiz2QpO9bL6M3VBBau5DqhzeALJHecggl7Kf6oQ3Yg0niz72NkylQfvs6lLIgAPZgivTO41Teey2Rq5aCqpB4cQfCshGui2vaJF7dTXbvaJ8I28GOpZkJdv8gA499G7WyHLWqEq22CrW2CrWqErWyArW6Ev+KJSBJiFwOa2AIZyCG1TeA1etpbsyObsY8TBKoKijK8DlsxmhnZJmiSt9xvP9HaGtz8Pkt3nOPb0w7R44lSd7fjsP45/dkJGi4rIp1v7YcWZEwMxaSLLHj24eIHfe0yvOub6DpyjpkRSJQ4WPvj45y8GetOJZLpCHEVZ9ciaIrSBL4Kwx2PXGYw8+3E6zyMe/GRmpXVCBcwaLb52JlbQ4921oSZM4HQoDtIIZFdgG46SziNCrA7i6Xv/o/KRYvVbnj3T7+8MsR/vALCY4ddcjnBLt3Wnz1H9LFZ9Wxob/fYeEilVTS5ev/meX48dGHLpV8Z2vhzkiQUSsjBNctQZ9bS2rjLvIH2tBb6rAHk7ipmc9yTodrm+RSnkOU61i4ro2sGvhCVQQidcxfcy8AkqQgEMjKhVM4OTbEBh1igxPPOZesNoYFmYmRVAW1poL0y5s9JzBF9nwCZJnA+pVImkr8e8/i5vKEbr6K8M1XY3X2ImyH8LuuxuoZIPXCG54WRlVxUhl8yxdgLGwh/uTPcYbinvBx05XkDxzD7h3E7h0g9fM3UKtOmSk4Lvl9RwhctRo5GsJNpPEtbsHN5rHaupEjIUIbriK/5zDZbXtRIiHKHrwL/+olpF99e9p9ZluCfdtzrLnaj6J4Ap7rCvZsyxEbGD8SmNkEViHj7WvmkSQZadJ7PiowCuHiWAWEY+FYpqe1c52iQ3shExs2JUnkUwNUljciKyq+UCW+SDUtl9/rHVGWQQJZGVUR22aOfKqf84oryOw8TsXdV6IEfRQ6B5BUBdnQEcPmI9mvo9VV4GZyFNr7yez2fG2UoA8nlUOvLwdJxs0WyOw+TnDNfPSaMu86VQU1GiCz6xh2PINaEcFoqcWODwsiEsi6SnZfK8nX9uCkc9hx7744iQzZPSfwzasjs/OYp4kxNE+b4szMFCNMi8Lh4xQOHwfFuz7JMJADPtTqSrSGWrS6GtTKCuSADyUURK2swLdyCdgOTjpD31cfw+4bKB4zGJB45NEAK1dpKDI8/1yB55/NY9sQjki87/1+1q7VUFTYv8/mie9kiQ1NPSg8+Iif2loFIWDBAoWeXpdvfzPLsaMTfwv0gMraR5eSaE+z49sHMTM2qi6TT5lovuHnWZZ46992k4+bLLp9LovvbOb4xi5yQwXS/Vne+rfdmFkbBCx/7zwW3tJE26YeEu1pdn3nMP6ogZWzeftr+3BMF8c8987zJWaHLEN9g4wkSfR2u2x8tcCNN+mEIzLgsGWzyQcfDVBdo3D8qI2mg6JIWBb0dLscPmyzfIXKwQMWtgORiIRplgSZCZEjASoevAUlFEAtC1E42kX+QBuRG1ZTaO0j9eqOs9hMD4HAde3ir+Jy1yaX6qNt33NFrZAQAvNS9pGRJOy+IQrH2jxt18hiTcVY3IIc8BG6cT0Aao03O5UDfiRdQw6HyP78DZz42Os3FsxFrSwjeMUqQAzba6Oo1RXYvZ5eXNjOhANM4VgboZuuQG+spZDNYyyeh3m8AzebQ29uQG9u8NT+1eUgyyiREFpTvSc/TPMdskx49gcpGlt01l0XwPBJ7Nma5+v/MMRQ//gPr3AdECNtPfkkw+acYcFEkpRThFqBKG4/vnGSrAKS95+i4rqON/C6DoX0EB27n0OMnFcIrPyo1kkId9YOmVNzkonqFGuVEIL0tiNo1REq77u+qB01e2MMfO817IKFWhai5oO3IOsqrmUjyRLpLQe9qCRZInLNcoJrF3qRakLgZPKkdxwFwEnlSLy6h8gNKwleNh83ncceTI5qfiQJSVcxmqq92205FDoHSW87jJstMPiTN6l8/7XUf+o9CMvbJ73tMLFnt47RHs0Ix8HN5iCbw4mB1dlDbsderzm6hlpbjW/xfIz5zRgLWlDKIiiq6pnaTqK8Qqa6Wua/vpZl1WqNDz4aYM9uzy/hrrt9XHmVzne/7fnQPPqRAJbp57++nsWawmJdV6/wrlsN/vWfM7zycoEPPhrgw78W4M//NDXG12GEyJwQ/jKD7f99kGRnZsy6EUGmY3Mv8dYUri0YOpZgyZ1zUVQvkMC1BEZEZ86VtfjLDCoXRPGVGSi6guuYmFkLx3JxLAczY+NaF68vTwnQNM/Z99rrDPJ5gaLAptdN2k54Y98bG02amhR+/VNBLMv7EOzba/Fv/5xhcNDl8f/I8JGPBfmT/x3BsrzP4N//TZqDB9655qVZCzJ6XSWK32Dgm88RvWVdcbk1kECrjk66nyTJ3gxWkpAVFUlWio6UICHJCpKsFreTJHl00JiE1FArkar56L4I2WQ3ICMr6gXzjzkrDNv/TxZiPCQkRcZJZrD7YwDY/TEym3fhpDKoNRWe8DBB6LSkKLj5AvbA0PBAGCN/pBWrq++0zXFTWcxj7RiL5+HmTdTKKKkXN3krZRkQ2EMJ3GHfmnTvoHfcGY7pXa0Wf//lPsqrVBQZEjGHoX5nRlZLxyrgWHlCFXOwCxn80VoC0XpSAyeGt5gqlYAgUjOP9MBxBBCpmU823oljm6QH2ymfsxIjVEF6sB1JkpAVDedcP2euS/L1fUiqgpu3GPj+a4iChTBtev7zOZxEBjdvMvT0FpKbDiD7dYTt4KRzOElPM2r2xen5t6eRAwYjJkc7li4KErHntpJ86wCSqnj7JjKeQzAgLJv4izvI7Drm+WRl8sM+Lipu3iK4qgWtMkLuSDduNo+kqZTdvBo1GmDo2bex+uL0ffNF1PIQkqIgLBs7np69EHMSkqYhB/zIQT9qVSV6Uz16UwNqdaUn2BsGkqbhZnO4ydS4cw4OuHzrmzk62h16ehxuutmgsVEhmXTZcIvBvj0WqaSLJEkcP2pz5dU6P/phbkqtjCTB3j02P3+uQC4nCAZz/PqngtTXK5w4Mf6aFVVGCIFTmLw/CilzQpldViWW3NXM4juaaXuzm9iJFJpPJVDlP+UI7+wZ+TuJQgG+/0SOl18soGkS+bygr88lk/buYTYr+NY3s/zi5wUCAQnL8hx+zeFYiN27bP7sj1NUVslIEmQygt6eC6+Bk0Pee2r3Dp1+4xkya0FGUmTcgoWTHGvvkw19UpWxovmpmbuOUFkjgUgdtS1XEapoZqBjB5l4J6HyOVQ3rSUQqcMXrGTusttJx9rpb98+ZVuSg634u/bQuOim4UFFUMjGaN37LMK9hKXQCUZv4bpYPQNImkbmzR2esHMSTiwJtoM2twGztWvMOqt3AG1uPdnt+z0H3Zk0xbTIHzhO5I7rEQUTO5bEHvAEKTedxYmnsNq7ye3YP8OLPOU8ApIxl2TMPP3Gk2Dlkgx17KFmwdWUN67AsU2sQmpa33LHzCOrOnNW3YFqBHGsPIOtOxGuTSbWyUDrNuoWX4drWwjhYhXStO945pynChgRSADsgVFNm9UbK/4tLHvM77EHcIs5YSZcnc4VBZeJEKaN2TX2AzTyloevXY7ZNcTAd172Figysq6iN1Z6gpHj4mbymGcpb4xSFkGrq/H+r68ZNinVIoeDnnlQCK8v+gewjrdjdfdidfdhdfVgD47tn3xe0NfrfeRNExxXoOmgaRI11TIVNxosWTpqOty3dxr5OASkki65nPfADQy4GIZEIDixAJ3q8e5t9dJy+vbHEOMmL5O7Hyq6Qsv19XRu7WPntw8hXEHZ3PAp+woc20U1lIkPUuKiIx4TxGNTCLYFaGudeL0QMDjoXnRRdIG1SwhesYLev/3vs37sWQsy1mASSVMJXb0cJRLELVgEr1yGb3ETsZ+8PuE+rmOS6D9COtZGz3FvNi+EoDAcvlrIxhjo2DFmH9vK4zo2mXgHx3b8qDhg2FaB1r0/wzazCNemt3UL8f4jqKqvOMBc0kLMZDgO2bd2EX3/rUTvvRW7bwglHMDqHyK7eTduKkN26x6CV12GWhHFSWWQfQaZTTvI7z2MsaiZsvtux2zrRlJVkCRSv/DyfWg1VagN1ahV5UiyhG/lIqzufpxhgcVs70K4LoH1K0n9/A1EbvheDMXJbNpB6Mb1aPXVuAULtaqMzOvbsDp7z0k39B/djCSPfpiziR5ObP8JZjaBEC4Dx7eS6juGrOpY+QzgmYbsQpa2HU9jZhMkzBzpwXbsQobOfS/i2AWSvUdxHRNVDyIrGmY+iZUbERwEg607SPWfQNUDCOFiF9LFZzI90Epr5seXdP6j2WB2DBBcs4CKe67CLdjo1VF8C+s905F59rRValUF5Q+9D7WiDDkYQA4EkGRPu+RFLQ14UUutHVjdfTjJ1JRRS+AtdiYYD2xLMDjosvFVk58+lcd1vP1t25vhTokE4YiMzy+Rzwmqq2QKBUF2kv1ysQIHf9bKsrvnUdYUIjOYRw9qtG/uLTr7ToZrufQfiNN4eTVWzkYPqFQvLcc9KbTeMV0GDsZZ9YGFrPvwUvKJAu1b+oi3TuyIL+laMeIR18UeTCAKoxMLOeBDa6rDt6QFvakOORJEkmVPyzeYwGrvoXC8E6t7AJGbgfAqSyiREHpzA8bCJrSGGuRwAEka1iD2DVE41knhaDvOYHzaCTslQ0etKvNUZUJg9w0V95X8PvSmWnzLF6A31aKEQ4DASWUwW7vJHziO2d47s+s4H0gSalWZl7x0GCeWxM1MPhmZCqUighwY1eI5qYw32b1EFHmzFmTs/hiJ5zYTvf0KjPkN+IXAjqVIvryD/KGJI4WE65BN9kx6TKuQLobAnopjO+RSJ5lAhEs+PXDST2fM70udwpE2ZJ8x4TqztZPYd57Gv3IxSkUUN5XBau8phltk3tiO3TeIvrAZJRr2QqHzBUQuT/yHL+BfvQS1ugJRMDGPd3jh14qCNrcOvbkRs93LBeJbOt/zlxiKgytwU1nSG7ei1VaRP3hidHBwXNIb38bqG8RY2Iyi61hdfWNDuM8yZm6sdsG1TfLJ0efDdSxyyYlNZiPOuLZpY5vebLiQ8bQN9rDzsJWf+Dn0/GQGKTA+1tax8uSsi+yDdx6I/3wbZm8MX0stSjiAnczS/+2XyR3pOqsfQjkYwL9yKQBuMkVu1z7Mzm7s7j6s7j7soZhnOhJnHkGZTgtefrHAhlsM2tpserpdqqpk+gdcDh2wkSQIBiXKyr20CuXlMgMDriesCFi5SuXW2wzaWh3ufp+PE8c909VECFew/6njxE6kqL+sCiOsk+nLkurKYOcdjr3cydDRRNH3KtWd4eCzbZhZG8dy2fPDo+SG8oTqAqR6srQ+foiK+SGs7PBAL+D4xh6EpFA+N4DqVyfU+oygt9RT/akHUcrCOMkMg4/9iNyuQ9665noit12Df91yZL/Pi1gdczFe37upLIPfeIrslj3T6m/JpxNYt4LQjeswFsxB0tSij9vJxw67Ars/Rvr17aRf3eppoE+DsWAO1Z9+CNnvw80X6PuH/6Zw8ARaQzWRO68nsH65N4ifci2BdStwszmyW/aQfOFNrI5zMymbFbJM9H03E7x6tRd0IATxH79E4pmNpwmRG49k6FR88G4Ca4Yj/hyX2BPPknpxs5eTaQRFxrdsHiJfQG+qo3CsEznkR4kEye0+gpvOeaka5jWgt9SDK8gfbsfqPOk7LEsYi5rQm+txU1lvv+yZfzNnH9YjILfvBGZHP0p5CEmWvWiFoeQEfh0lZkp+7+Ep19s9A6R6JhbchGWT33+M/P5j49a5yTSZjVsnOKBNdvNuspt3T3ne3Na9TCjzOy6F/Ucp7D865f4l3nm4eYv0lkOktxw6tycSwvtIqyqSrqNWlnu+L9k8cjaH4ji4ubyXcmAaH/NMVtDdNSpcuI6gp9sllxVYFjz1E+8De/c9fjQD0inBkz/0nv7GOQof/kiAxjkKPh98/JNBujod/uvrWYSA1hMOy5ar3HmXQX+fy3//V5b8FN9rx3Tp3NpH59bxwvf+nxwf8zvenib+7dG+zscL7H1y+F2XJCquvZnW3W2YmVFtmFLWwEC8hcPPvYo4nW1MkkBVkDTVi/6KhECW8C1uoezBOzDmz/EGz8n2Hf53xPR8OpTKKNG7biB47RrkoH9MOZwR4U2SpOFUH6DWVRJ97waMxc3Ev/8C5vHO016PNHw9khDoc+sQpkX5w+/Gt6SleC1jzgWgSCjhIKGb1qM11hL7zrMUjrZfHNmkHYfczoME1i330nAAgcuXkX59B85gfEaH0ubUorc0IOleNKE9GKdwuH2sEIPnYxm6aqWX8dsVBK9aidneg1Zfhez3kXr5bQJrlxC+eT1mRx+SqhBYu4T40xspHPaUG1ptBaFrL8NNZzEuX4reXEfsBy+OO9dMOeP4ZCeZwUlmTr/hRUAwJFPbqFJZoxKOyhg+GUX1VMuWKchlXBIxh/igQ1+3jVm4CB7Yc4CqQUWVSk2DSrRCwR+Q0Q0JWQbLEuQygmTcYaDXpq/rndsPI0gSVFQrLF7po6xSwXEEAz02R/YVSMYnfsEMn8SCZQYNczU0XSKTculut2g9Yr7j++tCYccSJH72IlpdLWpNJWp1JfrcRq8umOviJNNYXT2Y7V1YPf3YfQPYg0OTJmbcusVi1w6raFpKJAR//qfJYkRSKin47ndy/OgHeWTZ858xhxNed3U6/P3fpJFOGs+F6/ncSBJ0dDj849+lUVQJxxYTRiudEyQZo7aR7ImxEwrXMjHqGjxz0Qz8PiVdRY4E0ZvqKH/43egtjUiyhJPJYfcP4SYzXuJFXUOJhlBrKpAMHbO9B3tocp+sEeRQgLJ7b/GEmGEtjLBtrK5+rO6B4TIUIAV8aPXV6I01nkCia/hXLkRSFQYfe7IYdXna61Fk/KsXE1i7DN+SFpAkrJ4BrM4+nGQG4booIT/anDq0ukokRfESTi5qpuy+Wxl8/EnsvrPvrDobCofbsDp6UZZ6iSa1hmqMhXPJzkSQUWR8C5tQK70AHSGEZxaczCVAAvNEN7kDrVQ+fDvp13fiWzbPE2aCfsI3Xk52+0HSr+0ARSZ657WEb1iL2d4LSLiZPMkX3sLqG8K3aC7l992CVluJ1XVmKStmLcgYLXUYi+aQenl7MaQSILBmEZKqkHl7fDHI844EkajM/KUGV20IsHS1j4pqT4jxB2U03Ru8XRfvY5MXZNMumZTLYJ/NicMmu7bkOLSnwGCffckW3ZIVz2bf0Kxz2ZV+Vq73UV3rCTHBsCfEqJqXZdixwSy4ZNOCZMKht9Ni51s53nwpQ1ebjXWG+QiaF2o8/MkKyqum73i4Z2uOH3wtTjY9u3OrGtzzcJSrb/YSuMUGHL72j4P0tNtousS1twa590NR5i81CIZlXFeQjLkc3V/gyf9KsOW1DPbw4CbJMHeBzoMfL2PtNQEqqhUUVaKQcxnqd9i5OcePvh7n+CFzxmnvS0yNm0qTePoXSIaOEgl7Tr81lehz56A1NaKWR/Etmo9/xRKE4+AkUjjJFHbfAGZ7F2ZrJ2ZrB2JYW3NqgjshGKc1cWzITZDS33W96JFJEZ5DJhdCqJXw/N9OXqQok2tRpkKW0eqq8C2aiz6vESeRJvv2XrJb92H3xzz/I8f18hYF/ChVZfiWtGD3DZ3WZCDpGuF3XUXw6suQdQ3hutg9gyRf2ER+7xHsoWHfHAGSoaGUR/GvWkTk3dcN+/HJ+Ba3EL37JmLf+dn0/ENkGf+KhSBJuJkc6Ve3kXlzp9fenCelSoaOWl1O6Pq1hG5a7yUklSV8i5sJb7iC2A9/XsyGfiFxUlmyb+/FWDTXu7+GTmD9crLb9k0YtToRciiAf/USpOEsjiJfILf9wJT+R04i42k+CxZOPI0omEiqjOzTUcrDWB19Rd8480QX/pULkId9eZxMDqtnEFwXs81zh1Cryy+cICOHA+gN1cOht6M3Va2KoJaFL7ggoxsSK9f7uOv+COuvDxIMe2UBJqri7WXvlDB8ECnzbuj8pTprrw3wngcj7Nma5y+/2Mtg34V/eGeCPJzyf+01Aa67LcjyNT6C4REBbuIIClkHTVcIhqG6XmXeYi+nyx2/EuHp7yZ4/kcpUonZj9ChiMKaq/3UzZl+WfBCXqCqM0hIcwqyLDFvsc5VG0YEGZuXnknR321zzS1BPvX7VdQ1qkjFPpGoqpWpqFZobNb46p8ItryWxXWgZaHOZ79Szar1flRttA/VsEIwrFDfpNE0X+cfvtzHsUPmJeMsdykhCiZ2/yB2/yCFoyeQtuxE0jSUijL0xnq0xlq0qkqU8ihqeRl6UyOBdZch8nl6/vbfsHvObcLCvXtstBlUvT+rCBcrNkRk5eU42QxOJo0SCBBevgY7mZixCl+SJAJXriyWQon/4OdkNu8Z4/w7gpNIY3X3Uzhw3DPTnGaw11saCN98BZLhdZbdH2Pou8+S23FwnAe2KFieOX0ghpvKUPGhu1GiISRVIXjlSrJb93r7TeN60FSE7ZB6cTOJp14Zdy2iYGJ19HrrHJfIndd5dZE0lcAVK8m8vRfzWMdpz3XOcRzyB09g9w2h1Vd7/iktjehzak9vbhtGq69Cb2ko/rZ6h8gfmjoruTg5D8DJZraR/FYnDy3SyIpTl+H5JA07YJ8pMxZkJE1FrStHb6hCLQtizG8Y9QBXFfxLmskfnV4nnivKqxTufTTKXQ9EqapRThqgpo8kSWgaKIpMJuWZnC41wmUyn/i9Kq67LYjhkyYU4k6HLEsYPon5Sw0+9j+qqJuj8c1/HiIxdOmqGwIhmaZ5On1dNh/+bAX1TROPOrIs0dii8+hvVdB21CSddHn0typYc7V/0r5UNYlV63088Ily/u+f9JNOzr6ftIoQsq5gDmW8mkdTIYES9CFrCnYqf1ZytFwSuMP1llwXMTCEE09SOHoCra4GvaUJvakBvXkOSjTs+UrMRisxQ5595gI6fAtBctcWqja8m5o7348wC0iajmsWGHzludP7x0yAEvTjpLPEf/wS6U07TyugTCuaSJYJ3XA5SnkESZIQjkPqpc3kdo4XYsZgO2S37sO3ahHhG738ZXLAR/Dqy8jvPTrtSKbC8Q7Sr7w9oUA2gpvJkXpxM76l8zythyShVpfjWz4fs637otDKmJ195A+1eiY9RUGtKsO3fAFme8/p2ydBYM3S4dxSntN5bseBGafmGMHNm1i9gxjzGz0fGVnGWNyM2drj+a0hUMJBjJYGzM4+fAubADwNzRkyc0HGpxNav5TAmkVo1WVURkOjeWRcgT2QILv9HDv9TUFVrcJHPlfJzXeHCYYm/mgJAZbpOfXZlkBWwOeTMfzjNRWWKdj4QrpoWriUKOQEvZ0Wuj6xEGOZgkTMIZ10MQsuQoDPL1NWqRCOyuP6IhCUufO+CH3dNj/8WnzK781kpJMOe7bmGOi1MfwShk/G55Mw/DKGTxr21Zm5wDUTdEOisVmjpiFC80IdyxT0dVlksy7llSqV1aPCryTBwuUG19wSJJtxWX+D51hXyLv0dNpYBUFFtUJZpVJstyxLrL8+wMLlBjvenF04JEDzJ24mML+aY3//LOn9XVNuK+saDQ9cRWRVE23/8TKpvRfBjPEcIvl9KOEQSiSEEo14JQpqqz3fmfIyJF33svgq3jfAiSexB2NnNRz8YsUc7Kf3me9j1DaihsLY2TSF3m6czOyjCAvHOshs2nXWBm+trhJjUXPROdjqGSS36/C0ji8sm9y2/YSuv7z4nhrzGlHKwsUkoVPu77rkdh/GnkbEkzMUJ7frUNEZVlJk/MsXkH51K+7F4Btq2eS2HyBw+TKUcNBzsL1sCZk3dpw2okuJhL17MGxWcpIp8vuPT1sYPBU3myP18lYid1yDWuv5F8lBH4mnXkPkPe20cBxCN10Olo3WVEtuz9FpO4VPxYwFGTeVJfbj1zHb+vCvXkDypW2js0XHxU6kvUZfAMJRmQ/9VgV33hcZo/YHzwcmEXPYvyPPnq15utosMikXy/JSQPsCMhVVCnMX6CxZ7WPufI1gWOb4IZO92y7NkNp8TrDxhQwb3hOmvknFsiCTcjhxyGT32zlOHDYZ6HVIJxwKBYFwwReQqKhSWb7Wx4a7QjQv1JGVUZNcKCrz7g9E2PJalhOHZn6f249Z/P2X+/EHPMHR55fw+WV8fplASOaaWwK8+/7JM0OfDSRJ4ppbgvgCMsmYww++FmfrxizZtEtNo8qDHy/n8usCw+YsMAyJ9zwYJZd1CUVkOk9YPPGfcfZuy2HmBfVzNT706QpWrvMVhZlImcwVNwTOSJBRIz60iuC4tPoTIWwHWVMIzKvGP7fyHSnIyKEgwavXecUiK8qQI2HPVyYcZMTZTdg2wrJxU2nM7j4vGV5Pn1chPpbAicUv9GWce4TAyWbIHj9lQjlSwXLGhxNkt+xF5M+ex7KxoAm1IuppY4TAauvG7pv+zNzqHcRNZ7yIKryssdqc2mkJMm4mh3mia3pCmYD8/mNE7rgWdE9zq82pRQkFLg5BBsgfbsVs6/Z8f/BMdsa8RrKnEWT0BXPQGqqL98A83oXZ2j3p9sK2Sb20FSeR9ooCP/06bjZPbu8xCse7vHDr/Sdw4im0hmqvTEp7X9E5On/gBGZHL8Jx0eqqyGw/SOFI+1mJcp6dj4zrUjjejZs3MTv6LwoVm6rCrfeGueU94XFCTDbj8tZLGX7yrQTHDppkUs6EGhZZBt0nEQjKNDRrXHFDgP5um9gEdX4uFY7sK7Dl1QyLVvqKTrttR02yaXfCStMAx/CcnN96OcNHf7eS9TcETqroK9G0QGfVOh/tR80ZfxddF9JJd0KTi6J4GrV33z/Tq5w5tY0quazgv/8zxg8ejxf7ouOERT4raJirMWfecLIpSaJlsY5wPUfh//jrwTFauo4TFqoq8Yd/W0so4nWUpku0LNKLSdHONcJxcXImkqagRk9NT//OQC2PUvbe25A0r8QJroubyRaT31l9/VidvVidPdixOKJgIkxz1jPMdxKSohBaupr0gd0zNi8J0/JMKWcLVfEGUN/w++W4WP0xRGH62jJh2TipbFGQkTQNtWJ6EyA3k8MZmn4dPnsw7p0r7PnYyYaOWlNxxg6qZws3kye77QC+pfOGnX41/OuWk91xkMkiDiRDx7d0HnLQ+1aIgklu7xGvftmkJxIUjo5OkPIHTgCMLTkgBFbXAFbX+NQg9kAcBuIAWO1nNyfP7BPiDSW9nDEXCc0Ldd73wTLCZaOzVyEEqbjL9x6L8+R/xU/rpOq6kM8K8lmvvs+ety9NTczJmAXBt/7Fm6X0ddvT9qsyC4KDuws89neD1DSozFs8mpxP0yRWrvPz0tPpM/IBuZBIkkT7sQLP/SA5RqATAo4eKPDWK9miICNJXnVZV/Kcfk81NQoBB/fkOXbQZPUV/uLxK2pUyqoUetrPw0AqeTW4JFlG0k6jwZFk5BFh4HwhBK5lnVTkcxaHAC/5Y8+IpqUfezCGPRTHicXPn9lIkpA1/fz3n21NOjB5bZG8/pVlTq0nJvsCBBctI3N434wFGSeRnnqAmyGyoaNWV4yauyXwr1iAEn7/9I/hN4pCDHhh1XLAN6193byJk56+NkWYtpebpaHaW6DIqFXl097/nOM45A8cw+4dQq2vQpIkfIvmojVUT5rET4mG8K9eVLwHdizpmfYuUc4oj4xSFkKrLUcy9DGvjdUXw+o5f7H2uiFxwx0hmuZrY74tjg0//W6C7/1n7LzMii9WertmP5AeP2jy6s/SnonpJN+VuQt0dJ8EF48sO2P278iTGBqvUirkBft35HEcgaKMXrNjw5svZSbU5uUygtYjo4IMQCgsEworwLkXZLSyAP7mKq+uUXZqk5+/tpG6W+5F8QfPebtGsDMpel56knzv7AMB7J4+ev/+/3lZqguFYqXu841RXkP9bfehhiLn7ZxOPkvfa8+QaTsy4Xp/0zyUQID0wb1EV1+BEgyNWS/rBmp4du0V+QLYZ2/CImkqcnj02ZMUBWNBE8aCptkfVPaS+E0Lx5mR9gfXHSvISRKyf+Ks6xcKu3uA/KEThGorQFFQKsvwrVjgaY0mEH6NhXNHhTEhyO89ijONvD8XK7MWZJSyEJUPvwu9sRq1LIyTzSMbXmbAgW++cF4FmfIqhetvD40ZdIQQ7NuR58n/SkxbiGmoV7j/Pj+VFTJvbjZ54Rf5YnKsX1bMgmD/zgKphEu0fPRDUVmjoGnncUZ6Djh2YGLTmHBhoNcmk3SJnHTNqaTD8YMT+wmYBZfB3rECiz8o4w9Mv48C86rRq8LFybQaDSCrCuFlDSj+yeJ5JZSATnRNM9G1LdjpPNnWqUt1SKqOXlaFGgxPud3ZRNZ0JPXMYpKFZWP3n+JHIcsgS0iy4hWodN3h3CPnTsCRVBW9rBItcv5m5XY2jaxPPnjKhoFs+EGSiay6HDM+hDBHn1VJ08fUJpsJwnaKWW/PCoqXc6R4/LNxbAHSlFXtT9rUcREzsIkLV+CepO2TJGlMjaOLAWHZZLfu95x+IyFkXSOwZinZN3ePLxUjywTWLvXKQABurkBu58EpI7gudmYtyGg15ajREP2PPUP4ulXkj3ZSONFD2buvGg61On8sX+ujpmHspeQygud/lGSgZ/qz4UTCZfMWkw8+HOTaqw1efrWAZf3yanJGiA3YpJPOGEFG070Io0sVIQS9XdakmvpcxiWTHivI9HbY5CYp/OfYkEmPPZimSWj69Puo4salVN+2Enl4ZqmEfEiKTMMDV08ZTu2p1XUkWSa+5RjpfRc2/cH5QDJ09KZG/CsWo7c0oUTCSIpCobWd2Pd/ipvyTAeSz0CtKPcS5A3FEe/QmUnm6MFhM4GgMNDH0Maf4+RHtQiKP0D1Le+5cA0cgzTWLOe6WN0DOPHZR1UJx8WabsbdWX22TtnpfJoVp0nhaBtmWw/+lZ7Tr7GgCa2pdpwgozVUo8+t97IoC4HZ2u0lp7uEmbUgI6kKdiKD1TuEk0gXnXzyRzvxLW4it+f46Q9yllix1k8gOBpqPTJIvf1admqTMmMnbpmsYOs2k6uu0KmaJPPsyc/vxVBy43yQz4lxafclCRT14nuZp4tZEFP691iWGJfFeKh/8nINXki/QAhRtDvLCsjK9Pso9uYR3IJNaHEdwUW1qIrk5YcJGadJrCewYhkSW0/Q9b23cE5jWrrUkcMhIrfdSOia9cjh4JjUAk4qPUbzoNXVUPnofYBE7Ps/Jb//0vUDmBLXLT4iia1vYKeTYz5QjuuSOX4Y4V4EgQtCjBHMRcEi+ezrpF95+7ycXpJlJEWZdq5KSZa88gnDCCEuSu2Fm8mT3bIH3/L53jUaOsH1K8jvOckcKUn4ljSjVJV5VcVNi9yBY5e0WQnOQJBxMnkkzfOQNrsGCa5bjNUbw2iuwx44f50SDMs0NKsoJ12JENB21BznG3LFOp173uPneKvNFZfruC5853sZNr11+ugbSYL77vVz3bUG4ZBEOiP45rcy7N5r8fnfjnDgoMUPf+zNgCorZL7w+TA/fDLHW1suvgd+priuOBMfzYuSXNadstyC64DjjF2fTrrYU2joXNd79k6qmzeuOPBUZA52kzncgxryoUUDzPvtOwjMq6b9a6+SPTpxJW+Bp/p3siZWLIOTOb/a0PON5DMou/tWgtdegaSpiHwBJ5vzMvtGQuO2d2IJr0Dd4vn4liygcGT2eTIuFQp94yOMhGOT2rNtVgnxzjbCtr0aSiMoMnLo/EXaSaqC7NMnrcE1Dlka60gshFfO4GLDdckfasXqHkBvrAEJjCUtqLWVxVpUctCPb8WiomDmJtLTyoh8sTP7qKW+GOnX9yAKFrl9JwisWUjdZ+7D7Ogn8fPzI1kDRMtlyqvUMbMy1/X8H04dfMNhiVs2GDz9rODr38xw/bUGn/tMmLb2OG3tp8lWKbzaKj99Jkc84fIr7wvwiY+F+O3Px+jpdXjXLT5e+EWeVFqwaqXGnEaFjs6LYPYzBaoGFdUq5ZUKoaiCPyBhGDKaDqouFU0jVbUqZZWzs69frJh5gTNBDZ2TOVXjls+544SbsTuM/TkrfZUrsJM57GSO7PE+fI3lZE8MkPolMBedFkkisHYlwSvXIqkq+f2HyWzZgdXRjW/FEsrvvXPcLk4qhdXTh7F4PnrzHCS/H2HN3oRxqSBpOkZVLbI/gJvPYg704ZoXx+ArCtYYDYCkqZ7jqSydlZwip0MydORgoBgKfNrtVRXl5NBu1z1tsrkLhdU7SH7/MbS6KqTh6Cr/igWkhgUZtaq8WCwTIH+0Datr4knSpcTMBBkJZL+vOM3MHWzzOkSC+E/fILVxF24mf141MoGQTCg8NoOvcKGnc2JbeCLh8q3vZGhtc2hrt1m/Tmf1Ku20ggzAy68VqKqU8RkSBw9ZrFjuJU17dWOBO2/3sXSpxrbtJjdcZ7B7j0V3z0UkyEheFE1Ng8qyy3wsW+OjeYFOKOolo9N1CUWTUBQv1FhWhv0oFa+w5mzKG1zM2LaYceV4+zwHyeTahxBnWN7+nYQcDBBYswLJZ5Dfd5ChJ57C7vVyeehNDRPv5AqsgSGEZaNWVSDrGu/0HvXVN1F+3c2oJ0WlObksQ5teJt85dR2d84EwTczOfq9qtqYiyTJafTVKJHRGfjLTRQ76USqj0Dp1tuwRlPIISmS0L4VpYfVM7VB/wRjO9BtcvwKlLIxkaPhWLSKzeQ9uOotvxQLkoKddGsmQPKMIrouUGQkyst+g8qF3oUSnCNsUgvTm/aTf2HOmbZsWhk/G5x87yAohJgyrBTAtGBz0PmWJhKBQEFRWnL7+SllU4uO/FmL+fJVk0qW2ViEY9CpGd3U77Ntvce3VOrGYy6KFKv/0r+mLpvqxzy+x9poAG94T4vJr/ZRXqcPCyTtPQJkurjPzlCZCnN8akOn9XcTfOoqdPHs5PACEbWGlk0iqiqwZw2neL/7nQA4F0JsaEfkCmS07ikLM6XBTGYTjeLNw9YwyTgCemcZKJ5F1A1k3hus3XST9J8tE112Dk0oy+MrzOJkUSiBEdM2VlK2/lt7eLsSFrrciwDzWgZNIFUOA9eZ6tDm1502Q0efUDtd1Ov1HwFjUPCZKye4bmr5Z6gJQONKG2d6Dvyzs5ZRZ0oJaEcXKm/hXLBjOMwRmZy+F453vCGfPGb3VwnLI7jmKbOhIhkboimU4qSz5g+0Ix0FrqMRorsfqO/PaCdNFUUGZIAx4sqy1mgZlZTLpjEM4LKHrEvH46R/m668zuOE6g9/7wzjdPQ433+Tj1z/qCXTZrOClVwt89MNBEgmXRNLl0JELb4uWJGhs0Xjw4+Vce2uQimplQsFFCIHreA6uti1wbc8vxnU9M50sQ6RcKabsfydwKby7mWN9tD32Cm7+7A48+cEeOp/5b2RNR1Y1ZMOH4guc9L8f2RdAHf4t6waSooCseE6EsoIkK8j67EN6AZBlFN0PCJxCbtTBaJKbI2kacjiIm85i9U5/RiwcT5UmyfJZCTYx44N0Pfud4X7RUAwDeUz/eX1Y/Nvwef2knNx/sidEKmfbZCsh6zqxHW9h9nuRKE42Q2rvdsqvvXlmTlvnELO1i8LxTpRKz+lUCfoJ3bQes70HNzG7ooXTRZJl/KsXkX5jB85pzEtyJEjgssVIw+UJhCvI7T16VhMEnm3cfIHMlj34li9AUmSUUABjcbOXyK+20itJYDsUDhzH7o/P+Piy7qNq/QbyA90kD+3i/E7vJmaGgoxNZovnGGTMr8e/eC6DT7w4muFXlim/51qMuXUUjpwvm/50swd4lJfJ3Hevn1+8lOfqqwwMA/bs84QOTYNoVCYYlPH7JcqiMrbtYJreYC6EV5eppVnlpusNAsHRM+/caWI7AX7lfQG++4MsyYsg423LYp1PfrGqWGLgZCFGCEEy7tJ+zKSnw2ag1yY2aJNOuOSyLoWcp60y8y41DRof/x+V1M05szwgJWaI454T511hmRQGTgm39NRz3tskjYTHehpHSVGRdZ8n4Bh+b5D2B6i8/AZ81ZOYdE6DrPuILlpDpHkJZjpB3+YXUHQfelkVmc6jUzileiHGM1F3yoanNXFNc7TA7RkgHJvC4CkZU0cy60rDBVqlkaKjEsgKiuHz+u6k/itfdTWBxpYzbs/YxrkUujvx1c3B7O/DLeSQDR9GfRNmX8+sai2dC4Rlk35tG75l81FCAc//6bLF2L3XkHzmNdzsNLOqyxJKeRQ3nZmRicSY30To6tUkfvb65H2iKgSvWImxYE7x2+kkUuT3HTt9NfoLiSsoHGrF7hlAa6zxIpWWzQPXRYl6DvFOOkt256HZPQ/CxUrFcXIZLgYhBmbj7Ds8W5J0bTS74bCDliR7jltK2fnLGOrYAnvcM+VVVZ6IVEqgahKf/XQYRZX4j8cytLbZXq2mW3zc/W4/jY0Kmgr/3x9EeH1TgR88mWPj6yarV+p8/nNhYjHBgUPWSJ06AOIJwdZtFne/W+HtrTOvQXS2KatQ+PBnKrjihsCYMGnHEXS1Wrz8szRvv5qlt8siNuBMqsECWLDMxZwiwqfEOwAhvLDYUxcDWCZOPot1kn+jpKhEFq6ctSBTtmgNkXkryPV34K9pQlJUFMNP+dJ15Ae6sLPjTQzCsnDTaSTDQK2qwGydRmFMWUarq0HSNZzu3nNXxkAIvPK+Yz/tI3+7hRxwkqZaVgjMmX/2BRlACQSJLLqC4KJluKaJrOlo5RXY6SR1NXUA5FqPEn/7jbN+7pmQ33+c9Ktbidx6tZft1+8jcvu1qJVlpF/ditnZhzDNUfOPLHlaLVVFDvrQm+rwLZuP3lTH4Nd/gtV++lwoxeR7qkLkzutAkshs2omTSCNs27thiowc8BO8ciXRu29EDgzXI7IdcjsOUjg2zYKsxWSN3r/IshfKHfQPmyM9pOGoLTnkB1d4wvZJ/87GR8HuGyK7+zCROq8Ktd7c4CUNHNYsWW3dmCddh+IPIRwbWdcRjoNr5lF8QYRwPYFluN8UfxBZ95FuO4yTH2tekzUdSdNxTRPF50eSFVzbxMllz6g0yXSYfdTSQAJJUyi/9wbyB9u8ipa1FfiXtzD0g1fOZhunxCwICvmxnSRJXjTTRGSygse/nsEVnukkkxFFoePlVwvjwqULBUE+L8jlBH/zDyl8hvde5fMCXZPIZkXxnJoK23ZYHD9+YaV1WYGrbw5w5Y0BTtb8O45gz9Yc//FXgxzaU5hSeDmZX1I3mosGWVfxNZajVYaQdfW0fk25jiFyp8nue6Hx1zYRP7SVbF8HvkpvcHUKWSRFQ1Im/iy5mSxmRw/+lUvwr1pGfv/h06r41doqjCXzQZYpnGi/qE0CZ4tcVxtWYiLzvmDEl8ccuPAFD0W+QPK511ErogSuWIGkKMh+g+A1q/GvWoTZ0YPV1Y+b8cyOku6ZFtXKMrTaCuRgwAvBt+1iltrTnxTsgRiSLKFUlhG99xb8ly0hv/8Y9mAcYTko0RC+JS0Yi5uLRRUBrK4+Ui9tnlYOGd/KhWgN1cg+w4uS8hlIPh3Zp6OURZCjo6kClIoI5Q/c4dW0KpiIvIlbKHj/5k3s/hi5HQdmZA8Xlk1uxwGCV69GLQujVkQ9AUqSEK4gu/0Abt67DklWqL3uTpx8Fl91A45ZINN2mPD8ZSDJ9L72UwqDvd7kZdFqIgtWoldUM7T9NQa3byy2K9i8mLJl68j3d+Gvm4viC+CaeQa2vESm4+g5teefkSAz8J1fEL5uFeHrVyPJEvZQithTb5Dbd+IsNhFUI4hjFyZUN2fT4yspyzLUNU1uBskXRFEAOZlczhNYJsNbP/rbND1T0xXrdZYuVrn8cp1/+pc056t23WREogo33hkiGB5rf+84YfH//mpwxsUwVU16R/nHXDJI4J9bRd371xNe3ohWHkTWlNP6OXQ98RadF7kgg+t6KtxhLZAkSaiBsGc4mmQG6qaz5HbuxbewhcDalTipFOlX38JJpuBkXxPFSwamVlcSvfNm9MZ6nFiC3K79F2Uis7OKEKT377rQrZg2zlCS2BPP42RyBK9a5Q22iuIVNYwuxL9i4dQHEAJRcGcwSArMth6yb++h7FduRa32wpF9S1qK2ppTJwrCdbF7B4n/8BfTrgIeufUa/JcvnVYwhewz8C2dN+n6/KET5HYdhKlSP0xA4Ug7ZmsXatkSz1IyLOzZ/UPkD54Yo+lRA2EUX4ChnW9QfdWtyAtWENvzFhWrryHUvITCYC/CsUkc2E6up436De9DUseWaZAVlUDjPFzLZHDrKwjXpeKya4b9aXpwcufO92n2LvxCYJ7oYah7EElXAQlsx5PyzqLkJas6jVfew9CRt0l1jy+Ylog5xAfH2nEkGeYt1sf5Dfb1u2x6q3Da/CEzQVFg5XKNlmaVb34rw45dF/5DGa1QWLxqbCVYIQSv/izN4b0z97nwB+RLuhzBpYpWEaLpV2+g7CrPac/NWV7W3tO8X6JwEdvvh8l0HSO6cDVasAwtECEyfyWB+mZyA12e4+9ECEF2x158yxYRWLea8IZr8S9bTP7wcZQyr26UEg0TumYdciiEf9lC1OpKcAXZrbsoHDlx/i6wxLSx+4eIf/95zLZuQteuQW+u9woRTyUECK/+kd3nDcrTjnaSJGRDI7tlL8K0ibz7eoyWBi8MfILzuaZF4XAbyWdfJ7f78LSinC4WhGmS3boP/6pFRVOWcF3yB09g948t5yCES2Goj0zHUaJL1mClEmRaDxGau3hMcVTXzGOlEl4l+4nOaVsk9m8j0+6N1WogSN1N70PWdZxzqAw9o1hEydDQ59SgN1UjyTJWf5zCiR7c1FkMTZNA9QWQJgmbzKRcOlstbFsUtQaSBM0LdeqbVLraRj/qe/Za7Nl7dtUlpgn/8fj0S8KfD6rrVIKn5NbJZryKzoVZVAGvrFEJRU4fol7i7FJ2eQvRy1twTZuhVw8Se+sIdip/WkGm0HdxJus6mcSxPQgB0YWrQJIItywj3XGE2P4tCHvyyYCbzhD/yXOAhH/FYrQ59WNyyGi11ZS99w5gOBovmyO7eQfJF159x9ZZOttYXQMMff0nRX8KJ50t1q46V7jpHOmXtpDbcRBjYRPGgrnoc2tRyqNFX0xhWriZHPZAHKu7H7OtG6uz34tgm6aAIUnS8MRbkH17L+aJTnwrFuJbPh+toQYlHAAhcNJZrPYe8vuPk9tzZMYp/BM/e43MW2dHM+akMrPyk0FA4eAJ7N4htPoqANxMzisQmT/lHRMCx/S+La5t4+SzuI6DcJ0ZRSba2TRWZrSvXLMw6gB/Dpl9rSWfTtm7ryawar5XJFKA7Nex+uIMPvESztA0P6aShL+sDsfKY6Y9u67qD6MHo+SGxqvxZM3AX16HmY5hZZMIAft35Ln93jDhMmX4kBI19SqXXxugpyN50eRzOV8EQuPDTLNph1Ry5h7IPr/EwuUGhq+kkTnfhJY1IOsqg68eoP0br2ENntuw1POJsC0SR3aSbj+IpKgI18U189NKoW/3DhD77o8pXLGGwJrlqNWVKKHgaI4Y28FJZ7B6+8hu3U12666xKfFLTImbypDduu/8n1gInKEE2S0JcjsPIRmaN4EdMaUOO74Ky0ZY1uwjhyTZcyQUNnZ/jPSrW8lu2eMJbsrwhM3xqqi7eXNWQkTh4AkuhjzKng//6MTH7hsif+DEZBuO/mTYeX2m53Od2QldZ8isBRm9sYrAqvnEfrKR/KEOhBBoFWHK77uJ0BVLSTy3eVrHkWSV6hU3kBvqon/fRgBCtfOoXLSe1te+i+sMz6IEyJqP6qVX4y+vo2fXS1hZT1ja/XaO3i67KMgABMMKd94X4e2NWXo6Ln5V+9nEK1546lJpVpFytY0aV20I/NImzruQaOUhkCXiW45hDV1cWr8zRpLRgmH0SKXn3Dv8fAnHJtvThnCm1p44yRSpX7xGZvN2tLoalPIIsmF4FX3zBex4AqurFzf9Duu3XwYEiIJ5/vyZXNdzKM6M2j4kTfeE6kt5FiyBb3EzWl0l4Ak02Z0Hz/k7cSHiW2evkdFU7IEE+SOdxZh/s7NA4VgXcsA4aw0EQAhkRaNq0RX4y+vp2f0S+fhoHofYgMMbv0gzf4k+ptrw0st83PuhKF//6hC5zC9P+HAy7ox7/4JhmWjFzJJvGT6J238lTGNzKX/MhUBYDrgCJ3d2/c4uBkJzFlK19ibvx0kPq2PmKAz1YuemZwZyU2kKqfOrqVIUA58RJZeP4bolc9U7DSUYovqOe4hveYN8+4Uv6TBbJMMgcOXKon+Mm8qQ33149vWsJBnF50cLRpBUDcXwoQYjCMuc3K/tPDH7qKV+z+HHv2QuuQOtXvh1TTl6YzWp13cXw+GE7ZzxR1iSFaLNK/CFK2l/80nysbH5AsyC4OVn0tx4R4jmRaNOYooqcc8jUSwLfvC1OIkhZ0ZNkSRPW60ZMtn0pSOZxwYcYgM2wdCoV3kgKLP6Sj9bX89OS6gzfBK33hvmPQ9G0Y2Sf8yFIN8VQ7gCvTqCpMjnoO6SlwBPnFJ9yFsG53JuFVmwilxPK0P7t+CenDJfCJzCxW0GCvirWLzgLlKZHoZiR0gkTmDZeS6W5GAlzhBZRo2UIWv66be9iPGvmI/R0gh42pjc7sNYXROH3QvXKUYLnmweEu6oO4IeraD2+rtQDD9GRTVqMIRRWYcZH6R34zMI1y1m0S4eVwiEY5/zedisBRnZr2PMqcG3qAk3473EsqEj+3W02opiApyBb75A4fjpQtbEmPy8p6btllUdVQ/gOhaBqiZysZ4xHQzQesTkx/+d4Nd+p5JI0VcGAiGFD3y0jPlLdX76nSRH9xeIDThYEyR4kyTwBSTCEYWySoX5S3WuvCFIZ5vFf/7N4Mw76QKRSjjs256nsVkbYxLacFeIAzvzbHw+g1mY+MlSFKiuV7njvgjv+2CUaLk8aVhiiXNLfNtxqm5dQcU1C4lvPkqhO35Wj1+u1BKWy+mwDuKeJMzUqi2AoMc+cVbPdzKSJJHt78RKnb9yJmeLTLaXQ0efoaJ8AXU1a6iruYxkqoNY/Di5/CC2PbP0BiUuTiTdwKhtAEXBTsZx0qmT1ulo5ZXIqoaTy2LFh8B1kRQFrbwSJ5dFDUdAVnDSSexUElnTUcvKvRw+ruOZVysqcXNZnKxn7lECQdRoGZKi4BYKWPEYwpq5iU2pjBLacKWXZA9PG5PZvGfCjMnCdejd+AyuZeJaFv1vvoBwPGFmcOtoTjgrnaBv0/Pj93dshGORbj1Erq8DOz3q7JvrbqX1R/+BnYrP+Bpmwuw1MokMQz/eeNrtrNNWwha4VgHF8DIBCtfFX1Y3ZgvHyjNwcBOuY1O3+hYKqSFS3YfHSH6ODc/9MEVji8b7P1xWrNgsSV748HW3hlh3XYDDewsc2Vegp8MilXCxLYGmS/gCMmUVCtX1Kg1NGs2LdCJRGQE8/8PpFzIzfBLlVQo+v4w/IOELyvgDw38HZPx+GV9AYskp4dEAi1cafOi3KshlXPJZl3zOJZcV5LPD/+ZcchmXVGJ87pyTSSdd3vh5hmtuDhKKykUBpLpO5Tf+sJp5Sww2v5Kh7YhFJu2gqhLhMoU5LRrL1/q4/rYQC1cYaJqEEIJjB00kCVoW6cizrNWi6RJllQqBoIQ/4FXc9geH+yTg9UkgJLN6vX/cvi2LdB78RDnxIYd8ziWfFeSyw//m3GL/ZJIOidilozk7HZmD3fT+ZBv1913B3I/eRPcPt5A50uuZnM4CKhqG5OPUgoe65EM5s4DG05LpPkFoziIKQ71Yqdi4icl0kPw+1MpyZJ9v1ElzKlyB2drhZYs9A1zXJpXuJJXuRFEMouEmqiqXsmzxvWSyffQP7GcwdgjHufCpGC4kU5TNuugRQhBZsx5hWSjBIE4mw8AvnsGOx5B1g/LrNuCb04xrmciaRmLbZtJ7d6KEItTc9SvY6SQoCrJugOvS//xTKIEgVbe9h+4nvoGTTiEbBlW33En60D5SO7eiRqJU3nwHss+PcF0kIPbmqzM2b8khP5E7rsO/aiGS7E1E8/uPe2alSbBOEjTsTPKkv0fHPmFbFAYnz57smnlcc6yg5FomZuzcJ1+c9dfKzeYpHJ44VbNrWtOueyEch1T3UepWbSgWjQtUNo77sAkE6Z5jDAYi1Cy/DruQITc4tp5TNu3y7X+NoaqeWSR0SkI4n19m1Xo/K9f5sC3PKdYVAlmWUBRvsD11oBYzsCfKMlz7riAf/XwliiKhqp55S1FBUaTi36oiDWfcHXuuRSsMFiw1cByBY3uZeG3bK8Mwssy2BK//PMO//vnkCc+EgLc3ZnnjxQy33BNGG3ZxkSSJ6jqVhz5Rzp33RcikHGzLc+LXdIlgSCYcldF0L1xOCMGxAyb/8r8HWLLa4MOfqZh19NLqK3x84veqiJQrKMpov6iqNNw3w8smcONpmq/z0CfLh/thuD+G+8exwXYEji3Y+VaOr/5xP/lZhJhfjPjmVODkLaxEjvJrFhFa1oDZn8LsT+IW7DHRCCcTf+soQ68fmvS4CioRpYqoUkVAjlKtNuEK731TJJUKtZ5e68S5uKQieqSCcPMSAnVzcS2TEbOMU8jR9cqPJixRMIJaU0Xo2vX4li9GCQZAVZhO9Wlh2/T9439Ou2r26dDUAH5/BdHoXPz+CrK5ITKZfqoqlxGNNHGi/RUs63yaySR8egRXOOhqgIKVRpE1ZFklV4gjhu+xroXQVa+MjOMWyJup4jpF1vHpEWR51C+uYCYx7ek7iOo63HiDwQd+JcB/PJbm7a0z8yO65WaDffssenov3KREkmWsoQHib25E1nUq3/VuQktWEH97E4HFyzAa5jDwwk+xU0n8LQuJrL2CQlcHwnWRfT6c/h5ir7+EpOlU3XoXgZYFmAN9U55TK69Er6qh//mfYg72I2uetmfS7ZvqUMIB3FzB0wYZOlpjjVcfalEzkqIghMAZjJN87g2E9c4Nepl91NKcaiofuGXCdek395J6bbox9IJk50GEa+OvaMTJZ+hsfQZfWS2u7RV5ix3bQSExgHAdYsd2IBwH1Zi4ntNgn8O//+Ug3e0WH/hoOVW14ys+S5KEpnuD99kmFJFpmjc726okjQ7oTOIv7bqCqprTO+2mky7f+OoQZRUKV9wQGOMEremeQFNdN/ntd13B0f0m//xn/ex4K4dlCgp5gTFekTQtAkGZhmataPabCZI0LAgqU9+v7jYL6R3kzjP3ozdRtn5+8bdRHcGojgCNU+5nDaWnFGRkSSEiV1Cu1OKTg2iSzkiVJReXhNPPgDPNejKzJN12iFz/+MKywrG9fBaToFSWU/HQ+/AtXzxjU6drWkjT0dycBlX1U1O1goryhRhGhESijdb2V0kkOxDCxtAjLF54N0F/NXHr/DmLKrLK/IYNCOES9FeTzQ8iEAR8FZzo2shg8ghBXzUt9TegKBoSErZT4Hj3q2Tzg8iyxtzaawgFahDCpTzcQibXz7GulzGnGemia3Df+wPcf5+f8nKZcGhm/R2NStz3fj+Dg+4FFWQAcieOYSfjIMvk2k5g1Dciqxq+OXOxhgYp9HQBkDm8j+j6qzHqGsh3dXj1mw7tx04mkFQNa2gQJRyBwamzbVuJOE4uS9mV15E5tI/s0UNTag9D160hcvu1nj+A63oZrU95J9xMjviTL02/PtQlyqwFGSeeJv36HmC4gocqo8+pxphXj9k1s/TowrFJdhwk2XGwuCw31FX8e+jottFtXYfY8R1THi+bdvnRNxLs3prnrvsjrLsuQHmVguGbfmIexxakUy49HRa7374067N0tVr8wx/188Anyrj2XUEqq9UxBSQnwnEE8UGHt17O8P3H4pw4YiJc6G636O20ZyWIlJgd2WP9068hcxL5nqnNuZYo0GrtJ+MmiSqVdFlHcRjRgApsYY7xmTkXZHtOeE6VviCSqoHrYOezCHuK2buqErruSnyLF4AQ2IMxCu2dOINxr+DfaRCO4yUXO0N8RhkVZQsZHDpMPHmCQiGB646e33bypNM9RS3X+UUibybojx+kpf56jna+REVkPtHQHAaTR4iG5qDIKkc7X8SycyiyRsH0tF8Bo5yy0ByOdr1MNj/I/IabEEIQT7dN++wjWtV/+fc0v/qh8ZPN6mqZBz8QYPFi77k+csTmv7+TZXDQ5eabDN73Xj/XX2tQUSETj7ns3mvxL/+WuSAmqjGlMk5KDCfJyth8RyNa+5PUyW5hRBgXINzRcefk65C8QpIj2IkYfU//kMCCxYSWriS0bBWDLz/vVS2fAkn2Kqyf2nZnKEHiZ6+T2bTzoql6fq6YvSCTyJB6Y/foAgmQJCrefyNGSz2Fo12T7ns+MAuCfdvyHN5ToHmhxuXXBli80kdjs0ZFjUI4qqAbErIEti0wC57gEhtwGOixaTtqcmhPgd1v58aVQJgMIeDoAZMn/uPcOTAKwbTLDAgBXW0W//JnA7zyTJrrbw+xYKlOQ7NGKOIJdsKFQt4lPuTQ22lzZH+BzS9n2bMtR/6kelSJuMP3H4+xYKmnKsplXZKx6b8cHa0WT/5XAp//3DkMtx0zsa3xXzzHFmx9PTfG5BQfdEjGJ29/Iubw3A9TVFaPqnZ3bc5NWd7i6IEC3/vPeDEZoVkQdHfMPjy37WuvzMrBenrmUEHSHSAv0uRFhvF1r88tsqoTXbyWskWXeZV3LZN051GG9ryBlZ5YEFMiIfwrFoOqYLV3MfTEUxSOtY5Wnj4dgrPitJHJ9rL/0A9wJgm9dhyTts7XL1BotiBbGCRbGPIEqlwvIX81Pr0MgEyun7qKlTRWXc5A4jCJdAeu8AZlIQSSJKMqBoqsocg6eXNmGW1zOcG3vpMlFJL48ASCzL3v9XPZao3Hvp5B1yWiEQlnuIbQ7r0WsgwLFyh869tZDhy0yWQmyol1ftAqKr2K1aqKVlGNlYgjHAcrNoivca6Xa8Yy0crLkWQZO37yd398o4VjgXBRfH6cdMpz7A2FT9pAYCfiJLdvIb13J7XvfYDg4mWTCjL2YAKrd3A4h5IGkoSbN3EG4hSOdZDetIPC4Taw39lCDJxhiYIxCECWEK6LEp3Y7HMhsEzBkX0mR/eb+IMy0XKZQMhzNlVUL9TUdT1fFLPgkk27ZFKeM+1McyEJAfu259m3/eKKWijkBds35di7LU+0QiFarqD7hgtBCoFteYJJKuEQH/L8ZsYdIyd47gcpYPqOzydz/KDJ8YMXJvLLceCVn6V55WfTzzcSG3D47r/PTCDduy3P3m1n8d474pwKGKbIY4o8Mgqq5NVLc4WNw7m3pUcWriY6fwWx/Vuw0nFk3U90wUoqL7uBvi0veKnNT0H2+9CqKxH5AqnX3qJw5PgF8SYVwgVZw++rQJbHfkItK4tppXGcC5fX1dMkCC/0VbjeEzQsDyczXRxqf56q6EKaaq6ipnwZx7tepWClyBVixFKtzKu/gWwhhmll6BnaPcWZJsadooZjLifw+z2tzd69FkOx0e/swIBLW7tNNidoa3c4fGR2z6GkaSjhsBf5k89jtnbT+zff8MyKkoQka6jRKCJg46RSE5auEJZFaPEyJFlG8QcwausYfOk5hG2RObgXX+NcKm+5A2toEH/zfPKdbRR6OlGC4Qla5GHFhrCTCcqv20C+sx29qhrZHxhpNb65LQQXLsGKx5BUFdkwsKYwR2Xe2EF+31Ekn+5F+koSwrJxMzmcRGp8GYJ3MLMWZJSKMKF1S05aIiGHfATXLCL21OtnoWlnFyE8k9OllA/mbGMWBP3dNv3d71ynrxIzIyxXUKs2E5LLkJDIiTR9djtDzvSq/M6WYP084od2ED+0g5HZq5WOU3vV7Si6f0JBRlIUJMPASaUw27suWEiMqvqYO+cGyqPz0PUQrmshyxpCOBxvfYne/ou3+rTAJZ3rJZPvJxA/xJLmu4gEG+iPHwRJQtdC9AztoXdoD65rjzOPBfxVBPxVRcFICJdMtp98fnpC/1NP5wgGJT71iRCZrOBHT+Z46ZU8hbMk90mqSmjdOoIrVyEsi/yJEyQ3vUHhkOerpNXWUn7rrUiGgZvOkNi4EbNrrK+WME1Se7ZjJRP46htBkhh67Rfk2k8AYA0NMfjSs4SWrESLlpM9eojMwb0I28Y1C6T37cJOe5Mm4brkOtrAdXGyGYZe+wXBJctRI2Vkjx+l0NOFNdAPCJxUEtc00atqEJZJ/K3XyRyb3NfNzeS8jMQz6R9JIRxuQNdGlQ2OY5FKdWI7F9cEfCbMXpAJ+PAtbhqzzM2bxH/2Ftldx2Z0LE3xE/HVE8914LiziJmX9WE17zsjWqVEiTFIoAR9GNVhjNooStDAHEiR3HmS74IiI8mSZ1aaZuK8gBRmob6GgsjRZ7chgJBSxjx9Fa7pEHemjrI4M8SwOZrR11aSppRNhON4aevPkolotgT8lUTDjZxoe4nKiiWkMz1kcwPU164lX5iZKeZ8IkkKVdGFBHxVFKwUhhpCCAfT8vyGZMnzs6gtX0FZqAnXdUhmuuge2lU0kzU1XktN9cpi3i/HMTne9hJdPW9Pqw2JhOA/HsvwzM/y3HSjwWd/K0RHp82evd7kyh0u+SPP0idbDgQIrlpFets2ckePImx7jMbFv2gxSDKDTz6JcBzc7PioILeQJ7nDu57csYlClgXW4ACxN14ev28uy9BrvzhpgUvmwJ7iT7O/F7O/d9x+AFZskNjGF6e4OIXw8tW4lknm8P5ZlU8wjAiL57+HgL+yuCyXj7H/0A9JZ6b2xTmbhGrmEWlYRO/eV3GsMxegZi3ImF0D9P3n06MLhj8uwrZnnALZcvLEsm1FW+1MUCSNusgy+lKHsZyLOyPo+UDWDRRfANnwoRh+ZM3wZrKyUlQ/IoSXhdF1ELaFa9u4VgG3kMcp5HDyOS9h0zsQSdVQ/SEUnx/Z8CHrBpKiev3jJR/yVPPC9T50toWwTFyrgJPP4eQyw+HC5wlZIrxyDjV3XkZ0zVxkn44kQXzL8TGCTGhRHdH188idGGBo48EpDjiKXw7jYHPU3ElBeDM7xVaYb1xGVK4+p4JMtqeNskVrAQk7m0TWDMItyzDj/ZOmO3fzBezBIZSKMtSKMswT7eesfVMhyxoFM00i1UEwWIdl5YgnThDwVxGNzCWRvDBp7YVwiafbyZkJbKdALHUcIRyy+QEsO4sQLgUrTSTYiE8LYzl5WrvfIJn1tG/VZUtQZI32vrdwHAtV9dFYtZacGWMoeQxV9RMJN6Kpo7XXJEkZZ16bDFWBZctUFEUiHnfp6XWQZTCMUT+wdEpgmrDmMo2hmEuhIOjpGR2wZb8fo2kucsCPk0xSaG9HWBaSqmLMmYPeOAe1vAKtyqv2XGhrx02nUcvL0Rsa8S9YgGwY+ObNw81myR32BBUlHEafM8cz5wwMYHZ1FQUFra6uWFRRr6tD2Db54ydwpwiNPjcIXMv0xthZyvF+XwWhYB2KMhpeb9k5pPMc7qn5wwSqmrwx6Sy4ks3eR8YVk9rgasKLMdQQhhqiYKfoTuzHFRYVwRZ0xY9fKyNnxelJHkBVDBqiK5EkhfahbciyQk1oMR3xHUhI1EWXkcr3U7BT1IaX4tfLho+5BwTMKV9DdXgxYaOaRK6b3tRBZEmhNrIEv1ZOxhykN3lgVkLSRY0kI+s6ii+AUVGDUVWHUVmHFo56QozuDdKypsPwIC3Jo4IMwi2mlHZtC9eycM0CrpnHyeewUnGsxCCFwV4KsX7cQg7XsqaOKrmIkGQFSdNRDB96eTW+mgb08mq0cBmKL4BijPaPpKieU58sA5JXYfek/hGWiWtbOIU8bj6LnU1RGOwj39dJYajPK3lvmsVs1mcNWaJs/Tyaf/0WfA3lCNsrsSEbKrIx9tVVAjoND1xFrm2Q5O527MTpP7IOFpYY0emPfhldYWOJc6tmThzdhSTLlC1ag+Lz41oW2Z4TDO15E9ea2M7gJlPk9h0ifMv1+FcvJ3/o2AUpCmk7BSRJRpE18vkhyqLNJNOdGHrkgn5nXOHQNTAa4dnW+yYAQ8lRDXky00kyMz7sHSQiwQayhSEGk8cAgaYEqK+8DEX20kmEg/UYemRaDuhCwNCQS/6kDOKyDKtWatxysw9JgkJB8L0f5Dh0aLTPBgZdnvxxjvfc5ePqKw3e3FLg8a95z7Ls91N+620o0Qh2IolWWUn++HESG18DSUIOBlFCQSRFQQ4EPD8Z3XOClQwDNRxGMvSiDw2SBJKEWlFB+e23e6ahgklo7eWkt28js3MnCEFwxUr0+nrs2JD3/mkaZnf3eEFGkpB9fi+ni6riFvLIhs+bEOVzoCieo282M6xRlJD9foRtFbVGkqYhGz4kSfZSEeTzXsSUqiL7AxS6O3ELufHfGklCNgyk4bIKwrK8c55CWaQZWZ448lRSVGRFwzFzyKqGrBrYw+VCVN2HbeY9Z2XNh6zpXmSUdXLFeglF9+E6FrKqIysqrm3jmMP3TzVQNAMh3GL9p7PFOUnfGdQr0dUg7UNbqY+uoCo0j77UEaL+BhCC7uReXNdBCAfLzhHLtlMfXYkiq5hOjqBRQVCvxHbzRH31JHLduMIhlm1nMHOcpvK1RHwNDGaOM5g5gV8vpzO+i5yVwBUOdZHlqLJBZ3wnjWWrqQg0M5A5ei4u9bwj6wZ6RQ2+6gaCTQvw1zej+APIqlasInzaD40kATKSAmg6pz7WQghvMHdsXMez+xYGe8n3dniDd2wAKz446YBzwZAktFAUvbwKX00j/oZmfNWNnoZK0zzNlCQXKy1PiqIgFXvFAP+oPVkMz8xGBEAnlyXX3Uqm/Qj53g4Kg31jQzPPAKM6QsMDV2PUlZE53EN8yzHUiJ/a914+btt8d5x8Zwy9MkRgXjXJHafXChTcHIYUYJ6+koQzgEAQlCNUKPX0iOPUqM0AxOweLM7uvXbNPLH9W0gc3e2FswoX1ypMKSgLyyb9xtsY8+YSWLMCezBGZtPb2EOx2RfCmwWFfIJ44gRCOMSTrVRVLmfV0gew7Dwn2l8+b+04uwji6XZqy5fTUncd4IWZF6wUiXQHIBEK1aFpgakPM0wmI/jKnybInFTXzbTgRz/O88LPCygKWDak0+4Y/xjH8fxoXn61gKp4zsEj+BctRquuZuDHT+KkUuj19ZTfcQe5I4cxOzvJ7t+P1duLf8FCMjt2km9rLXoeW729WP39KOVlKD4fidde84QJ1yWwYgUIiD3/PG4+T3jdekJr1pI/ehQnlUJSFZRQiPgvfo41OOhpbSfI76IEQlTf+V7MgT58DXPInjiGUVuHcBwGX34eNRyl4oZb6Hvq+zjZjJfZ913vJnvsMOl9u5D9AcquuBa9phZJVnALeeKbX6fQ3YlWXkl0/TX45swltXs78S1vjIZUSxK+hiYi665CCQRBCMy+HoZee3HM+yRJMpHIHCZLHhmqaSHauITunb8gOncFFS2X0bH1aRCC2hU30bXjeRTdR83S69D8YYRwSfceZ+DIFlyrgGoEqL/sVvLJfnzhKvRQObl4L927fo6q+6lduQEjUoVTyOKepW/kCOcsD3ky303WipEu9BM0qoEjCOGSzHWTNceGqVlO3osEAIRwSOS6qAjOJV0YwHIL5K0Equwj6q9HVwL4tCi66i/u67gWBSeD7RaQkIn669AUP7oaIqCVkbfGRtoYS5oJb1iPm8uTfPYN7L6LvN6LLKMGQgSbFhJeuBJ/XRNapPysS7UjSF4GOm9mMzyQ69EKwvOX4doWViJGYbCXXE8r6ROHMOMDuIUCF8JHSVIUFCOAr24OoebF+Oub0curUPzBc1IbShqexUmy7tVO8QcxKqqJLluLGR8k03aU5OGd5LpaJ3RYnQmRNXMJLqwlc7iH4199nuyxPsqvXjihIOOk8+S7YvgayvHPqZiWIKNKGg4OPjmEXw4Vl1uiQKXSUBT4Mm4cyz27goys+3BtEyd/kkZFkpA1Y0ym37E7ybiZLOlNb1NWXUH0jpvwr1iM2daJ3T+Im8sPF9ac5Dl0Bbld+3Bzs9M2yZIKEjiuSXfv9uJ5jre9SMBfhVlIkc5O7P9wKdAX2082P4jf8By/Y6lW0rleLDuLqviIhBunbUYSAmKx8fchlxNjhJOJME0YHByv3dTr67GTCexBL/qx0NYGjoteX4/Z2Tk8+XKGCxU6Y3OnCOH9dt1hP7LRdb65zaiVFZTdeivgmZmUUMjL0JtKgQBrcACzp2dq3yxZQo1ESR/ci2wYBBcvJf7mRk84qajyInqDoVEHIElC8QeQhlOv69W1BBctZfCl57DiMZRAADvp+VyZA30MvfpzKjfc7mlsGH3KlVCYiptuo9DbRfytjeA4SIo6blLg91Xi91VM+l10zDxaIIqs6gQqGpAUFV+kCruQ88YCVafhstvIJ/vp278RLRClbtUGrHya2ImdIEkYkWpUI0j/wU3Y+XTRAlDechm+aA09u36B69jUX3br5P04C86ZIONTw8iSiq4EsF3vw+EFk55e/Z7K99EQXYWuBolnO3CFQ3V4EZrioy91EEMbDXETeLkP5OEZtMClYGfIFAbpTx9FlhSsU7yxtZpygteswk1mSG/cARexIKOFywjNW0p0xXqMytrhmlQXLn2trGoYlTXoFdWE5i2hfM11pI/tp2/jz3By50/NL2s6ekUNwbmLCC9YjlFZ6/m8KOe2RtBkSLKCUVGDHq0kvGA5ycO7ie/ZTL6va9Ymp9CSemRdZeiNw+Tapg5dd00bO5FD1hTUyPh6VRORdhMcKLw1cgWnrB39YNvi7PsE1V55G7H9W8ifVLtFC0apXH0dAztenbBEgVpTRfXHH0EODZsQNBVj3lz0uY3DvnnulLK0sCwKrR2zEmRkWWNOw1Vo6lQaCYGWCDIUm7ymzcWMEA6pbDep7PiINU0LEA5NnVH6nHPy6D1uxZlh9feTOzQaISQKBezkSM2hYd/PaTiYu2aBQncHsqqh+AMUujtwclkkTUOcJjTLzecQjoNv7jycQoFCX8+o5kcIXLMwYeJHo6YeSdNI7tyKNUUZhHCoDl0PTbreyqWQJBk9VI6i+8gOdGBEqlHyGcx0HEUz8JXV0r3rF+QTfeSTA4Sqm4nULyLe5jk0y4pCrPsw6f4Txf6SVZ1gdTOp7sOk+728T8muQ0TnLDtNb06fc/bVDxpVzK+6BkXW6YjtAASusHFP+ahHfPXUhBcR9tXQWHYZfamDZM04lpsnZFRzIud9aAt2koivlrqId/EjmTQtO4tpZ5hbuZ54toOB9DF6kweoiyyjsWw1jmvRmzyA6Zx/W/qZIOs+QvOWUr76KgKN8y66kvKSJCFpOpqioviD58cBVpKQdR+BxhYiSy4j+P+z99/BdaVpeif4+4693uDCGwI0SZdkGqav9OWrq7pV7SS1Ga1GLWl2NNr5Z0ysi1XsxsTuhLSzEzOjUU9I3aOW665Wu+rqsplV6Zne0XsS3l/vjv2+/eOAIEECIECCJqvziSAB3HOPved+5/ne93mfd3DnbY1M3QyErmOms3Q89AWSw/dRfP9VameP3FR0xswnQYAzXUbdwNRKSRVFI4SInD43AA2NTn2AtNaxXLFyGYvBJIvhalqKLYAQGPEUQjdXpPmEbmBlO6MU6WrHa5mYvV1Lf6kV1ShC025Y6qK4cVZxPUgZImWA0DTy2e1IGVJvTCGVJBHrIBbLU6r8fKSwr0U81kE81nFXj8GbnSX18CH0bJaw0cDq6UEYBv78rUXB3OkprL5+3LExwlZrOWKxgjRstEpORqRHLRULKCkjo8HlevWr3rtkIrt8fovzLLz8fdL7H6DzS9/Am5+l/PZry1GZtaAnEpEmZh3xsRA66dQAhr52j5nAaRC4LVLdw8jAp1WeJt2zAzOWpF2ZAyLZgrwc6VGSwGuRsPuXz0/JMIrEqJUnqpn2ksYmev2y9marcNuITKk5Rrk1QSh9vLAFKKYrRwnlSkbZ8opMVlpMV48hlcQPWkgVMFX5FE0Yy+XYpeYYDWcRhCCU/rKoLlQ+46WPMPUYofSQKqTpFRkvf4ShRcIi97NEYoTAyndSeOR5MvcdRE+kbkuKZKugAp/GhRO3XwSs6SSHdtLx8NMk+kei1JF2uX733oPQNOyObnqe+yZmroPiB69HIr1NQAUS2Bgx0SwDIxVDBSFBa2OkKa130G/upBTM4F2TOrpcxbTVsDt6iHcOYGUKpIf3Yue7owVCECtEXe/XupeCcpXyn//o5ncuJWFt46aIK1f1mZp5H4BUspuYnWV88i1a7RKg0DSTof6nsMy1Z7yfZWQz2+54Zcu1aJ89S2xkhI5v/AJBuYTZ04tz6WJUYXQLaB47ht0/QP5rXyMoV9BiNv5ikfoH799UifOakCGgomaQgGbHrzLEA6TEnZrAm5/DzOXo/Movktx7gOr76/uyBfVaVPiRShM2V7+/o4ha/7rPEiVDvGaZeL4ft1HCrRfJDuxFtxNUJk4hAxcpQww7gVuPotBWIovfqq3ZwHZpw4RuEzOeijoUK4mVyKx7TpvFbSEySkkC6dL2KytevzbFAxBIj2AV75hr3ytViBPUrntftA1nOX11Zf02fvgZ65EkNNI79tH5xBeJ9w3fU5GGteCWF2lObM436GYgNI309r2kd97/mbguEEWtjGSawiPPI4TG4vuvXNWD5cZw56qoUBIfKiBMHeWvHZUxO5Ikd/UQtj2c6cqGth8oj5asUZGLtGSNlemk20NMNd3E7ujGSKRJDuwg1tkXLVCKoN1k8cibBM7qszVZb1B/5a3bclwbwXKHaN1G00w8r7nsryJlQCg9EonOu3Z8tw+CbHbb3T4IZKtF+aWXohLqVApnbAzn4sUVkZOw1aJ2+C2CcmnVbbROnUIYKx97weIixe/9JbHt29FTKfxSEW9icpnEtE6fXtax3Ar8ahXpumQefpzW6AXiQyOYuStRLqu3n1jvAH6lhDCMyBdq6dw028ZIZ9Hi8Ugzmc0TNOooz8Wdm4kcg596nsbJI6ggQJgWrQtnlte3zBTpVN8Nj9GtF8mPPERj7iJevRQVUMRTuPUiodemPnOezj1PolsxrFSeVM92Zo78FCXXFu9KGVCbPkfX3qfwGmVk4JEZ2LvuOpvFbSEyU9Wjd6lh2mcXwrTI7jtE1xNfwsyuLci6l6CkpH7h5Kp6hi3fV+BTO3+c9J4HMdO5z8T1uQzdssk/+BRBq0H5k8OoDXr01I9P0vW1B+h4ejeVjy7RPLu6YZWRTdD99QeIDeRpXpijeWZjrryhCrBFnF3WQwR4K6Les/5FZoPRDW1nM2gvTOKUZhGaTn30FE7pyjmpMFxb6HsPwfMaGEac/t5HKVcvopQkHuugI7eL6dkP7vbhbTni8QLxWP5uHwYQkZnmsbXbJijXpXl0bWdld3z1Bphhvb7memutc92+wxBvcS4qm2428EvFqDdTcYHQaRE265TfeYP0gQfJPPAIzvQE9WMfL0dRBILY4DYSO3ejgoDGmZM0Th5F6AbJvQdI7tyNlkiiJ1N0PP8VWudPUz95FNluUXztJdIPHCJ94OEoCzG9stt1KtWLYdxYO9euzNGuzNKuzBK4LdqlKUK3hd+ugVLMHnuVzl2PUtj5CDLwmDvxBvW5aCKrZEi7Mnd92kgpqhMnMew42YG9+E6T0oWPiGV7VjbmvAXcMpERpoE13Is51IueiQR4yvUJK3W8qXn8yXmUt8rsTkRN4Kzt/Zg9BbRUHFRku+xPL+BcmES1bjB7FQK9I0Ns1xBGVx4RsyCUhI0WwVwJd2waWWuuOS5e7mMjLBN75yDWtl60ZBzl+/izRZwzY9H6txnCMOl46Gk6n/gixlWlvvcylFIEzRrN8bN3zFumPT1Ga/IS2X0PsRUppXXDoVdBwK2JKwA9lqDw6PM489O0Js5vaJ3aiUmqH12i8Owetv/jr7Dw8nGMVJTj1hMWqb19xAYL5J/cRe6xHSilWHj5OH55Y/dsQksj0DjvfYIr21z9RfHU7SutV2FA+fSHBM3amuZ39zJa7SJjE28w0PcYPd0HAYHvN5lbOM5iaWNmhJ8lZFL9mObtqQL8eYJsNVl8OTKJbZ0/Q+t8dC+UXn95+T3tS+doX1pdDO7OTjH//T9bdVn9yEfUj3y05r790iKl115ac3k+O3KjwwfAqcwx+uYfLf89d+KNFcsDp8Hs8ddWXTf02kx+8FerL/Md5k8dBm5P+6KbJzKGTmzvCJkvP4G9cwAtGUeYkbEYoUR5PrLlUP3RYWovvbei3E3LJMl87SkSh/Zi5NKIuI0wlqqOghDZcvAn56n85Ws4J1ZPW4iYTfqFR0g9fwijkEWzLdA1UJFISzkeQbVB5S9epfXe8VW3QSAxuzvIfPkJ4g/eF52DoYNUyLaLPzlH+S9exTl5aWtzpVdBM206Dj1D4bEX0GMb82jYCJSUkSvt5X9LJm+XxVZCaJGvim5EJkyGtemUjTM/hTM3eeM3bhGUDKme/JD0jr03ca2iLrqXTf+kFzn1Bq06QauOdNrR9ZJhZKZnWBiJFGY6i5HMoMcTS7oc/aYGdCEEZjpH4ZFn8UpzBM0bR7HChsPUd97BSMfIPLCNbX/v+SXdDCR393Hf//3b6AkLPWETtjwWfnyU4munNnxMbdnExyWnd+OIlR2wG7JM4ybahWwUoesQriKA1u04eiyx5DB9rzp1K8qVCzQaMxhGDBCE0sP3m8s2Ej8viESi/Ri6fbcP5XPcJAw9tqG00mcZN0dkNEHi0F4Kf+ebGPkM0vPxLk3jzy6ivAAtEcMc6MLozOHPFq+zuxeGTnzvdszeAt74LP7kPGGlHlUz9HQQP7iL+IGdaHGb+f/pjwgWKyv3r2sknzxA/te/DJrAOTOGNzGHclyEbWF05rC39WJ25ZGNdZTctkn2bzyP0ZnDPTeBNzEHYYjRWyB+cBexfdvpSMSiY5i9PZ2bs/sP0fnEF9HtjZXMrgcZBHjledziHF55Ea9aImw1CFqNJbOxIEprCIHQDXQ7hh5LYCQzmOksZrYDK9+J3dFzQx8W5XvUL5y8Za+UzaI9O0Fz4gKZ+w5u6P1KKYJGFWd+Grc4u+xU7FfLEZnYwINHjyexO/tI9A+THNlNon8Ezdh8zlwIQWpkD8mRPVRPbKA3jYL26CKX/ueX6P7GA3Q8s4dYfx4hBHrMRLdNZBDSPDfLwsvHWXjpGNLZeHRMEzpSSeIiRVxfKVINlU+DyibPcOPoefwrNMbPRuHoxSn8egUjkab7sS8T7xrEqxaZe/8neNW70zF9IzDMOOlkH0JotJ0yvn+vEq+bgxAaqUT3PSH0/Rw3B12z6MjvwtqgI/NnFTdFZMzBHnK//CJ6PoM3Pkv5u6/hnpuIOnEu2TNrqTh6Jok/s3hdaics1yn/xSsgBP7MIrLeiprBCYGWsEk+foCOv/NNzL5OYvfvoPH6xyvW12I28QfvQ1gmzfePU/p3PySsNaOoiaahxW30bAo9n8G9uHYJqZ5NIzSNyp+/QvPto4T1FkiJloyTevYhcr/6JayBbhIP7KK21URGCNI799P5+BfRrLVL4taDUlHvDa+ySHP0DM3x83jlRYJ2E3lVqdtGoZkWWiyBEUtgdXSTGBgh3j+MmcqhJ1ZGI7xqiebYnffLCJ0WtdOfkhzauWpURklJ6DoEjSrt6VEa4+dwi1EE5GZ7SIXtJq2J87QmL1A58SGJgRE6HnqaeP/wpgmNMEyy+x6mfu549BltAO5clck/fIeFn57A7sli92TQbJOw7eHOVnFnK3gL9SUzuI2jISuccT/AECY6Br7yCAkRCCS3V+NmpnN0HnqesN0kaDeYe/8l7Hw3up1g9p0fkt15kMzOgyx+/NptPY6bgRA6PV0H6Ol+CG3pAS+ERrU2wdjEG5+pLsJCaOi6ha5ZGEaMmJ0lkegmmegiEe/EslLr6mN03WTb4DP0dj+4Zcc0OvEGi8XT3IxWqq/nEH09D69r3NdqF7k4+lMct3LzB7kBpJJ9bB9+EdtKr/meIHCZnH7nllKSmmagaxa6YWPqMeLxAslEF8lEN7FYHtvKrOh2fS1sO8P+3b96Uw2bV4Pvtzh74Qe0ndUF17cDmycyQpB8/ABWfxey2ab8pz+j9dHKcLbyA2TbIVhYw2hOKZzjq/gtKIVsOrSPncebmMPeMYjZU7j+fZqIUkmoKIW1RKAAkHK5vbk/vbD+qWiC1qdnqL/2Eap9JbIgm20ah4+QevohrO39WCP9627nZmDlu+h66qs3LexVUtKaHqN2+hPq54/jN6q33BFY+h7S9wjqFZyFaWpnj6JZNrHufpJDu0j0DxPv24Zmx2lcPIXfWL2K7LZCKRpjZ3Hmp0kM7bzi+SAlXrVIc/w8zfHztCYvRiLkrUwJLkV3ameO0Joeo/PRF8gdfBzdttmMZifWPUBiYITGpdMb37UX4EyWcCZLl0U7RHnUzZ7Eiq2S1jsYMHYR19Jc8o5TDKfoNoaph0Xa6uZKlTeC0HUoHn2b5swluh56Djvfg27aBK067bkJhK6T3fnAbdv/rSAe76Cn+0GmZz6gWD4HShGP59k+/EUKHbuZW1hbbHq3IYSGbWWIxXLEYnnido5EvJN4vIN4vICh20vRl8tNIde/r4XQiMfyWyoGjkzb1nS/Wxfl6iV6ex4imxlite+kUop0qh/Pa3Bp/BXC8PakT00jwfDQc3QV9q0ZzVJKMbdwhGp9c+l5Xbew7SxxO08slos8fuIFEvECMTuHphlLn9vGPkNdM0mlejd1DOvB9epo+p31Pds0kdFScewd/QhDxz06hnNuY4rutSBsc6mRl4HQoz44ejYV2SxrAmEZVxodLkE5Hs7ZceL37yRxaC+y6dB85yj+XBHZ3HgkQoUh7U/Prtr8Urk+QbGKtWMALbV12hWIZuWFR54l1jOwaRKjlMKvFCkfe4/qmU+RzRKZvE6sYKGkolENadRCUBBLaqSzOoalEfiK6qKP5yoMU5DO6ygJhiloVEPSeR23LamXo8aEqaxOKqejZEi9fImFyYsYiRTxrh56DuzEmzpDNq+IJ23ctqS84KMkWLYgnTewYhoyVNRKAe3m1uoGwnaT6pkjxHoGUYGPszizRC5G8SpF1B0w5wvqFeYP/5ig3aDz8S+i2xuLqoklM7jEwHaa4+dvri+TWv7vlpAQaUas+2mEZSxiWCIiZFmtgClMpvyNiZJvBqHTRAX+8oBr57quGISJiFTfqsD6dsEykwSBQ6U6ulx+3WwtUK1N3PPl16lkH7t2fI1EvBPTiKNp5s9VysFxKoyOv07MzhKPFa47NyEEQhj09R6i3pi+LaRTCI2+3kN0FfauS2LqjSnGJt7E9zdXUNLb/RAD/U9gmykMI7bUBPLn5zO8GWyayOipBHou6hzqTcwhb1RZtAa0dILY3u3E9gxj9nei59JocRthmQjTQItfFpetwqr9gObhTzH7Okk+up/MV58k+dRBnFOjtI9fwDl9iWC+dMNGcrLpEFTqqxMfpZbdVLfWtyRKKWV2P8hmb74oCjPK4js/pTF+FtNUPPnVLM98KwcIlFIcOdzgp3+8SBjAs7+Y58CTKUxLYMU03v1Jlde/W6Jn0OI3/6s+5iY8hnbFOPtpk8FdMZyW5N//sxkSaY1v/d0uOnpMNE0wPeryvd+fp7JQRxktvvi4x8KgS0d3N4Uek7lJjz/6H2fwHMWBJ9M8+0s5TFsjFtc4d7TFX/3v87TqW0tm6uePY6aztGfHaU1cJHSdm24FcLOQnkPp08MYyTT5B5/acHsEoWkkBrajxxIEzbWjWrnHdwCC6qdjKG/jhEdP2sS3FdBjFn69jTNZWlU7E9fS+Mpj3D/NdnFZc6TwlIMlbl2ztR7aC9N0PvQcfrOKlekg9Bx0K0boOST6Roh3DxG2m2gaPPioTbMhOXty66rjhAYHHrIIfMWpY5vbbhh6GLqNZafxg0gXo+sW8VgHzdb6UeC7DcOwSca7sO2tNSS7d6AoVy4xOf0+O4a/hGGsLlI2jQTbBp+h3pih1d7azyyb2cZg3xNo2tppZ89vMDb5Fo3m6pYK68G2MiTjnRvue/XXAZu/EoYetUaHiMRsMi8PkcYm/6tfJHb/DoSuE9YaBAtl/KkFpOMiNEHswC7MrrXDlcFChdJ/+BHtT06TfPoh7O39JB/bT+KRvfizRdqfnqH++scEc6U1IzTK929o/b7VMNNZ8g9+YdNNDWUY0Lh4mvk3vo9bXgClGNmb4Nv/sJvv/d48pz5qYpgagSe5PMk/+X6D0x81aTdDDjyZ5vlv5/no1SqaJkhmDI6/U0LTBMN74rz0nSK/8p/30L/d5ulv5mhUQ77/Bwsk0jq/+n/s4cmvZnn5j6O0Rr5LI56w+cG/XaSy6KPrAs+JrvH4uTbf/VcejWrI4M4Yv/lf9fH+y1UundzaMtugUWX+8I9vKnWkoWNg4nHrjS6l06b4wWvEewaJ949s+DONdfWjJ5LrEpnev/EIetyiNbqAV2ygmfpS591gTT1McncvA7/5BRLbu9Asg7Dl0bwwx+yffUDj7MqmdwoZBUG4QtR1DGJagqa8vWnD6vkjhO0GZjpH6eT7BK06uhUj3j1I4YGnUaFk4eNX0XT4xrcTTI4FW0pkdB2+9I04rabi9HF/U1nZVrtIvTnLzpGv0HbKkVOplUGpkMXSxtOFn+N2QTI7/wnJRCd9PY8sRSxWQghBKtnLyNBznLv0401HRdZCLJZn+7YXicXW9roKQ5+p6fcoFj+/V7YKmycyUi6XUkfl1gLCjY8CWiJG9lvPknh0H2GlQeVHr9H6+DSy1ozMcZRCz6bo7C6sS2QAZK1J8/0TtI+ex9zWS+Kh3cT2bcca7sPq7yK2e5jiv/k+3vgarFdxy7qSzUGQHN5NYnD7pkiMkpLm6JmIxJSipmBCwK4HEsxPenz6Zp165XpCVi0FbLsvxsBOm0KPSTpnYFrRQ6tZD5k479CzzSIMFVMXHby2pKPbZP9jKT5+vcaeQ0l0I7LI33kgwWt/EWmeNF1w4v0mF463rguC1Msh+S6TXQdtOrpNEimNWOI2VTzcpP4lJ7oY1HdyOvgIj1sXZvq1MpXjHxDrGURsUPyrWTZWrhN3YX3zOiOXIHNwCD1uERvsQGgCZ7ZC/dgkzQtzK6KOetJm8LefJvfYDqQXEtTbWJ1pYn05zGyCS//zT3CmrujWIrIiGDb3kdSyCDSSWpaElmHCP7vK0WwdpOfQmDyHkcgs9YfSo/4us2PUxyNH0tBrY9yDk84wdBmfeJNCx24y6YEloe84i8VTuO76fXE+x52B77eYmHqHVLKXTHpo1fFW03S6uw5QrU8yNfPeKlvZHITQGeh9jHxux5opJalCSuVzTM9+RCjvjP/WXwdsepiQbTeq7gGM3gKabW0qvWT0dBA/sBOkovHWJ9R+8s51UR0VSoS9wWoQqZAtB/f0KO6ZMYzOHIlH9pL91nPYe0dIf+kxiv96dZOeOw0jmSL3wBOb6tCslKI9N8Hcmz9aJjGXkUjrNGshvnc9Gct3Gfzaf9GLEDBx3sFY6s93+fusQkUYKKRUBL7issWMYQrsuEYmb9A7FIVlx063GT/bJvAVhiWQoaJRC64jMYmUxi/+TjddAxaXTrbRdaKH1D2WvtXQMIS5pVnlxugZnIUZEn0btHIXAruzl/q5tV1KAeyuDNt+5wWMbBztsteSlLTHi0z94duUDp9d9pZJ3z9Iak8/QbXNxL97i9bFeWL9efp+9THS+/rp/PL9TP67w8vkx1UtLnnH6DO2IxCktCxNWeOie2ypZcHtQ6yzn84Hn1kmMpchXYfpN79LeJU7qFLQ3avzd/6zNANDBmdPe/z4uy2ajeg8Hn3K5tEv2OTyGo264qc/aHH2pH+5iJGde0ye+3Kc7l4d15EcftXh0w9X6qg6OjV+8deSTIwFvP5ymxtJl4LQYW7h6D0t7F0Nvt+kWD6LsW4X7yvQdZNsemjJL+d6SBXSbM5HkaktguOU2QoNWLM1z+jE6+zZ+S1ia4iRNc1kaOApGs0ZqrVb0XsKugr76Os9tK4uptmcY3TidVzv5r9fzdY8C8VTCHF9pGk12FaadKp/1cgURKnSan2SINiaarsgaBNu0bY2ik0TmbDWxJ9eJLZnhNieYYzeAt46Jc7XQk8vuf8GId7UwqqpKaOQw+xdpVrpRlCKYKFM/dUPsbb1knr+kdtScXSzSG67D7ujZ1PrBM0axfdfxV1cOXNXwOKMx8GnUiTSOk5r5XXctifOtj0xfvf/OsH8lMf+x5I8/pXcDfd3Wbh77N06H7xcXQ5YSQmBH/2xVhCro9fk8S9n+N//uynOftKiZ5vFV/72ys9RxyAlslgihkLRlDXaNLCIERMJ6qqChU1CpKmrMgpJSuRpqAoCQVJksYSNVJKmquEQhYQTIr10bIqkyKCEpCpLBEQPrLhIkRQZpAoxxK33TbkWQatOc+ws8d7VZ3/XQYCVzt3wbZplYOYSONPlqPeSVFiFFPGhAgO/8QVaY4u0RxcBiA12oCctqh+NUjp8lqDSWm5rMPKff4n0/kHMXAK/dCWM3pRVLnrH0DEika0KCdm6HihrIbfnECBY/PSNyOPo8gIZXu/2K+DQEzZ/+R+bHP/U5au/mEAg+Is/ahCG0NmtU5wPuXDG59ATNr/199P8s39SoVaVbNtu8I//2ywTYwEfvuOQSGr4Pkh55V5OZzR+7bdTdPXo/PQHrRuSGNNMYluZJX3DlS9DLJZHIO5o2elm0WwtcO7CjzYspI7H8uzf8+uk1iIyMmBu/ghTsxvwRdogokqirYmUl8sXmZz5gO3bXkBfpZJGCEEiXmB46DnOnPveTROMZKKb4cFn120aGgRtxicPU29srIXIWlgonqRYPstGNZZdhX3ct+MX0LTVdW+e3+DS2Cs3pddZFUoRhHfWX2zzgdsgpPXBCRIP78bozJH79guU/+SnBHOlJb2Jimbhho6wraikun5ldiWbbVQYosUsrP4umrp+xfVX09DzaTJfewotubbYUNgm1kAP/nwR5S7pXC4/XTUNYVto8djy/u4FaHac1I796LGNiygjJ9uPqV86fT17UHD6wybPfCvPt/9hNyfebWDaglZDcuStOs1aSBgo9j6SZGCHzSMvZjGsG9/41VLAm98r8/Qv5LEsjUYtpLPP5OQHDUZPr8+yvbaiVgq578EkhqFx8OkUdnzl7CQtcvTrOwhViCksdM3gXPAplrAZ1O/jbPAJXdoAA/pOzgaf4OEwou/jTPAxCS1Nr7aNUAVYWhwBnA0+xaFJtzZIWnTgqCYaGprQackGAR5JkWW38TC+cgnwiJFkq1X+KghwZieRbnuDrsMCI5W98XaVovT2Oab/5D3a44sgFXZ3lp5fOkT31x4g//jOZSJjJC2EoeMV68hWROBUKKkdGcOZrmD3ZrE608tEJqMVSGhp5oJxfNzlZ0dB70chKYVbNLCtAt1OUL1wjMbEjVNYQsAn77t89ztNXEeh64LnvxrnZz9qUS5KXv5Bi3hcYBiCVlPxn/6jDLGEoNmEx5628X343/95jdLiFbJ/OQMYjwt++x+kyeY1fv+f15idurFmLpXsoauwj/OXXlquWgLoyO3EMpOMTry++Qtyh6CU3JTPTRDEgXVSuApC6RME98Y4ey1C6TE9+yHpZC9dnfevoZfRKOR309/3GKPjry03B90oDN1m2+DTpNNrV6GGocf07EcsLJ7c9PavhZQBchMNF29EDJVShKF7z36GG8FNZaCds+PUX/2I7DefIfHQHsyeAu3j5/GnFlBBiBa3MXoL2CP9NN4+Qv2VD5YjL/5CGW9shvgD95H8wgOE9RbexCxIhdnTQfLJgxi9BfyZRay+1UsZ9UyKzn/wbcJqA/fCJN70QlR2LUDPpSNn4Ad2oVyf1kf3hqDKyneSHNyxYW2MUgq3OEfl5IdrlhPPT3n82/9+mqe+nuXQCxlcJyIxSilGT7f52Z+U2HMogdOSHHmrxsKUh9uWyFBx4XgLz5UsTPk4TYnnSs4fa1EtBrz+3RLNWsieQ0kMU1BZDKKIj4LQj9Ytz1+f312c9fjuv5zn0IsZOnpMLhxr8YN/s7hCv1NTZVrBEUIkFjZ7jUdIaTkaqhKlfDBJiDRt1SQh0tGXjIAAj6pcpC7LSEJiIsE+4zESIoWjmgg0YiLOWHiKpqojEIT4CATd2iCB8jgfHCEgYId+PymRu6nPcT141SJBq7nh9gl6LL7c1n4thE2XhZ8cpXl2Znksak8UWfzpcXKP7SC566oInxAIIVC+RF2lnfFKTfxyk9hgB0byShWHLRKktTzzTKwY5pJaBg3jthIZtzRHrNBHa3YsSiPdQKu2uBDiLgnKpyYCch0a8YSg1RS88NU4DzxioeuCjk6NbF5D08AwBH0DBuMXfVqN1bf/8BM22ZzGv/qfaszP3OgBI9A0IypZ1nQM3SYUl706NGwrfY+3u/zrCd9vMjb5FolEJ+nU6hF6TdPp7zlErT5JsXSWjUaEhNDp6X5wyS9m9bFdqcuVVO9umenc51iJmyIyyvWo/fhtpOOSfvFRjJ4OMv1PRcJfiO4BKVFhiHhvpQZANlpU/+pN9GwKa6Cbjt/6etRUMpRgGoSlKpU/ewU9lyL/a19a4wCiqI+9d4TY/TuiRPjVA2EoCasN6q98QPOdeyCHLTQSfcOY6RvPwC9DhQH18ydwF9d+mCgJE+ccJs5dP8OSoeLN75V583tX566vCBH//H+L9DYfvXollPof/+cr+zr8gwqHf1C5brvtpuTP/sX8da9H+4Qjh+scObx2HyEdnbzWTUJksLCJixQ6Op5ykUiSWgZDmFTUAkmRiUL1qkFIgIlFh9ZLQqQwl1JRujCuPOBVg5paGdYXaKRElpoq4RBFBquqSIqNfxYbhd+obrg/kFgSuApdX9a4XAslFX61hVdqXDeu+tUWfqWFkbk6wrdkDnjV/wBIhV9vo5k6wjKWSF+CmJbAFDGSWpZwaZaoC520XqAWLm7spG8B+X2PkujdRtCqL3fBlb7LwsevXncdYzHB5eBtIqnhOoowgH0HTf7m30nxB79b4+RRj117TP7z/yr6bJVUOC1FR6fOWrK0+ZmQn/6gzZe+EefcaZ/zp9cWYJpmgoHex8hlR4jFchg748u9lSIik+LS+Gu3fmE+x5aj0ZhhdOIN9uz81poNMG07y/ZtL9BuF2m1N3b/Z9KDbBt8BtNcffKilKLVXmR04vXb7iT81xk3XRMgWw71l9+jffQcsX3bsUf6IyM7XUM5Hv5iGe/CFO2TF1fqYKTCOTPKwu/+KYlDe7FH+hG2hWw7eOOztI+cw5ucI7ZriNanZ/Fnr7+hgnKNhX/xJ8T2jmAOdKPn01FJuIw6X/sT87RPXsSfmFu183ZQaeCcvIRstVc4+l4NpRTe5Bz6icTaVU8bhNB1EoM7NmXw5dcr1M4cucNVVbcXOgYj+n4sEWNBTlFTASktB0CAh6taZERHJCCUNVJ6jqTIUpNFdEx2Gg8gECzIKRSKrOpYsX25ZghcXNPp+vZc09BpIz0XpdTGIm+ahtCNNbuHy5aHZhpo1vWaHs0y0OMm0vURuoZSCs2KwuZi2fn36oOTyxEbU9gMmPdRMPqwRJyEll7RMNJVbYrB9EZP+6bgt2pUzn5y3XdC+t71XckVHHjYZs/9JuWS5AvPxzh/2qdakezaYxKGiunJEMMU7LnfIp2N0pm+D8ePePz9/1OGhx6zOXfKxzSj1yuliLhdOOvz53/YIJFM89t/P82/+B+qa0ZmgqDN3MIxFIq82E61Nr6cJpAyoNmav2X9w+e4PVBIiqUzTKf6Gep/ck29TDo9wGD/k1wYfZnwBjoPy0ozPPgM8VjHmu/xgzYTU29Tq0/c8jl8jrVxS8WNyg/wJ+fxJ+e5cS/fqxBK/Ik5qhNza77FOT2Kc3p0zfW98dmbJhjOsfM4x27gWhqEVL/7GtXvvnZT+7gaRjJNrHtgw+9XSkV9kyp3rmGesG1SjzyCOzGB1dOD0dVJUCrTOn4c2bwiDjU6C8T37MXIZgiqNVonTxKWo6iPiMVIPfwwzoULGPkc9vAIKEXzyBH8+XkMTHJaF6PBSRbUNHGRiESmS2ipBp1aHw0VCYAFkCDJrBrFxCIrOjkTfERZLZAUaQyuecCvSvoUbdWIIj3SJCQgKbY+GgOADDfcPwmWojL62qXpznSZ3JO7yB4aoTW6sGRqpxCmTmr/AHZfDj1hk39qF62LCyS2dwOg2SbC0K54JAnQU7Gos7wf4qk2F7wjNGWVrN7FjH9xubeSROLKJgG3tzS0evaT1Rdc4+INUK9JFmZDfv3vpCl0arSain/1P9Vw2opTxz0ungv4R/91lnpVUilLJsYClAIlBEc+DXnpxx5/6z9N47uSMITXX27zyksuUjMIhcRxFH/67xr8o/8my6/8RpI/+Bd1HOf6e0kpSdspslg8he83mZ3/dFNahc9xdxGGHpNT75BMdNHZsXf1kmyh09v9IPXGNDNzn7DWpEfTDAb6Hqcjv2udlJJkbv4Is3Of/tx1Rb/XcA+6NPz8Id4zhB7feJsDFQQ0x84hgzuXT9Usi+TBAyQOHMCfn0P5PqlHH8Hq7aH8ox+jPA+zp4f8176GbLcJqlVi20eI79pF6fvfJygW0SyLxMGDWAMDCAFBpYqeSSOWzEBCAmqyRLc+REwlSCylji6jperExW4W5QyuakfpJJGlpRqAoq7K9OkjpFSWpMiuiCKsBYViQU5yn/EQO42D+MolLbauL8x1+wuD5dTnjSGAtYlM9eNRur56kN5fOkSsL0vt+CQqCEns6KHwzB6QirDpMvJffIWw5WF3ZZBeQGKkE6uQWvaMsXtzxHpzBPU2YSMiWgpJNVzAVW1qsohaT9B5pyA00sN7ac5cQi5VLgU+/IffqxMEkEgI4glBrSopLgl3S4uS3/0fquTyGlJGkZZ4QqO0GJJ+eCfZZ/dzZDDHR3/8DsHZUcIASkVJ/MmDvJXbjerQMXt+QnmmzP/6T6vEEwJvFTuDq9FqF3Hc6tokRtfQ4tZSu5QtvUKf4xbhejXGJt4kEe8kEe9clYQYRpxtg0/TaM5Rb6xWkSvoyO1ioPfRNd17lZKUq5/rYu4UPicydwB2Zy+aubpV9mrwKouRNuYupJXCWpXSX30fwpD4/n3kv/Y1rL4+vKkpkg8+iHQdSt//PrLdxujspOtv/U3ie/dSP3wYiKIMeibNwh/+EcpZGZ0I8BkNT1LQ+jCEyXw4wRzjyyXSDVVhPDxDRc0TEjAXjlMVxaiiBrgQHKOg9aILg9lwjHkmcFSkpSjJOcxrIzRLqKoSZ4KPyWtdBCpgXh4lKTIEt6HMWG1hk8rGuVnmf3yUvl99jM4vH6DrK1EbAaUUyg+Z/8kxFl89ydB/8gzpA4NIx6P45hk6ntlD/998kuJrJ1FSUXhxP/GhArUTk7hzV3RSLVWnFW4qlnqLWJ/caYZJdudBnNLsMpEBlquNapXV16uWJdXyleter0XRpcaRS3jzVczf+QrFkk7t3JXPW7x2HGeqRO9vPodY8ueplCWVDdihKBUShmsLg62uLJmn9lD8wYebai3xOe4Moi7lb3Lfjm9gmtdXkV52/d02+Axnzv8VQbBSrxWPdzA89Oy6bR4ct8qlsVc3rLX5HLeGn18iIwRGKoMeTxA0aoStrbGg3vRhGCZWroDQN2ZepJTCqyzi1yu398DWgDc1vVwO78/OIT0Ps7sbf3ERe3AQo6uTrt/6rUhprOto8Th64spgoJTCvTR6HYm5DJc20/Liqst8vBXLymoB1JU+KA5NpuQqXdOBqlpvwIiiOfXwylOqoe59B1bp+Mz8+Qd4i3UKz+/F6ox6nPmVFuXDZ1n42QmCepvz/+z7xPpzSMfHKzURukbhhX1RryYFRiZG0HApvn4Kv3plUDaw0IWBq1YO1JaIRc1J2VoviFihB9NOULt0ksz2/Zip3IrlmmFhZa/3j9KSNmZHGmHqKC/EX6gi3Sj1pSVszEIaYegE1SZBubk8AVCBJGy0kf71ZEL5IWG9vWarBz2TwMxHZfp+pUF41XVDExi5JEYmAUIQNh38xRoIgdWZIfPEbpL3b6N1Zgrl+rizZWTzzvpqfI71IJlfPE461ctA3xNrGsV1duym0fco45OHl7VQhm4zPPAMmfTgmlsPQ4/xycNUa2O35ejvBiwTtg2aTM8GtNr3Xpjx55bI6MkU3d/4Nokde6h8eJji6y/fka7I1x1HLIGZXrvvxrVQYYizOLsprcVWQskrM00V+CBlNGMVAmEatM+epXXseFSiBKAgqK0kBXINEvM5No+w6TL/oyMsvHwMM59EaBp+pYl0rzyc/WIDv9hY/nv6j99FGBq5x3aix0yc6QrzPzxC8dWTK1Ideb2HnN7JBe/oskYGoMcYQSAY909t6bkYiQyGmYDRU+T3P4EQgtC5EnkRuoFur5whm10Zun7lKWLbughbLsLQmfv3r9G+MIuRTdL9N7+ANdAJUiK9gOL33qd58taElVZvju5ffxojmwRNI6y3mPvOm3gzZRCC1IFhOr8dHb8KQvxSg+nffxnNNMg8uYfsF/Zi5FN0/sIjqFCy+L33aV+4faXsn2PzCEOX8cnDpJJ95LKr90gzjBiD/U9Sq09RrlxECEFX5/30dD+wZsNGKUPmFo4yO//zpYvp7Tb4X/7fXfzf/j9FPj56a6RcALt2mIxO+PhbJMX7uSUymmFipLNopoGRTEWVHXehtYUeT2Bspuw68PBKa4ugbzfMQmFZcKlncwjDJKhUUL6Pv7iIZpp4U1PI9tIDaBVx5ufYeqhA4i1sLA3kTJUZ+99eYeZPP0AYGmHTxZ2vofwrZEWgoQkt+ol+1esCU1jI2zAIN6cu0J4ZBynx62VKJ97Dq10RtOtWjN6nvnllBUOj4ysPY+SSTP3ujwgbDlrMxC9FpC377H6Mjgwz//qnhPU2uefup/DNR3GnSwSVm4vAajGTjq8+TFBtMf8fD4Ou0fXLT5J/8SDzf/o2esKm89tP0Dw5QeX146ggRBgGygsI/YDSTz4GTRDf2cvM7/8U6XjIz9NL9yQct8ql8VfYe9+3ScRXd5K3rQzDQ8/SdsrYZpJtg0+v2a5BKUWtPsno+OufaXO5241MRuMf/06O/9f/t0ixvDXjzM8tkQnqVYpv/hS7d4DmuVN3LUqgmfaGDdIAZODjVe6exXls1y6Shw4R1mqkHn4Y2W7jTkyiXJfmsWN0fPObpJ96Emd0DGGamPk8rdOnCSuVu3bMWwZNQzNMhGFGP3UDoevRzyXPl5W/60u/G8u/24XuTZXZ3y4EtTZBbfXB1BIx+owd5PUebC3OTqEtzx41YZDWO7jkbr3/kpLhcql5+dSHuJWFFaXnKggioe9S5NRIJ4jv7KVy+BTu5PUVfMm9A7TOTuGORenH2vvnyD69D7M7e/NEJmGT2D+EN1Ui89SeKEWdiWPkU2gxE3uoE2HqVN8+jb9wjZ29itKByguiCrG2u1Rp9jnuTVwxqtu5/Wvoq0RZhBDkMiPs2PYippkkmehec2u+32R04vV7ukXFZjDQZ/ClZ+MYhmBswl8xrBk6PHEoxsH9Ns2W5PD7bS6ORYT9oQM2mZSGAvbvtiiWQ15/u0WxLHnqkRhffTHBi0/HWSzmaDQlH3zq8NZ7t/Z8/rklMioMaZ49SfPsybt6HJplo9urM/jVoAIfv7Z1Ddg2C+fCRWIjw+i5HLLVovLSS8vl186Fi5R//BOSDxzEHhmJyuiLxSuaBCkJK5Ur0Zp7CMIw0SwbzbTQ7ThmtgMzk8dIpDGSKfR4Ct2OXSEpmgZa9FMIbalDsxZ5v4irf4qVfy95tdzLCJRPTS6S0NKYykYSLleABarNJe/obXX1BWjPX5/+UTKkfPpDVBANiELXEKaOXMPrSZj6iiiTCsKopN3YmB5t1W1qAs3Ur4i2paJ5chJvvoJ0fDTLiBrVruJP9TnWh2nCk0/bPPtijGRKcO6Mz1/9eZtySfLCV2Ls2Gnw7/91A6cdzQV+7TcSGKbgj/5NE9uGZ16I8eQzNvG44PQJn7/6ixbViuLQYxYPPGxy4VzA08/bJFMaf/ZHLU4e8/jt/zTF7GzID/8yGpMSScHf/0cp3j3s8v7bkXX/7NynpJK99HY/tKpeRtdNerofAFi1IWRk8e8xPnWYcmV1Dd9nDT1dOv/d/6WAocP5Sz7PPxWnuzOiC6YBv/ErGb79jSRHT7rkcxbf+kqS/+5/LHHslMcLX4jzG7+S5oNPHOYWQr72YoJHH4zxT/5ZEQSYRjQ+NluSelPesEpwI/i5JTL3BITAiCcjG/oNInTayzPSuwF/fo7Ghx9FbslSoq5OYoYh7dOncc6fX3ZTVlLC0oNHNhoU/+IvtrRy51agx5PYhR6sXCd2oRu7sxcr14WRSEXia6FFpOOqtuD3EgnRkzZmLnFdWuhWIQkph/MoIK1VmL7KRyYqWL/9qUJhmFdK1a/C1RGasOUSVJrEhrupvXvmulJmb76G1Z1FGDoqCLF6ckjXJ6xtzF15NUg3wFuo4YzOU3r50ytiYKUih+TFGsIysHvzBIurp/pUEEb+QNrGv/d/HfDgIYu/8w+S/PivHBbmQ771y3HSGY1/+b/UqZYljz1l8ZMf6EyMheQ7NJ5+3uYnP2gjBDz2lM2v/UaCH3+/TbUi+Ru/liAWF/yb32uQ79D4yjfi5Dpc3nnLxbYEiwshngf1huS5L9q88TOHRkOxY5fBvgMm3/vzK5MtP2gxNvEmyUQ3mfTg6v4ya2hiIigWS6eZmvng58ZX6Lkn4/R06vyj//M80zMB3/hSkvt2RCaCvd0Gf/dvp/nnv1fhBz9tkUoK/h//dYFf+1aKsxfLaBo4juJf/Osq5y95fPGZBP/F7+To7tR550MHyxQ8fNDmD/+8zkIxZCseF3eVyAjTxEilUUFI0KitGNS0WHzZeyWo11a6n+o6RioDKIJabblXjWbHonWudQt12oTt9Qc3PZFEs23CVhPpulEDSzuOsEyE0FBSIj0X6Tob14QIgZ5IberhGLQa6/beuRNQ6ymwlFp3+brr3mYI3UBPpIj3DJIc3k2sqx8rm0dPpNGMzx5nzz2+g75ffozG2Rkm/uANwsbWVr7UwxItWSO8zeZ3q6Fw8Gnc0hz1sbUFxbLlUn3rFIVvPUr333wGb76KkU1Q/+gC7sQi1bdO0v23n6XrV54iqDZJPbyD+icX8WYroGvYfXnswQJGNkFsuBu/2MCbKSFdH3ugQHx7D3o6QWJ3P8I0cKeLhE2HyqvH6Pjqw2iWgV9pYuZTtM5O0TwxgTtTpnligq5ffpLYcDdhy0WzTcqvHUMtpZGcySK5Fw/S8eUH8csNmicnCIp3ssz93oMQ8MWvxpgaD/n4Axffh4/e8/jmt+P8+R/rnD7hUylLHnvSZmKsxe69BrG44MjHPpYNX/pqjAvnAo587BGG8OmHHi98Jcb3/iwa1zUN/uKPW4xdWkn4333T5cUvx9h7wOTj9z2eesZm7GLA+OhKwtFqLzA68Rp77/s2lpVa4W+1HpRS1BszjE28+XOli9kxYlKqSMbGAxRw8qxHvRE9l7IZjUJe5/QFH9dTuJ7iyAmXX/hSEtuMrtv4lM/5Sx6eD9OzAboGyUTk9RQu9XgOQ8U6Lgabwl0d3WP9Q/T98m/ilYrM/Pl/IGws5Zw1jdzjT5N/4llAMPvdP6R57krzx1hPP32/+tsEzTrT//HfEDaiQSJ9/0MUnvsywlxpP1396F0WX/8J6121jme+ROaBQyy+9hKNk0dI7r6f1J77sbt7EaaFdNq4s1PUT3xK88LZNW3lr4YQAn0T/jEAodO63qL9c6wLoRvEegZJDe8mtXM/dr4LzbSW0j33ToRls0jvGyCxsxtnurxuA+KbRUhAqO7ODDJW6MEt31jUXv/4AmHbJfXgduI7ewlrrWXdSev8DPPfeZPUIzuxBwrU3j1D/YNzUePapE3q4R3YfR24E0XMfIrcM/uoHj6Ft1Aj88RujGwCZ3SO+K4+rJ4c5VeO4c2WqX14Htn2SB7YRjyfWlHWrbyAxb98j8yju7BHurGEwBmbh6v6ZbXPz1D8/ock7uvDyCZon/+8bYEQ0D+os23Y4L/8byL/FdMQTIyHKAnNpuLoJz4PPWLyykuChx+1OH3Cp1SU6Lqgb0Cno6AxMBSlfkxTMDEWLs8p6zXF3Oz1X5KF+ZDTJ30ee8JiZipk3wGTv/yTFnKVR0GpfIHJ6fcYGXpu1RYG10Iphec3GJt4nWbz7hVo3A4otdL1SXDl78vX/Orl2lLNx+Unl+/D5ezr5ddu51B8V4lM2G4jfR8z34GZyy8TGT0WJ96/DT2eBCGI9W+jeeEsl2NQVncvRiqNOzu9nE8H8BbnaZw5gZ6KdA92Tz96PIFmWQjWN9nULCuazQ8NY/f0kbn/och4LPBBKYxMFquzm8TOPSy+8iOqH7+7gciMWHa13Sik792VKiDZblN+6SXC6r3vr3IZwjCJ9w2T3fcwqeHdmJl8pGP5OYHZkUJoGs3zc7el8kWg0WUMUtD7sYSNQiEQKGDGv8BCOLnl+7wMtzSPkUgjNH1Fyf+1UEFI89gY7WOTmFoMSYgvl4SBoaR1ZorWmevdV2XTpfhXH6y53fnvvLn2wYWSxtFRGkdHV19cb1N+9diqywCU61N96yTVt+6sPk+zDXTbwK/fm47C1Yrk/SmXf/N7TcJwSZMVRK8DvHfY5dkXbR542GL/QZM/+rctnLYiHhdUq5JjR3z+7Dst5FXrVpbWDUO16gTQceCdN13+D/8gxfRUiBBw6sQavc2kz9TMe6SSPXR33r+qHub693/AYvHMveGMvYU4c97jxacT7N9jMT7lc+iBGJlMdD1KlZDJmYBDD9hMTAdk0hqPPxzjk2POst5lvduv2ZJomqC706DZ8gkCxa1Kzu4ukWnWCWoVYgPbMDM5HCIDIS2ewOruxS+X0JNJ7L4BhKYtay+szh6EbuDOz6yIjLQnR3FmpxCahpHO0PPNXyMxsnNTx5TafT9KShrnTlE7+hHe4hxC14kNjtDxhReJ9faTe/QLNC+cJtiADahYq+3uGlBbFWvbJFQQ4F4avSv7vhlYHd3k9h8iu/9RzFR2w4aDnyksDcxh070tuqOUlmPI3ENdljBEhqasAJDQMjjq9hpIOqVZ8vseQ7dieLXScjpVhiHN6YvXRTyzdi/7cs9T9WY5UzlMoD43mFsBAZ2Pj9Dx6DbO/6vDBFuchrxVSAnvvuXxq7+RYGSHzvhYSDIlkGHkqAwwOxMyPRny9V+MEwRw5mR0D3ie4r3DHl/6Woz3t+lMT4Wk0wLXhXLpxt+Ls6d92i3JL/xSnPcOu+uu4/stpmbepyO3A9NMrrvdZmue2blPkHcpqnk7cfj9Nl9/Mcn/878tcHHMJxEXy1qW+cWQf/lvq/wnv57h0EGbTFrHtgV/9oMG7gaEuxfHfGbmA/7P/2UHF8c8Xn+7zStv3Vpa7i5HZFr45SKJkV2YuY5lTxIzm8PM5qkd+RCrqxer0B059NZroOlYnd0owFuYWxGRQUqU56KA8LKYcJPQLJv6ySPM//i7yKt0NX6pCFLS98u/iZnLEx8cpn4jIiPEph+wEZG5R6ZTl6Mb94h4F6IoTGp4N51PfJF43zbEGq6cdwXLMdetiaG6c1VUKDEy8cgHaZ3Ixc3AFnEc1eSie4xhaz/lcI5yOMd26wBJLUdd3r7quVhHL0JopIf3LZ3XEmlzHZyFKYJriIwmdGw9ganFost7j3xF7h0INNvAzMQQ2r2ZTn3jFYdcXvCrfzuBbgg8Dw6/7nDpQjRONxuKd950+Yf/OMWP/qq93E8rDOHlH7VJpwV/+z9JInTwXcXPXnIYuxTguYpaTa55T1Qrio8/8Pj2ryf44F1vXRM2ITQyqYE1eyhdDctKk0x23zPl1hm9E0c28dSta3UWS5J/8s+KPPqQjaELjp50Gew3uDTuE4bwVy81uTjmc98OE8dRHD3pMTkTfY4//GmTw+9fKacenwr4p/+8zNTS8nJV8k/+aZGHDkTbnpi+dSJ4dxWQUuItzqPCALOjgGZaSM/F7o0iMO3JURCC5K69WJ09BPUaRiqFkUoTNhv4ta1Pg0jfo3b0oxUk5jLc2WmCZh09nty4yd1mH2pi+b+7Dnv3MMr18C6t1jjtzkMzLXIHn6DzsRcw0tkbhn5vFkqpqJN1GKLCIPq3pFJT8vI/GZFOKVe8Fu8dwkiktuQ4qp+M0fWVA6T29aMnLILq1ooJJXIpnQSBcklqGcrhLIHyiWnrz0ZvFcUT71I6tUrqRylC9+arjv5aQQji/RnivRlCJ0CPrRzO7a4U8d4MWswkaLo0LxUJ2z56wiI1UqAxukjYip7qRtomua2D+vmFFa7RW4lmU/Fn32nx0x87mKYgCBT12hXBp1Lw5qsOx454NGrXdkBXfOffNfnh99qYpsAPFLWqREr44D2Pk8d9vLWKPZf0G2dO+Zw7s965CfK5HQz0Pb4hImNbGYYHn6XZXKDtXO9zdCehodNv38eMdwFvi0TH84shP/zple/i6MSVayclHDvlcezU9Rf99HkfriogqNYkr7298pjGJwPGJ7fuPrvrpRzu/CzSczELXQjLBt8jPrCN0HVxZ6fRYnFS+w5i9/TRunQOI5NDT6YIahWC+tYTmbDRwJ1f3UNDhQHSdSOnYOPGNzqoTaeK1ur7sRqEZUYRKaUQlhXtKwjBMIh6B0S/Ry0GgFCiLicjl1oOqFAiTB0Q0baCMDKGS8ZJPHI//tQcwXwJFUqUc/fC1Zodo+PhZ+h87AU0O35LIt7LREVJiQx8gnoVv17Br1cIWg3CdhPpRmXwMvBRQbBMaGQYoJYJzjU/lWT41/4hqeHdW3LOjVNTLPzsBJ0v7KPw/D4WfnJsucfQVsBRTaSSaEKnKovssB4gqWVJalkm/DNbtp/VcHVTyM9xc0jv6mLn33uKoOUtdT9PE7avPFj6vrafxEAOFYTE+7MsvH2Rye8exczE2PF3n2Tsjz+i9NE4CEHHoW30fnkPp/5/P7s1IiMEVqGb5H37MBIpQtehdekczlQkG1DJAv62vahsPkofXjoHk6NLUV9BmOjEHb6fWCKFXlqgceYEYStycnZdWJi/PjrstBXOKv1/NA3u22swssPg6edt/uQ/tHCctUN58XgH27d9kVgsv6HxRQhBJj3E8NCzXLj0En5wYwKuoZMze8gbfehCx5FN5txLuKqFQCNn9NBh9qEJnYo/y6I/tay/iYkkXdY2YnoKqUIqwTwlf5qMUaDbHKHLGsLWEjiySVvWGHfurofancRdJzJecR7pOFj5TjTLRoUBVqEbv7xI2GriFxdRYYjVFelijEwWPZHEmZ4gbG59SWPYbqxPPpYFZRt4kCpWpr42gA1rajSN7C9/mdaHxwkXK+R/+xdxTl2g8er7pL/0BGG1QfvoGdIvPo450IuwDGS9Sf1n7+JPzmF05cl883mCmQXMoV6EZeKNz9D42bvoHVlSzz5K4uF9hDsGie3bSVhrUPnzl1FrmJPdTghNJ3/wCTofezEyF7wJEnNZuO3XK/iVEu35SZz5KbzSAqHTighK4EekRIY3J7jeYlm+9ALmf3gEM5ek/9cfJ9afp/LhRYLq2s0OAfxKE790Y41LWza46B3BVy5+6DLlnyOv9zLrj1IMprfyVFbAEBYpswNXtmkHNWJ6kpieQgidQLq0ghqhWttLSaAR09PE9CSa0AmkjxM28ORaDxJBTE9hL71fqhA3bOKs0vlboJE08+jCoOYtoAuTuJHG0GxQCm/pmK/uTXU1NGEQ19NYWhyEIJAe7aC25ZoezTboefE+2rM1Rv/wA1Cw8+89hR6/MsGa/sHxpfte0vX0Trqf38X0D0/glVpUT8yQf3iIyvFphCbIPzxI+ZNJgtqtHadmxyg88yWCeg13cQ4jlUZPXHE2N3MdaPEE3uIcVqGbwnNfZf5Hf4ZXXMDMd9D5/Ffxq2X88iKJkfsw850U3/jJpsdRAF2HRx632b3X4KUfOHzw3tr3lK5ZbBt4ek0fmTXPV9Pp6XqARnOGyen3uVHOs9feQZ+1i3IwSzNsYC6J7AEK5gDDsQOUgmn80GUwtg9D2Mx6F1AohuMHMIRFOZjDFDaWiCEQeNKhKSuR0WWwQCMs4/8105DddSITtlt45RKJkR0YqTRGKoWWSNAavRAtK84TtppYHV0Y6QxmrgOh6VFK6iZu7htBBTf5EFt9a6hwczNozbKiZnQb2DaA2duFcn2M7g6sRgt0DbO/B396IXLenZzHOX0JQkn6q0+TfPoQlT/+ERg61sgAmmVS++k76Okk2W9/Ce/SFO7ZURpvfIDRW8A5fo7WRyejtIpzF4z6hCC1Yx+Fx15A2yyJUZG5W+i0aY6fpzl6htbMGF5pARUGiJhN4uABVLlMfGAAEbNxLlzCvXhxeTwyOgsk7t+Plkzgzy/QPnHqjjkX9/ziIdL7BzALKcxckt5vP0LPNx8iqDvRfboGZr/3MTN/+v4Nt6+QeMpZ+l0xF4wxF9z+jr0ps8ADha+x6IxSdCYZSh0kY3aiCRNPtlhojzJa/5h2WLtuXYWiN7Gb3sR9pIwOdGEQKI+qN8+l2oeUvRmufpjowqQvsYf+xB6SZge6MAmVT9MvMdU6yWzrPOFVTdgMzWJn5nEyZhfHSz+jP7mXDnsQW08AinZQZ6Z1lvHGEYJryFZMzzCceoDO2DAxI41A4EuHkjvFeOMoVW/r3JI1Syc10snsq2dwFxqgCaonZ+l4ZOjKuaRt8g8MYuXjJAbzWPkEQhOEbZ/Sx+OM/Nbj2IUkwtCJdaeZ+v7xdQnyRiA0HT2VpjV+kcapY0jfXTGeti6dozV2ASE0jEyW+Lbt6KksFBdI7toHQlB+93Wk5+KXSxSe/TJmRxfe/OZL2H0f/vAPbkzohdDp7X5wqRnk6hHxyxVRq5EcXbcYGniaRnOOSnV0zf2YwqbH2s6CP864c2LFMg2dPnsnRX+KMecYCoWn2gzG9lLyp3FVC0tL0A7rLHjjS0QlOqa2rIPPEkGapxL89WtQeteJDKHEm58muX0XVqETEGiGiTc/E93MlRJBo4aVL2Bk81gdXajAx1sj/XMvQSk27dKrb9QJWCmChTJGZx7puHiXJhExC6Mzj2ZbBLOLKM/DvTCOnsssRWQaGB3ZFdtovP0p3oWJ6KE+PY/R3YFz/BxhtYHyfMJmm7Bc20JytzlY+U46n/wyRjKzqZmSUoqw3aQxeobKsfdx5qeWOi1fZbpo2aQeeRglJc7Z8wjDIPe1L1H5kcS9eAmjs0D+W18nqNYJSiXi9+/D7Omm8pOfLrsZ305kHtxG9tDI8vmopRJsPbW+N5EW20ja8+5CIOiMjZA2u2j6ZebbFzGERVd8hIHkPnRhcKZ6GF+uJI1Zq4e02UndX2S+fQGBRmdsG4XYEIYwOVr6CU4YpSI0YbAt9QDb04/ghA0mmydwwgYxPUVXbIQ9uWcxtRhj9SPXlc/aeorduacRCGbb53DDJkkjR09iFyPpQ7hhk+nWqeXZtKUl2Jt7hg57kIo3w1TrFEpJMlY3nbFhEkaWk+XXqPsLW3YF0UDJK/fz1ZVtye0Fdv3OF6iemqV2dp6g5RPvy3A5klw/v4BXbpF/eAihazjzDZpjty5aDZ02lY/eIXPgEImRXTQvnKV5/iRhswFCI9Y3QGrP/WixJHoshpUvLFsmWIUuYn2D9Hzz16Iz1E2UDNE2Wfm5WWQzQwwPPYehr9UMUuI4FTTNwLLS141DQgjisTzbt73I6XN/uab419Li6MKgHlyvpxEIbBFnLqwt31PNsIotEhiahRu2mHROMRjbx/7kM1SDOWa9Sziycd22/jrirhMZJUPcuRnQBGahG4hs79352WhGHQR487PEh0awOgqY+QLS93AX7n0ig5IErQZKqQ0/hC9759x42xDMLGAN92NpAvfMKPae7cT27kB6HmGtgdnfQ+ZrTwOCsNHC7O+OesRc3rxUhOXq8rEqP9y0783thSC3/1ESfUNsXACtUArc4hyL779C7cyRdc0LhWHQOnKM+uF3EKZB/lvfIL5vL97EJIkD+0FB5Qc/RnkezpmzdPzar2AN9OONjW/JGa6H+R98SuX9i5ter3n+M/DdAGJ6ivHGUcbrR5ZTNXPt8xzo+Aq9iV3Mty8y76w8/7ie4ULtfS7WPlheZ7Z1joOFr5IyO8lZvcy2zwOQNbvZlnoAN2xyovzKiojIXPsCBzu+wrbUg5TdaareSkMzXRjowuBY6eVl8iEQtMMauzJP0hUfYd65iC8dBIL+5F4KsW3Mts6uKA/X0NmZfYKR9MP0J/dyvlreEhNCFYS4Cw0S/Vk0S0cpSAzll5dn9vSgmTpj3/kIJRVWNr6khYsQtn3Kn05QeGI7KMX8G+e3pg2GDGmcOkp77CKJ7bvIPvwkZi5P8fWfYKTSdH35F2leOEP109cQhrFUrXr5nAKcmUmKb7zM5QmHCsOoWvU2wbJSjAy9QDzeseZ7PK/BuYs/JhbLsWP4SxjG9RMJITTyuZ0M9j/B+Us/WW7CejWUktGzgNUnqhKFdtUkVggNhVzeVjmYpdYokjd76bfvI6XnOd16h0BtnW7us4q7/9RSCr9cRDoOdk8fyvMI260VgltnZpIcArunHzNfIKhWlt1872koRdBqLtkkbpDI2HF0O7YhMWRYqyM0gdnXRevD4+iFLLF9O/BnFlChJPH4QYRlUv7OD5Eth8w3nsUc7Ln6AEGuEWlZ6i1zuyqDNgK7s4fMngfZTBWXkor2zChzr/+A1szYhkrHg2Jxqa9UgD+/iD2yDWHoGIUOgmoNtVQOESyWQErMQscdITKVDzZPYj5LaAc1is74Cr1JK6gy1z5P1nqajtjQdUSmHdaYbZ9bsY4rW1TcGTJmNzE9vfx6Z3wYS08w2TxJ3VsZCal7C8y1zrE9/QhdsRGq3jxXR+skIfPti9T9xeXXFIqSM4WfconpaXRh4AOmFqczNkwofaaap1foYSQhc63zDCXvp9MeYlR8vCVEJnQC5t48z/bfeAzNMgjdgNSOTsJmdK+2xkugCYZ+9SFUqMju770ubVT+dJK+r+1HhZLqqa1xHxZG1HZG+h6t0fNYhW6szqhjtDBNtFgcZ2aSsN0iPjiCkb1CvtoTl8g98hR6PIFXnAddRwj9pmw0NgJdt9k28Ay53Mia7wmlz+TM+xTLZ9F1i1Syh76eh9ccF3u7H6LemGFu4eh1ZMaRTRzZoNseiVqDqABd6HjSQSKpBvN0mP1UgwWkCuk2t1ENFvFURJZtLYlUIdVgAVPYDNi70dABH6lCJCEJLU1TlFGo61KfWw0jbhLvSqJZOn7dpb3YRIWbj9xbGZv9v/Mooz88Q+XM4o1XWO1YbmqtLUbQbOBXy9jdfYTtVlSRVL3iYeHOzSADn9jANox0htals8i72NNnM5C+Q+g5GLHEjd9M9GU3sx0b6oAtmw5oAj2TJJgtEvQUSb/wBO3j50CGEIYI00DLpDAHe7H3bN9w5ZHyA8JKDXv3MP7UHMr38WcW75ynjNBI7zqAmVl7prQa3OIcs699n/b06MZXuuyXI4gaEIYystsOw5U+QFrU3XotMXg0uN0bpfOfBbhhE086K15TSJp+GQEkjdx167SCCl64kuQrJfGliyBKJ0EUCUkaeZRSNP3SdeJchaThlwhVSNLIYwhzxcAvVUDDL3KteNOXDoqo0uvyZ21qNikjjyZ0euI7KMQGV6xjCAtNGFj6UppAboHZoFKUP5pAugHZ/X145RYXfv9t4r1ZQjegemqW0T/8kOz+XnzH4dK/f5/ktg6kf4UU+HWX1mQZZ76BX94a3ZeRzdH5wjcQetRBXDMMqp9Geq2wUad57iT5J58jbNQji//iFYLZvHgWM99Jx7NfjiYPAtyFOUpv/vQ2kBlBV2EvA32Poa9Raq2UpFS+wPTMh0jpI6XP+ORbpFP9pJK9q6aYLCvFyLYXabYWqDdW2lZIQsadk2yPP8D9yWcJlIdEcrH9Mc2wypR7lp3xQ+xLfiHS9qmAi+1PCZSHKWx2xB/C1hJIFaILgzl/dDka46k2RW+KgdhuOq1BakGRUefoFl+zKzASJrt/80Hye7tQgUIzNc7+0RHmP55ee3K8BoSukRzIYiRuPiV+TxCZsNXELxejlgLJJOVzp1ZoMsJmA7+0GDn86gbu3Mx1N7bV1UNq9/1oto1m2ejJFHZ3HwCJXXvpsWNR80jPRbou9ROfEFQrt/3cpOsStpsbJjKaYWLlOmlN3LgdvGy1CRbLhLVmRDSm5wnK1UjoKxXNd4+iJRNkf+E5gkqd1gfH0Tsy0djsB/jzJdTlgW0pzSQb0SCrPJ/GWx+T/uKTZL7xHP7cIrUfvI5yb53lx0SSQHkE6zQrNJJpUsO70YyNl6OH7RaL779Ce3Zz0ZLYrh14k1MIy8Ie2YZzcRTl+7ij46QeewSzv4+wWiO2awcqDPGm15i96vrPVYuE2w15Vdh8xesqXC4L55rmIoH0N2QHL4SGJnQU4ZoRkFBF29K1qDHs1ZxFqY3PaIXQ0DULXRj0Jfas2j3cl+6S3mfriK4KJZUjU1SOXHlg1s/OL/9e/mSC8icTy383Ly1pMzSBEbdIDOWwcgmmf3QSuUXd1YNKicVXf4gei0dB3XZreVImPZfS269G6SRNi6LqurYsnle+R+XDt2ieO4lm21FaqVm/LRGZTKqfbYPPYhir62IAWq1FxiZex/OvRP+brQXGJ99k1/ZvYNvpVddLxAuMbHue0+f+Et9fSVrrYZHTzXextQRCaITSo72kc3Fkg7Ot94hpUdNKV7ZwVVSJ5yuXi+1PsUQMEIQqWu8yQVcoptwzlIJpNAx8tXKCsNWQXkjx+BzjPzlH0PYZ+YU9DH9jD6WT84ROgN2RQHoBRtKK2mY0XJxSe5nk6LZOvCuF0MWWmFveE0RGuk7knItC6AbO9Ph1y925GWL9Q0jPi1j81ZEBIYj1D9H5pV9Y8dplWIWuSEh81QVzZ6fuCJEJnRZBvYqd79rQ+zXDwi703PiNRGSj+pevLv/tT88z99//Hpc7ogXzRcp//KNlx+SrU1zBQpniv/oTCCW2SBD6AdXvvbqCQPoTs5T+3fdYtlK9xYoGAB2d+8yHmQ8nmAvXrpAxMzli3QNsdOBXUtKcOE/9wolNRY2UlJidneS/+XW0VBLluLSPR1Va7VNnMHt7yP/iN5COixaP0/zwY4KF1cOfmmHcW07D9zg0oa/QBFz9uhAaUq3mcq1Wee16KCWRKkCgoYvVhzldmGhCiwjNdYRq46OrUgqpAnzpcLL0ypqlr0rJVSux7jRiXWm2/c1DxPsylD+dpH5+fQHyujp/wYpO0SoM8UuLa05RorF87dJ+FQRRWuk2wjJTjGx7gVRy7XE2CFzGp96mVr+235hifvEUqWQv2wafWTXFJISgkL+Pof4nGZ14AylXXg1Pta+LKl7GZSuE1eDIBg5ri3tDAhrh9ZH81Yj1iuO9CXItA8ncu1dIcmOiSuFAL0ITGAmT+3/nUYQu0EwdI2lCqDj5Bx9RObOI0ATbf2k/Ay9sx604uOU2dnZtQrkR3BNEBqUof3CYxrmTgMCdvSYk57kU33iZ6pEPIAyvN6xTiuaFM0z829/d0O6SO7rRzPaKyV7pndepHfsE6bYJndX9KIJ6ldnv/hHCNPE30GcJIGw38WvljQt+NQ270IMeTxK2NxCCvvahfW3a49rlV49KoUQgGDB2Ug7nKctVOrjehlSShrb+l0cIYl39kWfMBiE9l+qZI0h3czMRIQT19z8kKJcRukFQLhNWo4eNcl1qr76O2dWFsExks4W/uLaDpx6LGpRuFcyOJJq9+XBr0HAI67d3RrYVsLUkphZfrjKCKz4uEKWRbhaSkGZQoQtB0sijoa9ILwkESTNKB7WC6i0JJgPl0vTLJIwsoQquEw7fa/CrbWZ/ehoVhLQmK+uKfBUKpdZeLtA21Cn6XoGmmQz0P05Hx31r6lykDJhbOMr84vHVI4bSY2rmfdKpfvK5HatuR9ctBvoep9GcZX7xJHezp4ZS4bpkRtMMNO3mqYCRMMnv76Fyvkjohei2jpmyEIbGqX/9EX7TY/dvPMjAc9upXSqTGcnT/+wIZ//wCJXzRXqfGKJwsPem9w/3CpEBgmp5hS5mBZYEwX557YdI2KjT3oAAWBg6hae7ESJN45xYfrD7xQX84g1mJkGAMz2x7nuuWycM8KrFSG+xgYogIQR2vgszk9sQkYmJJHGRwlcuaS2PRFIJ53G5wviTIkNa60AgqMsyDVUBIC5S5LUeurQhLGIktQy+cmnKOpoQ1GSJtMhjiwRlOYuOSVLLUpULgCCrdUb7xqMSzuMTzSQMTLJaJw1VJS3yWCJGU1Wpyes/PwOTvN5DS9Zpqurli4Dd0b0pzxi/XqE9dWnD778a0nXxJlZvw6BcD29yYy0a9FgSzVy/NHoz2PY7L5B5YNum15v9y4825CNztxE30hRigys0LHEjTXd8O1L5lNxba42x2B6jL7GH7sROFpxRav6VmX7KLNAd34kfOiw649zKg8YL2yw6Y+zIPMpg6n5alep1OhhTi1IC15aT3w2Ejk/t1MYq25SSSLl2akcIDcPcWNr8XkChYzcDvWvrYgDqjWnGJw8TrGP133bKjE28STzeQTy2uo7PNJNsG3yWZmuBZuv2RpnWg1xyHV8Lum6tez1uhN6ntpHZnuf4776LXCIyAPMfTlG9EI35lfNFCvu70U2d7K4CoRcy++4EKpTMfzTF4Bc319z5WtwSkRG6RsdTO0nfP4CesAnqbeZfOkF7vLi8PHNggPzjOzDSMcK2z8LPTtI4NwsKrM4UhWd3k9hWACFoXlxg7sfHEEDu0RGyD21DswwaZ2YpvnmGoOES31ag+6sHmPyjdwmbLlrMpO/bh2icnqF2fJLurx6MnIA7ktg9Wdy5GvMvHcMrNokP5un68v0Unt2NX2mRfWgbfrW9vK3bBWd+Guk5aMbGevCYmTyx7kGc+RlY5wYESGs5dpgP0pAlXOWQEGkKeh9nvY8I8MlqnQwb+3BUCwH06MOMBacoyzk0NAxhYggj0hQoDYFGWsuT1vLUZYV+YycZrYO2Vycu0nTqAzRllX5jB1mtk6aqYYsEXdoAF4IjuKqNKWIMm/tpyhohfhR9kVAjui8uPzJMLAaN3cS1FKPyikGUEBpWvnNz13huknCT0RglJUGtdqVtwy3CzOSj8vktgp6wMNJrRKUECE1DGFrUGV4ppONH9/Fd8vzZLALp0p/YR8LIUfPm0YRBd3w7GbOH+fYFyrdIZKr+HBONY2xPP8L+/IvMOxdxggYxPUl3fAdJI8do/ROq7q2VqyskU82TZKwuuuM7iOlpKt4MXthGFwZxI0PS6GCqeYLp1pkNaXzuFUjpr2u9L4RGItaBrtuEa6RE7hWkkn2MDD2PZa2ubVFK4flNRifeoNW+cfVMuXqJial32TnyFXT9eiIghCCd6md46HnOX/wRnn93PF/8oLUuGdV1m3i8gKheWpfwXAuhCboeGWDoSzs5/6fHqF5aGYjw6g4qVAhNoAIZNTMVkT5GBXK5ii50w1s2YrzliIyetGlemCdseXQ+t4e+X3qIi//rz0BBen8/Q7/1FJUjE9SOT2Jk4oSODyoapAf/1hOY+QTFt8+j3CCqGAlCco/voP9XHmHh1dMEDYfOZ/dgpGymv/sxRipGem8fmqkTAsLQSO7sxluogyZI3ddDam8v8y8dp/zBJbq/cj8AU3/yPn61TeXjMVJ7+6ifmqbywSWkG2xp/5rV4MxNRYLfDTYTFLpOavteamePbqgMWyCYCS5RkYukRJZd1sMkRJqWqtOv76Aqi0wF5wDBsLmPXn2YmizRVDXCMKRLH2QxnGIxjB4cWa2TguhDx8ASMVzVxhYJbJHAVS3iWoqCPsBF/yhVuYgtYuwxH6Wg9TMdRiJlWyQoqmkmg3NLYU11VXhToaEzYNxHQktzyT9OS9WvPiGMxOqDzVrwKoubFgXKZpPin/wFapOmhatBaDp2RxeatXURmcWfnaB+/Noc/eUdCvSYidWVJrG9m8RIJ43TM0x95x2a5z4bPjI1b4GiO0F3fAc98Z1owiCQLnPtc1ysfYh3i9ELqUImGscIVUB/Yg/DqQfRhIFUAe2gzvnae0w1T67ZbmAzcGWLM5XDbEvVKcS2MZg8gC6MqAxWurTDOq5s3VCvcK8hDH1cr040/bg+QiqEIJHoIh7L02jeu/edaSbZNvAF0qm+NVP8UvpMz35AuXyBjemwQubmj5BND9LVef+qrsCaptPduZ96Y5rJ6XfXTdPdLrhubUmns/ZnmMsMMzd/hGATZDS/r5udv3I/Ey+fZ+HDqeurldbgJk6xjR4zsDI2Xs0l3pm4pYoluEUio0LJwiun0BMWmqFjZOJ0Pr8XIQTC0un4wi6ao4tM/+kH1zUiSwwXSGzvYvT3Xqdx+qoqEAGFZ3ZT+WiUuR8fhVARNByGfvMpim+du/FBaYL6iSnmfnQM6fgYSZv84zvQ4xZB3aF1aYGg1sadrlA/PbPi4sczvQzseQGFYvbcWzQrW9P1OWjVac9ObFjEC5DoHyHeM0Bz/PwN3+srl6pcRBLiqBYKiSEsdAzSWgdx0iS1DMByGkpDI4QlBq4i46WlL29LNdDQyGoFAuXjqhYpLYstElRlcUk5r2jKKpKQtmrSUnUyWscykQFFRS4Qcj250NDo0geJaQnOeB+uJDFEs7yNNeW86ho061GPpM1AKZSzNVoSLRYn3j9yS80sr0XprbMb2LEg1puj+1sP0fXlAyR39VA7evs9brYK083TzLUvENczaELHl20afvm63kR1b4FjpZfxpUMgr594lIMZTjfeph4scrX4LVAe442jLDqjS/tYIjJhnVZQ5doHViA9RusfM908Rc27Ph3gyhYnSq9E7R2uIVrtsMbZ6tskmieI6Sl0YaKISsN9vKVeUJ8tIiOlT7u1iJThmjqKeKyDQn43rfbiujP/uwVN6PT3PkJX5/41dTFKKUqVC0xOvUsoNz6x8fwGoxNvkEh0kk71r/oeXbcY6n+SVnuRYuksd/oe8PwmrlsjEe9aM1ufy20nnR6gXNmYd1WiL82+v3uIoOmhlKLniSGkH1I5V0Su0z4FoHh8luGv38e+v/co5ZPz5PZ2YSZvTWd1S0TGSNl0fnE/ye2dKKmwuzMYCQuEQLMM7M401aMTq56Y1ZkmdDzc+etV/FZHguonY7BkruPN1zESNvoaJ3vtZ+PM1ZajLGHLQ7N00G78gDHtJLm+fYCiOHEU2Boio2RIc/Ii2X2HNlyeayRSZPY8RGtq9IaRBhUVma65rBouUpVXQqU+zorS52u/Vp6Kluf1bpwlkpLTutGFvpQ6uvFNp5BLVSfXQwgNpUIc2aJD76UuyysJj7b5Mmble3c1pWJlO4j3Dt74jVsNqXCmy8x9/xPS+wfo/tpBKu9doD2xtp7snoGI7s9WULmhsNeTkQ5lNWi6Saawg3xuO5nAoXnhB9eUvSpaQXWJuKwPhVwh1hVomFYCz2tGS1VA0V2bKCokzaBMM7gSZhdCo7/3ESwrw9gqVSz3OurNWfygjb1GSkbTIqJQb0xTqtx44nVnIcjldjDQ9zi6vna01HHLjE++dVPpn0ZzjvHJt9mz61trlnPHYjmGB5+l1V6k3b7T301FtT5BPre2DsW20gwNfIF2u4jj3vh7YiYt2gtNNFOj57Fo3AtaPu3FFs3pGsUTc7Tmo2uplKI5U0e3DWQg8Rsep/7gY4a+vIvc7k7mP5zEKbZwyzc/qbwlIpN7dDuFZ3Yz9vuv48xUyT06Qs83HogOXkrCtoeeii01QVz5kAlbHkLX0eMWPiuFcWHbR09euen0uIUMQ6Qfopk6oBBG9KDTbfO63jJR48d1DnwTTrtbAqVoT4/hVYrYHRsrwxa6TnrHPmpnjtAc30AkahUEKqAuyyCgKhcJicpRo+hLFPeLYjEhJvaSS6RCImnLBh16L1PBBVqyRq8+giTEU+2lJnuKlJajIhewRZyElmE+2JgQWqqQuXCchqyw03yQHn2Y2fAS8nIsUsrlJm0bxp38PK/fOZn7HkDfoFfQ7YA3X6Nxeoburz9A6v6BzwaR2SJPlTB0mZx+B8+r09154KbKSdeCZacZ6H2Uscm3bkEDItB1G8OIbemx3SnU61O02yUsM7VmxDEe72DXjq9zcexnlCsXb/JaiaVJThQl3gok4p2MDD1PPJZfdblSiiBoMzbxJtXa5go5rkCyUDxJOtXPYP/jq0auhNDIZYfZNvA0F0ZfXldIfDtQLl9gaOBpjDUqzITQKOTvY9eOrzM6/gbN1vy6abDq+SIf/9M3Vt0OCM595yozPgULH02x8NGVwEDl7CKVs1cm17Nv31oU+ZaIjB63kF6AX2lhpGOk9/WjL5GKsO1TOzFF5wv7qJ+Ywp2toMVMgrqDX27RGltEhSGFZ3dTfPMsKgjRLANnpkLt6CTZh4aon5ombLoUnt1N88ICXrGB8uPIQJI5GC1P7+sn1pe9wZFegQxC/JpDfFsHdncG5Yd45eam3Qg3C69apDlxHitX2HhUJp0j/+CTOIuzhK3Nt2QI8ZkJLzBs7GeX+SAeLiYWi+E0i3IaUEsVRwv0GiPEtTSubDIVXsBRTeIihaMatFUDXehIFeKpyE57IZxiyNhNQfVhiziecijKzdmcN1SVyeAs24x9uKq1vL5Sck333LWgmXbUbHMTYrWtgpXvJLV978aafd4mqEAStlw0y8DKb53g+E7CMOIkE13oukUY+rSdEp535b6PxwrEYzmkkrRaCytmz1IGhKG3qgbFMtMkEgU0odN2KrSdq0meIB7LEYvlEULD91tLg7gkEe+i0LGbXHY7jdY8YejRbM7huBUgKuVNJroxzThB4NBozl0VbREkEp3ErCxB6C6Z+302EYQOi6XTZDNr9zwTQiOV7GXPrl+kWDrDQvE0jlPGD9pIGVXNiCWiIjQdTTPQNQNNs9B1E123scw0um6xWDy5fI1vBYYeY2jgC2QyQ+u+b6F4itn5I7ekXwlDl4mpt0mn+sjntq/6HiE0ursO0GjOMj374aaEtbeKZmuBSnWUQv6+Ncmophl0FfaTiHcxt3CMam0c160ShC5KRiXcQgiE0NE0HU0YaLoZmUHqJoYRxzLThKHL/OLxOxp5vCUiU/l0jPS+Prb/Zy8QNFzcxQbu3FJYSiqKh89h5hIM/PpjqCBSJs/+4CjVyjheqcnUf/yA3m8+SGZ/P9IPcabKTPzhuyy8dgozn2Dot54CAX65xcxffETYcJFtn9KbZ+n+8n4KT9+HO1+jPVGKnCkVSDdY4Ysgg3BZYAwgHZ/im2fp/9VHGPmHz+NOV5n4w3cIW7e3L4XyPRoXTpLZdQAjuTEhqxCC1I795OemKH74+qoakLqsMO6fWv47wGfcP71cylyVRc75n5DWOjAwqCp3qQx6qSkbksngHA1ZwRIxHBVFx0pyDul/TENWCfAZ9U8hCZdTQJPBWWpaiYRIUWGBSriwXH7tKYeL/jEcdX21g0QyEZylrRqAoiRnkcE1PgdKETqbs3E309nIFj24s0RGMy1yBx/HKnRvqT5m08dhGZiZz04Z7LXQdZvhoeeI2VmCwEHXbYqlM8wtRDO7fHY7A/1PEAYOum4hleTi6M9w3PX9nOKxyGX18kzfMOJMTB6mUhsFoCO/i6GBpwgChzD0kDLg0tgrhNInlewmmxnEslJkM0NIGeD7LRy3ghA6A32Pkctux/eb2FaaSnWU8anDKCXJ57YzPPQcntdEqYB4rEC9uTX9jO4GFhZP0tP1wKrW/JchhCBmZxnoe5ye7odwnQquVyeU3hKRiSrsIhJjRmW/egxDtzEMGyE0XK9OvTF1y0RGEwY93Q/Q2/0A+hraHqXUUqn1rUTbrsBxy4wt6WXWil6ZRoJtg8/QbM4v34N3Ap7fZHbuYzKpAUwzsS6ZSaf6SCV78YPWFTIa+ktEJnLM1jRzmYAauo1u2OiahRCCUvkCi6XTnx0i485UGf39NzCSNjIICeoOety6UlbVcJn57scsvHoKzYweMn6lteQyC7Xjk7TGFjGW0khhy0M6PtLxmfzOe5jZOELXCOoOwZLBlwol8y+foPzBxWhZw0XoGtKLCMzkH72zwm67emSc5rk5gsZS/k1B/cQUF6fKaLaB9JaIzh1Ac/IC7dlx0jvv3/A6mmmRf/gLuJVF6uePX2dQ56jmMvmAyAjs2shIWzVoh2vnfgM8FuVKPZCrWsyFV8J9pWu2KZFU5DwVrhdEhvjMh6uHadUSebn677K8ZhtKETQ254BqF7oRurFup+vbgcTQTnL3P4qm30VLJk2Q3NNH5qFtSNfHK96dMs+NIpAuZXcaJ2ws66gM3SaTHmBq+n1KlQuRs++ScNQ0kwz0P0GpfIH5xeOYRpxdO75OZ2EPk9PvsVYaQhMGPV0Hl1xa30JKn8H+J+nvfYRGcxaFYqDvcaq1caZmPkDJEKHp+EGbyMH1JJpmINAYm3iTIGijlr5/6VQ/HbmdXBx7hbZTJJ3qZ2ToeUrl87TdMn09D0fbnX4fw7DZteMbd+LS3ja0nRITU2+za8fXMY21H4SXYegWRrKbZLL7Dh3hSmQzQwwNfGHVTtVwudS6wdjEG7Ra6/uHbQbl6iUmp99jZOi5VY0ChRDEYx0MDz2Lc6GK42zMWPXWoVgsniGf20V/7yFulNYVQmCZSSzzsxHdvTUfGU2nu+cJzHiG+Uvv4bXryHb0IDFjGfruewZNN6mXximOf8rlAUcIjc7hR0hk+yhOfErjmpYEuhkjnR0mkevDsJKofIjbKlNfvITTWER6Ae786qkWv9xCaDrJ/BDpjm2Y8QxCCPyOOo3SBM3KNDL0bnqwT+YHKQwcROgmjeIopanV3R9Xg3QdykfeJTG0E93amGutEAIr00HPM9+AMKR+8eRnxifkZqGUwqtuTuMR6x7ASKbxNlCuvlWwCj10PfUVjGTmtmw/99gOrK71o3fC0LG7MuQe2058qEB7skT91NaI1G8XGkGJo6WfrHgtCB2qtQn6eg8Rj3ewWDy97OVhmUnSqX5k6JOIFyLTSCtNMt61LBxfDZpmkM0MIYTGUP9TQKTlsMwkum5hmkkMw2axeOqKOPiqTSkVImW4ZArnr6jIyaT6icc66Ok6uLwvy0oTj3fgBS0S8S5m5j7F8xsEgUOtPoX5GTKOuxZKSeYWjpGIdzI0+AU0jLsagVwPMTvL8LbnScQLrPXAVkoyM/sJC8VTW1oSL6XP1PR7pFN9dBX2r3qNhBB05Hcx2PckF8d+esciF6H0GJt8g3gsRz63g0iTdG9+hpvFLU4jBenOEfL9+3EaC7RrV9T+qfwgffc9i9AMYrNnqM6eJfCiwcKwk3QtEZna/BUhqxAaqY5t9O95gVRhGMOMRb1rlCIMfbx2lcXxj5m78O7ytq5FLNVJ765nyPftw4ylloRXAikDAq9FZe4MM2dep13fvNNiunOE4Qd/iWS2j+rCBRbGNp/nbE2P0rhwisyeBzdVmWN1dNPz/LfQLIv6+RPILfA+uWehJO7CzMbbOhD5zqR37KNYWuBOlDdaHd30Pv+LxHuGbttg0P2NB8k+PLz+m4RAMw3QRWRI+cNPcabu1Cxv6xCGHuMTb5LJDFLI7+a+nb/A9MxHzC8eWxIQKlpXVVTUG7O028X1v38iGlMct0qjGY1NjeYcftDCD9pYVkRA5WbL9onMCIPQXd4uQLU2Rq0xfUXQqy6nb9Vd0W5tNaT0GZ96G4D+vscwjfg99yA0dJvB/qfIZ7evU2otKVcuMDX7/m3xdfGDFuOTb5JKdBOPd65BZnT6eh6i3phmfvHYHdPLtNslzl38ITtHvko+v2vNPmSfNdzaWShJszpDvv9+4pmVHinJ/CBKShQBdrIDM55eJh9mLI0Vz+K7ddzmlUE3VRhm5yO/TixVoFWbozj+KZ5bR9ctkvkBMl07GNz3FXQjxuSpl5HByoe5Fc+y7eA36Ri4H69dozhxBKdZAiCe6iTbu4fu4cewE3kufvSnuEvLNoJUxzZGHvwbJPODlKePM3b0+ziNzVeGhO0mxY/fJN4/jJnJb3ggEEJgF3ro/eIvY3f0UPzk8E0JgLcKwjCJdQ9gZTuoXziB9LbW1dMtLxI065ipjUU7hGmR2fsQtfPH8Su3t2LHLvTQ8/y3SO/cf1v3o6REheuW36FChV9q0hpbpPjmacqHz9124frtQhA6lMrnKVcuMjz0HF2d+5hfPIYftHHcGi2nyPzCsXW3cfW3ScqQZnsRKf1VxYeuW4mMO1P9azq5ShWC0BDXiHVbrSJh6FKpXrpOz2GaSTy/QTzeQaU2iq6ZxOOFTZmN3avw/QaXxl+l1S4yNPgFUolo3L9XCE1X5376ex9Z0/NGKYXjVhideP22pnVq9SnGJt9i1/avR9Vq11wfIQSWlWJ46Dla7UXqjTsVRVU0mnOcPv+9KM3acwhzKX10r3yGN4NbM8RTklZlBlDE090sG1EJQTI/gNuuELgNErkB7HiWdjXSRlixDFYsTaM0gduqRAdiJxnc92Vi6S6KE58wceInuK0qSgYgNAwrQc+OJxnY+yJdw4/QKI1Rmjq+fCxCM+jZ+QXyfXtpVWYYPfpXNEoTyCAaPHQjRqZ7JyMP/Q0yXTvpGnmUqVM/W8dE7fLDQJDp2sHwg79EPN3F4vjHTJ586aZIzGW0Z8YpfXKY7me+vmnjNz2epPDYCySGdlL69DCtiQsErcZtTzcJ3UCPJzEzeRID20mN7MHu6F6uxtpqIhM0qrRnxjB2HdjQF0wIQbx7gMKhZ1l496eEra3XiWimRXJ4N11PfplYz8CWb/9ajP3LV9HjN/DsUSoStDfcSEf2GU07JuKd9Pc+guc3UUqRTvVTrUUpZ9etMz3zAb3dD5KIFwhDj5idZWb+UxqNGSwzRSrVRzYzhG1nKHTsptlaoNGcZW7+CCPbXmDHyJdxnQqmmVxq5HcCz28wv3iM/t5HSSS6CII2umYyPfcRnhfdP63WArpmsG3waRynQqU6SrM1T6U2Rr65g13bv0atMQUIdM1kfOowgd9mfuE4fT0PY1lphNCIxwvU62t3ff4sQUqf2flPqNbG6O46QFdhH7FYfilCs/nKPalCwtAjCBxa7UWC8Ob8RDLpQbYNPINhxNd8T1Rd9M7yvXW7EKXijpJJD9DX88h1RPgyUsluRrY9z+lz38O/gy0MXLfKpbFXKJbO0Nv9ELnsCLaVRtftTRMapaLGokHgEATOctXfncQtx5XcVonAa2PFMph2Ct+tY8WzxJIduM0yjdIYyfwQ8XQP1bnzKBR2Io+mmzjNImEQ3bS5nj2kOobwnTrTZ15fSRSUJHAbLIx+SEf//STzA+T77qc8fXL5gsVSnXQMHEApxeyFt6nNr7SZDgOH8vQJ8v376R55jI7+A8xdeAffuT6qoaRcJjiZrh2MPPRtEpke5kffZ/z4jwjczVXUrLIDKsc/IDEwQnrn/ZtKMQkhEKZFcmgH8b4hWpOj1M4epTl+Dq9S3NIQtmZaWPku7M5e4j2DxJb+aaa1fLP7jcqW7e9qhO0mzYkLpEb2IMyNuT4K3SD/wJOoMGTx/Vc21j18Y1vG7uwhf/AJcvc/uqX9lNaDt4pZ5M8rPL9BvTFDPN6xpF/4mHLlskt09FBoO2Vy2WE0zaTWmMZ1ojSTaSbJpAeRMqRYOkc81oGmGbTai9Tqk5y7+CM6cjsxzQSOW6XeiKwHAKZnP6bZWiCTHkLXLVqtRYLgCilvtRa5OPYzctntGLq9rKcIQ5dLY6/Qkd9FMt6FVCGV2uhSdUekJ/H9FqlUH+32IqXSWXQjtqZJ5GcNSkla7UVGx19javp9ctlh0ql+Eolu4rEclpnCMGJomrlcMaZUSCj96IHntyPHWa+K41Zpt0s0W/O026VNOetehhBRF+6F4kkWiqfWfJ/r1ZlbOHJHHrRh6DE6/hqOU0FbpyljKH1MM35HiQxEhLRSHaVSHSUR7ySb2UY61U883kHMzmGaCQzdRmhGFKJQ8grp9Nv4QQvPa+C40WfYai/Sai3guJXPHpEJ3CZOYzEiL6kCvlsnke7BsJLUFi5RW7hI333PkcwPIHQDgSKe6UHKkFY1qoQRQiNdGEY3Y7Trk+hmnET2+rbeuhkn8FoIoWEncxhWAt+NPvx4upN4qhPfbUSiwOzq7QBC30UphWknsRP5NYhMJPLLdt/H8EO/hB3PMXvhMFOnX711EnP5ONoN5t/6EXo8SWJg+02E9QSaYZEa2U28f5igXsVZnKE9PYozP43fqCJ9DxUGkTOwUpHJ3GUvQCEi/ZGmI3QdzTDQTBszW8Du6MIu9GDluzASKfR4As26Pjx6u1G/cIL8A08Q6+zb8DrCMOl4+GmsXIHSJ4dpz01uqF/V9RvS0GMJrFyBzO6DpHbsx853IfS1/UCUDPFrFYxkGm2D5Oueh6YteX9oy47LUbNKa3PRRKFhJNIYyUw0yEl5ZcKgJEHoLpdar4VafYJa/fpquGZrjub43CprRGi3i0yt4aaqVLg8mK+6HEmtPkmtfn3PqzD0WFg8yWo1L0qFFMtnKVbOL18zNA0tFot+6ubm7hGhoceTGKlMVDl1+fotX8vwjkbj9LgZWV1IhR+0WCieYrF4Bt2wsVNptv/qI9ROLVA5MsvlSH1EZiRShkjpE0p/qeT95sWundsfIdsXtcWZPPpjymM/29T6mm6hVLj59iY32q5hIwMPx60yOvH6lm77dqDVXqTVXmRu/iiGEUPXbTTdQBNXi7qjZ4hUIUoGhEveTWHo3ZUeUlfj1omM18JpLBLP9GAnO6gXR4lnuqOIS2MBt1nCa1dJZPvQdROlJPFMN0oGtJZSTboZw4pnEQhSHYPse/bvr7m/y9ELTbfQljqOCqFjJzsQQsOMZdj52N9a80sthIiMy4SGbq0egpQyIJHtpXvkMRKZXmrz55k8+TKBt3YX2JuBuzjL/Fs/ov8rv45duPkyRd2y0QvdWB1dZO47sOSq3MJvVAlbdUKnhQyC5VYH0cBqoFkWmh1HjyUwkmmMeDIiN0IsO+XezbypXylSO3sUu7C2d8W1uByxSt93kMTgDhqXTtMcP4+zMIVXKa1LajTLxkhlsXKd2J29JAZGSPSPRI69Yn2Fv1KS9vQY82/9mM6nvkxqePemz/dOQOgGmmkiDAvNNNEMC3HNz2h59KDVTDv6adlX/raiv+2OjfcOM+IJup/5BmGrgfRdpOchfS/63feW/6nAv/Lz8u/+0u/Bld9V4G3aNHErIHR91WunmdaVa2aYV163rJXX7arraeU35vINoNs2nY9/idz9j65+7Tx36dp40fXxvaXrF12r6LWl5b6PCvxNN1ldhiYY/MZ+Zt84j7t4ZWKnkARBG9nyWDh/juZMmUb99urVShPH8FoV+u//CtoarrXroWPbQdrVOZqlNZqz3gyEoHvn4yyOfrxlE987BamCyGjyLnXqvlncMpEJAxensfj/Z++/4+Q40/xO8PuGTW/KW1TBe4De2ya7m2w/TjNzI7Na3a78Sqc5nbS3J+lWOkl7q1tJu9LKjEbSzLRmRtPT3dOO3TRt6EmAAEl4j0KhvE2fGf69PyJRBlUFlAUBNn6fDwkgMyPijcjIeJ/3eX7P74eiqEQSjah6hFi6jcB3qRbH8D2banGUVNMWIokmHKtIJN6Ia1dmyLZCUcOgRAh8x8KpFW6amrLKczoWhEDVTBAC6bvYldxNzcs8p7qALHwNeiRJx85n0M04UvpEks2kW3cyPbj+KcnqUB+jr3+P1qe+iNm0/Al7MYRBmhpez2QaPbl8xePbFYXTH5LcvJtI28q6g4QQaLEE6T33k9q+H7dSxK9V8WsV/Fo5nCClrGejDNRoHDUSRTWjqNEYaiQWBnXLgJQSa2yI0Td+gDUxTG3kKvFNSyto3kpo8SQtT7yIGo2j6CZC08LJuJ6JE8r1/579M8zGrM85CFUj0rQwyzoDWfdID3zwwxWyvNmf9UDHKUwz+f5r+LX1XWgAKGaUlsc/j57Kzl6/66/VEtdxXa9f3V19SYuTlVy/a3/3PQLHwSsXmDz0E9xS/qbj0FMR4puyND/WS2UwjxYz8CoO9lS9IzVpYqSjlC5P4kzNfh9CFRjZGNILUEwNt2ihpyIEjoeTr4EMvfv0VAQBOEULr3xz3l3gOTi14qIZFaGoaGa8HuBIfKc2sxhVNAMz3kBD935yqo7v2Ujfn52TVA09kkRRVHzXwrUrs4tjIdDNRKgmLiW+a+HZoSGoZsaIptvIdO6mkhvCtUr4Tg3XurMCgzVBUYjv3YeWTFP84H2ku4KMm6KSvPc+UBRKHx6BZS5W1qX3qlYcJ/BczFgWI5IimmzFc2tUC6NhIFMYIdO2i2i6DaFoqLpJabIfv16LnstJKU5cou/j7+A5NykHyIDAv3aBJEF9dWFXc1w4/Ic3b6+WcslgR9VMnFqBkQtvE0u3kWnbRffez+HaJYrj62yKFgSU+84gA5/Wp75IpKXztpgAbxc4+UkmP3id9ud/ATW6tNfLUgid2E1MoxmZqT+IpGQumbv+wXoSauVENyc3wdhbL1Eb6QcpsSZGkJ67bG7PRkIxo6R2HEQxQ92i2/beEmHTslA1WKa44DU/Ljc/xfTRNzcmkNF0ktv2oaey9WF++q6fXy2RO/besgKZ7MFO2p/dTmJzE5u+th+v4pA7OcLAd8NustTWJtqf30l6dyuX/8sRRn8WymsY2Rh7/uYzlPtzpHc2kzs5QrwrC1Jy7rfeRSiC3l++h0hbCkUR1MZK9P3RUayx1QcA0XQbbTufCBcqmoFdzjF06se4tSLRdBvNm+8n3tCNqkdINW/GqeYZOP4KiqrTsvUhks2bQSgEvsP4xfcpjYfO0MnmzTRveSjMvAmFWnGckTOv4zs1Uq3badx0sH7sJwk8h8LoBSb7jqz6PO48CLR0Br2hacW2LUIItGxDuBgQYtlCGusTyJTG8DwLM96AEcsQSTZRnOjDc6rIwKdWnAAZEEu1IQjFo6rFkZlAxPdsHKuIlBIjlgHETLfRciCDAKeaQ8oAVYugGbEVbX89fNdi5NwbTPQfDbNMmkmqeSub9r7AZftbM9yedYOUVPovMPLaN2l5/AViXVs+PRyLtUJKShdPYja20vTQMwh9aQfbm2FmElqnyUhKiTUxzNgbP6By9eLMis3JTeCWCss2CN1w3KQsdqdivb/PxQ9SD4Y/1ddv+ZPN1AdX8UoWRkOMS7/3AdWhPIE7m6WePj5MdbjA7v/haYQ6u18hBFrcpHAq7HLN7G7jyh9/TO+v3EOyt4HM/g6klFz47XdRVIXeX72Pjud3ceWPPyJwVldCdKp5Rs+9jedU0c04XQdeJNHUQ27gBNXcMKOuRTTdytjF9yiMnK8rzgek27aTat3G8Omf4dQKNPXcS+v2x6gVxvDsCg1d+/CcGmMnXwVCruG17H5++AyeU0UzYwwefyWsLqy2hLdKCE1DiUYRmo4MAoJqBem6IT9LCIJaDSUSRegafrkcBg1mhKBaCbeNRBGaFnJFK9UZtXQlFkN6XliejkSQnodfLs0895RYDMU0IZALG1gUBTUeD8fkuvjVyjyVeiUWr28brOq3ti6BjFWexrMrGNEU0WQLmh6jkhucKcPYlWlcu0Ik3lAfpAizOPVARgYe5dwgjd33EE22kMh2Ml1dSY+/pFaexK7mMaNp0i1bKU1enpOxWRmk9HGsElL61ErjDJx6hS33/RKJhm66973AlY++g72i8S3noAG1kQGGX/sWjfc9QXrvA2F541P4AF0ppO8x/fE7qJEo2QOP3BZBngwCamODjL/xAyqDl+d1izn5KdxSDiO7uBjWXdzFnQrfcvEqTmg3U7FxS9ctGAOJb3mLep75NYfSlWn0dAQjFaXcP41XcTAaYjTc00nx/DjpXa0IRSBUhdTOFtS6jcyqxupaIAPimfawxKTp6EaoriwDD9+1CAIf37Xx51QAUi1bEIpKJNlEJNmIohlEkk0YsTSeXaFWHCfbtY9M+y6K45epFcdnfv+B5+C7NkHg47m1efu9VYjt2El87wGEYSA0DavvMoX33yG+9wBqKkn+9Z+RevRxIl3dTH7vT9AaGojv2UfuJ68R27mL2M7dCF1HaBrVc2cpHT2M9DwyTzxN4NgokSh6YxN+tcL0yy8R1GrozS1kn/kMSjSOXymhmBH8cj2bpijE9+wjsf8gqCoEktKHH1A9exoAo62dzNOfQTFN/HIJNZHEGRu9wRkuxLoEMtf4MA2d+0g29iBlQCU/OPPl2tVpXKuIEU2jRRJ4bm1BIJAfOUPzpntJNm2hY+dncO0q1fwQge/Num4qKqoa1jat8tQ8dd9acYzc8ClatzxKc88DWJVppgeP43vXDMtmuThGLIPv2tiV5RHRSlP99B9/ic33fpVs2y7c3c9z9cRL607+BYlbmGL87ZepjQ6QPfgo0bZuhKb/3E+IfrXMxHuvEbgO2YOPoUY+GVVRKSXScyldOs3Ee69iT40tIJYHdg17cpR415Zlp/nv4i7uFKy2N0oGMjQPDiSB74Mf1HlqClpUR09FiHWEvL7qUJ7KYB5/lUGMUDSattxPunU7lekhAs+ucwhv/sxQjSiKpmMmGsJxy4DJvqMzPJfJKx9iV/JkO3eT6dhNfvQ8E5cOLcm5vNVwxsZwC28RVKuYHR1kP/M5KmdO4ZWKRHp6EJqK0dICmoaaSqFlsgRO2OFqDw/hTIwT1GpENvWQevQJqufO4OVzqMkkZmYT+dd/SvHQewhdI7AshGGQevARAs8n/+oPUSIRGj77wkwgY7R3kLzvAYofHMIZGyW6dRupRx7HGR0mqFmkH38Sv1Ih99PX0FJpGj7/BfgkAhmQVAsjNPfcT7KxF8cqYFcLM++GnU1TZDv2hpLh5UmcWmHeHpxakaFzr7M5miGR7WTbQ79GYewC1eIo0vfCqDieJZbuQNUjXDryx/MCmcB3Gb30LpFkM5mWHWza9yLZtl2Upq/iOdXQCyWaIpZqJ5ZuY+D0q0xUc8vTXZEBhbFzDJ17nZ79X6Cx+wBOrcDw+dc35OYNXJvCuY+pDl8hvft+0jsPYja23rD191bj2oTu5KdvWfeIX6sw+cHPcEsFGu97AqPh1jpOSylxi3nypz4gd+w9vHJhyc/WRgcIPA/1biBzF58yhKbAcl7paC0IHB9rskL+5AjDr52bMR0OA5/VNVeoRoSG7gNM9X/EdP8xFN0k03WdEreUIOUCUr9dyYEQjJ1/Z4bHGbpMhM+5wHMojJyjPHmFVOs2OvY+R2H4DFaprg59beG8CnHA9YBXKmKYJkZLC2o8iWJGEIaBNz0VZlMaGkFK3PEx9IYm9IZGvOkppOfhFYsYzc0YLa2osThqNIrQ6zILQsEeGqLWd2l+WSgSwezqIv/2mzijIwhNp9Z/BTUSdgVHe3pRYjGEYWB2dIYk7GQSvbkVd3ICs6OLyR9+D3diHK+QxxpYuVjhuj1lq4VQZMqMZ8mNnMGz55O0KvlhGrvvQVF1nFoBp3a92JekMHqeS0e+QcfOZ0g29tLcc3+91lbXIQgCgsCjWhhZlANjlSa48vF3ad/+FA0de8i07STbsYdrBE4pA6Qfei55Tm1FugtSBkz2f4huxOnY+Qzt25/AtUqMX/kgVB9ebwQBbmGayUM/oXTxBIneXaS278Ns7ghbPVcgordeuBa8+FaN6sgVypdOUxm4hG+tP8lyKQRWjdyxd7HGB8keeJTklt2o0fiGXg8ZBPhWlUr/BXLH36c6ePmmuhNWXb9GNZdnDnoXd3GnwJ6u4lseHc/tIHdyBHu6SunCBCiCSFOcWEcaPRUh2pEi0duANXljwq5bshj5yTnan9s5s3+zKU7pwgT506NLpoCEUDHiGaKpNjQjQjTdSuC7ONV8qOlUKxLLtOPWSsSznRjR+V2cvmdjlSbIdu4N+SCeQ2n8MrnBk3QffJHW7Y9RzQ+j6hFk4DN99QRCUWjoPgBC4DkVoulWfKcaZpjqcKoFgiCgqfd+KrlBnEp+RtV+o6FEIqSffAY9k8EZG0NoGqgKAoGTyxF4LpGt23HzebzpaYy2dpRYlFrfZZRolMzTn0GNx3HHxxBmZH7nnQwWcFugLueh6Ui73rwjAwLLmglklGgUxTSJdMyqoVdOn8Qr5MNtVRVp1xMCQUBgWyteoK5bIGOVp5gaOIaqm+RGzi4ou5SmrpAbOY2i6ORHzy06+UvpU5y4TK00QaJhE8nGnroKsEbgO9iVPJXCEOXpAZy6tcGCcZQmuHriJSavfkiqeQuRRDNa/UZ0rBLVwgjl3ABWaaG5oOdUKIydXpQjEQABAABJREFUB8C1FwrlBb7D6KV3UFSdeKaDaKoVI5Jcf77MXMgAe3IUJzdB8dzHxLq2EO/dSaS5HSPdUL9ZNi4rIaUkcCzcUgE3P0V1qI/KwEWc3CS+bX0yZnhSUhvux54ap3TxBOld9xJt70FPZtY1axV4Lm4xT230KsXzx6kOXMK3aiwnue5Vy9hTYzPdLndxF58WuIUa/d8+RsvjW2h5bDNTHw5SujCBamq0PrWNxOYG3JJNojuL+bUDjL1xkdLlSYrnxvFtH2uijBrR8V2f4oUJ7Kkq0x8P4dseDQc6SW5rxsnXyFWHbvhT0yJxmrc8gBFN49SKpNt3EMt2MHH5A6ziBKPn3qax5x6ynXuo5kcZPfcWzpxKQeA5jF14j6bN95Pt3EetOEppvI9qfpTB46+Q7dpLun03gWdRHLuEJAgzMzIg0dSLoqi4VpnBE6/OqzC4Vpmx82+T6dxDJrqbwsjZWxbIaNkG4jt3M/mD72IPXkVvbiF5/4Phm76HXywQ6emldukC7tQk0a3bwhbycgmjqYVo7xYmv/dtnLFRjI7OkNdyDZJFF//S8wlqNdRkMmwsUFW01KxHnlco4BUK5N95k6BmzexMej5qKkVgW6jJBBASlbVkKiQRrwBCyuWlJX7eORq3FYSCnsoSaW4n0tyO2dSG2dSGnkjP16+4ltpc6ru71oY8o/pbz3o5Nm4xh52fqAdRkzjTEziFqRkG++0EoelEmtuJtvcQ69xMpLULLZ5ACBWhXBNAXOwayPqPM6zVEwQEvodbmMIaG6Y6chVrfBB7cnTlnQeKSqy9B+MGQod+rUK57+yGXlPFjJDatj8k2W0wBCBMPSw5SElguSzn8SIUgTA0pO2uSpw2cCzKl84QuOtvyig0ndS2fQhj9d1yq4UiIBIRWJbcUB9Q6bmUL5/BoMbf+Itp3j1s8eZ7q/M7WjaUUE185ncpIXCdcGGkKKEKvKjfR55bXzCJMMMgw66YwPdQVK1urloX+1TVsAUdkJ637oq9tzv05maaf+FXKB8/hjM2SnzXHpL3P8DIf/5t7KEBUg8/SvrJZ5j8zjdxxsdp+eVfw69VmfzON9EyWZq+/DVKHx7By+eI7d5LfO9+Rv/zf8AZH6P5F34FZ2Kcwluvzz+oqpJ+9Ami27ZT+vAIimGQeugR7MEBpl7+IWosRuMXvow7PY3VdynU7opGKR/7CIDMM89htndQ+vAIaiJB6uHHqJ47Q+4nr4bf4XKeIXcDmfkQhoESj4bieq5HULq9hYyEqtZVQ03UaAI9lUZLpNHjKdRYKNqkaFr4YFDVmWBFBn6oDGrb+HYNr1rGq5TwygW8cnFGATRw7QWpxNsWioJqRMI6cDKD2dCCnsygxZNhB9i1awBI359RRPVq4bm7hWnc4jRetULg2OG536EmjJ8EhKaSfu5e4vdsQQCjv/0y3tTN/aLM3lYav/Y4Y//5FfzCnaWEupFob1X5v//VDP/zP5umWNr4+zCdUvjRH7Xzu/+1xL//3Y3z+VLMCNl9D2E2taFGYuipLHZugol3X8WZHie5bR/JLbtRzChISfH8cUqXTqLFkjQ9+lncwjRmczuV/gtE23sIrCqTh38KQpDd/zBmSwcCqI0NkT9x6JaWvj9xqCrxXXuIbt8BUmIPDqBlGyh//GHIR9nUQ/qRx5n+8St4+RzZ5z9PUKtRePsNhKIQ33eAyJatSM/DHhxAb2yidPQwXj5P+omn8PJ5KieOLTisEo+Tuu9B9NZWvOkpvGIRoekzHU96SyuJ/QfR0pmQVDw4EAreBQFqIknywYfQm5pxx8cJrBrS8yl9fDQUd1zGM/guE/E6xO7dS/zRBxC6htM/SO4b3/+kh3RDSN/H96v4VhW3mMMaW+hF83ODOpfFt6phGWzg0s23uZUQAhRloVqlULiWGbuTIT2fwk8/xh3L0fjVR5dNBlUMHb0ptWbyqCJA00GZs+iSEhxXIiUYehiTe3Muv6FDIMGrJ9xUFTQ1XLgFUuJ58+N4IUDXwPWufVaEJPA5n7v2uhCE+3CZl1Ex9HAMigKqKkCC68mZ7YUATYN795vcs88kHlVwnDBr6Lizt8nc8/WDcKzX30KqApoWjsXz5cx5zryvhu8jw8+uFsI0SDzyIFpT07zXvYlJyoePIq3ZDE+0rZvk1r2MvfUSvm3R9uxXqFw5jzMdulZ51TKFsx/j1crEu7bScO/jVEf6QdUwG1upDl5GT2VJ776X3LH3abjnMczGNmJdm0OPtQ/fRtF1Gu9/Ct+ukT95eEWLMRGNEt2zE6OjPQwGBgaxzp6f5XFsBFSV5JOPoTU2rGgz6bqUDx3BG6sLwPo+lVMnqJw6sejn7av9jF/tn/l37tUfze7L9ykf+2gmU3INujCJK2kKb73JUrW+oFIh/9brS47THRslt0Qnkl8ukf/ZyjyyrsfdQGYuNJXInu1Edm0NM1DX/+rv4i7WgEh3L5HuHgqH3kbOubcSew8gFIXS8Q8/wdEtH0rUQG9OIyJm2OkwXsAvh3oZ0vUIKhbyulqI0FSMzkbc8TxBzQEBWmNqxtdLAmoqhpZNhEaEYzmC6vJLRYYBX/psnC9/Pk46pdDaHGbePjph8y/+XZ58IeAf/O0GPj5p85/+YLb+/i//cTNnzjv8q98u0NKk8md/Ncn9B00ScUGtJvnW9yt89+UKlh2ez75dBn/xz6X4r39S5vmnohzcb1KrSf7338pz6KhNW0u4j/sOmMRjCtVqwDe+W+YHr1axHUlrs8rf+80sHx632b7FYNd2HSHgT16q8F//pIztSHq7Nf7cryX57NMxdmzV+Y//ewuuJ7ly1eOf/escgyM+8Zjgi5+N89UXY6SSCkMjPl//Rol3P7BmgpnGrMKv/UKCpx+PEjEFZy+4/M4fljhzwUFKaG5S+bN/KslTj0YoVQLeO2xjGqvLvAtdJ3bPASLbt8573bpwieqxE/hzAhnFiBB4Dl6ljG/XCJxrmc9w4Nb4EHoyjWJG8e0aihlB0XSklPhWjdpw/4yWVG3kCv7ue9GSKRK9Oyn3nQ0VYYMAt1wk3rmZ4tmPCZzllcqErpF+4XkSDz+AEo0CEr9cofz2exRe+9mGzQlCVYndd4DIls0r2s6v1rAuXJoNZDYAab2VtN5MX+UjglU3328s7gYyc6Bl0uhtLWEHzB2+Ov4040ZVTjnzv0/o+Dc4tmIYaInkgh2osRhqLL6s46z0/FQN2toUeno0OjpV0hlBNCrQNHAcqNUkuemA0dGA4UGf4WH/hs9qNRml4auPEd3egV+2EJpK7tWjVD68eMOTV9Nx2v7ylxj/ndeonR1AaCqZ5+9DqAqVY5dRowYNX3kURVfRMgmqZ64y9SfvEtSWF8zcu9/k//HXM3z9G2WOHrf55S/H+dyzMb7+jRJXBz0asio9XRqDI/NPrqdbYyoXpmgS8TBz8dJrFQrFgGcej/E//a0sl6+6fPBROI5oVPDQfRGaGlTeOVzjt363SCatMDUd7iOZUEDC916uUCoHPP90jP/X38py6YrLxycddF2wa7vBYw9F+NYPKvzH3y/yxMNR/m9/OcPlfpe33reYzgd875UKiiLIpBX+xb/LUyoHVGqSyVyYWfjFLyX4q/9tmj/4don+qx6fezbKP/q7DfyVvzPB2Qsh5+ov/rk0X/pcjN/+/SLTuYBf/4UE//DvNvDX/8cJRsd9/vyvJ/mVryT4d79TZCrn80tfitPVsfFTQm10gMye+2l9+ov4toVfq1IZCK1fFMOk4d4niDS345WLYRBjhD5615R3A9+b4cXIIAApUTQdNZYg3rMds7l95ljW6Kww63JgdHUSv2c/amL296ilU8Tvv4fqsZO4w+us6n6L0GB0kNHbCKTHpDNI2Qs9pbJ6O6oIdcqSWiN2UGXC7scJaugiQkukl7bIVnRhogodieRq9SR2UKHR6MINHDRFJ6O34gY2o9ZFhFBoMXuZsK9iB2GpOKLEaY70Mlq7iCvXn8t2N5CZA60pi9bc+EkP4y5ugPZ2hX/0v6RoaVmcvHryhMv/+k9K5PPrH82oKvzN30zw9LOLEz+rVck//PtFTp+aP1mG+gndRLp70RuaiO/YM0tO1DRiW3dSOXty5vOGAb/+p2P80q8sdGc/fcrln/5/ShRucH6GAZt6VR551ODJp0y2bNVIJAWxmEDXwyBGiDDb7vvg2JJaTVKtSsZGA06ecPngsMP5cx7jYwG12mwtI/HQLiJb2hj/vR/jjhcQuhoGG2sO/AW10/2UPjiP2dVE868/S+XEFaon+pa19Z4dBr4Pf/y9MuOTPpoKn3kyiuOGZaDloO+qx7/893muedxduORy736D3duNmUAGIJVUOHLM5t//XhHnumrDpT6XfzFnH5eueBzcY7Bru8HHJ2c/fPKMw//2b/JYluS9DyyefSLKgb0mb71vUSgGfHjM4cBul0pVcuRjm1xhdjJublT52otxfvxGlX/7nwq4Hhw9bvHt32nn+adinL9YoLtL43PPRvmt3yvy9W+U8AMYGfX4w99q48AeEyFsnnksyvdfrfA7/7WI78PQiMcTDy+859YdgY8MAkqXz2CNDeJVSvi1cMIzmztIbN3D2Ovfx54YJtLSSbRt05yN5/qkzXnV9/CqZfKnj1K6dGrmfpRBgHSXXxLSmhpR4rEFr6vpFGo6uaGBjLRsAstGaCrUvYbWCoGgLbKN1sgW8u4YhhJlV/IxLpQOUfAmyBrttEW2Me0MYfllWsxeElqW86VDSALsoIovQ8Jt2ZsmICCQ4Q+qyegmpmUoeVO4QQ1NMZCAkJJGoxtfeoxYYYDaYHTSYHQyWtuYcv/dQOYaVAW9sw11kZv4Lm4f6IZgxw6Nzq7Fb91ySYY1/w1IywgBXV0qe/fpi75fKgXEYgsfPkLVMNs6iPZuQc82opjmzCpR+gH20FXK507PfF5RoLV18eNICem0QiG/eDfGpk0qv/SnonzxyxF6N9/4YagoIRfDNAXJerdk72Z4+FGDP/9/jXH5ks+/+zdlvvttiyAAJWIQ3dFJ9WQ/dv840lthR8gNvpLAcamcvIJfqFCzXdzJApHNrcsOZDxPIsRsc5amCRRF4Psr0YqC3m6de/cbtDZrtDSrNGQUIpH517BQDDh5xlkQxEDIhdm2See+AybNjSqtLSqZtErEnN2H60qOn3awrHBspUpArRYQjy5v4upoU+nt1vB9yd/+a2F7v6FDJq3Q061hmIKdW3VamlQevj9CR1v4W8lmFOIxQVenylROI5VUOHXGmaFsXbzski/cgi4fRUExTGIdPRipbKjRNHAZe3JkRkxOi8aRDS0kt+1Didw8uPJqFcqXTpHavh+/WsarltGTGZzcJPbUClqfFXVx7ylFWbEB4kogPY/Ca6+jNR4LdVeikfC/SAQRCf+utzSjZjMrCnAMJUZXdBdXqseZsPtRhc6u5GM0R3oplqcAgRvUuFI5hhWUKfs5NsX2YSoxrKDMlD1IRm9FFRqj1iUCZu8PRaiApL9yHFfOlu4EgilngCazmwn7KhKfBqOLKXtgQ7IxcDeQmYEwDMwtvRtrQHcXP5cIalUKh97GnRgn0ruZ4oeHZ63tpSSwrXmcmRshHhckkwvvUdOEJ54y+Ut/Jc6+AzrGKrkO16AogrZ2BV0TszxJIUJZcmd5bdWL4tqwhJhP7pVyNjAKAmQQrEgT6PBHNr/+iwF//zezfHTS4alHI7z5bo2rQze+rlr9EKoKX3w+xl/9C2n6+j3OX3apViX+IlUJz5NY9sI3VBW+9mKc//7PprjY53Kpz6NalQTX8YWkZCaImXkNli0HpaoCTQuza5n07DX8zg8rvH2ohu9LDF2gKoJoZPYzUsLv/lGJ0+cclLpa/9xslZTLz16tBYnenfi1Kk5uEhn46KkGmh/bytjrP8AaHyZ/5kNSu+5Bug61iWFKF0/OlJHcQm5GoNItF5C+j1vM4deq5E4cJvBc0rvCkqVvVcktw9F7LvxiMRR2M+f7ufmlMkF5AzvqggD7wkXsC3NeU1WEFraTC00l9dlnST71+IqkFHTFIKqm6YntpyOyAxBE1ASe6yDqN1zNL8+UgNzAQqDUg5Sbo+Ll5wUxABJJzhmlNbKFuJYmkD66YpJzQsPQjcDdQKYONR7D2NTxSQ/jLj6tkBJ7dChscS/kV93SHgYy81eGugG//KtR/vrfSNDUfE0Je+2Yng746MNZjRvpeLjjeSI9LSiGFpJ2lwnpB0jbRY3X1T4NHaMtizMaikkKTcVozeJNFlGTMbR0IuTdLBP9Ax7HTjls3azR2aby4zdr/PC1Kvl6SSYIwqBkLpk1mVBIJRUEYTbj//LLSa4MePydfzRFqRywc5vOC59ZmA1YiqfUkFH407+S5EKfy9/5n6eoWZI9Ow1eeC62YPvlPM7ndjHNRb7gMzHl8/o7Nf71f5xvkyGDMCs0POYznff5xnfLvPKz+e3HQQDbNuvYjqRtTok2kRAk4husGC4Uklv3kjv2PuUrZwEwss10fPaXUKMx3OI0uY/fJXfs/dkTQswIb46+8X0IAkoXT868fu01gNyx98gdP3RNC37FvzNnYBBncIjI7p0zmQ/peVhnzuGObxyhdlH4PtL3kYS/s1kxueVDSpD4DNXOUfHyM6+70prJrkiC8FqtdN/IeRmauaj6BSpejiZjE550qPlFKv7Sli5rxScfyAgRunSaeui4qShhXyFAEGqe4HlhN4TjzO+dXLcxgNHThZJYSLj8RKGpKBEzvD5qKHQHMjRbcz0C2w5XD7eYlyx0DRGNhN+Xqs4QLqTrElh22Ka46hW78smoBd8C+JUyfmURXSJFQSjqsoTx4nFBMjU7s0Wjgl/7jSh/8a/EaW5eX9G7vss+V/pml+jS9SgfPkfTrz1D868/i311HCUWwbo4RPXsAIqpY3Q1E9nRiZqKEd3Tg5qMYQ+ME1Qtqmeuknn+XrSGJFpDEr2tYSaQAcg8dy9GdzNmdzPS9aidG1z2WFuaVfbtNnj5JxV+8laNIAi5QqYhsB1JuSIZGfV46L4IW3vDSfyFz0TpbNdmBEs9L2zTTqfCAOdzz8To7ly8jLgYpAxbnJFhYNSYFXz+2Ridbav7XsanwmfdfQdNTpx28H1JrhAwMOzx3hGLzz4T490PLAaHPVQFMhmViUmfsQmf0+cczl10+bWvJegf9Jia9jEMQTat0HfVZWDI48Jll88/G+XN92qUywG/+KUE2fQGBzIytF5JbtuLYpoIRSXWuRknN4VbzNc/I0HOfc7PeZZcC0zmdDnNC1bq2672kRiUK+S+90OSUzmMni7wfWqnzlI+dARpbUxZZCPhBDWK7iQRNcGkPYAkQBU63rJLPBIvcIhqSXQlgi9dPOlys0lHEjBhX6U3fhApJVdrJ2+6zVrwyQUymobR3oKxeRNGZxtaaxNqJl2fuMOHh3RcpO3gF0p4uTzexBTuyBjuyATexNRsen4VUOIx1EwarSGNms0Qu3cfijmfxKlm0iSeemTZ+5S+j9N3FXd4bNXjAlCiEYzNmzB7uzE2daA1NaAkE+F1kZKgZuHnCrjDo9h9A9iX+vHGJ9d0TK21mcjO2dbJoFqj+vHJeYGjME3MrT2Y2zdj9najNWVRYjFQBNKy8XMFnKFRrIt92Ocu4edXJqolFJVM5x4q04M4lQ20fbjNYDS1YDS3Uj61UGjqekSiglQ9kFFV+MKXIvyVv5Yg27D+JdHD7ztc/xOz+kaZ+P2fEr9nC0ZHI37FwiuFvmVqOk7i3q0oiSi184NENreiNybxpkt4uRK5l4+QfHQ3eksGZ2iSyT96AwR40yVyP/wAL1ciuqsbL1cm/8pR3Mnl3T9CQCwq0FT4c7+W4le+kkAIgeUEfP0bJf7gW2VqluQb3yvz936zga//mxbyhYCxCZ/zl1yQIe/l2y9V+Ft/OcO/+qdN2LZkdNzn3CVn2TF5vhDwze9V+B/+uzT/5/+3GceRDI/6XLziruoRfuQji4+O2/yjv9vA2ITP2YsO/+LfFhib8Pmt3yvyt/5Smn/2Dxqp1iSKAsVywD/5lznGJnwsW/L/+z/z/I9/M8u/+qdN1Gohd2xoxOP//c+muTro8R++XuTv/WaW3/rnLRSKAeMTPpeubLxy9+QHr5PcupdIc5gBr430U75yHr92e4iPuoPDTH/ruzOlT+n5C7Wf7hC40qK/epye2EF2pxrwpY8qNPqrxym4N88wSSQ5d4Rms4cdiYdxpU1f5eOZUtSNUHQnCOrHK7lrm59uhlseyAhdQ+/qIPnkw5jbetAaG0KW9g24KXp7KPMupURaNl6ugDc6TvXEWayTZ/ELN/dlELEo0T070Ntb0NuaUTNp1EQcJRlHiUYW1uOFQG9vofFP/+Kyzy2wbPLf/tGqAxkRMYnu20n8kfswe7rC4GURM0Q1EUdvbiSyfTPxxx7AHRmn+tFJqoc/xpvKrSobEtnaM+9c3YkpnIEhvLFJUBSM3m6SzzxKZPc21GQylP6fi3gMrTGLsbWH+MP34gwMU37rENWPTs2Yid0MiqrR2HsvTjX/qQpkhKaHUulSzjrJzoHR3IrZ1r6sQEZVBQ2NCoYBDz1i8Jf+apyGxvn3iJRQqwUU8pL+fp+L5z2GhnzyuQDLkmgaJJIKTU0Km7eo9G7WaGlRSCQVTDMUg6vVJEcOL1I6khK7fwy7f+E97o7mmPzGm0uO3S9UyL98ZNH3nOEpACrHLt/0GlyPhozC3/nrWd4+ZPGDV0PNF00T/NKX4vzqVxP8+I0ao+M+b71v8Zf/9gTdnRquK7nY55JOKfj1eeoHr1Y4f8mlpUmlWgu4cMmlpVmlVJ5d8Z+76PKbf3+SC5cWTvieH/JUTp93aG5UqVTDfbS1ajMk2skpn7//v0wzMTU7Mbou/J1/OMXE5PzJcnI64O/9L9Ns36ITMQWT0/7MfgaGPP7B/zrNjq0G6aSC64WB15WB2XGdPOvwN/6fE2zbohOPKViWZGjEY7jegv7hcZu//j9OsqVHw/PgYp9Lc6NKvrixGVGvXCB37N0NPcaa4XnIT4mMWN4dwyq9S0xLIRC4gUPFD5+vI9YF1Dl8mIqX50LpELY/G6gU3UlOF98iosYJZDCTzRmonrphSSqodz1VvSJOsLGWF7c0kBGmQeKxB0h+5nG0pob5zprL2V4IRDSCETHR25oxt/aS830q799cSExva6bhN34BxTBCN9C6ENftAq2xgeRzjxN/6F6URGx5bs5CoBgGxqZO9I5WItu3UPjhT7Av9a/ZVkAxDbTmJrzJHNG9O8h87QX09pabEjCFEIiIibmtF721Gb2tmeJrbxFUbi4TLqWsm43ePt/LWiEMg/QDj1K7fIHA80g/9NiCzxgNTdgjQ8veZ2OjyuYtGn/prybo3Tz/+7AsyYnjLj/7ic07b9kMDPg49qxC7YwqrDKr6hqLCXbs1LjvAYP77tfZs09jcMBnaOjOWIUmEgr37Df55vfLHD8dZlAUBaZzUXRDzHAjgwAuXHa5cHl2sh8Zm+Na7IRt0XMxlZv/OyoUAw4dXTowtx3JidPz9zGdn/23ZUuOHpu/vZRw+MPF9zk+6TM+ufj3UCyFrdk3wuR0wOT04p8JArg66HF1cHbGHh2/M77zu1gZrKCM5SzMeNX8+VlPTzoUvYl5r0kCKn5uJvi5hoqfX/RYAoWIGiehNWIqMQacU6Hh5gbilgUywtBJPPkwmS8+hxKLzgsirhn2Sc+ffdoKAYoIDcDU6wIeIRBC4Fcq2JevLu/4ihKWrW6Bed5KobU1k/2FF4nu3xWaos2BlDIkfXleyOITgKKGPJV6MCaEQOg6kd3b0Zqy5L79I2rHz6wpHSrMMFgUCmR/5Uvorc2z45ES6c6ZGRUFoWvzAlMhBGoqQfL5J0FVKbz0k5vWmAPfozR2mYZN+5GBj2vNZtpk4OPZd6APT91ZNnBd9GwDZms71UsX5pnZqdGVtfz3blb5b/7bGA8+pKPUM2O+LxkY8Pn671R55UcWoyPBDRNzdeoZti2pVCQTEw7vvuOQzSrs2q2haTA1dWdwlUqlgKPHbP7Cb6TY2qvjuJLuTo0nHorwwx9XGZu4OznfxV3cKphKjM3xe9GFyYh1cUZ8byNxywIZc/MmUp95fEEQE1RrOMOjuENjeJPTBOUy0vMRuoYSi6I2ZNEas2gNGbTGbEgyras8WqfOL5uHEVSq4eS+RKZDb2tBa26YzYTIUJp6uYEShJweb2plX5rakCHz1c8T3b97XjuqlJKgUsW5OoQzOII3MR0GAqqCmkqit7eEmZi25pngTCgCraWJzNc+j3QcrNMXVk26FYZOdM8OlAcOoLWE/inSdXGGx3GHRnBHxgkqVaTnocRj6J1tmL3d6O2t885DMcIsnDcxTfmdwyzaz3rtmIpKrKGTZOtWkm3b627Gddny0hRXDn1zVefySUK6LqWTH4OUaMkklbOnKBx5f14gE9++m0hn17L3+cRTZt2Pp95VISUff+Tyz/9ZmQ+PLK5vsqyxyrBT6d13HBRlYVIvHm1GESql6gp0OepQFJ1MohtNi2A7JYqVYaScH2BEzSyKUKlYUyxFDFSESireSaU2geuHtgi5QsA//ufTfO0LCXZs1VFVQS7v87/92wJvvlu76zTySULe+R5id7Ey2EGFi+UPAIkbOKvqiFopbk0go6rEH3sANZuZCWKklHijExRefh3rzI0DEmHoqNk0ekszRk8X0X07UOIxaifOIpf51HZHxpn4D7+/5PuZr3ye1HNPzAt03KFRJv7915d3jtdwg4l6ATSV1GeeIHZwb8gTgjDb4QdY5y9Rev097At9i5dlFAW9rZnYfftJPPkwaiYVZmaEQG9rIfPVzzOVL+IOrXzSgTCjEtmzfeb78qZylN54j+qHJ/EmpxfOckp43MQTDxF/9P55woJqIk7q+Sew+67iDgwveUwZ+Exd+YjcwMkF7wWewy1vz1ov1K+VPTKMMzmxQGnUHhsmsJdfQ47OEU4LAsmxj1z+8T8sceyj9SNqLlaZbG3Yh65FOdf/wxXvTyAw9BjN2d0IoXC673t4Xm32faGQTW5C12LUxvIz6qHXQ9OibO58istDb1AohwapUoaqvP/i3+VXPK5VQVVnStQQkkGl69z4t1/Pmgpdq3fmyVAbxXE3xl1eVRGaFi4qlGst+XLm+RJyQDY+wpPBEu48QoTZZ01FKOpsNVnKsOXY8zamQ/Uu1hdL3Gde/T6TngLexmd2b0kgozVkMDrbZtuqCeWYC6++QeXwhzed/KXj4o1N4o1NYp29QPmdw6jpFO7YxA23W4Ab/TAWe5iE/ZQrO8YKENm1jdiDB+bZzko/oHb8NLnvvII3NrH0aiYIcIfHKE5M403lyP7ii6jpUJ5VCIHR3UniyYfJf+flVbcNXstOeYUi+e++QvXDE+GDd9HxSNzhMfLffw3puqSefyp8aIcDQmtpIv7QPeRHxpc2XpMB1enlt9zeaQhsCxYJWLx8LtSWWSGklAwP+fwf/7LMiWMb322yFviBw+jUKRSh05jZtuB9KQPGps8ghLJkEHMroHe0oWZm1VOdkVH86To3QAi0pkZiB/YS2b0TLZ1GygBvYpLauQtYp84umpEVpoG5ZTOxA3sxurtQolGk4+COjWOdv0jtzDn8fGHtmQshUJNJ9LYW9M4OjM52tMYGlFgsJJkHPkHNwsvlcUfHcK4O4I6M4eXyGxNMQVjennteQqBmMxhdnZi9m9Db21AzqTAwlJLAsvCmcjiDQ9hXruKOjK6rEJ2aSqF3tK2YYuCXyzgDQxt3ne4kCBFWBdpaMbo60Tvb0bIZlHgcoalh8Fqr4eUKuCNjOAP1+2x6dY0oy8EtCWTUdBIlEZ/Hc/Gm81hnLqwsg0GoZeHnCvi5jRPXuRVQEnGSTz6MmknPuy7OwDD5772KN7o88SXpulQ+OIaaTJD+0nMI0wwzM6pC7L791E6cxTp1btXjDByH8tsfUD1yfFkrOFmzKP30HYyuDiL7ZkWlhKIQO7iXyrtHcEeWODehkGjahKIZC97yXZvKZP8iG93eEKpKpLsXod1Yj8SdnsSdXlmLouvCt/7Y4p23nFv0fJVoqkl70wHi0RZsp8xE7gyWE/4WdS1KU2YniWgzrldlIn+eSm2S2UyaRC4ioBUx0rQ3HcTUE+RK/Yznzs4rO8WjzbRk96AoCqXqGGKOVLxppGjO7CBiZpDSJ1+6ynSxDyS0Ne3HcatMFUK5VCEUOpvvo1wbJ19avGScfPoJEo88ODPR5X/wMoUfvw6+j7m5h8xXv4jZu2neRGh0tBPdvxfrwEUKL72CfaV/5pSVWIzUc0+RePRh1FRy3rGM7k5i9+zHuniZ/Euv4PSt8v6uTyyxg/uIHdyP3tV5Q6sVc3MPAIFt4w6PUj15iuqHx8JM6zpPNNLzZvapxOPE7jtI/IF7MTZ1oSzSwQdg9vYQv+9gyIG8dIXye4ewzl9advb9RjC3babhV38RNb4yzbDaqTNM/M7vI1chSvepgRAoyQSxe/YTO7gfs7trluqxCMy6kffsfXaa6pGPNiSguSWBjNDUBdwUaTt3bG/+ekDvbCWye/u8m0C6LuW3DuGOrjTT5FF+9wiRfTvnacGoyQTxBw5gX7i8dCblJvCn81QOf7SiNLRfLFF+5wOM3m7U5OwDQ82kiOzatmQgoygaTZsfQI/VjX8QqJqBHk1RHDlPZXL5fKXbBcIwSN7zAGo8AQK0VDrUNCyXQBL6qhg606//eMWBzKWLHj/4Xu2W/ozSiS5st0TNztGQ2kLETHFx4CcoQqWn/TEiRppcqZ+omWVb9/NcvPoaFevG5+V6VaaLfXQ230c60c1k/gJ+PZAx9ARbO5/F9aqUqqM0pbdj6rMBQcRIYehxqtY0ESNNT/vjOG6FUnUUTTVpSG0hV7pCELhEjAzN2V0UK8s3/tNamhG6htbcSOYrX8Dc3LNoR6FQFCI7tiFUlan/+k28sQmEaZJ85gmSTz+BMBc3GhWaRmTHNjKKwvTvf2PFHDs0jcj2LaQ+8wxm7yaUiLnsbkzFNMOsSEc70X17KP3kTWqnl1+uXw6kGwYyWlMj6ReeJ3ZwPyJi3rxbVQjURILo/j0YPV2U3z1M6Y13CCp3IOH/0wBFIbJ9K6nnnsbc3Lu87/DapqaJ0bsJvbOd6O6dFH/yBtbZc+G9sU64JYGMdNwF5QQ1m0bNpJalAfNpROzAHsQcPw8pJc7gCNbZi6tKXwblCtUPPiaybfOMgYxQFcxtm9Fbm3FuwE25EayLV/AnV/hwlVA7cwFvYjJsJb+WlTENzK29lN89Egay15+D7zB47Icz5mwCgWbGaNx8P3ZlmjuRIxNYFpOvfB8hBFo6Q+aRJymfO4U9OICUAVoqQ+qe+3ELK9PN8X3Jqy9bDA7eysWAoGpPc3X0fRy3jO0U6Wp5EEOPY+oJsskezl75IaXqKKpqsqvnizRnd1IZuXEg4wcuxcow2WQPhp6Y914muQlVMzlz5SVcr0I6MUY82jzzfqE8SLEyjECg63FS8Q4iZpZSdZTJ/EWaMttJxdrIlwdoSG+ZCXKWC721BTUeJ/nUE2EmRlFmfKYEzAsahKJgbttC4qEHyP/wVaJ7dpJ88jGUSARgdrvrJgChKES29JJ47GEKL7+27Ae80HXiDz9A+rPPojU2LPm5ub5Y148ZIVBMg8jmXvRfbaT4s7cpvfH2srWfbgbpumgNWTJfeoHIrh0LSzpylgq62MQoFAUtkyH1/DOoiQT5H75KUF6jcF4gl/wO72IhhK4Ru+8g6Rc/h97UuOTnbnRNRV3BP7JtC1pzE8VXfkLpnffXLZlxSwIZL1fEL1VQG7MzN6uaTJB89nHy33l5xQqwdzqEoWNu7Zn/YiCx+wbCevUqYV/sxy+W0BoyM69pTVn0zjacwZGVp/OkxLnUj1zFzSZrFvblqxibN828JoQIFZzTSbzxqUW38+z5xGbXKpEfOk3z9keZuHhoxeP4xCElQS08J6OlDYmk1ndp5jW/VMTt3UKsdyv24PIzTpOTAUc/cHFusWq6bRdx3brBnGchRGgwp2uxMBivv+f7NjU7RzSy9INvOYjoKXzfwfXC/VpOAT+4FgQLErEWWrK7MfQ4qmKQiDWj1ANh2y1Rro6TTW2maufIJLqZLl5e0C11I2iZNNF9u4nu2w2Kgl8o4uULSM9DTSbQGhpmifqE93j0wF5qp86SePwRlEQcGQQE5XK4neuhxmKoTQ3zSitC04gd3Ef5/cN4E4v/NubiWhCT+eLnUBKJBe9LP8AvlwnKZQLbCReSqho2TsRiKKnkgtKOkkiQev5phKpQfP2tdSmjCEMn9fwz84IYGQQElQp+qYK07TDbKwSKaaIk4qip5IKARzEM4g/fT1CtUnjlx6tezbvjE5QPH0XLpFFi0TCDpWl1wqqG0LVQ8FO7/WQ6PhGoKrH77yXzlRdRk/NLo9eI2X6pHHawuk7YcaxpCEMPv8t4fIGkiJpKkv78c8jAp/z+kaU5kyvALQlk/HwBp38wNGW81iqsqcQfvAclHqP0+ntY5y7+3LDUtdZm1HRqflnJtnGuDq2YMzQXfqmMMzA8L5ARqorR00X1w5MrThkHros7Phnq16wCTv/grCZQHVo2g5pMLBnIXA+h6kTTrSjKnf9gkb6PnmnAaG3D6u8DQEumiHR0UetfvqKtlJKRYZ9z5249KTaQ/iLtlAIpgzCTNvNdCxRFnddmvtrjhS69YTdE6MobHkPXYmzt+gyV6jhXRw+BDDD0L8xuG7hMFS7S0/4Y5eoYhh5fkhuzFJR4jNRnnkZNp7AvX6H46k+wLvcjHQe9rZX05z5D7J798x7WWjZL5ssvYHSFEvz2xcsUf/Ym1sU+pGWhNTWSevZJEo8/Mm/C1lpb0NtalxXIRPfuIv3C8wsmFykl3nSO6ocfY527iDsyil8qh1leIVBiUbSWZszNIQ/F6O6a0X8SQqDGYqSee5qgUqX05jsrulaLIbJzRxgs1DNZQalM5aNjWKfPhUTqYnHmua8k4uhtrUT37SZ+/70L+IOKaZJ4/GHsgUFqx0+timfhDg6TH5yTnVYVFDOCEjURkQhqJkPDL30FvaV5wbb1vq+fK0R2bCPzhc+hpVIzr13LvLiDQ1Q+PI7ddwV3fCLsrvV90FTUeBy9vRVz2xbiD9wXKvjP1RhLp0i/+Dm8iSmscxcWPfZKcGvar6WkfOhDIru3o7c2zbwsdI3o/t0YvV3Yl/qpfnAMu+9qWG76FPNn9OZGRGR+zTywHbyVcmOug7TtsNPp+uN1tCJ0beWBTLG8KsfVawiDoGAeP0qJx5Y051Q0g54HfwEjmp59UYBQdMbPv3PH61E44yPUrlym8dkXkL43Y1ng5aYpn1nYcr4UpIShQZ+pydung6Jm5/A8i4ZUL1P5S0TMNMlYOyOTH9U/IVCEgiI0hFBQFQ1fKGEAhEBRNISihhkeRSMIXCSScm2c1oY9ZFM9VGoTYflJCx2pVUXF0GKMVkdw3ArJeBtRMztvXKXqOJ7v0N50gFJ1FNtdWVlCaBpaQxZneJTcn/wAp382EHKHR8h//0dhYLBpVgcoLKFuBiFwB4fIfeclnIHBmfvXm5ik+NM30bs6Q87NnAe82bOJ2onTNxyT3tYallrSqXmvS8+jduYchVd+gjM4vHCle02bqq8fp3+A2vFTJB5/hOTjj8Ac0uY1bo8zMop98dKaZm+1/luXUuL0XyX//Zex+/oXfRYF5Qr2xcs4/QNYZy+Q+fKLGN2d8zhJSiJB6pknca4O4q8hez0DPyCoVgmq9QxpvkiwRJenGjXo+Y0HKRwfZPpw39qPfZtDa24i/fnnUDPpea9Ly6Z8+AilN9/Fm5hcSIXwfPxCEb9QxLrYR+3kGTIvfnZBaVFLp0h99lmcoZE1lwtvmSCe0z9I8bU3yfzCC/MY9UIRaOkU2n37iR3YjTMwHHbanL6AfXVoXdJOtxvUbBrFmJ/Wla67prJSuA8PL19EBsG8H7/WkJnhzawEQc1aNUk43N4mqFqoqdnUt1AV1GSCxRTXpO8xefkoqj6HOxT4WKUp7PLyMji3MwLbZvqN1zDPn8ZobkUoCl4hT22gH7mCGpHnQX+/f1vFdTU7x+D4B3S1PFDvMNIoVYeZzF8EIBXvoK1xP8l4KxEjy9bOZylWRhibPkky3kFLdhepeAeKorNNfCbsXpo+Q6E8SK54hW1dz2E5RWynhBeE96Tj1ZjInaOz+X6aMjuQUlKz5vO5XK9CvtRPV8uDDE58SBCs/H6WQUDlg6M4QwttJLypaWrHT84PZOqK24FlUz58FOfqwKLb2Rcvh9vNzea0tdxwLMLQiT90P8am7vkZ3SCgdvY803/07bCV+2YIArzJKQo/eg3peaQ+8/QMZ08Igd7cROrZJ5lap/Znb2qa3J98H/vSlZt+Vrou1tnz5H2fhl//FfSWOYtfITC3biayczuV9z9Y87hWAqEKIm1pKn0ba4B4W0BTiT9wL+aW3nlziZSS8nuHyH//5eWZNnsezpWrTH/rezT9mV/D6N00774NM4MHKL313poWqrfOa8mreyJJSfK5J9BbmxbUQYWmYfR2hxoojz+IMzhC9cMT2Bf78HKFT03pSYlF5z28IAxCgtraCQ9BzQqvkzF78wnDQIlGCFZIrJaOuyp+zAx8n6BWmxfIAAvUnWeOJwNKYxcRioZmxlBUjcD3QmuC22nWXgPUWByjuTV0uz59HHtoAL2pBb9cJLCWl/3yfZgYv/XZmKGJo/Nan8vVMc71v4xdb7+eyl+kXBvH0GIEgUfNzs/wWSw7z9j0ScamZzNPnm/j+y6V2gQjvs3I5KxppuNWkfUyVv/oe4znziKEguUU0LUotlMiCFwGxg4zmb+Aoqgz2ZbrgxXXsyjXximWV6dR5JfKOP0DSz5/rEt9SN9f8DzzSyVqp5eQPpASd3SMwHFQ5wYy6XT421jiftfbWonde2BB55Q3OUXhlZ8sL4iZOwzHofzWu+itLeF+r/0uhSCyczuRHduofnhzM9MbIZRweA/7ysKA7kaw+vopvf0e2a+8OJ9nIQTx++6hevTj5U2m6wqJoqtE2tIohopbtHDzs7w+oauYjQkUU8OvOTjTFaQXgCKINCfxqg5eyQIBRiYGqoIzdfs93/TmZuL337MgiLHOX6D0xjsrvu7exCTFn71Jw5/6BdQ5nC5hGMQOHqB67CR+YfVc2VtqGikdh/I7H+D0D5J85lGiB/YsmOSEEKCpaI1Z1IYM0b07cYZGqX54gupHJ0I35tvsS18RFIEw9AW2iNJxQa59cpJuGHwI5hAJlZBIt+J9+f6aBKBkECx6wwtdX7JTQDPjNG99iHTHLlQjiudUKQydYeLiYXy3tug2dwqUaIyGZz+PnsmiJpI4E2PYQwOk738Ya2iA8smPl7WfIJAUV+FQbJhJUg2bmR4/S+CvvMXWduY/aPzAoTqntVoSYNl5LDu/YFvHq+AssbK3neKCfV9/nHJt1m3b9apLvjcLQcRIYhppWrI7mchfwPNXt1DwC8VQ+2Kp94tF/GIRLTu/rOWOT+AXlg4s/Dr5d96oTQNhmsglgtrYgX1o16f6fZ/K4aOhYNsq4BdLlN89RGT71jBbem0shkH8gfuoHju5+lK/lHhT06vbh+dRO3ma+IP3YnbPt/DQ21owujqwV6u9s1pIaHxkC+mDXRiZOG6hypXfew9rOA+KoO1ze2l6fBuB5yMUwdiPzzDx5nlUU6P9ywcRqkL/772LEtHZ/N89RfnCGMM/OI50b69FevTAXtSG+fdzUKtRef/IyiUCILQUOnMed2QUdfusIKYQAmPzJrTWljUFMsuwWF5nBAHO1SGm//gHTP72H1B+5wPcyWmk581rE4R6y5amYvZ0kvny8zT/d79B6vNPo2bTLIgE7hQIEUa510/k66VoNtfieM4xl/KY2lBIuThRWF18LEJRad76ELGGTkbPvkX/B3/C+Pl3SbZsoWnL/Rs82I2H0dyCFo8z+cr3qfVd5NpN7BUL6NkVdPdIVtWtZEazdPY8iqatPKi90yCEQkt2D5vaHqZQGWYyvwZRyGoV/wY1fOm4IaH2Onij4zecvINqbcH7QlFRzIWCkABKMhFyb67L5nrTOWqnz66pDO9cHcDuu7KgVdvo6sDo7lz1fqWUOANDeJOrKw17U1PY9YzXzLiEQE0mMHp7brDlxkAIgW+5DPzRB1z8Nz9FBpLW53ejGCqp3e00PbmdgW98wMV/9VNGXzlF62f3Eu9pxK+5jPzwOGZzkuZndtL2+X1IP2D8p2dvuyBGSSaIbNsSLjjrkFLiTUxRO7OG35FtY52/tPB4hoG5uXdNc9QtzcjMhaxZWGcvYl/uR+9sI3bPPiK7tmJ0tc+7gNcgNA29q510WzPm1l4KP/opzgoMHW8bSIlcLGhR1ikyE4sESZLVBUqKWJPGglgqgAp8FmMQCkUj1tDF+Pl3KI1f6+IR+K5F05YH4fzauyg+SQhNI7BtvFJh3j0Qqv4uP8so+VRz4dcFUvoMjh9haOJDAunVScWr2Y8MuWI3svnwg0Xf93L50NdoCQSuu3DRoYgF7arXoLc0ozU1zufGSIk3No47sjpPtZmxVGvYl68Q2bljVt+qHjCYvT04V1b5rA2CcNvVZtH9ALvvKvEH5/u3oWkYHW0I01hUk2rDIKBwcohq/zQIyH98leYntqNGDVK723GLNfLHBsLFRq5K62f3kNzVTqVvEmu4wNhrp+n504/gVx36/tPbuIXbL8usNTaE5r/XPfudq4Nr40sFAc7QMFLKBfs2NnWuaa75xAKZa5COi9M3gNM/hPZ2BmNTJ9EDe4js2BKWnTRtHqtf6DrR/btQMyly//W7oTv1nVRqCmTIPbnuyxSGsS5ZE2FoMy3u1yBlEGpJrHRfqraoiumyoSiLBqXS8W4wb1//xrXrdAd9x0vAKxRQTJP49l2okShqPE5s204iXZvIv/fmOh1FEI030dy+HzOaRQY+hanLTI6F3BQhVBqadxFPtSOEIDd5kemJc8jAQzfitHTcQyTehKJoVIojjA0dRQiV9k2PYNWmiSfb0PQoldIoE0Mfzxg/GpE0zW37iCVaAEGlOMLo4AcEgYeqmTS17SeZ7g5tBKYuzRxzIxHIG91ny97JTEfLUpAyQC7CnwnK5Rs/mwJ/QRY6bNNbouza1LjA5gDfxxkYXheVVLt/AGlbMCcjJDQNo7M9LHetQiRPBsGagyx3eCQ89twmESHQmptQIlH8WxnIAIEza7sQWF74zFUEiqkjHX/mnpOej/QD1MjsNGtPFFEMFa8icXK3oUpxneitpuZ3xCFl2Hm3RvjFEtJxFihd640NCE1bNSfzEw9kZhAEeBPTeJM5aqfOo7c2EbvvANEDu9DbWuYR6YSiYHR3kHrhWaZ//9t3nKBeUKmGaeC5gli6hmKa+GsUoVIikQViTtLxlqy53wjCNBaksVe0vaqiRCMLXg+qtUUf8DLwqOZHaNnxGFokgW9X0SIJGnvuoTh28fYIWNeQOHOnpyh+fITUPQ9itLYR7dmMVylTPnWM2tX1aec0I2m27v4iVi3P9PhZFEXD86yZjISqRUg3bmFq7DSRWJbOzU9gVaeolEZRFA0QFKYuIYRKW/dDuE6FwnQfmcatwGbGhz4GIWjtvA/XLjM5ehJVM9m09Rl0I87U2Gl830UoKkHgh/vpepBEuoupsVPoRpzO3sfxfYf85Nr1IzYcMljeBL5Ixiew7Bvfs4u9JVg0kBG6FmZjrrd68X3cscU4QiuHNzFJYDvMe3rMBAwm/moCGcfFK61Nvd0vFMJnxnWcDS2TnqeOfqtgNqcQugqBJNKexpmuEDg+9niR5M5WlIhOYLkY2RhqxMAaC89fjRm0fX4fxVPDKBGdlmd3MfitoyEZ+DaBUNXQluP6BayUeFPr0Dnq+2Hr/XWBjDAMlFh0VfcY3E6BzDVIibRsnP4hnIERKoc+JPbAQRKPP4iamRWRE4pCZOdWogf3UH7j/U940CuDnysQ2C7qdYGMmk2vuOtgHjQtvEbX3YR+Lr+qFZsajy5oE18JRDSCEpsfyEg/mBXoug4y8Jm4eJjmrQ/RvO1hVM3Ed2sUhs8x2Xd01eNYT6zQNHc+ZEDl7Cns4SG0TCZsvy6Xcaen1o0jlcxuQtUiDF5+A6u2kKDq+w6jg0coTF1CNxKkMj1E4y1USqPYVoHRgcMoqoEQCtmm7cQSLRSm+xBCYXL0JGPDH6EIlWi8iXiyjenxM8QSLcQSbfSdfYlSYf6qzTCTNLXvZ6T/fUr5qyiqTjLdRUPTDgrTfRuelVkzpFxVZ4yUckX+ZDeFpqFlMwuDHD+4IRF5JQgsm6BUhuamea+r2cySXlE33WelAmvMFknfD4Xz6Jj3upKIL5rx3UgEnk/2vk1h5xGS7P09jPzwBH7VYfrIFbIP9NL7Zx6lfHmC9N4OnKkyxVNDCE2h+akdGI0J+v7jW2jJCL1/5lEqlyeYPtq/atHRdYeqLm53oSikP/88yScfX9PulWgEEVm4uBWqGgbLq9zv7RfIzEUQ4A6PUXzlddyRMbK/+AXUhsw8757o7h1U3j36CbThrR7u+GSYIUnMSZUaBnpLE07f6nk/SsRAv+4hNHO8VbSuK/EYSjy66vFoTQ0LymVBtRZmpJaAZ5UYPfsGExffR9SVYX3Xnqct84lBgK6vISVT5wx5xTxeMb9uw5qLSCSDVcvhuotfYxl4WNVwZRUEHkHgoajhZBCLt9DSdR+aFj5oEqkOHGeWxFqrTIUZCiHwPRtNjwICM5LG921sa2EQrmoGppmmtet+Glv3AqBp5qJB1u0ICTfkuSyJIFiXLsRrEIqKsohjswwC/Bv8nlYEKfEXMWVU47EleTs3Q2Dbi3MCVziuoLqQSyJME6Hfuiks8ALyHw3gVWyiXVnMxgRjr51m6r1LYTt9rsrV//I+zU/vILW7HWu8xMSb53ELNbRkBKMpwcgPjmGNFRETJcZeO02kI4NyYojAuj3mL6Eq89qjZ14XgsiObYtssV4HFqCu/ru8vQOZOqTtUD16Ar21mfSLn4H6zSuEQG3MoGZSy5L1vl3gjU/i5QrzvKeUiInR00nlg49XvTpX4nGM7vmrFhkEOP1Dqwr0hKaht7Vinbu8qjGZPQsJXH4uj1+8sYqj9D08f3YVp2gGLTseZ/jkj1c8hvWEAGKx1QcyRlML8d37KBx+l8DaGJKf59momomiaPgslqaVi9oGCKHS3vMIiqIx2Pcmjl1my64vzN/ymkfRdYtH37NRhIqiLgw2g8DH96wwI1OY1RHxfff2z8bA6ony17ZdLyhi0W4m6XnrJxpaz4ZfD2EYiCU6DW+6S9dbe7ZRhlo0C8YlxAK/qI2Eb7mMvnxjBe7qwDT9/2VhhcArWVyd87oMJBNvnl/3Ma4ZQixKB7g1h179s/UT6MldJYKA2qnzCyZkxTQQkbWv1qXvL9JBsEgH0DpAuh72hes4EYqC0duFmkktvtEyYPZ2L9jeL5Zxh0dX/TAxt25alYGaMM15hpEQptvd8Sn84vyauaKZaGZ8yf/MeJZoupVPuudeCEimVj8GNZnCaGze0NMoFwcxI2myzTsxo1kisUYisQZuelAhUFUT16ngew7ReBOxZOsSn53/92p5DCkDmtv2EY01YUazROPNCKGEHJtcP6mG3jDQEQLdSKzpoXWrcTsk/ZfuAAzWcXyLd1SGx15lTXW9ZCWWyoqtqdZ7FwtQ13G703BHZGSuYWmvoLU/FKVlh51EM7sUCF1DRMx1cYG9HrUTZ0g8/ShqvXQjhMDo7sTctpnqkY9XXDMVEZP4gwfn3YShv8kA7vDqyYDG5k1oLU24gyMr2i6yY3Oo3jy3VdRxcfquLlj1tWx/lERL75LESEXVUfVPXvskkRDE46uP/YNalcBzUXSDoLYxGZlKaYzBy2/Q3H6QprZ9YdfSdB8jA4eQMsD3nDmmj5LAd5GBH/KTRo7T0fMIW3Z/Ec+tUc4PEvguIPF9Z3aSk/WylB92Bdl2kYHLb9C+6WFS2d5Q1bcyydVLP8X3LAb73qCz53E273wxVOsNAgb73sR1lte1IRQVoaioZhQj2YCRzKJFE6hmDMUw6++HlheB7yF9D9+18WplvFoZt1LELecJXDvsMAoWWbTc5pBLZYaEWMe4WCwqAyFh9WWy9QpYl5CnWHPZ6i4WYpGfhgxCT6qN4vL45cqaVOTvqEBGb29dIKYW1GzkIvXTlcIvVxaIcyiJRMhb6V9729n1cEfGqZ08S/zBgzPkXMU0SD75EE7f1ZWVylSF+AMHMLb2zHuoBdUa1Y9OLVpfXi60TIr4w/dRGHt12eUpJREn/sj9C8wh/UKR2pmFnSqRZCO13DC1wvjiYzBiZDp3z/z7hj+la0bJG4CWVpVFeGrLhlfIIx2H9MNPUOu7GOqIzLyXw8uvnTciA4/J0ZMUpvvCDIiUeG4NGfhUS6NcOPltXKdukOc5XDn/Cr7vAJL81AUq5bB7yfdsgsBDCAXPs7g4ZzspfcYGjyCEMmMHUJjuo1oeQ63za3zPqgdBYFWnuXLhNXQ9FnoQ+e6yghgtliSSaSHW1ku8tQcz04JqmAhVR6jqjMnkvMlSBmFLswyQfhigBb5H4Fg4pWms3BjViSHs/ARuOYdXq3B75FxuArmESramrZ/YpWBx8qznrTpgEJq6LsHMouOS8lPpxfeJYgmSelAqM/l7f7g6Vd/lHDYI6oTu1WHjAxlNxdzag3Rc3KHRsGa6itWQmk4Rf+S++WqDQWhZ763QQ2gxuCNj9QfFLLlVy6aJ7tuJOzy6LjoNcxFUa5TfOkRkW+88ArO5pYf0F58j/yc/Cl3AbwYhiOzaRurFz8wTjJJSYl+8Qu3E2TWNU+g6iUfuw7k6SPWjkzf3u1JV4o/eR/TgnoU+HafOL+rObZUmyQ+dwSouHcjEm7pn/n2jZ6qmblzlZtMmlVhs9ZOGmkyhNzSiJlJEe7fWTyT8LRQ/PkLx6KF1GaeUAY698N4JAu86Qq6c9zkpA5xFCLvAAiKvt8AuQuI6lSUDFN+z8L3lZTa1aIL05v2kN+8j1taLakSWX4oS6uz3f93TLdLQRqpnTygiVy0yceJtJo69ETqR3+7wlyD1qsr6cRqEQInFFrwc1GqrDhgU01ybFtW1cS1yjtLz7qgmjzsCS+kmaRp+obBqheaNxoYHMkLTiN2zj9g9e3GuDlE7cRZnYBg/X8SvVm/amieiEfSONlLPPkZ097b5k6NlUTt5bl2icm8qhzs2iZqe5ZgIXSPx5MN4k9NUj52+sbonhCsjKZcdqNmXrlB+9wipzz+DqLc5C10j9sBBhK5T+tk7OIMjix9XCNR0iujeHaQ+93TYIVSHlBI/V6D007fXxblWTSXIfPUF1ESc6senQk+M61OMQqBmUsQfupfkc0/Mb9uWEm8qR/nQR4sGhBMXDxN4S19bz7WYuHgYZEAQqLg30L+KxcWqy/k3ghCwdbtGPLH6MMmdmmDih99Z9L3lGkZ+miFUjUTnNpr3P0m8fTOKbm4Il0YIgWrGkJ57ZwQxhAT4xbxohKKgptPA2rPGQtNQk8kFr/ul8qoXcko8tiYtqnAnyuLjqlTXfYH58w4Z+IveZ4ppLBrk3i64JaUloWlojVm0xizRe/YSlKs4g8N4Y5N4k9P4+QJ+zQqlpoMAoeso8RhaUxajqx1zxxbUdIrrpbmti31YJ86syxiDqkX16HHMrT3zxPfUbJrsr36VyK7tWBf78Kdy4Y9HURCmjhIxUWIxlEQMRdepfPDx8jkpfkDp9fdC8b/7D4T7FALF0Ik9cABzey/WqfM4/YN4k9OhOm9dNlxva8bcuZXI1t75LYhSImsWxVfewDrft2ouwDVvDSUaQUnE0Vsayf7yl4jdtx/r/GXc4bG6HoxEiUXRO1qI7tmBua13QatmYDuU33wf5+riD9ubmkHKgPJESI72fUmttvQ5ZRsUIpH1n/wSScGePRqGsfp9S8/DK+TXb1CfIghNp3HXQ7Te/zxaLLWhZGApJZ5VpjJ+51icSNfDm5xCBsH8DIeiojc3sR6MKy2TQYks5KJ5U7lQ3G8VEJFIGMysAUosuqBMDWGperFuprtYPaTn401MLrQREApaSxP25Suf2NhuhFvOkQkNv+JEd29H7tpWV/pzQznnuuGhUBTQ6uZpqrrgoSbrxpOFH/4Mv7ROMs++T+3EWaL37CWyc+vMw0IIgZqIEX/sfmL370PaDjKQYT1ZUcLxaRpCUwmqNayLfSsi1walMrk/eRkUheiBPbOZGSHQMmnijz1A7IGD4XF9f4aErETMBeaTsq63UHz5dcrvHVmzIY99oQ93fJLUZ59CTcQRuoa5Ywvmtl4Cy54pEwpNRYlEQFvku3I9Koc/pvzW4ZuXpQCh6iSbN5Pu2IkeTeLWiuSHzlCe6EcGHq4Luemla0uxqKB7k0r/lfU1I+ruVtl/UF9TuV8xI2iZLM7kfDNBo6Udv1rGL6+9RHonQqgaTXsepeW+59BjC1feGwG3XMCaHL4lx1oXSIk3OUVQrsyzKRCait7VET4H1khg1jvbUa4TvpNBgDs2tuqMoVAU9LYWnDW4VOttLYu2nntT06tSLL+LG8D3cUfHw0rJ3Ky6IjB7e6i8f+STG9sN8Im2X4fu1hpKLIqaSqBlUmjZNGo6OSPCtFgQY527RO6PvodzuX9duw+8yWkK33sNZ2DhA04IgRKJoKbDMWqZNGoqHKdiGvOyOCuFP5Vj+o++R/nN98N69FwHWhHqR6ipRP24qfDaqAtJdN7EFLlvvkTpp+/cvAx2EwghQFUpv/0BxZd/FpKh61G6UFXUeGz2+0omwg6v68YTOC7l949S+P6rNxTBmz2oQkP3PjoPfBYhBLXCGELR6L73i2Q6dwFgW5KxsaUDGcMU3HPP+mpLqBo88phBV/fa4n6jpY2Gpz+LGp2/Qk3uv4f4rn1r2vcdCyFIdu+g5d7P3LIgBqAyeoXAu7NW8+7Y+AKypVAUjPY21GxmbTtXVcwtvYjrMjJBzcK5OrT6RZGiYG7qvvnnbgCzZ1O4UJoDGQS4o2MEG9BR+vMOb3IKd2Jywetm7yaU672+bhNseEZGOi7Vo8dRG9IYne11WemFk94N91EXavImp6kcPU7l8Mf4UxujDGpf7mf6v3yb1OefJrJjSzje5ZDVpAwVQFfJ7g8KJfLfexW77yrJJx5C39SJEo0ibuSKXT+mXyhinbtE6Y331/bQuQ5KxIQgLH95U3mSzz6G0d2BiCzNXZBShmnwqWnKbx2m8t7R5QUxgKJqpDt2MXr2bfKDJ5GBj1A0GnvvIdO5h9zgKWo1Sf8VjyCQKItcG9OABx8xyPxelXx+fYLc7m6Vr3wtuubmC2EYBI69oCvAq5TRFlHTXPVxCEuUgVzfrNRGwEhkabnnWbRVBDHXOpLkjIquCO9LoczpaoIF9G8ZUB6+tB7Dv6XwC0Xsvn6M7s555VutuZHI9q1UDh9d9cJOb23B3Ny7gKDv53LYfVdWP2ghMDZ1o6ZSq+pKUZJJzC29C3g2QbUamhjeYW30dwK8qWmc/oHQAXtOZUJraiR2YB/ldw+tnz7QOmHjS0tBgHX2IvblqyHfZWsPWnsLWmMWNZVEiUdDZruhz7YR+j6B7RCUq/j5Au7YBHbfANbZi/i5wsZeRClx+geZ+r1vEtmxhei+XegdrWiNWZRYJHSpFiIshVkWQbWGny/i5Qq4QyO4owu7cpZ9aMumeuQY1pkLRHbvILJzC0ZnuNpSEnWZ8CB0sg6KZdyJKZyrQ1inzmNfGVi3AOYahGmEJbNKleqHJ7Au9hE7sIfIzi3oHW2omVTYTSAE0nHwC2W88Qmsi1eofnQSb3xlHkJCKCiqjl2anFGflYFHrThBuiNsv/Y86LvsUS5LUouJ0wnB3n06jz1h8vIPrTXfKvG44E//uRg7dq79pyJdFzUWRzHMecq+eia7jtwZQUt8K4rQGCmf5XZvLc5sPUisuXvZC5vA97CmR7GmR3FKObxqEd+xQ5VgIUIpf81ANaJo0RhqJI4RT6PH0+jJLIpm4JRyWLn1MVq8pZCS6vGTxO47iJZJz7wsTJP4g/dhnbuwOq82TSN2YB96W8uC4616n9fGJgR6SxORXTuofLDCQEsIzN5NmD2bFvAjvek89hrsXO5iaUjXpXr8JNH9e1CTswssYZokHn8E6+IlvNHFO0w/Kdwyjox0HOzL/diX+0MybyyKiJhhd4uuzS+VBEEYKDgOQdUiqFRuOTtdWja142ewzlxAScRR4jGErs+q3AZB2P7nuAQ1m6BWC8nKaz4wBOUq1Q8+pvbxKZRUIiS7XQv0ZL3t0LLxKxWCcnXDViVCVWaDSykJCiXKbx2icuQYaioRGoDV2+Gl74djKlXCTqlVjCkIfJxqnuymAwS+g+85qHqExp57sEsTM3PyubMeI8M+yaRYMAEKAZmM4M/++RgXL3icP7f6+yaZFPzSn4ryi78cxTTXTj51pyYIrBqNz71A5cJZpO9hdnRjNLdS/OiDNe8fQFdM2pN7cPwqo+Vzc8Tvbj/o8TSpzfsQ2s1LgYHrUB6+xNSZQ9SmhvEqxWWVhoSmoxpRVCOCFk0QaWiFQOJV70w+kjM4TO3EaRKPPzxvtWxu2UzyiUcovPpTpLOClmRFEN21g/gjDyxqNls58vGaxywiEZJPPILd37+o/MJSULMZkk8+ihK7zu9NSqzTZwnKN7Y6uYvVw77cR+3seeIP3DvrbSgERmc7mReeJ/edl9ZmcFyHMM2Q+7nGzuNPRBBPui5+wYW1X4cVQ02lQnO0ZVrLS9fDzxXCTNAtHpd0Xfyp3IaV0W6OJcpHNQtvA2rT0neZuPQBHfueY/OjvxYGQ0JgFScYO/cO1yKZ/is+p056bNuuLapQLoTgnnt1/sbfSvC//pMS/f0rz1Q1tyj8xp+J8Rt/JkoqtT5UMr9SJvf2z0jd9xCpex8ERcEvl8i/9ybO+Oi6HMNQY6TNViaqfTf/8CeMWMsmIg2tN83G+K7N9JlDjH3403oAsvzgTHounufiVYvY+XEqo32AWL1S7ScMaVmU3z9MZMc29JammcWf0DUSjz9KULMovXNoeSRYRSGyfSuZL35+geOxdF3Kh47gjq49cyWEwOjdRPpzz5H//o+WNQEqiQTpzz6LuW3Lgvf8fIHqsRNrHtddLI2gWqP8zvtEtmxGa8zOvC4UhdjB/aBqFH/8s7ATdaWLViHQslmMzZswu7uoHjuBvQYyONxhyr5rhqKQ+exncScnKL7x5ic9mlkoCpnnn8ednqL4+huf9Gg+UdTyI/Qf+Q6RRCOKZuB7NlZxEt+Z5dn4Prz0fYtnP2OSbVh8EtR1wXOfNWlqUvj671Z5/z2HYiFgqW5NRYFoVJDOCB5+xOCrvxjlgQcNotHZ/QeBxLLWZhzpjI8y9eMfosbiIBR8q4q010bMBkFbYieZSDtJo4WIlqQ5toVoe5prk77tVzg7+TpeMH+C0xSTtNlGY6yXqJZCESqub1F2pxivXKDq5tc4tsWhaDrxth5U48bu6jIIKF45zegHr+Lb6+DyLCW3e7ntZnAGhii+/haZL3xuJvUv6rIM6c8/j97RTvmd93HHJghse/5qV1UQhoGaShK/9yDxh+5Ha77OSiQIqJ27SPmdQ2sWnJO+H8pKKArx++5BTacovfkudt+V0BbGmyOQqoadqnp7G8mnHiO6fy+KMb9bKXAcyu8ewh1Zh9Jg3b9KKCGvCkWE9IHFOJGqihKNEkgZamgFdQXpeqftukNR5o1NKMpMR+uCUzBNRDQSjiWQSBnMjHEtsK/0U/zZG6Rf+CzqnPZ3oevE7tmP3t5K7dQZaidOh9IAjhPyRKWsK6zXx69qKIaOmk5hdHdh9G5Cb21Bb25Cei7WhbXz1X6uAhktm8Xs7bntxMe0TCYc142U3n5OIBQNzypTtspzXguJm3Ndm4995PDmGzZf/mpkUdIvhMHMfQ/obN+R4tRJl/fedbh8ySOfl9iWrH8GEkmFpmaFXbs07nvAYPMWlVhMLNjvlT6ft960+bP/TWxNOifS8/CK65fhE0DCaMRQY4STtEAS4EtnZs72A5frJ3BdibIl+xAdyT1IJJZXRsqAuJGlOb6FsjO5cYGMESHacnNujG9XmTr93voEMZ8WBAGVIx+iZTMkn35iXmuyiEaIP3Av0d07sK9cxbk6hF8ohAGJoqAmEujtbZibN6E2NizoDJVS4g6PUHjlx/iFtd2j0vexzl5Aa2lCb25C6BqRHdswujtxB4ex+wfCFmrbroveJUK/ua1bUFPJBZ2gMpDYFy5Rfu/wojL6N4LW0oyWzYT0AF0L/zSMsOPUNBGmOaMJpjZkFmyvt7eR/dqXCKpVpO0Q2Hb4pxP+KV23rjTshbzO8YllBRJKLIre3hYef2Zcevhv0wydx+tjMzZ1LbCjELpB8unHiO7dFY7JcUJpDNshcJwwuKiPS7ouztXB5S+cPJ/y+x+gplIkn358Xmu+ECIMRpoaSTz8IN70NN7EFH45FE8UqoowdBTTRE2nQp5nLFqXKtFCPpsQ+KX1oYxsWCAjDKNu/66G3TVB6BUiHWfRCFbo4ZcnVDUktNa/hHmfnSOhHVSr4UW5fpvrvyQhwnHoOpGtW9FSKZSIiTqHLBfKf1fm33hztgt/UDLk7dgLu04WPRdjtiVbBkGoImrPOZ9549qClk6HX/rNxvUphlA1Wnc8Tmn8MpWpgZnXE829RNOtjJ9/j2uTcT4v+frvVtmzV2fb9oX6NdegKGGW5bEnTB593MCyoFQKcOq3iaZDPCaIxQWqunQn1uRkwL/912UuXfT5yteiZLO3j3uzRHJp+j0EgnSknYc6NzFVvcrZyZ+GqzPCqyaZDQQVodKV2k93+iC52jD9hSNU3TyBDNAVE1NLkLc2TmdFNaJEMku4a885s/LQRWpTd5Deyy2CrFkUf/I6QlWIP/IgajxcMV+TTVBTKWIH9hE7sK/uPSVnDSaX6jj0fZyBIXLf/QFO/8Cin1kJ/HKF4utvocZjZL72pVDUVFFQ43HUnduJ7Nwezg3XxnaDoDbUDhsg/6PXFlWevRmSjz9C/MH7ZnmOi0h73AhaOoV238HFxyZlqIfmekjPo3r8JPnvvLQsY1ijq4PsL/8CaiaFULXZjt5ljk1oKpHt22D7EuO6xuWsc04n/v1/xhkcWta+IeSKFn/8M6TrhnylZHIeZwZNQ01oqIn4mtvs14L1D2RUFbOri9iBA0R6e0Jp6UDil0vYg4MU33obb2qOX4MQ6C0txO+7l+i2baipFIFlY1+9SuXDD7EuX56Z/JVolIavfBnFNMm9/ArxA/uJ7txZ38bC6uujfPjwvC9KTSbJfPazGB3t6M3NKLEYifsfILZ3VrfDnZxg6pvfwh0PmdjCMIhs30Zs506M7m7URCIUpMrlqJ07T/no0cVXK4rAaG0jdvAgkc29aJksIPGrVZzhYUrvvIszPDxnXM9jdHTMGdf9xPbsnTOuSaa+9S3csTuww2IVUBSVeOMmimPzU40y8Ek09zJ+4b2ZpIKUcPxjl//82xX+5m8maGm9uY6PEIJoFKLRlWn+lEqSP/h6lR+9ZNHUrDI85JPNfqISTAsgCZBAQDDz70D6SBYPgg01RntyF45vcSn37rygxQJKzuq775YDI5FB0ReKnM2FDAIqo1fw7Y1xCr/TEVSqFF75KX6xRPLpJ1CzmUUn55tOjFISuC7W2fMUXv1pGMSstVwiZZiZGB7BrtZA00h/7jPoLc3XD+6mAYX0fezLV8j/4OVVB1hKLIqSTGyY5QXXMg0Qet4tOxDRUZMJ1A2Q/78W1ApVBRNkNBQtXSmCao3iT97Ay+VIPfNU2Ja9Bt20uVgvv6z1DWSEIL5/P9kvvIgSi+GOjWFd7guDlaYmzO7uBS6mRlcXDV/+EkZHB9bly1h9V1ATcaI7dxDduoXcj16mcuJEmJVQFNRYHLNnEw1f+iJaJoN19SpyYACzs4vUww9jtLQw+UffwMuFBFnp+7hjo3hTk5ibeojt24s9cJXqmVlrg6BSCTMfdSimSfLhhzFa27CHBrEv9yEMnci2bWRffAGtoYGp73xnAdM6umMn2RdfQG9uxp2YwLpyBaREa8hidnVRnpOaC8c1hjs1hblpE/F9+7AHBqiePo0gnK+DShX/54yZL4RALEIyFosYKPk+fPdPaigq/JW/lqCtXVmyzLQaSCmZmAj4vf9U5b/8XpVaDUrFgIGrPnv3ra/o3q1GXM9iqkmma/1UnI1xtL0R9ETmpvpMvl3DLkze1Qq5AYJqleLrb2P3D5B4/BGiu3aEKfxlTDTXsuTu6DiVD45S+fAYQXF9urmklLgjo/jFEkhJ5dARvOkcqWefxNy6GSWyBBdldgehI3KpTPXj45Tefh9vHYjHd7E6SMehcugodt9V4g/eR/zeA6iZTJhBWqYpqKzzi6TnElRr2Jf6qB4/taIM0VJY10BGa2oi/ZlnUSIR8q+8SuX48bDUI8RMueVagAFhhiX95JMY7e3kf/xjKkc/JLDtUK1y0yYaf+FrpJ/7DM7o6LyshBKLoSYSTH7r2zgjIyADtHSGhq99lUhvL5HNmynXjxNUKhTfew8QJB92iO7eNZMZmoGcT4zyy2Xyr/0Yadthzc8LNSrMrk6afu3XiO7Yjt7UhDs622miZtKkn3kGrbGRwhtvUP7gyIxK77Wy2dwsztxxJR58kNju3TiDQzcc16cdQRDgWiUy3XvxnAqeU0MzomS79+NW8otyNC0Lvv3HNQr5gP/mL8TZf0Bfkx/SNbiu5OwZj6//boUfft+e8XcqlyWDA/6Sgnx3CnQ1iiIEtl/5RITztGgiJFjeAL5j4VZXXkZYC9yhEWqnzsK177buPXMjSM/D7h8IH9TXEMh5i6NFt3Mc7PMX53UG+YVSWFJfCXwf++Jl3JFRKpu6ie3fg9HdiZpKhUGNYYTcinqZIahZBOUK7sQk1rkLWGfP4+Xzy7IQWfJcPB+7rz8kF9fHVDt5ejYIlSG/ZWpklOiunUQP7EVvbQ5VwSOR2TK8G05yfrGEc3WA6rGT2H39aybEO0PDKCfPLNWIua6wrw6GJOdlwC+Xsc6eD8m6G426hc1atvfGxim++hOqRz4isnM75vYtaI0NqIl4GJzq8/XgpOcT2KE8SVCp4k1OYff1Y/dfxZ/OhcrM67BQWddAJrZrF3pzM+WjRykdOjT/B7lIvVBvbSWyYzvO6CjlQ4dnaooSsM6fp3L8OJnnniOybetM2QfCB0fl2HHsvtkWU3d8nNr5C0S2bEFrbJz54QLg19Pt1xybA3lj8TgpcQYWpjDtwSGsy31Ed+1Ey6TnBTKRnh7MTd3ULl6k+OZb8+ujITFj4XHq47o2TimDdRe1u5MgfZfJy0fpuudFEk2b6oFMDKRk4KOXWKrbxLbhRy/ZnDrp8eWvRnjxCxF6NmsYBkvyXhZDEEgcB4YGfV592eJPvlWj77I/L5b0PLh61ce2IXrjhpvbGlKGpShFaNySp/t1UM2bX7zAc255Wan05juU3nxnRdvImkXhh6+u+Fh+scTUH/zxirdbCkGlinXmHNbZ8yjJRDjBJJOhQnedRygdh6BcwcsX8HL5Net3XIO0LPLf++FNPiQJSuUw+/PRMbTGBrRsBiUeqr0jJdJx8UslvKnQTHi9snGl19+m9PrbN//gLYZzdZDJ3/2DT3oYK4J0XNzRMdzRMUpvvxfa9WTSKPH4jF2PlHVOqeeGWnDlEn6xTFDdGN2zdQtkhGGgt7WFXkh9fTdfVdR7ydVYjOrY2KLEKPtK2FtudndTUg7NvC4dB3tooZNyUKkgfT9kfStKKF2+BiiRCGoqFRKKNRWhG6FZY91vaAaaht7SCoqC3d+/LJLXXSyOyvQgV97/BrHGLvRIErdWojI9gFO9cQeFlKG+zH/49xW+/12LBx8yeOQxg63bNDIZQSKpEI0Kri0YpAyf4bYtKZckhULAlT6fw4cc3n3bZmgooFZd/Ad35rTLm6/bJJPzA4BqTVIsrv1HGgTQf8Xj3bcXX4XWLMnU1FIBb3j8xcpz8/bhFvADl4TRiK6a+LfYd0ioNydbyiBA+rdWCPNTASkJiiWcdSoTbQg8D29sHG/s9lKIvYsVwvfxpqYXeIDdaqxfIKNpqLFYKOK2nB+QECEpijAAWQzX+CFqYj5JS/r+4v49c9j5a4HQdaK7dhE/eAC9pTU0aaxze4RhLAjShKKgxONI318Vo/4u5kAG2JUcdmV1IoC2FQY0/VdqfPubNbINCp2dKs3NCpmMRjSqoGng+X4YxJQDJiYCRocDRkb8ZSXEPjzi8leO5Fc1vuXAceCP/rDGH/3hygPiIPAIpEdET6EqGl4wl0g3G2RVvQIFe4Sm2GbaE7u5WviIQHr15m2BEAogN6zstBjnaQFkMNN1dRd3cRd3sRTWr7QkZWjyd3224gYIPD8MOtTFh3GNBS69aw/YucfboAecohA7sJ+GL4WaAeWPPsIeGCAolUEI0s8+Q3THjoXbXTv3VbDC72JjEAQwNRkwNRneK51GD016NwoKZ2vvUwtu4xXrKuH4VfLWMBmznZ2Nz1CwRxAoSCTDpdMEMsxweIFNf/5DYnqWzdkHyUQ6KNijSOljagmSRjNXCkeZqGyUueIyFxt3eb53cRd3cROsWyAT1DMxwjDQmxq56VoyCEKhJt9Ha8iGAc11tTO9sREAbzq3TqTXmz8VhWGQeOABlEiEqW9+i+qpU7PvXfOFuH6vnodXKICqojU1L3j/Lm4PjDiXqAQFtkXuR+HTGXDafoUL0++wJfswrYkddCb34UuH6dogo+WzBHN+AjlrkFMTr9KV3E9DdBNNsV4A3MCi7EzheD+fInTxpGD/vSatbSrlUsDpEw4jgz+/3LW7uIvbHeuXkfE8rCtXSDxwP7G9+6iePYc3eR3b/xo5oR6wuBMTuCOjGO0dGF2doS17HcI0ie3dg3Rdapcurk8g44Zy2GosGpLfFglKhCJQ62Uid3p+3U9rbMDsXkT0JwhwBocIKlWi27dR6ewM9WKuE/NDiEXPQ3pufVyxJce10fDLVez++bwjd2xi2ez79YSKhqnEUIWOlD6WrOLJsJxniOhM6UMXBq50sIMKEomCiqnE8KSLKaKhWm1QwScsrwT4uIG9QFtFQSOixLGCMkFdNC4cQ5xaUFpSi2VZUBT0eBrVjCI9F6ecD79vQp6IHk/j1cro8RRC0/FrFdxKEZCoZhQtmkRoOtJ3cUt5As9BjcRRNB0ZBGjRODLwZ94DKNgjnKseIioaURQNKQMcv4RfLxMJVcdIZhCaTs2xOJd7CyNvoggNgSCQ4XVy/Z8/rld3r8af/6sp2jtVHFui6YIvu5I/+p0Sh962Ce7GM3dxF6vHIgmL9cC6di1Z585hXbhI7MB+Gr/6FcoffoSXy4VqjqkUWjZL5eRJvIlQbMubmqL0wWGyL75Iwxe+QPGdd3HHx1HiMeIH7yGyfTvVU6dmSL9rhTs1iV+tEtm2jfjBAzhDw/U2S4E3ORkqD/sB7vgERlsbifvupXTYQ3ouelMzycceRUunF1X2tQcGqJ46SfKhh2j46lcoH/0Qd3wMEKEseGMjtUuXFu2G8qam8CsVIlu2ED94EGdoKGxZVwTuxOS6CAbdDLXjp6kdP73hx1kOmvVNtBqbEQh0YVDwJ7lsfYwnHbrN3aTUJhxZwxRRhFDos44z7Q0TVzPsjD5ENSihCxNDRMh7Y/TZx/Dk0tcwosTZE3+ci9Wj5P2wFbZR76TL2MnJ6ls4crUTuiC9ZT8Nux5ESolQVCpDF5k88Q6Ba2Mks3Q8/hWq4wOYmWZUI0J5+BKTx95CBj7ZXQ+S6NwKgGrGKFw+wdTJ90hv2Udm2z045RyaGUeNxilcPsHkx6FPV6yth8YDTxA4NpGGNvREmunT71PMXUWg0rj3EZLdO5AyQCgq02cOU7h4bJXn+OnCi1+NYVUD/qf/Ic/0ZEAkKnjxazG+8isJzp1ymZ78ZDg7ihHBSGQwkg1o0QSKZqBoOggFGXgEnktQb1d3K0XcSoHAXauH10ZDoEXj6Mkseiw157y08Lx8H+m7+HYNt1rCreRxSrlPFQH82qJCj6fRYylUMxoS4VUt5Ij5Pr5r49XK4XdbyuHV7ixtMT2VJd61BT3VgG9VyZ86Et6bQkE1IwSeO7O4Wy3WNZAJLIvcyy8TuC7R7dto6OqeuemEUPCrFWqX5tTcpaTy4UcIwyD16KM0fPWrSM9DqApC1aidOUPu5VeWJAOvFM7gEJWjR0k89BANX/5yqHkQBDijo0x///v4uTzScSi9/z56SzPJhx4itm9fOCYhsAcGKLz+BomHHlywb+k4FH76M6TnE9+/j+yLL8wEPEIIAtvGWUKh1x4apnz0KMmHHqbhy18KbRCCAGdsjNz3vj9Pe+fnAdPeCAV/El86JNQsO6MPMywuUJYOCgqa0LlkfYQdVOg2d9FpbKfoh9k/XZhU/KuMOn3E1BTbIw8w7Y0w5S0tumQHFYreJA16O0V/EoGgQWtnyhvGlaufDMxMMw27HyJ39gjloYsY6SZaH/gsVm6MYl9YstSTWcTkMCPv/RAp/bBTp77sL1w+QbHvJIHnkujcSsOeR8hf/BiEghZLMnnyHaqjV0l0bCG7+yHyFz7Ct2uktx3Emhpl6vjbmA1ttD/2RQqXTyE9l+SmXSQ6tzH2was4pRypnt007HyA6uhV3PI63WdCQak/jIWq1f+uomgGWjSBHksSbWy7KSlfqDqRbCteNLE+40JiFyZvOBG2dqi89RNrJmCxapIj79k8/myESOTG49UTmSVNMGXg45Rzy35gX8vWxVq6SXbtINrYgWpGUYwIimaEJoKKOpPlldIPmyA8B9+1CRwLKzdOdfwqtYlBnFIOz6p8skGAEKhmDDPdSKJ9C7HWHsx0E4oRQdVNhKaHvmpCqa/cg5nOtcBz8B0br1bCmhqhNHyR2sQQbrW45knwVkLRDLRYklhzF/H2zUSbutCiCVTDDL9XtS4wJ5S6fUP4PJCei+86+E4NpzBJZayf8vAl3OI0nr0xLc1rhlBI9Oyg5ZHPYja1oegm1uQIxQsnCFwb1TDpeP6XsXMTTBz68Zq+x3W3KHDHx5n65jcxe3owujpnyjR+qYQzOIQ7PN83JbAsim++hXXhIpEtoVmYtB3soSGsy5fnCSFJx6Fy8gT2wFX88sLgxhkdpfTOu1j9VxZtvZaeR/4nP8Xqu4LZ3RVyXiwbZ3RktgtKSqxLl5j4/T8gun07ajqNdB2ckVFqFy6gpVKhGubk1IL9e7kcuZdeonLsY8zubtRkChkEBNUKztAw9iLZmHBDj8JPf4Z95UqofmyaSNvGGR1Fqbi00EmOCVwWtsjGSNBAKwoKU4xR4c7vmgqkR0LNElWSRJQYumKiitlbtRzkKPmTSCST3hDbI/djinoHHAFT7jC2rOJ5DtWgSEprvGEg4+Mx5Q6xKbIXXYTHiiophp2LayormZkmhKJSHrqIVy3h1co4+Qni7ZtnAhkhFIr9ZxYNIqTnEm3pRkukMdNN4YpVCa+DU8pRHjhP4DpUJwZp2PMQWiSBb1UhCFCN0INMNSOhlkO97BRv70WLJoi3byHWLtGjSfRkFiOVXVkgI5Sw9GVGUc0YaiSGZsZQzRhaNIYaSaBF42hz/lTN6Kwk/U3E8AAiDW1s+fJ/v/wx3QTSc7n4nf/zht5NxULAlh06775Rwwm9DOnu1QiCUCTxRmh/6EUy2+5ZNEBzywX6f/z7VMeu3HiQQhDJtJLZepDM9nswUo115dQbSPmrKgIVtFCfRydUUY02d5Pdfi+B51KbGqY8dIli/2mqY1e51SxqLZok1buXdO9u4u1bUI3IzD2w5HmJ0CwWTQ/vtZjEzDQTb99Mw+6HcYrTFPpPU7h8nNrE4DxT2dsNQlGJtfaQ3ryPZPdOzEzzzb9XIRAoYTOMbqJF699rYwfpzfvx7SqV0SvkL5+gNHAO7xaLR94MRqaJlsdfQIslKJz7mEhz57xGIN+uIYOA5Obd5E8exiksnFOXiw0xjZSui3XxItbFi8vbIAhwhobCksp1UBQd00jW20EhOH4ZBzAxINpEEHjYTjHkAQwO4gwu1JeZNzbHoXb2LLWzZ2/wIRnaB9QzKBEzg6JoREUCSgHuoZPogB5tAsCyCwT1NlfpedhX+ldcDgvHdY7a2XPzXo+RoJMtVCkvGsj4eHi4dLMVD++OD2R0YbIlci+a0Mh749hBjUAGzO1yCcXcwgdxIH2EUOY8DOQMz0UikQTLIvYW/Al86ZDV21HRsGWVsj9nYhcCJRlHiRj4xQrSunmmRijqzKqqPnCCwEdRZ+0NgsBbtASgJzK0PfwCvl2jNjkUppNlMHMZpO/NuqVf278QSN8jd+Ej2h/9Iu2Pf5nAsZk8+S5uKTwXRTPmXT+3VmLyxDs4xeXrQOiJDF1P/mLI61F1FD0sc1wrdyyrtXoZCDsg1+8RFSxj1fqTH9X4C38txT/4Zw3kpwOicUFTs8rL362Sm75xUCsUZUl9HC0aRzVvrN6qRhM07nyQhl0PYqSb6tmJ1UlJzGwnVFRDDTMgzd3IwKc6tj6l+uVAiyZIb95HdscDRJs6wgBmlZi9FgKhKUQaWjEzzWS2HqTYf5qp0+9j58Zuq4BGqBrRxg4a9zxCsmvHsqw5bri/me9VzFzbRMdWapPDTJ1+j+LAOXxrfSoYa0Vy8y60WJKJ914lf/ZD2p76MrHOzfM+Y0+Nkti8CyUShTWYrW+Y+/V6IZloZ/f2r2EaqUXfL1VGOX3uW1j2xpRfhFDZu/OXScTbFn0/kD4nTv8h+eKVDTn+zWBjMckoTbR/Isdfb0SUOA1aO6eqb1Hyp4irWRTm//ANJYomDDzpEFOSeNLFkw66iCBQiCoJqkERTRgYIkYuuLnolicdct4YTVonIJjyhmYCIgA1m6LhT38Zo6eD0mvvUvzx+zdVRXVrZYSihpmSWgXFiKLHU/UVcR1LzK2RxnaMVCNXX/t93EqRZNd22DnnOtxgUtaiSbxKkZH3XgpXPb4383m7OIWeaiR37miYvZnZ3/IzT4puEG8LMzufNpw+5vB//NM8jz0TpalFZXra56VvVTl21GYtFQxFN26oZhxpaKP1gc+R6tkdlhg2wNwwcG2sW+UkLgSxlk00H3gqPCfd3BjDRkXBTDXQtOdRkp3bmDj2BrmLH98W/CA1EqNhxwM07nscM9W4LIPMVR3HjBLv2EK0qYNC30nGP/4p1vQ4n7R2gdnYil8tUxm8tGTZyLOqYVlxjYuf2z6QEUJBVU00bfFIXlX0Dbk55h1DNZY8fhB4mCLKZnYzzBUUFLrZxgTDFJimg16KTFOiQAPNNNCKhkaJ/z97/x1mWXZdd4K/c827z5vwNsOm9+UNCkAZeIAgAJKgFSlqqJYofbKj7pnW6Ov5q73Yo25NS2oNKUoiQYoGBGELpqpQhbJZld5nRmZ4H8/ba8/8cSMjMzJemAyTlQXUwpeFzPfuu/7es8/ea6+VY4ZxnMWOmiBhWukmTAQHm1kmKJBbti2BIEUzKZqZZJgatwYiyd03rUCwi92UKbLANAAaOrvYzQIzFHh/lRhXgyMtTFmhWe8mqERp0JZzKSQQUxvYZRzA8mo067vI2jOYXgVd9QOZDmMPQSVKRE2iCIWcM4OCSkRNEFMb0YVBQmtGcVUqbh4XPyBJ25O0BQaQ0iXrzCzbLzUVJ3hgACUcxNjfj/LGKbzi2oFMbWGKyvwELcc/Tnl6GCPZgqLpFEcvr/k7AKdSRLoOif5DOLWKH8hs5D5ffFnqsRQdT30e6bo41TLZayd9bsHoZSJtvbQ+8jzV+UmfMIogc/nETxWJcrOIxhVGbzoMDy3XGAqFBfGEoFaVVCrynscIIRS0UGy5dQqAUIi09dL++GeItPfv6LvMrhSWB9E7BKEFSA4cpeXYxwk2tO34+xlAqCrBhjban/w8wcZ25s68un2cr03ASLXS+vALJHoPoeg7E5jeCSEEqhEitechjFQrsyd/SHHsyvubnRJiieOzGtSAT/bdalfy5nNcH2IJAkGYGAYhwkRJ0kScBhQUEjQggSSNdDNIhSJpZknRQid9CBRUNHrYS4AgC8zg4tDHfkJElm0nSRNdDFAij7mOUo9c/F8zHaiLpZUIceKk6paoHhRUvTI3q2cRKCTUJjLOFMO1s1iytrRMzpnD8qpE1ATzzhgT1pWlUokrHRbsCUJKHE+6DFVPLnUxteg9JNQmim6GhNpEi95DQLk9S7ZkjapbWFr/nfDKVeyZBbxqDXtsBmmuPz33bJP5U69Qnh0j2NiGa9WYeft7vqMzviliYeRSXT+hanqKhfOvo0eSGIkmckNnSF94E9cyMXPzlKZuk+Y9y6Q4fh23VkGPJEjuOU7+xjkyV94lN3QWoWk0HHgcRQtgFTLMnHgRq5Al1NSBHklgF7MPVDr+/cRv/p0YjzxpcPThAA1N/usxnlD4tb8V45//Dyl+5x/GaWnb3OxRD8XumnkKIm29dD79RSLtfTs+2FXmxnxi6A5C0Q2aDj1Fx5Ofu29BzJ1QjTCNB5+i/fHPEIg33tdt+xCEmrvoeuZLpAaO+Vy1+3gOhKISbumm8+kvkug/sq2l2XuFnc+iGiEC8Ya63yuBIOHOPqx8esueag98RuaDABcXGxODEAZBCmQJEsIgBAgsqnSwjzJFMszh4REgSCtdzDBOmChR4lznPCZValRI0ESSRvKkAUmCBhppZYZx5plaGrjXQppZGmklQpwCWRppoUSBKg9GDbU+JDl3hpw7U/dbgZ+1mbCu1v0eIck5M0x7y/lZpqxwo3Z61a0qqARFBE0EWLCvLisrATjzGdK//5eo8SjW+AzS2lidwakWyVx8q/53lSKzJ16s/0PPozB8cYkU7MM/5vLkEOXJ28fn1MrMn34FgFBLN3o0QXH8GlYhjVA1jGQzoabOpYyOlU+zcPa1De3/zxr6d+s89LhBuegxNuLwB/+6QE+/zu79Ot/9eoWnnwvx3KdD/Ol/uPcWWD0SRygqcjELG2ruov2JzxFuqaNNtc2Q0qM0eWNHA1ZFN2g++lGaj3wMLRi+p9/KRWV435Zi0S9skRTuc4VgI2rQt3hVycFjKJrO1FvfxipsnkR6rwi3dtP1zJcJNXct8To3Armor+afA38SKhCLMhzqPZWlhBAYiUY6nvoCQlXJXju1CSV8gRIKIS1r05na4shlEvuO0/Tos0jp+ZkpRfHJ/5EYqUOPE+7oJXvuLexiblPbuIUPA5ltgItDjTIRomgEyLNAihYSNOBg4WATJIJBkCD+A66gLpaGJIHFz3vZh8RDIBZpqv7Np2PQTg8ONjkWNtxJU6NChRJJmrAwiZBgkmHe79rpg4agiNBh7CaqpCi6GYpunRef62GPz/CgN3o65QJ2MUfT4aexK4XFdtcmMpdP+Cnc7YBcHHi2ZBOyaGu5xsvZH9C28V7dANm3WvF4+cUKp98x+dKvRhnYoxMMK8zNuLz1Wg3TlDz97OYIq1o4ukT0DMRStD36SSKtu9bZZX9wc6olXLOKZ5tI1/F1iVQVRdVRdMMnEwdCqxJJ7VKeWmZmx9p0harTuP8xmg9/dEPO5uCbgjrVImYhg13O45TzOLUKnmuDBEXTUIMR9EiCQCRBIN7on8MNBAiKqhHvPYhTLTHz7vfvi/aKkWyh/fHP3VMQ49omVjGDXcphl/PY5aJ/jT0XoagoAQM9HEOPJH0doXgDihbYwJoFeiRB60MvYJfzlCaH7unaK4EAzc9/DjuXoTJ6A2tu2pcruQeYCzOkT71K8+OfoPvzf8MvYysqnZ/+FbRwFDUYpjR6jcy5t7dc1v4wkNkGSCRVqjTSikClRJEYKZI0USKPROJgUyLPJDeXsikSiY2Ji4NJlZtcwub2zeJgYxBEIplhjDgNdNLHGNeXeB1rwcVhgRk66MXGQuJRuot380HDjH2T1WZmVa/IjeppLK9W9/vV4GBTdDPknTlfv2YD5/ZBhV3OM/XGtwg1daAE/NbrzKV3MHPz2+ZPZpfzTLz651tKWzfse5xY1+41Z5lWIc3c6VdwrW1SGJYSq7g2byKX9ZgYccikPUoFj44uDXfR10FK//tAYHOlAi0UXxycgjQf/TjxXfvqkBwl0pO4VpVado7y1A2q6Sl/oK9V8KyarysiPYSi+YO9HkQLx9AjCYKN7UTaen19lkVdEoDqwiRWKbep/V4XQpDoO0TzsWfRQpE1F5VS4jkWtfQ0+ZvnKc+OYhXS2JXi6venoqCHYhiJJiLt/SQHjizxzdaComqk9jyCXSkwd+rlHc1G6ZEE7Y9/lmhH/5pBjJ958bArRYrjVymMXcHMzmIVs2sSlBXdIBBrINTYTrzvELHOQdRgeM1tCSEwks10PPkFxn70NWrZ+lnuevAcm+Llc0QG9tD4zAu+BtzoTSojQzilwoZEWqXrkLt0EruQJb7nKOGOXtRQBC0cxcqlKY68Qf7KKezC1rlMHwYy24QaVQIEl7IzJjVSNDHHJB6SLHM000GQEFUqaOh4eFjUKJHHwiRFIwv4N5uGvsRl8TMxaXKkGeAgLXQyja8FIRCoaItcGxUVDQ93KVgqkkXQSytdpJldnR8jBGoyhpqKo4SCoPqkRK9m4RXLuNnCxsopt9bTkEAJGiAEXs3EzeRxc8W1SV1CoLU1obU04C7ksCf99ndhBNBaGlDjUWxFIC0HvajiZPJLbdDCCKANdFPRNZSMizu+zkOrKBgDXSjhEF65yvzNieX7pqkEejpQoytT5M5CFntq/t5nt5qKloqjJGIoRsA/x46LVzPxCmWcXAGctV+2IqCjNaVQ4hGEroHj4parOPNZZNUP4JxKgeLYzrXhe7ZJfvjCltYRaR8g1jW45jKuWSE/fAGnev/MPUduOHz516KMjzgcPBrArEmMoKBc8hjYo7P/kE6xsLmAUAtFUHSDeM8BkoPH6nZq2JUSpckhckOnKc+O4VrVjQmFpQEEiq6jBkIEEo3Eu33xw0Csgcr8+PIutW1EqLGDlmMfR48k1lxOSg8rnyZ96W2yQ2dwKoWNBReet5ityFOeHSV34wwN+5+gYe8jaKHomsGwogdo2PcYlZlRipPXdyQjJVSNxgNPEO89sG73jWebFMevMn/+dWoLUxsO0j3bpJaZppadoTB+lWjHAM1HPkqktWdNk2YhBKGmDpqOPM3UG9/ceFbW86jcuEp1bBgtGiPY3Uu4p5/Y4Ycwp8cpD12lNj2OV1t70ihdh9LodSrTYygBA0VVfZcix77dUbkNuO+BTDDcSFPbIQJGfNkNKD2XieHXsMwPpiOxudhBVKWMjUWVEgoqVUqAZI5JAhh0s4dbVNwFpqhSpkaFcYbooJcULUgkFjWGuYLEz6xIJGUKjDFENwOUKVImTxu7SNJEhDgBDKIkmGOCNH77nYVJniytdC6WpVY+yEosTOSp44Qf2o/W2uQP3prqK4WWa7jZAvbkLJV3zlE9d3XVbL8SjxJ58iih4/vRO5pRIz5HyCtXsWcXqJy6TPmN03iFVdK8qkL0mYeIf/ajlN84Rfr/95fo3e3EP/Ekxt4+1IYEQlHwTAs3k6f0k5MUf/AmeB5KOEjyFz5JYKCb2vnrzP+ff4KsrP6Q6W1NNP6tr6C3N1P6yUmssWmkdXuAUsJBkl96geDBgSWfrFulkOIP3yT7p99D2ht8CBWFQE87kSeOYuzuQWtKIcJBhKoiHRevXMFN56lduUn+m68gzTrBpiII9HcT/chDGHt60BoSCCOAtB3cXBFreILSayepXR1eNxj6EKvjB9+qYFuS9i6NP/tPJWYmHZIplT0Hdf72P46jCPiP/3Zz7yhF1Yl17aHp0NPLWtdvlY8qc2PMn32V4tjVJQHDe4PEsy082/IH/ambaOE4ocZ2rGKGnSgpq0aY5iPPLJZT1igTeh6lqSGm3/kelbnxTWcHpetg5uaZOfEi1YVJ2h/7DIF4w6rbFkJgxBtoPvpRqplpnMr2jy/Rzt00HngCZY0MpZQSp1pi7syPyVw5sXmtFylxa2XyN89Ry87S+tDzJAeP+xpGq54DheTAMUoTN8jdOHNvm3Ns3GoZJ5/Dq1X9UldDM8nHW3CyaTJv/hinuJ4AjMSzanjWvWXK7wX3PZBp63oEI5SkkB1dFo1L6eF9gNs/LUyucmaJJJpmhiK5pRZpB5sxhtAJoKAi8RbLSP7LJcs8JQpoi5fEl7kzEQiucgZrseSUY54KRRxsXDzmmSbL/F37YnHnS0viUSBHmZUPsRINk/zyJ4k8eRQR0HAyBazJOZAeQtdRIiECXa3o7U1Y4zNwtj7JVm1IkPzyC4QfO4xQFJxsASvrb0+NhTEGdxHobifQ3UbuL36Am1nj5hcCNR5D726n4Te+QKC3yx/sF7K+/H0kiNaURKi3W1ndUoXq2asE+rvRu1oJ9HRgXr656vqNfX2ojUmk7VA9e3VFUCJrFuUT57BnFlCiIbRknMBAt59JuRdoKuGHD5D4uWfR25tBUfDKVdxMHul6CF1DjYZRB7txFjL1TTpVhdDRvSS//An0jha8as3PRlmO//tUnPBjRzAGe8j91Y8ov3maZTbXH2LDyGU8vvlnZTRdYJlycQLvcOm8xRuv1HAcydz05gJF1QjR/tinUY3w8kmca5MbOsPsyZcwCwvbmjVwKgWKO6j4Gu/ZT7z34IaCmMk3/ppaenpbtitde2lQ7vzIF9FDsTWWFkTa+kj0HCR9+e1t2f4t6JEEzYc/ghZea/s+6X/25I9IX35n2ywVzOwsMydeRNEDJHoPglg9M6MaYRoPPE55Zhi7vAHlOSEINDYT7O4j0jeIYgSpTU8y9+JfYWcWEJpOw0eeJ7r3ILn33tyW49kK7nsgU6tm8TyHXPoGrnN7IAdw3fdfxGgruLMl2sVd0R3k4a7ZNm1jLuPIgJ+7ufM3d//borZqM3WEOGGipGhmnBsrOnEAjIFuIs88BFJS+vF7lN44hZvOIz0XJWigNSbRu1rRO1qonq2vhixCBvHPfYzIk8fwqjUKL71N9fQV3HwRpERrbiD8xFGiHzlO5MmjuLkC+W+8vGqpSgB6ZwupX/4MajJO/psvYw2N4RbKoCpoqThaWxO1i3d0JtkOtcs3iD73OGoyRnBfH+bQmO94fheUSIjQod2IgI51cwJrZGrF4CEtm/JrJylzEgC9o4Xmf/BrKB0tq5zt+gju7yf5C59Ca2nAK1X8rNbFIdyFHNJ2ECEDrSmF0ddJ5dzVutmUQG8nyV/4FHp7E+b1MYo/fBNrfAavUkMJGQR6O4h/6iMEBrpJfPE5nNk05vX7p9760wbXBdddfj9UK5Kx4a1NtPyOjbsyMa5D5sq7942Qup3QInEaDzyBaqzeoSSlpJaZZurNb25bELMEzyN/8zzBZDMtx59FqKtriimBIKk9D5EfvbR9Uv5CId6zn2jX7jW5Kp7rsHD+DdKX3kG629suYBUzzL73Q4x4E8HG9jUzU5GOAaKdg34X0zrZOSUQoPHjnwbpUR66QmV4CKeQX/a72tQYejy5xjoMgi1d1OYm8Kzb41og1UJ892FUI0h5/AalsWtb1pG574GMY1dp7XqYeKpnWQZGeg43r3wHs7YFneIPsQSBQhNtRIgzywQ5FlYupChobU0oAR17LkPxxyewx26/bLxCGWcuQ+3KMCJorCrLb/R3E3niCNL1KLz4BsUfvrmsPOLmilhTc6iJKOFHDhJ+7DCVdy9gDa/ifyQEakMCKSXZ//wtqheuLxvg7bFpuHB9RdbBnpzDGp4gdHw/ocN7KL12EjedW7F6raUBY28vuC61KzdxMiuX2Q4o4RDRZx9Da07hlSrk/+olSq+fWnEerRvjVE9frp+N0TWiH3sUvb0Je3KO7J98F2tkYul94hVKOHMZvFKVpr/zVbTmFJGnj2ONTyNrD65e0IcApCQ/coGZ937wgQtiEArx7n2EmjrXzMZ4Vo25s69SXdjmIGYR0rVJX3qbaNduIm19qy4nhCDY1Em0vZ/cjbNsR5lNC0VJ7Xlk7ZKS51Ecv0rmyoltD2JuoZaZYeHSW3Q+9XOINQjQiqqRHDxOfvjCusrHnm2TfvX7OKUiXq1aN0tYHrqyJj8n3DVA2zOfY/6dH5G/egakJJBsov25nyfc3ouUHvHdR5l743vkr53ZUibyvgviJVK95BaGuHn529y88p2lP8PXXsQyP2AP8wMMicco17jEe8wwVjcbg5TImomUEiUcJNDbCVqdG1NKn0ha50YTukbo2D6UaBhnPkP57TN1OR6yXPUHa9tBjUcx9q7+0rm1zcrbZ6leGKrP+XC9FfvjlatULw4ha5ZfXurtqLvq0OHdKJEQbrFC9cxVf107AL27FWNwFwhB9exVym+eXjUYlJZddz/09maCe3pBUfzgb2Jm5TtYSqyxKcwbY75k+95e1GR9S48P8WBASkktO8PsyZd2hLex09BCEVJ7HlrTO0lKSWH8KoWRS+yk5INdzpO9dmpd4rBmhIj37N+S39OdiPccINS4tjWMUyuzcOGNjZVzNgnpuRRHL1NdmFzS4FkN4ebOjekWed4SL2a1AMMtFXHyudW31daN0HScUsFfh1CIDx4i2j1I9uIJZl75BtK1SR1+bN3S3Hq47xmZQn6cVNNuEqk+HKfGrRtcSoltlXE/JCreP0iJeWMce2LWL+X84qcwBndRefss9tScX8pZL+WnawT6u/zVWTZqPIoard+CKQL+bEHoOnpLfbXHW/BKVcxro+v6Gd2N2vnrOM8/gd7aRPj4fqqnryw7BhEKEjy8B4TAGpvGGt0h7xlFoLc1ocaj4DjULlzHq9472U1vbURtTIDnIV2XQGdr3eWEri0dp9aYRAkZW9r9D7Gz8GyThfNvYN5DS+yDhFBTF+HmtQdEt1Yme+0U7g6rCQOUJq9jFTIEU2uXfqMdA2iR2JZb+lUjRHzXPpR1gqLS1BDl6eEtbWsjsEpZSpNDfoZsjayMGowQ7Rz0lcHXCHqUgEHjc5+meP4UtcnxTe2TFk3g1SpLYndqMEx891EqU6OkT76KXcgSSDTQcPRptHAUp7z5kt99D2Q01UB6LtFE57LPpXQpZEcXeTMf4n7Bnpoj+6ffJfnzz2MM7iL28UeJPnUM88Y41QvXqZ69ij0xsyp5VAkaqAm/BdIY6Kb9//331t+olIjQ2i8Ar2b67dr3CDeTp3ZxiEBHC4GBbrTWRpzp22To4J4e9Fbftbx68mL9DqFtgFBV1JTfZeXkSziZwr1PSoVAvdWqDaR+6dPwS+v/TDECCO1DZYUHFVJKqvMT5IfPI7fIDXi/kOg7iKKvTnyXUlLNzFC+w0pjJ2FXipSnb64byGihKOHmbszs+kaya8FIthBp61mH5OySGzp7fwwspaQ4cY2G/Y+tqa+jqBrhll1owejasgaK4gciG1QwrwehakjPXWr5jnT1oceTfhCz2OlkZhd8PZx1NIHWw31/281MvocydQZVM1BUHSk9XMfEc20870HXTd15CEUQbg6hhxYvjQSrbFNZ2CZRsLvhSWoXhliYTRM6upfw40fQ25sx9vZiDO4i+szDVM9fo/TKCezJuRVRvDB82Wm5WKZy8xsrD7qrtWDfsV9yE9k5adlUz10j+vRDaE0pgnt7Kc34nSBC1wgeGkSJhX1C7NDYjimdIgTCWHw4HWdDAlIroChL65Ceh5srbtgawVujNVwNqERaQiiaX1mWEqrpKlbpw+dvfQhiu/YSbu9l/tQrmxqkpGuTH7nwwePFLEKPpgi37IK1hN88l9Lk0PaJGa4DzzKpLEyScp01OStCVYm09ZK9dnLT2xKKSqS1By28dvm2lpndfoLzWtvLzuJUSujr7Fcw1Yoejq0ZyEjXwZqfJdDQhJWZ9xnw9wi3UkY0taMGw3i2SbT/AJ5VozR2/Xb7vRBsC19py2u4Rwih0NCyj4aWfQSMGJ5rUypMMjt5ilrlwXRkvp8Ipgw+/i+eoHGvX3qRnuTmj8Z44395d+c2KiXOXIbij96m/OYZjH19hA7vIXhwEK2lgdjzT2D0dpL52newbixPM0rbRi5ma2pXRsj8x29sbJPrDsibv7ntxZKRsa+P4KHdVN67iFeq+A7WB3f7+3r5Js78Dt5vUiLtxYdfVRH1uEfrrsNbaguXlk3uz39A7fLGZrhrBYrN+xv46P/rCYJJv/zkWi5v/39OceOHH3Y6rQvhz+qNRNO64merwa6UKI5d2+Ydu38INbajR5NrZyMcm/LUKvIHOwKJVfDNB5W1+BZCwUi2+NmCTcp9CFVb16lcSkl1YXJHuTF3w7MtzNw8oab63MBb0CNxtEgc0quX1aXn4ZQKJB99CqOjC7dUXJr0uZUyxUtn192f6uw4ib3HaDj2NG61RKxvP8Wbl6ndQfwOxFO4lvnBsyhobjtCS+dxsvPXSFcvoqoGyaZBegZf4OaV72BbD7Kh4c4j3hmlaV8DwaRfevFcSSByny6TlD5h9uQlauevo7U1EnnqIWIfe4RAfzexF54gMzm7rBtGVk28cgWaUyhhA69U2XDWYKfg5orULt8gMNBNcG8fWnMKq1Qh0NOB3t7kH+O5axtysN4spOvh5os+kToSQk1ugszmSdxCCWnZPr9IEbjZwpaySEIVNOxOkeyJIxT/RexaLqqxuUH5vmJRqt61zUVTQoFTKy8T2hKa7qu9KiqeVcOplf1snKKiReI45dtqslo4hnRdpOv4dg6ujRoM+4F9pbRMlE4NhlGNsO+Bs0anxkZQmRvD3kFtlx2FohBq7EBbo+UawCrnMIv3z6wRfJ8x16qirxHICCHQQlH0aBIrX6eTcwPQQrF1Sb7SdaimpzcpbLg5SM/1dYjWgVBUgqlWiuPXVhUmFIqCFo3hlIoEUk3IRAO3Jpd2PgsbCGTKY9cpjV8nseeoz0nMLZA9++ZtzqKiEGrvwcqlcWsfMPfraKKLhZkLzIyfWDSdExRyYwzs/wKaHv6ZD2RaDjahBd9/foO0bOyxGQq5V9GSMSJPHkXvaEVNxHBq6WXLWcOTGL2daI1JArva/ZLN+wkpqZ69SvSjj/hZmAMDWMOTBA/vQagqzlwG8+oOE/A8D2d2Aa9cRYmEMPb0UT17bdWupdXgzGZwsgX0lgaCe3qpvHcBWd18zV0PabQcalwKYj5I0MMJOj/681iFNFoohhqMUEtPMXfqFdxaGSUQpPHQU0TaegHw7BrpC29Tnr6JHkvR/ewvMfHqX2JmZxGaTsvDz2PmFzAzszQdeQYzP08g1oCiG5SnbrBw9id4jkUg3kjro59AC8VwauVVjRk3Aikllbnx+8Ob2AGoetDXK1nnHJi5BTz7/rb/O2Z1Q9tUAwZ6KLbpQCbU0LauMaZnm5j5+TWX2XZIb8N2HoFYyqcErNKxKW2bzOsv1zd13eBEyqkUmX3t25THhlA0jfLEDczMbW6SqhvU5iawCrktEX3hfWi/tmr5pVaspZ1QNCyrhOd9cJV9twNCFbQeaUIN3L/ZsQgH/Y6XVSAdF8+0/Btarmx5lo5D5dQl3HIVNRUn+vwTqI3J1bena4hwcDXfx22DPTWPeWMcFMUvkbU2Ygx0+ynfM1fwyjtfu7fGZrCGfc2X8CMHCR/ft/q5FmKpq+tO2JOzmNdGkJ7nc5iO7197HSGj7npuwYgFaDnYuJnDef8hQI8mkVIy886LzL33Q0It3cS6d4MQxHsPEGnvY+7Uy0y9/g2q85M0HfFVV4UQKHpgqRwg8ImPQtEQioqRaMQu5Zl+81ukz71OtHsPRrIZoWqk9jyEUFSm3/oO86d/vK5Z4VrwbAsrv7CjBoZrwWhqJdB4b6KOd0LRDYxk87rLWYX0tinYbhS3nMHXg6IZfuZtkzBSLes6ULu2iVW4v1QJKSXOBjMbeiSxpvM8+FmlWwrvQlGQju07r99DGcgpF8hdPEHm7JuY6dll44drVpl78wfkLrzzwSstVasZOnY9jm5EMGsFFEUn0djn+0E0DiI9B9uukJ2vL4X/04xoS5hEd2zHB/klaCrxT30EFIF1cwJnPuOXhmwHVBU1FiF4YIDQ0b1I18Oeml9J5pVgDY1Refss0Y89SuSxwwhVpfz2GZy5jF9mUhWUUBA1lSDQ047QNPLffHlHBdukZVM9fZnwwwfRmhuIfOQh1GQMr1ShenFnzOPuhlcoUXrtJHpXG2oytqjw20jt6oiveuy6vg1EPILe2ogwAhR/+OayDjFp2ZRefZdAbyd6VyvJr3wStTGJeW3EvxaehwjoKLEIWnMDgb5OaheuUz15qe4+pfoThBrWnk0+yBBCUBy76jsml/NUZ8cJNXeTv3mBSHsftfQ0lZkRAHJD54j3HcJItaw743PMKvmb57GLWd+vyDLRInGUYpZQSzeF4QvU0lMgFEqTNwi37trU/rtmGfs+mmAug6ISHTiIUyr4BM5NPANqIEggtrZ0AoBdLtx3yxnpORvqAlM0fd2MyuoQBBJN6zq/S9e5/+VDyYZF97RQFIFYk4mohqPEjhwn3N1HdWKM3HtvEmhsRigKtanNtWSvxPa8h7ceyNzqzhCKnzaXcnH2Xn8HdS2EVSsSibUTiS3WGaVESpdU024EUK2kfyYDmVR/gkhrZE0S2XZCCIHe0UL4sUN4lRpuruBnKhzXDz4iYbTmFEJTfVPCV96p267sVWrkv/0qKAqRJ48SfuwQwcO7cXMF3w9IVRDBAGosijACvvHkGh0P2wIpMW9OYE/NorU0EX36IZRwiMqpizgza9fuRUAn/PhhtOYGlKDh/0nGUFO+u2/wyF4ao2G8Sg3PtJA1E/P6GLVLK7UZqqcvo0RDxD/7UbSGJImff55ovugHjIteS0o0jBqLULs6TPFHb8Nd4oXmjXFyf/Yiya98Er2zheSXXsC9tQ4pEZrm83BiEaRprSBk34m2oy23O+I+oLgldy6lh+eYS90jih5YRq68xU+oO3sWYtk9KF13yR1aSrnIq1H895um3VGykMvk1u8VrmXimZvPBsZ2H0YsGrqGu/qRrkP29FvYhQxqKEJ831ECKT+TVJubpHDpNJ5toqeaSB54mPjeIzjVMuGuPtxahYW3X8azahiNrcT2HkELR7ELOQpXzmDnV2YU9GhizbbrW0jtfZhIex87KYR3N4RQCKbq6ywtW05R1+xsWgtKwEAPx9YtremRBLue/eoifeJ+QaBHNiaEqWiBNSfMQtVIPvwERnsXTqmA0eqXE/VkinD/nm0MZLYHW3ujKQrBA/2EHzoAAvLfehVZMwn0d2FeH6s76M1OnWZ+em2i0HrqhD+NUDRBaiCJkagnZLYzgY10Parnr6HGw6iNKbRUAtHaBKoCrodXM3Hm0lg3Jyi+fGJN8Tg3kyf39R9ijU0RfvgQenuT7/Ksa+BJXxcmm8eeTVM5cX5z7cj3CCedo3ZlmFhnK2pjAmla1C4M+eTkNSCMALGPP4be0+FzSYQCili6ClpLA1pzyg9aPImUktIrJ+o6T0vLpvTaSZz5LJEnjxHo7UBNxtDjLaCIRffrKtboFOalG/XJd65H9fx13EKJyNPHCS46geudLaAoSw7a1tgU1s1Jv5xVB3pIo2FPCkW/7xXlbYUeS8LsKIoWQI+msIpZkBK7lEcPxxGKivRc9GgC8F2Hpectknr958v/bYLakp6IrPvekZ6LWyv7XR6KgkD4298kPMfC3QI/xmhqI7JrgPLYENWpUZSAsRRkKXoAJRCkOjOOUFWSBx/BrVYoXjuHV61QmRwm1NlLbXaS8vAVPMdGOjZ6PEXjE89j5xaoTAwT2TVI4+PPMfvKN5F3cU58Bdb130fhpk7CTZ3rLve+QBEIZXNDn6obG1IGVgNBEn2HNrWN+wE/o7T6dRS6RqC1new7ryEUlfjRRwCwC3nU0MbLcopuEGxu9+8bVV22xTuftvLYddzq5vmxWwpkjD09xD/9NNbIFMG9vSghA09A7LnHcHNF7InZFb/xXBvNiBKNdxIIxvFci3Jxhkp5/n2rGz8ICEQDtBxqQqlLwtyhwM7zKP/kJNUzl9GaUqixiM+vuBXIVE3cTA5nPrvCHbru6gplSi+foPLuRfTWRpRb6/O8JYE7ZyG7OlnV9Si/fQ5rfAZZNXHWcsjeCGyH4o/e9hWCVQVp2ZjXx9Y9nV7VJPfXL6NENp5+dmbSq1sd2A61c9cwrwyjtTSgpuIoQWMxCHHwSlWcTA43nV/dtdrzsIYnscZm0JpTvnpvOOivw3Z8d/B0HiebX3U/4l0x4l3R+5bx2wlIz/M5K0KgR5IEUy1kr7yL9FzyN8/T9uinaDr6DHYxR6x3P5W5CWqZGYSiUsvO0nDgCbRQjGBDK0aimeL49TW359kWhdErNOx/zA8YpEekvW/TGjC3uqQ2C6EqeI5N9sxbK178diFL5uRPfA6PIgh39mE0t1O8dg63VqE6M45TKWFm5iiP384eRnr3oAQMchfew7NMnHKRlo98mmBzO9Wp5S35eji+HrXigYcQYtOEbUU3UAMf3NLsLdzKNq4KiV8p8bzbywmBHksgN6i2rhghmh97nuT+46jByGK3n/A7/4Tiv7s8F8+sMfr1f0/1/Qpkgnt7Ma+NUvjBm+gdPgFMmjbScRFG/fRjJNZK98Bz6HoI17UQQqG161Hmp88yO3kK+TNK+DUSBk17V6s97+CbQ0q8QhmrsH3dYl6xjFncxPqkxB6bXmZcuVU4Mws4M/fYneD4gcd2Q1o29sRs3QB/w3DdzR0TkNgVI9qyeZLjg4LSxBChlm4UTWfuzKtU5vw0d3VhkrlTL/m8mEQT1flJ8kNnfZIiNvNnXyO15yHiPfuopqeZP/sqdimPUy1RmR1byoZJ16EyP+57IEmPwvBFFFUn3NKFXS6Qvvg2gWhicxMv6W2p3CAlOKVC3dlrINVM4uBDqKEIQiiE2rtxK+sHXIFEA8HGVlo//nnAL724lll3oLvV9v7Bhtj0ISh6YEOltQcfYs1TIB0Hc2aS5EOPY+eyaNEYsQNHie47ROnyuQ1tIdI9QPLAwz7h98ppwh29qEaI/NUzaOEY4a5+8DxmX//uMm2ZzWBrpSUhkKblC38tTiSFEfBn4asoATZ3HMO2yoxcexHbLCEUnVTTIG3dj5FbGKJW/dkUxWsYTBJu3B4zsw/xIe6GFlRp2teAHt6aFPj7DiEoz4xQPVenRu95lKeHV/W2MTOzzLz9vbrfVedvl+M822TuvR/d/rdVI3PpbTL1+dP3BJ9/s6U11A2ghKrR8NBHEIEA6RM/xikXaP3Y5+v+/u6MnGdb1BZmmHv1O7fJstLDqawMltbr1vlph1DUdYm+Pw2QrkP+9Anixx4l0r8XNRIhduAIpasXNySGBxDu6EM6DrM/+Q6l0eu0fvTzGKlm5t/+ISAwGltof+5LhNt3UZ7YmpXFlq6IeX2U2HOPEymUUWMRjP4utI5mZKW2allAUTQKudHbKr6uRSE7SlP74S3pM+wsdn4G0na0eUky/kN8iO2GHtZpOdT0fu/Gh9gpCFCCQex8Fq9WQY+nMBpbqUzcoa7rurjVCoFkE3osiec4uNUSlYlhwl39BBpaqM1N+oO1biDdlV03QtU++AmZLUAIxS+L/AzArZTJvfM6hXMnEaqKdBYJ8Ru0K9BCEZxqCTMzD0ikYy96Kvm2BGZ6lsLQRRqOPEnuymms7OZ1d7YUyNQuD6OEQ0SfPoYSCxP7xJN+h8W3X8VbpVRRyI4ST+6ilJ/ArBVQFZ1EYz9WrYDrWCiK5vv2yAeDLyOE2JEbVygCoQgUXSHWHqHtSDNCXfmGEMLXl9kObRnpSTzn/rHob+13vCtKvMsvaxgJA81QUVSBa3vYFYdKukp5tkx2uEAtV8NzvNUEJ7cMRVfWMXrb2XOkaMqaYnRSSjx7G7Yvbt9jWlCl5VATDYPJNfdrO+4xz/WQ7s5wutxahfnTP8YuZndk/R8IuF7djIx0XYpXz5E6/jSBVBOeZWIuzCxb1rNtitcv0vTYx2l97ovY+Qzzb/6A6tQo+cunSB55fHFBDzMzx8KbP1whmObbMvwMRzKK8gBPuLcPQtOJHTyKOTuNtTC3qClzb8/1bfL8orWBWfVb30MR3EWOmZWZI5Bo2EI7vI97D2Q0dRkJ0hwaw55Z8B16pcQtV5HV2hJh9G4YoSTJpkHiqR481wahoOkhpHTZe9S39q2U5rlx6a83f1TbCEWsze7eCIQqCER0jFiAQDxApDlMqi9Bqj9BoidOKBUk0hyqP8AK2PWRTr78nz+zMiV9a3FZ57M7P1/8bOrkLO/+mzNYxZ3tGAo1BEn1J+h6op32461EmkNoIc0PYHQ/iEH4QYN0Ja7l4tRcrJJFdjjP+JvTzJ6bJz9exLW2L6ANRHWO/dZBdj3VuTxolLf/Mn8lw4l/fWZHTDqDSYNH/s5R2o41+xXqu66f9CRT781w8vfPY+bvTWNHDSgEogECsQBGPEC8M0qyL0GqL0G8K0ooFSRYtyPOD2Ie/ttHOPwr+9a/l1b7XIBne1z95g0u/NnOSCd4tknu+uktr0czIgQjjQihUCstYJsfHPPG7Lm360+spKR08wq1uSmEruOZpi9It2zQlVQmbjCVnUcJBHyiueVLZuQvnaY8OoQSCIDn4daq9UnJUuJf9LWCcQ/XrCI3YTR4v7Bp1WFZv7ttxfodC9eq3c/u83uCUysh19o5ITBaO4gffginVKRy8xq1qXHsXHbDQod2IUu4oxctmsAu5rDyadRgiEhnH4UbF0BCILk94pz3HMgEdrWT/NLz/j/Erf/c9ZbzPLJ/+j3sqZWponz6JtXS2ikkx7k/jqkbgaoGUDaRkVENleZ9DaQGkn63SGeEWEeUWEcUIx7YcOeIEAIjFsCIbb02XZwsoezgbEIPa3Q/1cHuz/TT+WjrunwMoQpQfTfmQBTCTSGSvQl6P95NYbzI8I/Hufqtm+SGt8d4zSrZDL80Rt/Hu0n0xOteg3h3nPxogXNfu4Jrbt+LWNEUBj/Vy97P99e3oJBQmCox/OPxDQcxRsKg5VAjqd4Esc4o8Y4osc4osfYIqqFu/B5ThE8C3iIR2LVcQg0PPs8rEErQ2H2Uhs6DTFx+mfnhE+/3Lm0Ya5F3pediF9bJVnkeTjFX53O3/ucrFttA96JlMn/2x1Tm6ssAPAio5ebWX6gOpPRW9Se6E+XZMeZOv7wjwpuBkMqhT7YycT7P3M3NNWl4toW3hgSGtC3mf/RtAo3NhHsHiOw9ROKhxzHnZihfu0x56PK626hOj9Jw5AlCrV1UZ8apzowjXYfmJz+J0diKlJLkgUew8mlcc21JjPVwz4GMs5Cj+Mo7/o8bEoQfPkjt8k3smQWEqmLs6UXoKm7x7h0T6IEImh4mGE6h6SE8z8Ws5igXZ6hW0g9kx5KmhTblchtpCfPI3z3qeycZ6gfS22ajUDRB454GDv/KPrqf6sCIBbZ0vEIIErviHPnV/XQ/2cHFP7/GzR+NYha2rgS8cCXDmf90iaf+8cME6gSHmqFy4Ct7yAzlGH19cttmVG3HWzj01b2r+mjZVYdzf3SJ2XMbrxO3HGrkqX/yCLH2yLolsw9xG5XcFFPVIkY49X7vygcO0rXXS8ggkVTT0xTHfwpFTT13Q5km16yuacq4FURSAfr2B5m/OEFxfHMB2YbgeVjzs1gLc5SuXiLYtYv4kUdIPvb0xgKZmTEWTr5GZXLEN2ItF0iffp3Wpz5N8+PPAwKnWmLhvR+vH4Cvg3sOZLxCieqpKwDEP/0RqmevUXjx9ds7f+kGDb/yGdRUDO+OFtxwtIVdg8+jB8KY1dxS63U8uYuOnieZmXiXuamzD1wwEwhEUTYhnqSogmDC+MCrqK4HRRP0PbeLR//OUeLdsW0dTBVNoXF3iqf+6SM0DCQ5/QfnqaRr6/9wDUgJN18apXFPigNf2Y2qrwxSIy1hjv3mQTI38xQnt152iLSGOf5bB4l31XfldW2Poe8Pc/3FYTxn45GTZmgYicB99eZ6EKBqBom2vZjlNJFUF4qqU5i/SSV3W7AxEEqQaNuLHghRKcxSmLvhl7IX4XnOXW3QglhjD2ogRH7m6tJ38ZZBFEUlN/NTOChvAq61/vOnKBqKen+643Y/00L7/gRmyeHC96cop5drVEWbDToPJRk+kcYq1x9bFE0w8GQztYLN+Nm1B1TPdZbdR6tBDdQv437QoIYjhHb1Ee7bjdHagVspU9xg+7VrVkmf/PHtDyTkLp/CyqUJd/SCEFRnxhY1jbYW8G1plBVh/2IJXVsSTFOCBko0jNCWr7ql4yjVygI3r7yDa1fxpItAoKgB4sldtO96nFz6Jmb1rhtp3ff6zs5Cg0YCVfmAt6zuELSgyr4v7ebor+0n2hbZue0YKvt+fhAjHuC9f3uWwhaDC7vscO6PLpPqS9D5aNuK7JFQBM0HGzn01b2c/PfnsYqbzwTpYY0DX9lD+/GWVbNUcxcWOP2HF3ecu/TTAlUP0jb4FK5VpZgZJxCKkWzfx/i571HOTRKMNtJ18FO4dhWrWqCl7zHCiTamr762hoaLRAuEaBl4gnJ2ErtWQNWCtPQ9RmF+a62hm4ESCqDGwtjpwupCi+8D7EqR9V7KQtPum2hcfqpKw64Ihz/bweip9IpAJhQP0HU4xcS53JqBzN6PtZKdqDB+Lrvm4XmWuaFgTjXCvsL0Fq5d9+EERz/bTjip41oe195Mc/FHvgaVlNB1KEHfIymiDQHmR8qc+IsJSmkLoULv8RRHPtVGKKaTn6tx8huTtO2OEYxpvPv1CR75Uhfte2K8/H/dINEaZM/TTbz5tVHMsp9tEppO6smPEerqQUqP2sQYhXOnsDMLuNUtlIE8l8rkTSqTN9df9h6wtfbrqyMkv/Q8ihHAmcuAqmAM7kLaDu5d7ddaIEJuYch3v16ExJ8ZlYszgKyb+ZDSW5NctVNdRbcQDjWiqvfOT/EcSWWhSiC6/m8VVRBMGXWzA76jqUMtt/WySjVb2zb7B0VX2PO5fh767UMEk2vPPqQnqeVMitMlqlkTp+YgPT9AMRIBom0RIs0hFHX166gGfI6J53i8/a9OUcttXuYdoDRT5vQfXljkL0VXbk9X2fO5ftJXs1z7zuYfuu6nOtj3xYFVsyaVdJXT/+HCpjI/Ts2hPFvBqa6f6tYMlWDSqBtMSSkx8xZ2dWvZUM/xMEs7ZwR6JxQ1QHr2HHPD76BqBj1Hv0CibQ+VwgwNHb40/Nj57+E6JtGGXew69Gly01ep5FcX3iosjNDc+wjx5n7S42cIJ1rRAmHyc0P35ZjuRGjfLho+8wjT/+bbONkHh4zslAu+v9caywgEWji6ZBWxk5i7UcTzJLufqe/oPX+zyCv/36t429RJ59o13A14ZSl6AC0YXub9dS8QCjzzm73MDZc5/4MZog0BakVn2fu7/9EG3vqTUayax5O/vItyxuLdr0/SMhDh2d/p59rrC0xfK7L3mWae+68GGHonQ/u+OIoq6D2eJNURIt5s0NAdIhTXuCtBiXQdcu+9SXV8BM+sbZ3vszhW78Q9sbX26ysj5L7+I8IPHSB4cMCvqY1OUz5xwXf3vQPlwhTNHUcBQbU855PGhCBgxGho3ottVXDslZGeJ901006qqm8q0NgINC1EONS0qXJJea7MG//Le2jG+mn/YMrg6X/2KKm+xMovJUy9O8u7/2ZjIkRrwSpbWKWtz/qFIuh5potjv3mQUKo+uVNKSTVbY+78AqOvTZC+nqOWN3GqDu6igKKiKWhBFSNukOiJ0/uxLjoeaiXcFFqZJRF+l0//Cz2U5yqc/sOLOFsceGfPzHPujy7x6O8eIxDVV1xnIx7g8K/uI3Mjx8LVzD3zZRoGkxz99QN1z5GUErtsc+6PLjP13uaUfmfPzfPyv3hjzQDwFloONfLEP3qYQGRldtFzPM7/yWVGX5vc1H7cwq1rfn8gqRbnfC8ku0a1MEcw1ohQVIKxJsxyFtf296VamAUERqRhzUDGtasUFkZItAySn71GtKmXSm76fXGrFgp+5+cDBruc8weitUThhCAQa0BoOnKNrkOhwIFPtJNsD/P2Hw/j2h4IeOyrvXiu5L0/HyXeGuTI57tIdYVRNcH05Txn/noC847sSr3JWSCscuyL3ew61kC1YPPqv7tGaeH25CfZEeL4l3aRbA+RHi0TSgbITqyfafAsE6dW9oO5NcYFRQsQiDVsOpCREhzLIxzXscouQ9fSS9kS8GU5Lr40y4XFDE3rQJTm/iiaobDnqSYqOZu3/nQc1/aYvlrk1/7lMSJJnXBCJ94SRNUV5obLpDpDNHSGSU9Ucazb46y0bbJvvwZ13MSFHljhwbXWeQh3DxAfOEQg1YRdyDDz6rdwaxWEphNs7sCtlrFy965Ufie2RuBwXWqXblK7NrrUWy9dt24qdH7qHEIotHQcRTeifhZFguPUKBenGR9+FdtaycB2XcsPZlY7ADWIpu1MGtMIxIlG2tlM+cq1PPJjG7NxDzcFcWr1B2UpwSyYpK8/ONoZyd44x//mQaLt9ctJnuMxd2GB839yhfG3pnBqLnI1DyGgNFMhfT3L2OuTdDzcytHfOLCqQKAW9MtMcxcXGHt9ckulVdf2uP69YZr2N7Dns/0IbWXw1DCY4siv7efN33uPWnbjWSAjHuDQV/fStL+xfklJwuhrE1z+xvVNt5hbJRurtLEXZTBprH4NJJRmKw/UPbY+BEvPpfD1cm6p5t49yCy1um/gZsnPXiPZtpdoQzfRhl3MD5/Ac+9DlkkIAp2NhAY68CwbJbA84Az2t/vvVkUQ7GnFM20qF0Zwi1WUoE5woAO9OQFCYI7PU7sxTeRIH+bYHG65RuRIH3a6iDkyS7DX7xgxR+49gHZqFexSDnUdl2kj2Yyi6XhrlGGkB9WczfEvNnH+xUkKMzWijQb9TzZz9pu+crOqK5hFm6uvzBCIaDzyCz0UZmtcfmlmze3bVZcLL05hlhyOfL5z2YRSD6k88Rv9RBsMzn57gqa+KF2Hk0xdyK17/NJzsfJppOssirvVh6obGIkmyjP1VabX3xC89h+GefQrXXzmn+5hYbTCib8YZ+b67excdqqKa0sUTWBVXPQOBSEg1mRQydt+YAhUcjaO7fmBipT0PZyiOG+Sna7StjtGtCHA5VfnVmat6gUxmk7i6CPk3ntz3UMQqkbq8OM0Pf48ajCMEILaQnhJGVkoCm3PfA67mGPq5b/akiv8lpmoamOS0JHd6K1NSNfFHBqjdvkmsrb84XecKlOjbzM/fR49EPbdR6WH49SwzNKqJF/bqeB6NhJZ1x1C00MEjSQr28C3CkEi3k0wWCdL8jOMQCzAwV/cQ+OeVN0ZiWu73HxpjPf+7TkKk8WNXxIJTtVh7I1J8mMFHvvdY/Q+270i2yCEINwY4tBX9zF/KbNlvRer5GdFEt0x2o6u5LEoqqD3Y12kr2U5/7XLG0pRC1Ww+7N99D+/y9fMuftQPcn8pTRn/tOlD3kxm4Yk3tRDJTeFFggSSXVRmBtCeg7l7ATJ9n0Y0UYcs0y8ZQDPdagWb3WECRRFXSpL31kCMSs5qoVZGruPg5SUs1vLUm0URm8rrb/1CeyZLG6pitHbukx4LfrYHoLdzVizWaTtInSN6jW/vVlrShB/+iBuuYYS1Ek8c4j5P3uN2BP7UcIGtRvTNP/SR6lcHmfuj14i/swhzImFTQUyrlWjlp0juF4gk2hGC0V9v6o1MHkxh1lx6H24kXPfnaR9XwJFFUyczwGQm6xw/nuTBMIaelCluGDS0L0+H09KqGQtctOVFc9soi1E99EUP/iXlxk9mWbyQo7eRzeuZ1LLzOA5lm/OuQoU3SDY2O7r+NQJCDaCmeslvve/XaO5L8KjX+7iY7/dz1/+dxeWvl/eGHD775W8TVNvBEUVeK7ECKuomiA7VSXVEaTvkQamrxZYGKlw5DNtKIqgOO+P10vGjq6D0PUVfltaJEqop39DgUyobRcNxz+ClZkjc/5tEruPoidu+wl6lomZmSXSvRstEsN6vwIZtTFJ6hc+gTACuLkiimoQe+EJAt2tFL7/JtK8+yUtsa0StuVHlYqq+0q+a1xox6n6ujKrtPwJoZCIdTG3cAHX3Rpv4k7oWojmxgMo4merI2Q9tD/UQt9zu+qWM6QnmTwx4xNyJzZZ15eQHyty8t+fJ9oeoflAY92AqflAIz0f6+LyX67tXrwR5EYKnPmPl3jm/xkj0rJSmFALaez/8m7mL6WZOjW7dnAmoOVgEwe+sqdue7eU0ufF/OFFsje3Rx/nZxLSI5LqouvgJ9GNCFJKcjPXkNIjO3WJUKKNXYc/g2NVCYTiZCbOUSulEYpGsnU3kYZuQvFWEAqqblCYG6KcncRzTPKz1+k5+nnmR0/eH7E8RRB/fC9Opsjc117Bq1k0/8IzBAfblxYRuoYSDZH741ew5/OgCKTlv1+t6Qxz//klpOsiVIW23/kMoT2d2PM5Ai1JnHQBt1RDjYVQQgZaMkLx3c11YXmWSS0zg+w7tGZpRQ0ECTd3U0uvbQZolhwmz2fZ9VADQ2/Os+uhBqYu5qjmLYSAtv0Jjn2hCzXgZ/BbBmPMXd9Ypns16CEVLaBQzvjjhV1zV5CE10ItO+MLCQZXD6iEEIQa29GCUZzKve9vIKTSsT9ONW9j11wKszWSbcENOY/ffDdD38MpDjzbwtxwid1PNGHXPCYu5kl1hnj0S41cfGmW9FiFWKNBreRQXDz+yJ6DCFWldPUCqSc/jhZefoxKwECN1O++vBuRXbtBCOZPvExp9Crh9t5lgQyAmUuT2P/Ilru8thTIhB/aj1epkfvj7+CVKr4a4EA3iZ9/Fu3UlWUuv5FYO1atgG2XAUFjyz6a24+iqDq1Spbp8XeolldqaEjpUakskEr0US+SEQhSyX5CwRSl8trpxo1D0Ny4n0S8e5vW99OBQCzA3s/1E0zW53zkxwqc/L/ObT6IuQPZ4Rzn/vgyH/mvH627vUBUp+/ZbkZ+PE51qy3ZnmTinWku/cU1jv3mgRUEbSEE8c4ox3/7EMXpEsWp1UWooout1slVBPecmsulv7zO2BuTa5bbPsR6EMwNn1i0NVGpFuYwK35pzDZLTFz8IZFkB4oWwKrmF3kyviqtbZap5KaWtWu79u2BzDZLWNU8uekr9+lQBIGORmo3Z3Dz/r1VvTlNcKDt9jJSYk1lsKbTKwJpNRIkemyAQGcjSsgg2NuGNZvFHJkjcqQXo9pK5fIYgfYGggPtCFXBntlcGVF6DtW5MdxaGS20kiS/dEiqRqx7D9lrJ9cld958e4GBp5rpPJSkbW+cN/7wBo7pEQirPP6rfZTTJm/955tYFZdP/zcHN7Xfd8K1PDxXoof8SaqqKwQiGx8KrVKOanqKQLxh9YWEINTchZFo2lQgo2iCg8+10NAVwnMlZtXlrT8Zw7E8dENSzlrYtwQ7JZgVl0reRkoYv5Dn3a9PcPhTbai6X3b6yX8cpjBrMj9cxiy7ZKeq5GaqlLMW5axNJecHxV6t6tswaDrh3kGqY8NI6/azoQSDaPGNVSkC8RRutYyZmV2VKOzZFoqqLZLCNo+tZWQSUezpeT+IAZASe3YBaVoIY/lg0Nb9KAszF8hnbhIKN9LW/RiV0iyV8jzxVC+dvU8xcvUHdVV9C6UJOuTDq3YnGUac1ubDlCvz2+LRFIu209n+GJr6oKiUPhhCZy0HGmk92oxSr/PFldz44Sjzl7fHvVx6MPbGFOlrWTofa1/xvRCC5gONNA6mmFhn1rcReLbHlW8NkRpIMPjJ3rot2e3HW9j/pd2893+dq+uHpOoK+744SEedlm7wfYjG35zi6l8PbY+f0s8yhMCxKhQXRup+7drVum3T0nMpZcbq/kbVg+hGlFT7fiq5aWrl9Hbu8dYg8SUu7hoPhK6S+uTDGH2t5F89j5MuoCUjCATWXI5YOEiwt5XSqSGUYIDIoV7cYhWvtnneTzU9hV3OowYjq2dlhCDU1EUw1Uo1PVV/mUXkpqsU50wOfqoDq+IyN1RcXIVADyjUSjbSg9a9cZr7o8zfuF2u0gwFI6qhagpGxC8/OYsDvBZUMSK3v9MMBcfyKKVNMqNlDjzfhllyaOyJ0LYnzvTFjWVIpWNTmrpBvPfg2lkpI0ysaw/l2ZF7Li/VSg4v/bsb6EE/2HIsz+9a8qBasPnO/3IVa7Fb0XMl578/43Nlqn4jxcWX5rhxIoOqKzimR22xyePmiQxTlwtUcjaeK/n2/3QFz5NL5bfKyBAgUAIBzJlJcidewzNvBzJqOErzJ+q5qq+E5zp++XYNNXk9Ese1avXtMO4BWwqDnNk0gf4utNZGlHAQJRLCGNiFCOh45eUBiaoGlgKRYKQRx64wfvNVZidOMnHzVYxQCj1QP1VXKE5i2avPghWh0dZyjKaGPVtsxRZEwq309zxPLNrxACmlvv8zdy2o0fV4uy9BX+e0lGbK3PzR2LZmGeyyzfCrE6u2jAfjBm3Hmv208zagulDjzH+8yMLVTN3jUHSFvT83QO9Hu+oGOt1PdbDv5wfRgvXb6DNDOU79wXnK8w+OBccHEVJKHKuyvW2cQhBvHmDX4c9ghJPMDZ/Ac+5PKzlSYk6mMXpaUJMRhKET7G9fwU+oB6GpBAfaqVwcpXzmBk66iBr3rSa8UhXpuATaGzDH57GmMoT2dWOnC0hn8+fOKuUoz4ysSZ4WQhCINxDvO7RE7lwNZtHmxlvztA7GGD+boZL1z7tdczn77Uk6DiR54R/tY+/HWhl5L700gMeaDT72X+3hI39zkGiTwZO/0c9zf38vjb1RmvpjvPAP9vHIL/QQaw7y0d8Z5Jm/tZtYc5BK1uLtPx4m1R3hk/9kP/2PNzF+JotV2dhgKj2X8szIuh1JQggS/YcwYpvwE5JQKzoU502K8ybVvL30TpLS58Hc2WVkVV1qxduBrudKKjnb/23BXrpUfiBn3Q5c8rb/u6XtSpAenmWRO/E6btX3zLr1x62UKF7aWAetOT+FGooQat21Uh1fCAKpZqK9+6gtTOOsYb2xEWwpI1M5e5VAbweNf/OLPh9GESAUym+fxVlYnroUQiUYbiBYbSQQiGLf8SJyHQvPc1ZNL5lWgWxumLaWo3WDCyEERiBOf8/zSClJZ6/fc2ZGUXSSiR56uz5KIt7zAAUxAAJFhY69MWJNBmbZYfxiAbt2tzMtNHWHsS2P3Mz2GpYFkwadj7fVPS9SSqbem6U4sznfj7Uwf3EBp+qs6tvUerQZLajhWtsz6GRv5Dn3x5d54h8+RKR5ufeQEIJQKsjRv3GA7HB+Gccl0RPj6G8cINxY3/yzmqlx7o8vk7me25b9/FmGbZa48e6f41hb82dZBil9nkxuEs+xcKz7GGx6kuKJq7T+1ido+dVncQsV9LaGDT2/0napXh0nenQANRxEjd/u4HSr5mIwJHAyJazpNEZ7A9mFAnIrDu9Skh++QHLwGNoaPBFF1UgOHqMwcoHqwupZGSnhysszjJ5KLxtUPVcy9OYcU5dyqLqCVXGWEXfLWYt3/8sIyh3dhtKF8mJ34Zv/6eayIcW15RIvZuJ8lvT/UEYPqlgVZ3H8lht+Z5rZOcozI+gDR9acPBvxJpK7jzN3+uUtZx3uK6SHnVuZXZeuS3V8ZEOrKI1cJbH3OM2PP48aDKHHkiiaTqh9F2ogSPLAIwSSjcy98SJOeWsSB1sKZLxCmexf/BCjvws1GQfXxZqc87kxd82iHadKS8dxmtoOoaoGpcLE0oxD04NIz8Pz6ndwOE6N+fQlGht2o2vhVYOZSLiVvYNfYGb2NDPz56nWMkjprqLmKVCEgqIGiEXaaWk+RFPDXoLG8vqfL8jnbcqmYDshhCDRGuTgs8209kf44//mPJnJ5dwQVVM48slWShmLd78xtW0iUACpvjixjvo1cdd0mTk7j13e/g6casakMFGicU99X5xEV4xg0tgWHybwX2YjPx4n2RPn2G8eXCFkJxS/pHXkV/fzxv/6Lk7NRQtpHP6V/bQcblqRqZFS4loeV/56iOFXxj/kxWwHpIdd2xrh8xaEptD6ZA9Wvkbm/DRuZTnpU6jinga4zUDRDRLRvWT/9ASiWUeaDrmXzqC3JJf2p/jOlbopeum4ZH94GnNiATUaonJxlNwPTyN0Fa9ikvvhKV953XGpjcwy84c/pHJpdMviZtX5CcrTw+uWV4LJFpoOfYTJ17+xZobLrrnYMysnn54jl+m/3P1dYXZ1flx+evVgVHosZX42A9eqkh++QKxr99rBnB6gcf9jlKZuUJ66yYOQXd8KhB4gcfxxMq+/tO6yViHD7Bvfo+2Zz9H60S8gVBWBoPOTX0XRA3i2TebsG+Quv/f+WhSgKMiaRe3iHbVoAagq3JW6HBt6CVU1EIqKpgexrQru4o3tOhazk2t3CGTzN8nlR2hu3M9qnBEhBEEjTnfn07Q0HyJfmKBQmqBazeC6FhIPgYKq6hiBOOFwM4lYF6FgA7oeWRFZS+mRzl6nWsvS3fHEpk7RdsF1JJdenadWdHj+d3rrLuPYHm/9+QSeK7c1iAFoOdy8qjptNVMjt0HNnHuFXbUpzZZXDWS0kEaiO0Z+bPtEy5yay+VvDNG4t4FdT3fU7dDq/Xg3sxcWGPr+CAOf6KH/ue76qrmeZPLENJf+8vqWBfw+xPZDCNBjwcUMxV0SDgJan+old3We2tzOdS8pqkaiYy/l06OUL9/uJrKmb8+Ia0OrZzS8co3Se/W796pXbztQexWTwmvnt2GPwTErZK+dJNLet+ZAjhAk+g9TXZgiffntD1ZWYh0Ux69Snhkl0XtgzeX0aIrWh55jopzHym9N+G2nIQKBNUuBWiSK0dqxsZVJSWVqmPHvfY1Y7z7CnX1o4SjS87Cy8xSHL1OZGvE7wLaILQUywX19KJEglXcvLn2mRCNEnzpK+Z3zuLnbg4ttlbGpX3owaznMWm7NbTlOjfHJN4lG2ggFG9aYBQhUVSccaiIcaqK99RhSSjzpm8QpQkUIdd3SkZSScnWB4bFX0NUQXe2Pv+/lJun5Im71JlMtfWGOfqqVUFzn8msLDJ3IID1QNcHxz7WRHq8yfCoH+AS5hz/fzuSVApOXirTtjrL36UaCUY3xCwWuvL6Aay9/oTcMJFH1+inUWt6kNL39ZSXwsz1r2RGoukKkNbzq95tFebbC6f9wgXhnlFR/YrnAmhAEk4afsdEVDv3yvtU7uUYLnP4PFyjPbmMZ5GcQQlX8QFH4xHLp+iqwQlX8IET4StGeI0FKhKb4y0g/63IryJSuh7wV5CsChGDyR9cWl719zwtFEEiF6Hx+N1a+hpWrIj25tZLMxo8WoSiLshTS17mRnj/REsL/XN5dVlb9qExKv2R/a1ImPRC+M7pfyl8UD9yktskSpKQwfpXS5BCJvsOrEjqFEGjBCK0PP49r18heO7l1qfvNQCgsqiVu2yrdWoX0pbeJtvehBIKrjg9CCKKdu2l/7DNMvfVt7NL7ITwpFu+Pta978uEnCXX1IlfJHCm6jhK4hyYYKbHzaTJn3yBz9o172eF7wpYCGWNPD7J21yAjBMbgLmrXRpcFMtuBfHGCkfFXGej9BAE9uuHAQgiBKjZu/CilpFbLcnP0JQrFSaKRVmy7TCCwervh+43igsXouTzP/PouSpk4N97LIhfZ6I1dIXYdijN2Lo/rSBq7Qxz9VAtTV4t0HYjxib/bz8SlIuWsxeNf6STWGODEX90uTQWTBuGmUN1EmJQSq2TvmDS958pVVY/BH7xWs0nYKhYuZzj7R5d46h8/jBFfqXMQ74ryyN85ihGvb5FhFizO/ufLzF/ank6un1UYTRF6v3iQcHsc1VApjeUY/otzKAGNgV85xo2vnSaQCDL46w8x9q1LZC/PMfDLx5h9YwQzV6X35w4Sao0idJXizQwjXz+PVagR72+g5+cOEutrYPy7Vxj//lVYLP01PdJF5/O7aTjagR43sPMm+RsLDP3RqZ09WKGQ6NpLvPsA85dex66WaDv6HHYlTzDejGqEMQvzzF96E7taQCgq8c69JHsPo2gBnEqBhesnCDd0IjSdhStv0XLgIwSTLUydfBEj0US8Yzez51/dMpnZs2osXHyLUHM3xlqtyIAWjtP+2KdR9SDZ66dwzfsQ2C8GUUayhVjXbsrTwxQnrm3jBiTl6RvkbpwltfeRNTMZiqqR6D+MEAqzp17yO7m2WE7ZCISmE4gmibT1oYVjpC++tea5DzS1Yi3MYWVWSqEAqMEQ4YG9O7W7m8bW3K91Da9410zc83zJcHX7heSkdJmdO4uq6PTuepaAvkb736a3IanWMgwNf5+FzFVA4jg1qmbugQ5kqkWHkdM5Dj7bvOxzKeHqG2k++bv9NHaHmBuusPvxBoppi7nhMi/87T7mhsu88vsj2JZHtejw8BfaufTqAoV5P0gNpYIYsZVeRLcQbQvz8O8c2ZHjUlRBy8GmVb8XqkCv4x+0HfAcj+GXxmja18D+L+1Gu5svIwTBRH0hJ9dyGXpxhJsvjeLdl1n8Ty+k61EcyTD3tm+Fsue3HqHtI33MvjWKkQwRSIWIdCYIt8aIDzZRHM4Q7UowWbGQrkf++jzTrw+jhTR2/8YjlCdyTP7oOoWbGa7/55Ps/9tPEEgElxWWcpfn8GyPSGeC4b88T2FoAdfcxi6pu49xUeMm3jFIy8FnmLv4OrXcLFooRijVRrihg9kLryI9j9bDHyexK8vCtXcJN3XTcugZMkOnqOVmSfQcou3o8xSnhgilfB2aSHM3WjCKHooRjDchhLqGC/i9oTx9k/TFN2h79FMIdfV3hFj0X+p48vOEmjuYP/cTapmZHcnOCFUj1NhOpGOAWOcg4dYehKJhFra/nd41q8yd+TGh5k5CTV1r+y+pGomBwxipZubPvkru5vk1LRw2D4EeiRFu6yPWOUC0YxAj2Uxx4jqZKyfW/KWdTVO6ch5rYa7u92oogtGxffpqim4Q7u6nOjWKW9t8cLulQMaZTRM8MED13HXcYtlvqertQImG8CrLiVYdPU8SjrYuPkBixexeei4TN1/FMtfO4njSZWr2FKZVpKfrGaLRNlRl6wOZlBLXs8jlRxgdf418cXzpYXfcGrValkSsa8vbeT8wP1KhkrfpOhinnLXpOZLg+jsZXEfSOhAh1RGisdsvzwQjGq7toeq3L5ARC6CF6p9jIQSJ7jgP/fah+3Is9ba/GndnO2BXHM7/8WWSu+J0PdG+ocBZSsnUyVnOfe0y9gZbOj/E6rByNRZOThJIBFF0FTNTJdQWw6na2EWTUEuUSGeC9PlpQq0xQu1xPNujtlDBqdmkz06jxw3wJHahRqh1UZnUk9hFE7dOxs8umpjpMq7lYGYqVGd3XuE30txDrGOQuYuvU5i8LcYnhEJ25ByFyWsIRSHa0oMRb0JRVeIdu7GKWdJDJ0F6mMUMfc/+OmogiBaMEIj6mZJaYZ5ALEUg2kCtsLBtrevSdchceZdQYyeJgSPrtloreoCGvY8S7RgkP3yB/M3zmIU0bq28iX0SKHoANRBENUIE4o1E2nqItPUSiDWihaIomgYI3G3gYawGMzfP7MmX6Prol9FCsTXfEUIoBBva6Xjqi6R2P0Tm6ntU5sawy0U8+96DGqGoKIEgaiCIHo4RbOwg2tFPsLEDPRxDNUL3JEmSO/nWMt2Yu+GaVfKn37nn/VwNWjRO+8d/nonv/jHVmfr6Thtaz1Z2onr2KsEDAzT/7lexp+ZAVdE7Wyi/fhpnfnkdUNPDJBsHWJi5gGOvZJNL6eFt8Eb2PJv59CVK5RnaWo7R2nyYcKhx0xoynudSLE0zM3+WmbkzK0T5HMekWsuu63i6c9hih0HRYehElsHHGihnbGKNAW6+518fx/K48voCJ785vbQZ2/KWsjEAekSvq43yQEBQ189oO1GcLnP6P1wg2bN659ay5adKnPqDCxSn7oO8/U85hIDUgRb6vnwE13JwqjbRniS1dBm35lCeLhDra8BIhUifnab1yR4aDrZSy/hBTOORdnp+7iBuzcE1HcKdCfLXHzzCpWZEaBh8COm61PJzKzgsVinnlyKkwHNtVCMMCF8C36wulSlcq4r0vCWl4njHIFYph1XJE2roRA/HKU4PbWsmxKmWmHn3+6ihCPHuPawn4CkUFSPRRMuxj9F44Akqc+NU5icws7NYpRxOtYRnm0jX8d+5iu+HdTtoCaOHY2jhOIFYA0aiESPZvG4QsXOQFEYvMfNejI7HP7N4bVaHzxsKE+veS7RrN2Y+TWVmhFpmBjO/gF0p4JoVPMdGeu6iH5iCUHXUgIEaCKGGoujhGHokgZFoIpBowog3run/tBF41XWyIp5HdWSl0ORmIVQNPZpYUzRvI9hSIOPmS2T/y4sYg7vQ2xqRrkfp1Xcxb076KpR3YGb8BLoexrGrTI2+tWqr9b2gWsswOv4as/PnScZ30ZAaJBJuQddCvo+T0FAU3wTLh8STLp7n4Lk2tlOlWJoinb1OvjCOaeVXSblKSuVpiqXJFW3YnufievdHOEvVBFpAQVEX/18TS8ZhQgEtoKCqYmk523ORns8zGTuf5+gnW9n/0Samr5coLlh4jmT4VI7+h1NICYV5E91Q8Dy/S2ppuwG1rhP1zwwkzJ5f4OwfXeLRv3sMo46H0i2YBZPzf3yFufMLH/ROywcCQlPY9dn9mNkKQ187jVOxOPQPnwH8klNlqkDzI90oqqA8kcMut5PY28LC6Um0oEbPFw5SGs8x+o0LeLbL4X/ysQ1vW/rVnvru5dsMzzFZuPoOwUQLbUdfYOrk97ArdwiurVIKcmolAtGU/wKQHmoghFAUrFIWu1Ik2jZAaXYYq5SjYeAYEj/w2G6Y+QWm3/4uiqoRaetdKYBWFwI1ECTWtZto5yCebeHZJp5jIT13iex8i6wsFNUPaDQdRQsgtNVLWfcb0nXIXnkXLRim5dizqLqxMUFDoRBMNmMkmsDzcK0anmP5QYy8ReoW/nEqCkLRUFRt6RygKDt2DoSuE9rVT6i7F2thjtKV86hhfyLnFHLLl1U1lE34JWmR2LpZvA2tZ6srcLMFKu9euH3RVon0LbPIxMjrhCJNqzKiNwNPOlSq85hamcpeB/P8yxhuhGAwSUCPoKnBpWDG8xxcz8K0itTMHJXKArZT2VC9eHb+AnMLl+p+tx22COuhoTPE8c+20r4nSnNvmI//zR5mb5Q5+e0ZqgWb/c80MfBoip5jScyygxHRuP5WhuvvZPBcyfxwhcK8yd6PNPLt37uOWfH3+ez3Z2ncFeaz/2gQs+Sg6ApD72Q48fXbZF9FEzue9XjQ4dkeM6fnMQvWOoGMxfTpuQ95MdsIKSWKrqDHDJL7WkgMNjF/0m8rrs4UCbVGqc4WqcwUsbJVmh/qZPRbF5d+q+oqejxIrK+BeH8DxWGffK3oKoF4EDWooYUD6PEgdtlELtpH2CUTz3JpONqBU7ZwTYfK9PY2MCwdo+tiFjMUJq/R9fgXad73JNNnf7Tu7wpT12g//ika+o9Ry82R6DmIa1aozI8TTLaQ6N5P+vq7mKUseiSBXSlg13YiUyipzo8z+fo36Hjy80S79tzTAOuXiI0tmwe+n/Aci/mzryFdh5bjz6Ea9TXP6kEIAaqKFooA67t77zgUhfih48SPPYa0LfREivL1y4R6+jDaOln44beXLR7pHqDh6NP3vBk1FN5QwLcetk/lbQOpSrOaxazuTOuZloqQ/NwjTA19g9zUCGy7rIm8LwHLaqgWbW68m2XkTJ63/mwSANv0sKouniuZGy5TLTpcePk22zw3U1sSYLNNjx/8m5tEkjpzw7cJ2oV5ixf/jxs0doUwwipW1SUzVVuuQyPEttxsH2QEkwaHfmUvkZbQmstFWsMc/OW9vPOvTm2bSN/PMqTjMfady/T+/CH2/I2Hqc6VmHxlaKmF+lbwkr++gFO2KI5kqKUrlCcLODWH0W9dpOfzB9j9Gw9TnSky+dIQVr6GElDp+sQemh7qJNQaI9gUIdweZ+aNYWZ+Mox0Pax8jbHvXqbj2UESg01kLkwz8vUL23+MUmKVc3iuhVMrMX36+7QdeY5Y2wCV9ARWOXtHh5HEMSt+Kl5KKgsTzF96nWTvEZI9h7CrRWbOvYxjlqllZ7FKWaxyDruc80tMpQzuDqoWVxemmHj9G7Q+/AKJngOoxtrPy08bPNtk/vzrOLUKrcefIxBv3HLZ5P2AogcI9+0m+9arSMcmdug44JOBo7tX6ubo8QZi/ftxysV7au3fjmwMbGcg8yF2FNWCw8iZ1b095oYrzA2vXd9Mj1dJj698idWKDpOXV59pSucO7Y27v/MkhYkimRu5Nbe9U5CeJH1tZ3UZhCoY+GQvA5/oXbfEpmgKAy/0sHA5w5UPzSG3DCkhd2WO87/3GijC14HxbnPVrFyVc//yVbxFzZjZN0eYf3cc1/R9ZzLnpslfmV/2W/Dv6YkfXmPqlaFl2/Nsz9eUAfAks2/460OI259vM1yzwthbf4X0/HK8WVhg7K2/AukhPZexN/9qiQgrPY/M0ElALC2fn7hMcfo6oPhK5ouic4Wp65Rmh/EcG5CMvfn1RS+dnax5SszsLFOvf4NaZoamQ0+jRxIPTAnofkA6Ntmr72Hm5ml9+AVinYPbNmDfNwgBioqdTaMEb8tbCFVnNQ6UUy4y/p0/wq1uXFMs2NxO1+d+fat7uwOBjCKIP30QNRYi++LJxXZsSH36UbyaRf6VsyihALHH9xHa43cBVS6PUTxxBWk6hPZ1E31okPmvveKvLhKk8eeeoPDmJcyxOfSWJPGnDhBob0B6ktq1SfKLapVCCCKHe0l9+hGErlK5Mk7x7ctI0wFVIbyvm+ije1DDBub4AoXXL+Bk/TRr7In9KOEAsmYTPtjjvzC+c2LTdvc/TXAdzx8o6kB6ksl3Z3jn/zi97HNVC6AGwgihID0Hx6rieQ6aHgQEihbAc8ylvztmGc+1QQhULYCmh2DptxW8NRRB3Z0MFgR0PtrG4V/Zix5a/3ERQhCI6Bz+lX3kxwpMvjvzIVdmq5D4gcnyj5Zw53fSlbh33it1fnsLnuXiWWtnWaUn63Y1bTeka6/67xXf3d0UIeVisHL3Sr1lWjF3r2cn4dTKzJ99lcrMCI0HnyTWvfeeSi3bBem6OGaFyuyo3+59v7bruZSnbzLx6p+T6D9C4/7HCSSaUO5zQCOlxHMs7GKW4tiVDavoSsfByaWJHTyKlVlACQQw2jtJHHsUc3ay7m/cWgUzPXNPbdRCVZHu1isd239WPYlXNUl89DCFNy7h5suoySjRY/3kXjoDmkL86YPEHt9L4c3LICDxzCGEqpB/7QJaMkJo8LYEsqJrBAc6KJ8bRk1EaPmVZ31S8anrvlCj4y7NlISuEjk2QOGNi2iJCI2ffwJ7Jkv16gTB/jYav/w0pVNDVNMF4k/uR02EWfiz15CWQ6CjgehDg5RO36B87iZKyMCr7lzL3gcJTsVZXUND+K7QVun2S1LVQzR3P0k43opQFDzHZnb4bUqZcZoGjxMIpwiE4li1Ap5jEk50MDfyLpmJc2hGhNZdTxOMNiEUBdc2mRl6g1qp/sOz04h1RDn2mweJd8bu6XfxrhjHfvMg+fHijqkef4gP8SBDug6lqRtUMzPEuveSGjxKpK0fNbjzAY1rm76x4+wIxbErlGdGd7SkthqsYpaF869TmrpBavA4sV37CCZbdkRn7U5Iz8OuFKjOT1CaHKIwdhmrmN2wRYR0bPJn3iX15MdIDuxFDUdofv5z1KYnKJw/vWJ5O5+mePPSmhPO+vvpIu2tB9g7Eh5WLo+TfOE44f27KL59eTEwEVSvTaKGgsQe30f+9QsUXlusN3uS+NMHKZ1eu60r1N+O1pRg5t99G3N8ZQuldD3yPz5H8Z0rKJEgof3dGN3NVK9OEHt0L26uTOnkdaTtooQMUi8cJ98Yx5rO+AOuaZP7wUnc4v2/4R9k1AomdqX+zSYU3xH6TjWxYLSBho4DjF14kVpxHi0Qxqr6ZTFFC6CoOvOjJ+nY+3EWRk9hm1USLbvJTJwjHG8l3jzA+MXvY5azaIEQZuX9yYoFYn5mpf14S93OFc/xyI0WSOyKr7BvUFRB+0MtHP7qPk7+/nms4od8mTvhmhWsUm5N/oBdKd4X9dONIBIVhMMC05QUC7JudcapVbBLuTW7j51aadvE6DYFTUWJ+J1N0rJ9va9bx6IqKEEDr1pbUji+JwhQImGkZSOt2+8Lt1Ymd/0UxbErhFu6iHbtJda5m0AshaL73j4CNsXDk4uWDNKx8RwLM79AeWaE8syI385dzG6bZs5mIT2X6vwE1fQUwavvEmnrI7ZrH+HmLlQjhKLpS/YT975y6WddXAfpWDi1MpVFQ8/qwiRmbg7X3Nx4Zi3MMf/Db6OnGlEMA69Ww84s1M3qlMaGKE/cvGcvLadcZPaN72IVtvaO35FAxivXqN2cIXyoh8rFEcL7d1EdmsQtV1GjIdRoEDdTWqrV2vN5tGQEJVBndwRLLwatKYFbKOPk6s9wpedhzSzKwbsesmYjDL+vPtCawuhrpfVvvOCvVlexs7fZ+1JK3Fz5AQ1i3t/6ci1rLsu43A0jYWDEAkvkVseq4tg1Ei278VyHSn4K164ttWTWivNU8jM4ZplSdgIjlCCc8FVIbbOM5zkkWneTm75CJT+N69z/zJhQBf3P9zD4yfq8GOlJpk/PcfoPLnDsbx6k85G2FcGOqqvs/mwf6aEs179780EZkx8IzJ15hYWLbyDWuLel6+DcDyn7dRCLC37n78X4+AsG1644/Mv/vsD05MrBcebdF5k7/RJrPa+e62yLSd6moKlEHj9C+JGD4Elq10YovXJiKejQmhuIvfAkhe++hptZnY+3GoRhkPzKJ6hdGKJy8uKK712zQnH8GuXpYRbOvUaoqZNQcxehhja0SALNCKEEQqi3ghtFWWwrl0jpIV3Xb0t2LFyrhmtVcaolzEKaWmaWWnoKu5zHtU1kvVLb+w3Po5aZoZabI3fjLIFoknBbD6HGDgKJJrRgxNeICQR9Ib/FdvNbHlHS8/Ac2/9jm7hWFdesYpdymLl5qukpaouBi+dYPq3jHqFGoivaqL1aFa9Wvf29EcQp3nV/SG9THDK3ViF7/p0tB5s7VrArnb5By689R3Cwg2BvK/N//hOk7fr+P5aDCN4W7lFCBp5pLxq6LZ4MRQHPQwkZCM0fAL2qiQhoiIAO1Ak4JEjbvf2PO+BWalQujZH++hu3WdWuh1O4/aJc70IECNKnHEAXBvPeJLNy80qE94b3l2RRzdYoz1V8kuVdg/UtA8Voe2QpkDErWUbO/DUNnYfp3PcsViXP1LVXMSt+kOl5jn/jSw/pOUjk0qu/Wpxn9Ny3aeg4ROf+5zHLGSav/hjrfmZlBLQeauLob+wnmFrZDiqlpDhV4uS/P8fMmXk8VxJrjxLvWun/FUwZHP2NA+RGCsxd/FBb5hY8q7ZD8uzbj/ZOlWc/EaR/UKO9U+Ubf67VDWRcs7rp2e/9gBqLEHnqOJUT56hdGfYzJ3fofbn5EpW3z+KVN3kMQqBEwkuTx9XgD8Z57HKewuglhOK3HatGBNUIoeoGQl0cxBe7s6TnIV1n8bfW4rmu4JrV9z3jcs/wPFyzQtWs+J5LgBIIooWiaEbI1wLS9CXdHGCJ+H07kKnhmlWcWgXP3r7AOHH8McI9g/4/VAVF0/Fs28+MKgpC0zGnJ5j73l9t2za34/rtWCBjz2ZxixXiTx7ALdewJv1SkFezqF6bIHp8AHs2B0Ds0T1ULo3hlms4mSJC14gc7MGayxE9PoCW9Pvqa8MzpD71MLFH91A6c8PXSlIF1gYIueXzw6Q++TB6WwprKo0SXNQCWSW7Uw8aOs1KF0ERpiYr9zGQeZ9dt11JdjjPro901rUDCDcESfbESV9dvA5SUi3MMl3OsBCM03P4szR0HmL6+msb2JhHJTdFrThPIJSg58gXSLXvY/bGW9t8VKsj2hrmyK8fINEdr1vLdy2PS395jZmz80hPMnN2jstfv87Dv3MYPbz8JS6EINkb5+iv7+fN/+3khy7YH0AUC5KpCYfOLpWpcZeFuQ/YwKmp6B0tBHa1o6biiFAQva0Ja2LWz4orCnp3G1oyhneXCbAI6OgdLbiFElpzCqGqOAtZX7ldSoSho3e2ooSCfplqM9URz8UuF7DL266Z8YGBZ9WwrBrvdwG6ePkC1bFhUFSig3vRYglKVy/gVMpo0RjRfYepTd8bX1GoGnq8AS0S85WHpYdr1rALWZxKie2Y3e1YIOOWqpTPDdPwucfI/eg07mLmQ5o22R+covHnnqD5155FILBms2R/cBJp2phjc5TP3qDxK0/jlmpYk2nsubxfNprOkP6rN0k+d5To8QGk41Ednibzzbf9TE/NWipXSQmeZS9laMqnbqClYjR8+hF/Bz2P8sVRrOkMuBJpO3jWA5iOfEAwfWaOg7+4p24go0d02o40M/qTSZyqQyjeRry5H7OcRggVoWgbKw8JQSTZSSTVhVnOoiyml90tuvTeC7SgysFf3Ev3U+31eTGux+ir41z91s2llnTpSq5+6waNu1MMfKoHRb2bL6Ow65lOcqMFTv3+eVzrwxrTBwkzUy6/9z8WGNytMz7mMHTtg+WfJVSVQFcrgb5OlHDQD2jiEdxSxS8hKQItFSd0fD96Vyvpf/8XODP+xFOJR0n+8mfw8iU800QxDJSwQfZPvoc9s0D02ccJHd2LM59FKAK9ralernzHkeo8SLylH89zmRt6G7O8/Y7zRiRFqvMQ6dHT2GaJWFMvyc4DqFqA+eGTlDPjK34TjLcQa9xFevz8Ypfmgw07PYedBsUIkjj6CNkTr1ObvD1hd4pF4kceonBmbfPJWwgkmmg49jSRXYME4imEFvADmVqFWmaW/MX3yF87e8/cmruxc71gnqTw+gXK54Zxi8tnoc58nvk/+TFqzBdLcotVvIp/kaXtkv72O+RfuwDC/04xdNxyDVyP0ukbVG9M+RkVCV6lhrQc7JksU//HX+PkfN6LtGzm/+y1pUDGq1nkfnCS4ttXUAIa0nFxS/46AXIvn0W8TzL8clGJux7EYlfQ+43szTyFiRLNB1aWWoQQdD7eTvQvr5MbzoP0CEabiDZ0I12H3Mxl0hPnQErMcgbHNhe5MzO4joltlqkUZhdLwR7heCuxxh481yYzeZ7s5PaLkNWDUAU9z3Sx5/P9dQM2KSWZoRxn/uNFarnlL6Va3uTc1y6T6k/QuDe1IpOjBlT2fGGAhasZRl6dWFWXZ6fgrUHeFIpYEXx9iNuQEq5ecrh66YMVwNyCNC3KJ85jjUwR6O2k9Oq7WMOTSMf1D85xqZ69ileukPji8yt+r4QMrBvjFF78CUooSOqrn8HYvQsUQejIXoo/egvzyjCBng4Cu9rfhyOEcnYSRQvQuvspshMXdiSQ0Y0oyY695KYvY5slqsUF1PlhOg48R3B+pG4go6gaenBlyfmDAMUIokXjoKjguQhVRY8nUIzg+j8GtGiC1o9+jmjPHuxClvLETdxaBaGqaNEEwcY2gs98DqHpZC++C1soMe1oU7tXtfCq9WfTXsVcCl7uhqzZ2LXcsmVv/8PzSbksLwlJx8VZuCM1KcG9q2wkbRcnXT996ZXev9q2a3urDzQCtJCGUMSSmNf7gVrOZPT1SZr2NdTNVCS6Y/Q/182pP8hTLc4xevabddczP3py6e8Tl34AgFnOUEqPAFDJTTFy5q+3/wA2gKY9KY791kHCjXXUSCVYJZtzf3yZhat1SpkSFq5kOPe1yzz1Tx4hmFwe8AkhiLaEOf7bh8iPF8lcz+3MQawC13JXFUITqkALacs6zz7ETxmcxTZXz88+y7uzz1L6gc0qqF64jlesIE0bZyGLkoihtTQgNBXz2iheuYo1PoOTzu3scawCq5KjlB6jqffhut/7XUF+sH7bwwhu+RjJW8sgb3s83fr+Fk/lrmDEMUuU0mM4q1g+CEWlWpijmp9dwQMRQkXiIYS6uE93P59isaNPLPEJ7yc8x6Y6NkzD088S7t+NW6uihsIEO3eRP7mxMn9s4CCRrgFyl0+RPvUaVnaBW+dV0QOEO/tp+9gXSB15ktLYNez85oPPD5jc4E8nnKqv01LPXVsIQTAeIJgyqKbfP3Kka7pMvDPN3s/3E2uPrqiFC1Uw+Ok+Jk7MMHfhg0dqDaWCHP0bB2kYSNb93rVdrn7rJqOvTay5ntGfTNC4J8WhX9pbN6vTOJji2G8c5I3/9d37amFglazlthN3QAhBtC2MZqg4tZ3lfyQbFHp6VRwHbl53qFYligINjQoNjQrBoMD1oFjwmJ/zqFbWv5H0AAzu1ggYgplpl9lp/6WvqNDYqNDQpGAY/g1bq0ryeY/Mgsdq8hWRqKC3XyNQx1LLseHaFRtzA1WCgAF79uno92BIXKlIrl121hXfFQLiCUFjk0o4LFBUsC1JoSBZmHcxt/lVIW9xZ6Tfei6EWOooWtpZKd/XydZqMKKNtAw8jhFOIhSVSnaK2aG3cKwK8dYBUp0HMcsZog3dgCA9fo7s5EUURaWx5xjJtr24roVVzi0FHutBDYRo2/000cZdWNUC4+e+h2P6E+tQopXWwaeoFeeJNHQhFJXi3E3mR07iORaKqpPqOkSybQ+KqlMtzjN34x2sSm7nTtLdcF3yp9/GzqUJ7epHiyXwqmXSP36RysjNDa0i1NyBUymSPfcWVnZ+2XeebVEauUKuuYPmJz6BFoq8/4FMAIO4aCQsYmj4T62DTU2WKckcVcrrGkUqqMRFiphIoWEAHlVZIS8XqFI/4lVQaVN6CBJmzpugRA6NAEnRRETEUdFwcSjLAjk5j8P6HBh/PxqIixQaARwsCjJLQd46ydv/oHqORzVb81ddJwMZbYuQ6I69r4EM+BmHiXem2fP5gRW6KUIIkj1xHvmdw7z2379DaeaDQ2pVDZV9Pz9AzzOdq7Zaz15Y4PzXLq/Zhg5gFW0u/JerNO9vrKs/o2gKvR/vYuFahot/dvW+8WWcioOZN33Nnzpo3t9IIBrAqe1sZvLJjxj897+XJJfx+Ce/m+XqJZtPfjbIZ34uxJ59OomUgm1JJidc3n3b5C++VuHGdWfNTtKmJpX/6V+l6OrR+IN/W+Jf/8si0Zjgsz8X4oXPBNm7XyeRVHy7g4zH6IjDX/2XCn/9l/WPdd8Bnf/5f0/S2q6umFhk0x6/9uV5RofXD/haWlX+9e830NyycfGzKxdtfvnn5lcNsgDCEcGzLwR57pNBDhzWaWxS0AOCcsljYszl5AmLb/5lhetX1z5vK7FG+aPOa88rlPyMcWMSq1RBjUdRE9F72eB9gfRcypkJsuPnUY0wnfufpVqYIzNxHlUPkmzfR3rsDDPXXifa2EPb7qcop8cIxVtoGXiC2etvYJaztA4+iaqtbhh7J1yryvTV12joPkJj95HFbI8PRdWJtfShaDqzQ29jRFK073mGcm6K0sIo8dZBWvofY+ba69i1Ii2DT9K29xkmzr3oq5/fJ3imSenKBUpXNlvaF7hmbZHQWx92Mbu07FawpUBGQaVVdNOt7CEkIqjoKIsXzJMeLg42Jmk5zU33IjYrpzECQVw00qPsIyEa0QmgoCKRuDiYVJnxRpn0hrDu+r2KSpvYRVI04+KgSZ0+5QBx0YCGjkBB4uFgU5RZbnoXyMk0qwUjYWL0KgdoVFrRCaKg4OFhY5KRs8x4o7jsTJ08N5zHcyVqnbJNuDlE95MdLFzJ7PiMeS24psvlbwzRfryFZG9ixfdCEXQ81s4T/+AhTvyfZylOFbdfO0VAMGEQaQlTnC5hFbf4YAvofrKDA7+4Fy1Y/3EozVU484cXKc1srMOtNF3mzB9eJNoeId6x8sWuh3WO/Op+sjfzjL85taXd3ygc0yU3Vqx73QCa9qZoPdLE8Msr6/w7ASMo2H9Q44VPB/n5XwwTDgsqFUml7BEKK+zZpzOwW+Phxwx+738o8NZPzHWzFJrmZ3aaWxV+5+/F+OJXQoQjAtv2sxV6QNDcqtDUEuCH3119UlAoeFw8b5PNSPQABIOCphaVYPDeXrau4xOFTXPtHQ8GBakGBVUVeHLtKV9Xt8rf+t0on/pciFhc4Nh+Fsc0PYyg4OARnf0HdT76rMH/+a+K/OA7NdZTgFfCQZ/f0t+FmogSOjSIlYhija59b1qTs1gjUyS++Czm0BhqIoYSMh64bKxVzVOcH0YL+E7Ljl0jEL79HNi1InNDb2NV81jVAsn2vQQiSWIt/VTzM6THziE9By0Qpm3PRza8Xc+xVlUT9hyb+ZvvUloYoVaYo6HrEMFoI6X0OMmO/ZjlDHbNN2Cs5mZo6D6MHoztCPdnp1CdGSPY2okeT+LU60gTCsGmDsyF6TWDnY1gS4FMi+hij3ocHYMyBQpyGkfaKCgYhIiIBCEiaFJfNQBIihb2qg8RJYFJlQU5hUUNBZUYSWIiRZ9yEIMQQ945nDoNagKFZtFJu9JLiBh5maZKEZBESJJQGmkQbWgEOO++WTfDYxBit3qUZqULKT2KMkuR3OI64rSKXUTVOMoOVePmLqbxHG9FpgP8rpfdn+1n5uz8fRv4VkP6WpYLf36Nx//+8breQ6qm0Pf8LiKtEc784QXG35rGc7YezSiaQrIvTvvxVroebyPeFePlf/EG6WIdvso9ILErzvHfPkikub5Lr111uPCnV5l6b/ae1jt1coaL/+Uqj/7do3UDpHBziId++xC5kTzFqZ23MLArNguX0/Q+01V38qOHdQ59dR8LlzMU74OlQjgi+LW/GSXVoDBy0+HlH9QYHfYzCJ3dKp/8bIjDx3T2HdD4h/8sxuSYw+jI2iOyoghaWlV+63eifPmrIabGXd5502J0xKFWlcQTCgODGoN7NU6+u3pZ7/oVh3/wO1kCBsRiCt09Kv+P/y7B4WMbm43fwsK8yz//pzm0NV4ZekDw5V8K8/O/FEZR4Nwpm9UaOOIJwe/+kxif/bkQAjh5wuK1l03GxxwcCxqbFB56LMBznwrSv1vnn/63CbJpj7ff8I/Vq9QovX4SN7t8UBHhIIH+LoRhUDl9BSUeI9Cr4sxl8CpVSq++h5vzfyNdj9rF6z7PpmqS/+YrhI7tQ03EqJy+Qu3KMM7CA+RPJxTiLQO0DDzmC+V5Dka0AeZuPwSea2FVF4/Pc5FIFEVDM8I4VnXJnNPeRlVmKb2lUpGUHp7nIhTN92oLxf0sjX77nVRKj/n6Wx8gFG5cJNzZR+OxZ0iLNzDnp/Bsy2/3jyaI9uwl2ruH9MnXsIu5LW1r06OyToBWpRtdGGS8Wa67Z6lQwMNDIFDRCGAQFnEsWcVj5UsoRIR+5SAR4mTkLDe9C5RkHg8HsRgMdSkDdCm7aVf6KMgM03J4RZlKCEFCNGHJKtfcUyzIKezFgMcgSDd76BKDxEWKJqWDce86d08b2pVeGkQbnnSZ8IYY865hUVs61hbRTb96EJ17e5ltFNkbOfKjBZr2NdT9Ptoa5vG/fxzNUJk6OXtv/Arhd81IT27ZjdmzPW58f4Tm/Q0MfrK3Lg9EURVajzTxzH/7OFPvzXLjB6NkbmQxCxZ2xVmzjq5oCqqhooc09LBGrCNKy8EmWo82k+iOEWkOoRoq5bnKluV1Qg1Bjv3mAZr2NNTtKvAcj7HXJ7n27Rs+WfYe4Foe1757k5ZDTfQ9272iZCWEoPlgI8d/6xDv/OvTO86XcS2PuQtpqrla3fKSUAStR5p4+r9+lFO/f4H09ezq/lp1IBSBGlBw7dWd0u+Ergt6+lR+/COT3/sfC4zcuF0GURT4ySsm//d/Hudjzxvs3a/zxV8M8+/+9+Ka3BQh4OHHAxw+pvOjF2v8wb8tMTrsLOOLRCKCZIPC/Oz6x2aZkDY9FIUNcXXuhm3DjeurDz6KAh/5uMFHnw+iafD2GzX+0++X6maeNB0+9bkQL3zKv3Z/9ecV/uDflBgfd5dlPb//3SpXL9v8g38Wp7VN4W/836IMXc+xMOfhlauUX31vxbrdhRyF76yi8SSg9pMTt/lVnkft/PWlr71ShfLrp9Y/Ge8TVM2gdfAJypkJ5m6+C0j6HvnK8oXk0n+WwbGq6EYUoahIz0UPRpaViLYG31pg5ccSu1bELKWZuvwK3q2HQnq4dwjfqYZKpC2KoilU5stY2/X+EBBsCBGIBqimq9ilza83umsQLRIj3NVPuKsPt1r2DSKFQNEN9FgC6XmkjjxJ6uiT3PlCd8oFJn/wZ3gbFJjcdCCjohMgiEBQlFlK5JD4J10CHi42JmVZv0tIIGgQbSRFMyZVhr0L5OSdhCCPCkVGvCsklWbiopE2pYc5d3wF10UgkFIy4d1kWo4sC5qqlBlzr9KotRMRcRKikUmG8O64cQ1CNIlOVDRycp4x7yo1bnM8TKpMyOvEvQY61L51+T6bQSVdY+TVcRoGk3V5GkIRNOxO8tF//gTjb04y8c4MubECtZy56O4r/v/tvXeUXdd1p/mdm16OlSOqkEFEEiQBRjEoWMmSJcu2LNmy7HbQjNuhu2d52mvWeFav7p5ZdlsedavtsS1btqzAUbISRYmULAaJAQSInFE5p5fTjWf+uIUCClWFKhQAiux5nxa1Fuq9d9O779zf2Wfv30bRxLwI0NHDGkbMIBD1E4VD6SDjh6cYfXkcz7m546/lTF77zEmCiQDdD3YsKwKEEIQbQ2x+Rw+9j3aRHykyey5DfqRINVPDrti+qBL+cWsBFT1iEEoFCDeFiLVFSXTFCKWDCFUs5JrcsjJGAZvf2cumty3fggAgO5jn+D8tLbVeK7WsyfF/OkOyJ07DltSS11VNZcu7e5k9n+HM1y4us4Vby8yZOWbOztF1sH3ZyjNVV+l+oINkT4LBZ0eYOjFDYayEVbLxbBcUgaIp6EENLaRhRHWMqE4gHiCYDGBEdS5+d4DMpdyajqeQlzzxT2UGLi1ObvU8GOx3+MJnS+zbb5BIKjz6tiBfe6LC2Mj1BUgsJjh0yubTf15kdHjpe8tlSbn8xjC027xV4xO/H6O1TaH/osN//bPiirk36bTCez/gL5VdOOfwT39fZnho6XuLBclT367y8GNBDj4Q4OADATZv1ZidXt8Dqald5+2/1MCrP8hz4fgb17VY0QJogQiKqqEZYVQ9eMW7SkqE6kdYIqkOQolmirMDq26zOD1A5663kerchVXOkurYiXJVjoyi6miBCELVUY0gqh7Cc0w/aiMUVM3wXXoVDS0QwbVNPPf634OUHrnxc7TteAux5k1U81PogQie51CaG17QW6nNae7/k7cQaY1y6M9+Qv+Tl25JonUgEeTef3cfTXtauPjN85z429fWvVQYau3GSDbilIoAKMbiqLdT8SO/WiS+5LPSdW9orF+3kPGzX2pIKWlQ2piTk+Tl7JpzSFQ0GpV2BIKyzJOXc8u+z6JG0csRV/xk4iARSuSWvK9GhTlvYtnIT40KpqwQIU6QMNdO5cMiRlj4lTiz3gQmS9fPJZIZOUYbPWs6vxvFtVz6fzjMhoc7/RLnFcRBMBlg8zt76Xmki2rOxKk6C0s3Yv5Bo+oKqqGiBlS0gIpqqAhFYBVtxg5NcCsWsQtjJQ59+hgIQee9rctGZvzKBtCCGg1bUjRsSfk9rWwPz3LxXIlf/OAft6Kr+L3Tbq/nglCg4942dn1oK1pweb+YWt4XIXMXbi5MPnchw/HPn+X+f7OfQNxYfG4CtIDG7g9vJ9OfZ/LY9G3NL6jlTS58p5/GbenlS8zxv4tEV4w9H9mB+bObMPMmjun6URZlPvIy/11pgSv3mKIr2BWHiSNTaxYyfRcd+i4uX6EjJVw873D2tM19Dwbo2ajR3qmuKmQcB77zz9VlWwi8kWhtU/jE78e4Y5dOZs7j//lvJU4eWznfa/NWnS3bdDwPTp+wGOxbeZzNzHqcO21z4H7Dz5vZbXDoReuGW+8IAXvuj/Lzn2hmbsJ+wwoZPRijdeuDBGONqJpB8+aDJNu3M933CpX8JFOXXqZp49103PE4ZnmOuaFjOPO5K65tYl5VDSQ9f8nHdSyqhRFmBg7T0LUH1zEpZ0YXmlSqepDmTQeJpDvQjBCpjp3EGjYwM3iEwtQlIqkOWjbfhx6MouoBOna+lWp+kqlLL+G5DmY5t1CSLaWHXS3g2v4x5ScvoKg6ybZtNHTtxnUscmNnFp+0ECjz4/xyk5L1EkyHaNzZTDAdoml3C6qu3nA0+jKzR54ne2ptxnnXIj0X9wZK725CyFhMeyMk1UaiJNipHmBWjjPrTZCXswvLMiuhohER8fmD0GlXNq743qAIA35ycUCEKMnckvdYsrpidZN/vP4PX1mmfC5ACJ0AnnSpyOJCZOlaqrKEJ91lt3EryA7kOfPVCxz413ct8SG5GiEEelhfYof/uiIh05/jpU8eZv9v7qH3sW60wOrXRQiBZqiwjPB5vYi1R7nz13cR61jeqMqzPfqeHmLwRyM3Hb3yHMngsyO07Gpg+/s2Lyv4Et1x7vqNXTz/H1++7dVeIy+O07drkDs+tG3ZfKzLCEUQTAQIJla+D2+W6UmXXGblp2s26zE67CClgaZB70aNV1+6/ox2bsaj/5KzaoLrT5NwWPCLH43wyNuCmJbkC58t8+wztesmM2/fqRMICKQHjU0qH/yl8HX30bPxytDe2q6uq7GyUGDH/je+mZtdKzF25tpmnX5HaKSkMN1HaW4IhLjGIwb/tdnBhX87Vpmh17413w9OMt1/iNkhPyohPQehqP52kUxd/MmCN83CXufzWCrZMQZfu8YPS3p4841QBw59ZaECyXMsRk5+b6HJo+fazI0cJzt2er7E3c+hWTXb/RZgFWoUhvNoYZ3s+Tlce/0/JKeUw7m5HN41c1OZq9NyFOEKupStREScDmUTzaKLiiwwJyeZ9kYX8mauRSeAip/clBRNJGladX9CClSWfwC68zVSN4pAoAkDRShY0sK9zjYu12EZKxzDTSOh75khgskgez66g2Ay8MYeRCTkh4u89BdHyPTl2PFzm4m2Rm6/S6z0xcZ63HG1kMaej9xB696mZa+tlJLJ4zOceuIcduXWJNfZZZuTXzxHsjdB+/6WpV5BiqDj7lZ2/eJ2Dv/18dtamWaVbI5//izBVJCeR7qWTdh+PZBSUi571Gorf4eODbmsh+uy4DWzGoWCR7Hwxm0BoWnwng+E+OCHfSHy9JM1nvinMpVVcnBa21RUFTRd8PBjQR5+bG3uquDnBa1nGInGVTbtXD5y98ZC+t2er/f6SmXL0sO7plnwovdKb9G2r24sfL1SaCk95HVaElz72SUW/fI6x3wbqWVqvPKnPyHUEKYwmHvDVaCtxE2NYh4uk3KInDtDk9JJo2gnLlIkRCMxkaZV2cCY18e4N7Ck9FpBWchtqVCgKFdvG+9KG1MuH96UeCtGUlZDmVfycv5/K+G/ensHSbvicPrL57FrDrs+tJXEhuUbF76RqGZqnPziOaZOznLHB7bQcW/rin4lN4tdsclcyjH0wijlmRuLXiiawuZ39LDpbd3Lh2MllKcrHP/8GQqjt3YqURgrceLzZ0huiBNpWjqbVjSFLe/qZfZ8lr5nBm9rC4PydIVDnz5KNVNj67t7CSR+OoLZcVafZJqmxPMb7xIIrX6MjgPu69z+Ya0oip+M/LF/5VdrHX7F4u/+qkQ+t/rxhiMCofitJuZmPfK5tY9DM9PumibzQkA8rZFu1kg162zZG6ax3Y/6bt0XplZdus+JQZOLJyrXdZePpVQ6NgZINmjoAQWz6jE3aTPWb1KrrHwenZsD9O4IkZm2uXC0gm1JGlp1OjYGiCVVFFVQLrhMDJpMjVqrO9wLSDZodGwMkEhrqLqgVvGYGbMYHzCxVimT//8D0pMUhwsUh99cDTxvejomkX5CrXeeSYaIiRSNoo1GpYMQUTYquzAI0u+dWpQ/4+LMiw9JxpvivHd0jfu7tUJCInHlfMkdCoLrhNsRKLcrGnMVdtXh7NcuMnN6jm3v2UjX/e2E0kHUwFKDrusi/Zmva7k4potdtW9bdNK1XCaOTDF3IeNX6jzSRcc9rYTSwYUWCzf6sJSexDFdnJpDearCxLFpxg9PMXc+Q2mqcsPJbc27G7nz4zsJJpcXWVbZ4szXLjL+6uQtdyiVnmTs1SlOf+UC+z62EyOydFkwlA5y56/vJD9SYOb08jljt4rSVIXDf32ciWPTbH33Rlr3NmFEdBRdueF7zPM8XNPFzJs3YPAn0HU/UnC9e1LXBcr8T9JeY8716xCBXxcbN/vJvd09Kv2XHD7950WGBtYW9bNt31HXtuDb/1zlW19du4gvFLw1LbXFUiq/9X90sGFbkESDRiSuoswL/sc+mOaxDy6tqHz6iTkGz9UwlxE5oajC3Y/GeeT9Kbq3BImnNTRdYJke2RmHi8crPP3EHOdeKy9bcn7XwzF++Q9auXiyyl/+8Qg77o7w2AfSdG4OLBxbpeQyPWbx4lN5nv7SHMXc8icaTajc9zMJHn5vkvbeALGkhqoJzJpHZsrm/NEKT31+lv4z1ZUFkfCTYRVdwSqYuKaLUARaWPfH5vk2Mq7p4lTsNY0hfnuQ9X9+NYxEAC2gIaXELlo4tWsutAAjaqCFlo5HTs2+oWooRVPQQpqf66jOBwdciWs6ONXrV6veLLc0rmxRY05OkJMzTMkRNim7SCkttCjdTMnhq9xxwcbCxiJAmIAIwyrRkNuJjYknvflKrJVzAlShLTgX3248x2P69CzZgTznvnWJzvvaadrRQLQlTDAZxIjqfpLlfMWN50o8x8OpOdhVB7tkU8ubVOdq5IbyzF3KMX1y5qbLr1fDKtqMvjzB1PEZIk1hWu9sonlnI/FOvwLJiBkYER1VVxCaHwuTnsR1PNyaL7asok2tYFKZrpDpzzN7NkN2II95+Ye4nttEQKo3wczZDLPnljeVKoyVOPfNS7fNbdc1Xc594xKBmEGsPbLse6QHyQ1xZs9lbntjSbviMPTcKJNHp2nckabzQBsNm1OEG0MEEgH0sIZ2eYAFpOPhOh5Oxb/HzKKFmTcpT1XIDuSZvZBZswATAkJhQSAoqFWXP09FhXhCQVV9cZLPv3GXjFYjlVb49U9E2XuXQTbj8Y+fKXPsyNoTcLMZbyEy5TqSi+dvvaeI9CCfcRi+4Oc3Jho0tuwNYwQU+k9XmBxe+lDrO1VdtvVFMKzwro828t6PNxJLaRQyDgPnqlg1STiq0Npt8OC7k2zcGeKLn5zklR/kVxQQbRsMHv9Qmrd+KI2iCqZGLIYv1ggEFdp7A2y8I0RLp4GqCr7xmWmsa5Yro3GVD/xWM4//QppITGV2wuLiyQqeIwnHVdp7Agti67P/eZyzR8rLimEjanD3vzlIw/ZGjv/Na4y/NELbgQ663rKBRG8KPWLgVGxy/VlGnh9i4uVR7PIKy0MCQo1h2u/rpPXudpK9SbSwjl32Pz/+0igTr4xh5tbv5h7fkODO//keGrY3UhgpcPyvDzNzYnrRe7SQzs6P7aX37ZsW/V16kuFnBznyf7+y6n60kEZiY4qm3c007mwi1pUgEDeQHpgFk1x/lslDY4y/PIZVuD0dwG/LArmLQ07OMOpdIibSBEUYg8WzYAebnDdLVE0SJUFMpBYJndeTGhVMKoRFjLhIMy1Hl62+ios0ilBfP8El/fyKmTMZZs5k0AIq4aaQLwiiBlpQQ9GuUr6Oh1N1sCsOVsmimq1hFW+Nsl8ONRRBi8UxZ6cXdy6V/kMyN1QgN1Tg3Df7CMQDhBuCBOIGRtRANZQFEXbZ38apuVgVG6toUcuZmAXz1jkDSzj79Yuc/frtL3O+HtVMjZc/9dP13RABHVQVWa0hPUktZzL60gTjJ7IEkiHCTWFCyQCa4qEo3sIynFQ0pKJily3MuTK1bJVatrbuXKKmZoVkUjC5gpBJJBTaOvwopOvKNUcv3mhEooJf+tUwb39nEMeRfOlzZZ76VvWGEpIvnLOxLUk4Iti8VScSFZRLt/Z3Xcy5/M2fjC38e+8DUf7gv3RjNCs8/USG731xjSJVgQfeneB9v9FEOKZy5EcFnvzcLGP9JmbVIxJX6b0jxPv/VRNb9ob58B+2kpt1OHtkeSPGdIvOuz7ayNCFGt/+7Ax9J6tUSi7BsMKO/RF+8fdaaO8N8NYPpTn8owL9p6+kH+iG4JGfS/HOX2nAdeHb/zDDi0/lmRm3cB1JNKGy+0CUD36imU27Q/zyH7byX/9ohOnRZSIRQhBIBIi0Rmna00xyc4ot79+Oaqi+PQF+VDW5OUXH/Z2c+8oZzn7h5FIxIyC9rZHdv3Enbff4Vgiu6eC5kkA8QKI3SdfDGxh9fojjf/MapfHimq771SR6k+z//QO07G+jMlXm/JdPM3Nyesn7pOtRGiuQ7ctgRAMEEgGibVFQBEZsbZ5pTbtbuPvfHiTWGfcnO9Z8leO8J03D9kY2PNpD35MXOfl3RzHzt17MrFvIKKjoBLCoLvtgv5xEKxC40sG9pizaw2VGjtIiuwgSoUvZQp97ihrL38wGQSTegtHdraQiixRljhBRGpV2puTINZ42/v5bRNdN70s3ooQjTSiqjutaVIpTOM7ayhod06UwWrrl+RvrQlGIbtlJZOM2pr7/ddzqddxgJZh587bcwHVuDK0xRezt96GEAmSf+B5e2b/3hK6R+qV3ojUm8SomJjD7o0PUTl0CQImGiT1+AKOrFem6VI+dp3zuFFynY/Jq9PRqdPVoTE4s/5vu7FbZut0foqYm3VVLr9+IKAo8+rYgv/CRCJouePrJKl/5QuWGDfbOnbaZmnTZuFln+06dPft0Xv6J9YZcRmts03nsA2liKZWLxyt8/s8nF6I84AumqVGLUt7l9/60i47eAI9/KM3guSrV8tKZixBQyDp84ZMTnDlUXohiFXMumZk86VadD/9BK43tOp2bAgycrS5MgJo6DB7/+TR6QOGlb2b56l9OUy5cuY+KWZeZ8SyhmMqHf7+F7fsj7D4Y4V++bq04iVI0hQ2P9yIUhVxflqFn+sj1Z5EeNOxsYsv7tpHoSbLtgzuYOTbFxKtji6LI0bYo+35nP613t1OdrTD8o0EmDo1h5msEUyHa7u1gw1t76X68F6EIjnzqFapzay99j3cn2Pc7d9N6dzvFsQLH/vIwYz8ZWTaS7ZouA0/1MfyjIRRVEEyHeOg/Pka0M7bm/ZUnS1Rnq5QnSsyeniZzfo7qXBWhCFKb02x69xbS2xvZ+K4tzByfYuiHq3v43CjrFjIR4mxW91CRRfJyjooszosMiS4CJEUTHcqmBZO5qlyqKnNyljGvny5lC62ih4AaYkaOUZIFPBxUNAKEiAo/YjPuDTAlh295RMTBZsIbJKk2EiLKVuVORrwLFGQGiSQi4rQpvURFCkdaqGJ9y0uhSBPdvY+g6SEsq4SmBhgeeBan+Mb0Z7geiqYT2bAJNRha0t6+zhsTrSlF4n2PojelccsVuDrhWQjUWITS869hXhoGwC3Oi1NFEL5nF0ZXK4WnfoySiBJ//AD21BzW4BhC05Ceh9A0QCIth7WsmTQ0qbzvgyH6LzrMzXmLBtp4QvC+nw/T1q7heZIfP2syPfnmEjJCwN67DH7rd6M0NikcOWTxN58uMTtz42HGiXGX736zym//nkZrm8rHfztKLlvk4nkb59q0B+FXR4UjglhcYXLcXfKe24aAnu0hNu8J49iSF76TY6xvGV8uDy4er3DoBwXe9SsN7D4Yob0nQN/ppWOh58GpV8qcebW85LZybcmFoxUKGYemdoPmDn+JyZmPQu+5P0prt0Gt7PLsN7KLRMxlHEty9PkCP/PLDbRtCLDn/hjPfyuHba3QLV7xH/gTr4xx+JMvUxi+Uqgye3qa8liRA//+AYLpEG0HO5h67UqbFjWg0vOOzbTub8Mqmhz/29cYfLpv0ZL/xKvj5Ady7PvEfrof7WHm5DTnv3pm5SV1eeWlWFecu37vXtoOdFAaL3L0068y+sLwCh+cP/+as5A743kS7wYnJ6XxIq/8Xz/2o7PXOAHPnpwme3GOB//Do0Rao7Tf1/nGEjICQUykSYtW2ujBxZ1P3vUrkjR0VFSKZBnyzlFj6Q3q4jDsnQck7cpG0qKFhGicTwSWC8m1Kv4AOcnQbVvUychJhr3zbFC2Exdptqn758u5JSoaHh6j3gUSoom0aLnh7QtFpbVjP0JRuHT2mziOiaJoOPbaRIxQNfR4EjUcRai+ZbZXq2GX8njzHYuFqhFobkMoCtWJkSUPE6OxFTUYwpydXPjMZdRQGC2eQg0EAIHn2LiVMk4pj7xqFFTDEbRIHD3ZQKijB9esEu7aiLuwPUltYgTPuib6oqjoiSRaJIZQFDzLwspl8GpXJS0KgdHQAp6LUylhpJtASqy5aTzHIZBuQgmGcIp57EJ2SVanYgTQkw0ogSAgcSsV7HwG6Sxdp9aTDWiRKNWJUYQi0BNp1FAEBHjVKlY+g7Rvb9uA1x1FoXamj5oySPjObYteEpoKioI9OYszs9gEUAkFCW7voXriAubAKCJgENq9hcDGTnBdYo8fwJ6YxehuReg6ldfOUnn1FNJe+enpeZJKRfLY20MoquA7X68yPeXieZBMK7zrvSHe/b4QIBkZcnnyG1XK5dcv/KAooOt+uXM8qaDPz12E4uftxGKe34zSkSv2RuruUfntfx2lZ6PG3KzH15+oUCh4NDatXFDgeX5y7rW3rFmDb3+9yt67DO5/KMC99wf4D3+m8OQ3qpw5afvLTAIMQ9DYpLDtDp399xpcumDzqT8tUiq+PtdO0wTdW4IYAYXstM3w+ZWbVtYqHv2n/byZxjaD5k6D/jPVJVEmx5bXrYyqlNwF0REIKVfsZARs2hnCCCmUcg6pJo3d9y3fnTuaUBeSylu6jWvtYZZgFS36vn2Bwsg11bYSJg6PUxovEUyHSPQk/cTX+XskmArS/UgPQlWYOTHFyLODS/IWPctl4HuX6Hy4m477u9jw1o0MfO8SVnHpeHS5mAMpiXXF2fc7d9N2oIPi6Hwk5qXR65/ILcBzPIojK1c55fpz5PqzRNqihFuWzw28WdYtZKqUGPBOkRLNhEUcg+BCIuzlbtM5OcOUN0KRKwOjmJcn4C8vWdTo906TkzM0K10kRRMBEQIp8HCoUaEs8+TkLBk5xdWy1G+F4OFKZ1mvmqvx/Hcu6/wLvqga9S5RlWValO6FDtoONlk5zYQ3SE7OsFEJkJSNNxwV0vUwkVgb0xPHMGv5+X2u8bOJFMm77ifauw0tkULRdKRj4xaaZAAAABx5SURBVJRL5E++SubVF5COjRqO0vqOD6IEggz+w6eW9KlofOCthLs3Mf7Nz1MZ7lv4e7Ctm/S9DxPq6EENhX2hYdawCzmyR18if/LVBVGUuusBYjv2oseSKIEgupS0v+8jV3bieQx+/tOYk1fW2pVgmOS+e4lv34eeakCoGl61QmWkn+xrP6E6Ogj4QqzxgbcihIKdzxDftR8hBJlDz2EXcjQ88Fb0eIra5CiT3/sa1tyVRo6BpjZSdz9IpGcLajjq9ywp5ChdOkP2yI9xilcNOIpKcu8B4jv2Mfq1zxLdvIP4jn3oyQYQAjszy+TTX6c6NrjGb2gpiib8JMjr3CZC8Vsv3IqmmmvBmZrDmZojtG/7kiiaCAZQwkGiD96Fu2879tgU1ZMXkVUTYeio6YTfDNDzIy7ObBatOY09OklgUxde1aTw/RcxulqJv+0g9uQsVv/Kg6htwY+eqdHSqvLu9/k9hKanPFxX0tCokEypgPQTY/+2xNHDr4+o3H6HxtvfEyIeVwgGBcGgIJYQ9G72x7ZIRPCH/2ucXMb3wLn835FDFs/9sLZIgPzMe0Pce38ARRGoKrzv58O8++eu78uSy3r87X8vcWmZZN7REZdP/WkB247x4CNBduz0O13XanJBqIQjglBIoCgCz5NMTbqva8BU1QQNrTpCQLXsks9cPxSUm7OpVTwSDRrpFh1FZYkw9FzJ3MR1/L28K3Oaq89VNwTJJh1VFSQadP7wkxvWdA7hyOVqrZV/vOXJEnPn55Zfrqk51LL+2GvEAosOKr4hSaQtims6TB+bWjEZ2Kk5TB4ep+P+LqLtUZKbUkwfW9q41q8Kcom0RNj3ibvpfKib0qgfiRn7yevTyX4R4sq45v/bd223SxZCCN+JWBW3vJBh3ULGxmLUu8QkQ6joC74wMF/SjIONtUQ4NGqdtGo9BJQwfeYxsu4UHi5zcpKIkiauN2Nhc672KlWviIeHg42LvUQ8ONicc4+gol3XyA6gzz3BqLiIuUIDy4iSpF3fxLB1low7hTZ/Tv7+rYXcnAHvNKPepSW+OKsjEEJZsKVeK1osSfNjP0ukdyu1qTEKh57DLZdQQ2ECze045dJSM6Ub2X40TuODbyXY2kX+5KuY0xMgJXq6kVDHBjyztijyUThzlPLABdRIlLaf+XnsfJbZHz+9KCJjzV3JLxKqRsOBR0jeeZDa+DC546/gmVUCTe3Ed+zFSDUy+fTXqU1c+dGFujciBxxmnnuK1N0Pkrr7QexchtyxVzASKZJ33kd003Yy2RnwPPRUI82Pvxcj1Ujx/Alq0xMITSO6cTupOw+iBkNM/fBbSyIsSiBI+sAj6IkUpb5z2PksajiCnkjdVDdWI6qz+6M7GX5hlJnTsyu+r+PeNrof7ODwXx9fdrb1euKVq5SeOwKqQAkHib3lbozOVnLf+CEoAqEoV8zApATbRTF03y3Vdii/fAJrcBxnJktoz1YCmzqvK2QUFaanPD7zlyU+8msR7n8oQEurQiAocF3IzLkM9Dk88bkKz/6wdsP2+utl8zadj/5ahHBEWVYA6IbgwP1XKhvlfMPBUEjw4nMmjn3lt5JuUFAV/zmWblA5+ODq1g1Tky5f/vzKpdXnzjj8p/89z7t+1uKt7wjR1qkSiymkG/yDvWwimM9JBvsdvvft6roaXq4XIUAP+Mfiuiy6Hsvh2HLB98cIXrZoWPwZKcEyb/wG0A2BpvvHYlY9JkdM1uIxNzWyepGBVbSoZVb+ni5PThR18U0UbY+haAqu41Ecu75Xy+UohxbUiLbHlhUyru1ixAx2/upeOh/sxipanPi71xh/+fZHYq5GC+skNiRIb2sgsSlNuDGEHg34bUyCGpHWy5EwMS/s3iBCBnzBYl/1kF8Ls84YVa/ItuC9i3JNJJIR+xwFb45Ngb1UKVJhtWxtuWJy8LUIRSGhNTNinVv2dVua5NxpHOmLppWEikVt1fYLy+E6Ncxanliik5nJk6z1i4zvvJPopu0Uz59k+kffwSldc/OvZsSxCmooQqCpHXNmgpnnnlq0LaGofgO0q/5mZWaAGbR4Euk6uGaV6sQIbmX5BORgezeJXfsxp8aZeOqrOAsC4Tjm7CStb/8AqTvvYyoz43dGBVTdIPvai1THBlEDQVre9n6KF06RPfwCerKB6NZdBBpbEIoKQiG+Yx+htm6mf/gtcif8DrcApQunaX/vh4lu2Unx3HHKg4srltRwhEBTKxPf/TLm1Bi3Ctf2mD41QzVz/WVDI6oTbYsuGex+GkjTovTCkYV/2xOzJN71EOoPIn4UxnX95SfwhY2h4ZmW/5rn4Zb8Qd0zLbxqDSV6/RCyqkIoCJfOO/yff5Jny3adrds14gkF24LREYfTJ2zmZld/gBULHp/7uzKptMLsjEcuu37Vc+6MzV99qoim3dh3cu6MjX3NQ/u5H5hMT3oLSxZroVyWjI2sPDGREibHPT7712W+8ZUq2+7Qae9UicV8T55KWTIz7TI04DI86GC/zuawUkrMeZM7VbsialZCNxRUzTdGNave8h2hWd8Q51gSx/a7TM+MW3zyD4fJTq9+QVwXzNoqEX7bxV2HA7ceNfxohS2xS9c/Fms+30TRFPTIyhVEG9+zlfSWhoXeS8F0CKEqC+Pp7SbaEWPHh3fR/UgPwbQfcXRqDma+hlNxcB0XbqOHDNyEkNEwCCjh+aiFS9UrLUQ6rrwmsGRtkRuvxMOWFp5cepE9XGxprrhsY4gghvAvlCkr2PKK2BAIDBFCFwEEAlua1GQFgSAoIjRr3STVZvLqjN9TySvgYM+/HkUXBhWvsCRao4sAARFCIDBlFUv6IkZFRxcBXBwCIoREYnrlFdskuK7F1NhrdG98C5u2v4daNYNuRJiZPEm5OLHsZ5RAkHDXJlyzRv7k4aUiBm7a/cutVbAy0/NLMw9R7juLXcghHfuGo0dLEIJwZy9KIEjx0pmrRAyApDJ4EXN2kvD8ctDl5R+nWsap+CLWLvifuRwpkq6DV6uiGH7IVjECRHq34tkWTqVMsLVj0f6dSolwKEKgqW2JkJGuQ+niaczp8bWdjiqIdUSpzvrduwEUXSHeEaM0WcapOYQbQ4QaQpSnKkujLAJCqSChdAjP8Zb0XQqlg4QaQkhPUpmpYF5lRqWFNKItERRdwSyYVGaqt9VgStoO0nV9/5iahTPjLyVxth+h62jNaayhCV/gKApqPII7k0UJBlAiIbyh5e/pywhxZbZqWXD6hM3pE+t76pZKkq9+6db0qLp03ll2WWc9vPiCyYsv3J5KPSkhM+fx0m3a/npxbJges5FSEompJBt1WGniJyDdrBGKKLgOzE3aq7vz3gCWKcnN2nie7yUjgELm1uxAzpuN3vDnnCsTQ2UVsXy51YuULGmjcBktoJHe2kDuUgbP9Wjc2cwdH93jV0M9O8htNqInmApy1+/eS8eDXTgVm8Fn+hh+dpDiaBG35uC5Hqquctfv3kPnQ2tb2lsP6xIyIRGjJ7CLiBLHlTYChQvmEUpeFkOE2BTYR0jx8xRcHAat0+TdmdU3fB3CSpyNxh5fqAiB5dXoM49RlSUEgrTaxgZjJwi/z0XVK3HBPIwqNFr0DbRoG9BFkG5jOxLJgHmKkpdFoJLW2mjWutBFgJPV56lKP7oQFFE2BfYRUEJ+zoW06LeOU/byJNQmNgb2UPEKGCKILgxy7gz95okVl7ny2X76zpdJNWxC04KYtTy2tXIptRqKoEWjuOUiVu72OL06xTxzL/6QxgffTsvj78W68z7Kgxco9Z2jMtx3UwmvQtPREymk62Dnli6xeI6NlZ0j0NSKHk8uCBnPMhdyci4vmy10QpX4jd/ms/GErmOkGtHjSbp+4TdWPBYlEFwSvZK2jZWdXbMY1IIaB35vP/1PD9L39CAAqY1JHvijA7zwn14i25cjvTnFxrdtoHlXE6/8t9cY+fGVEG+8I8Y9v3sngaiBWbAW3C8BUpuS7P3VnRgRA0VXKE2VOfqZE5SnKxgxg90fuYPmnY1+EzcJZ792npEX1ybA1nRubY0Y7c04c3lE0CD60F3Y4zN485VLtVOXiBzYjTOVQU3F0FoaKP7LIRACYehEH9pPWSgY3a1oDUnMvp/C+nydW4rnXZlSasbaIlSuIxk8V6VS9IglNTbuDHHypdKyS0yhiMLm3b7h3sSQOS+AbuEJABeOV3jgXUlCUZXd90UZPLd+g7lbQS1bxfMkQlUIrOAwfplg2n/ds12sFawrhCIY/pcBTnzmKIqhcuCP7qd5Xyt7fvMuypNl5s7c3HN3NdoOdNJ2bweKqnDh62c59Y/Hl0SqtJB20813V+OGhYxAocvYiiZ0ztRe8suR0TGlPyNq1zeiC4PztUM40qZd30y3sYNztcKiCMqNoKLRpW+nKstcMo+hCpVeYzet+kaGrNMYIkhPYCezzjhT9iASDzEfKfKky4h1DoFCRElwwTw8nxw8X26Gw7h9kZos0WPsXHSencYWJB7naq/gSocuYzsbjJ1cqL0K+BGiKXeAaWeEiJJgY2APUSVB3ls5L6JSmqJSWrrWuey1VpT5vBqPm3eGW7lFQGW4j/HvfIlw10Zi2/YQ27KT2JZdVEYHmf3J01izazvepbsUC4Jj2eiBlFfO6+oyAblMkuwKI5wQfv6GOTdN5tBzS6ul5rkc0Vm8SXlD4Ven6jB5bJr2u1sZ/vEodsWh/Z5Wsn05ShO+IB07NEFuuMAD/+7eRZ9VdIWNb+vBsz1e/C+HcG2P/b+1DyOqYEQNdv3SdrL9eS491Y8RNbjrN/fQ82g3Z792gQ0Pd9KwOcWhT79Gda5K90OdbH//VjKXcpSnbzwS4dVMnNkcXD3L8ySBzV1EDu72U2AmZii/cHThmlWOnkOJhok+cjfSdig+8zLWyBRGdyvStHDncsQeuxc0lfx3X8AaXec9U+cNQynvLgiQzk0BVG1pIu5yDF+ocebVEvsfjfPQe5OceLHIxRPVRb9pRYU77o5wz2NxXEdy8uUSE4O3Prp04iclRi+ZbNkb4tGfS3HxeIWLJ6q4yzxYdUMQiauLzvtWk+vP4lRsAokgqS0NDD7Tv2KWQXpbI+A3es0P5lbc5vTxKcqTJaSUnPjMUe79X+4n3pXgzv/pbg792YsUhlbvY7geFE0h3h1HC2vUMjXGXxpddrlNNVTCzdfv1n6z3LCQMUSQqJJi3O6j4l1e6riichNqMxlngrLnX7xpZ5gWvZugiKxbyOgiQEptpuDN0aJvQCDQRYC4mkZBJaokAcG0PUxNLs2ZcXHw5svDHWkviJjLSCSedBfdTwoKcaWRcfvSwnnOOCPsDN6PofhK2ZYmM84Ipqzgef62DSV0y8J5nmXiWSZqJIYSDEM+u/qH5h881zZFVAwDoa/cfsEp5Cicfo3i+ZMEmttI7j1IYtd+pGMz+f2vLVvCvOqhOA5upYRQVLTwMjkTiooajiJdD7e6PpM/6bq41QooCuV+P2H3diE9ycSRKXof20C4MUx5ukzLriYGfjS84G57uVeKd41wU3WVxu1pxl6ZIDdYAAETr02y4eEuAskALXuacUyXjW/tQagCI2rQsC2Noik072oiO5Bj7rzvfD30/Cib39FLsjexLiFjnh/EvDC0qDzfmZoj+5VnrlRYSG/RurasmRR/8LIfhfEbLC0MwNLzKL98AidTWPJanTcvUyMWmUmb5g6Dex5LcPF4hTOHy1SKHrohCMdUqiWX2YnFkZTcrMNTX5hjw/YQ3ZuD/Pofd/Dk52boO+0b3sUSKtv3R3jvx5tINmmMXDR55v/NXLeB5HqZnbB48nOz/Mb/1k7vHSF++z908uw/Z7l4okIp7z90I3GVhladnm1B2nsDfOGTk4z1354lu/JkmdmT03Q92kPLXa1EWqOUJ5aOfeGWCK33tAOQu5S5bnnzlR8iTB+d5OTfH2P/799L852t7PrYXg7/xcu3p5hAEQu92TzHxV2h/U3Tnhai7Ws32FsPNyxkFPwowUrLJ5dzZi7jN3kUKNdpxrgaArGoNYBEknEnF3JaFKEhpbdEoNwsilAWlXV70kVc1VjSz/e5fB3kwrHeKpxKCXN2inhLB5HuTVhz08sIiisZ4NJz8SwTLRpHi6f8B/w8RroJI9WwdCdiPov88lKOY1MbHyZj1gh39hBs6/R9a67dr+chPYmiB/yk2+XwXGqTI0jPJdS1keL5k4siJoF0E8HmNsyZCZzSjdtwgy/2KqMDxHfsI9yzdVGp+AKKsiaDtrVQHCtSmijRvLuJ0kQI1VCZODK5+geFP4Nx7Su/jcs9nRTVL1GUrn+HS9dj5KUx8oMFPMdFNdRF/Z88x/drUvV1NjD1F/iX/n21ayQlK5mCyOu8VufNSbXk8cyX5+jYFCDdrPHxP24nM+VgmR6qKjCCgh9+NcO3Pzu7xDzuxIslvvgXk/zC77awZV+Y397cSXbawbY8AiGFdIuOEVAYOl/ji38xSd+pW5PjdC2uAy8/nScSU3jvx5vo3hLkI/+2lfycg1n15qusFKJxlWBYYXLYZKXh7FZglyz6vnuRxj0tpLY0sOtjezn7pVOUp8p+3pymEG6NsPNX9pLoSVLL1ej79nnfK2YNSE8y8twg4aYwu3/jTrof7aE8VebM50+s3PdpnXi2S2mihGu5BFMhGnc2URjK41RsEKCHddLbGtn5q3uvm6x8K7hhIWNjYUuTqJJihqUlXjVZJqzEEChIPEJKDEeuXAW0Flwcal6Zgpthwr50laDx/78mS6hCJyRiixKLr0ZKb97DZm1Cw0/erRBWoggEEklYiWPKKo60uZKMfxunnp5H4ewxIj1bSN3zMAhBZbgPzzIRuoEeTyId289lcV08q0ZteoJQRw+pu+4ne+QnuNWK70Oz9170eOqqMmkfPdlAdPMd1KbGcOaTfBUjQGTDZtRIjOpIv7+0de2hOTZ2IUugqZXIxq0LibSKpmPnswu5LeWhPiojA8S27MSanabUdwbPttATaRoOPorQDfKnjuBWyysLoutdIrNG4cxRIr3baDjwCL4h3yjSthGGgZ5IoYUiFM4eW3HZ6UYwCxbjhyfpuLeVwmiRTF+Oanb1dXfpSqqZ6kLCrnQlsXa/JNGuOJRnKsycmWPgh0NXkgilPzCVJkpEWiKoARXXdIm2RUBCZfb2DP43glsoUzlyBll9YyWd1rl5pIQXn8ojFMEj70/RtcWPWIBvZpefc6iUvGU1sWNLfvydHDPjFo99MM22fWGaOnT0gIJZ8ZgetThzuMy/fDVz/Y7TtwCz6vHMlzMMXazxlvel2Lw7TFO7Tqrpit/N3JTNWL/J8Z8UyUzdPhtk6UkmXx3nwlfPsOOXd7PxXVtIb2tg6ugkVsEkkAjSvK+V1JY0Ts3h3JdOMXnk+onz1+KaLn3fuUCkPcrm92xl24fuoDxR5NK3Lyx5XMV7EoQawqgBFS2gEUwFMWJ+HmqsI07P2zfimq7/n+VQHCtSmZpf9ZAwfWyS/GCO1JY0O391L7HOOIWhPIomSPSmaD/YiZSSqdcmaD/YeYuu4lJuWMg40mLKHqLT2AoIarJMQASZdkaoeAUm7H42BfbRY+zElhaNWjszzghVr4xAIazEiChJDBEkpqSw1RoVt4iLS0SJE1cb0EWAhNqEik7Zy2NLk3H7Em36JnShY8kaAREm606Rc6cpu3ny7jQ9gV3MOeO4OCgoTNj9C80fS16OVmMjHfpmLFkj405iySoq+sJ+jcv79XSqXpEJu59u4w4wwJUOjVonE3YflqwSIXmLv4rlqY4OMPPcUzTc9xgNBx8jue8g0nUQiorQDUoXT1EZHQTXRdo2+VOHCbV1Etu2h3Bnry96VBUrN0fx0mlCbd2Ltq9FojQcfBRpW35CrechVA01FMbOzZJ59flll5U8yyR3/BWa3vJOmh5+J6m7HgAp8RyHiSefwJ5PTvZqFWZf+D5ND7+D9D0P+ctVnosSCCKEQubQ8xTPnfCjAeucClVHB5h59knSBx+l6aGfwTNrSM9duEbW3BSF8yfWte3lGDs0wZZ3bSLeGePwXx1bMHdSNEG8K05iQ5xQKkDD5hS1TJXCaBGrZDH0/Ch7ProTp+Zi1xxa9jTh2i7VbI0L3+lj09t6CCYDWEWLSEuE0ZfGmD2fYfDZYe76rb3s+9guSlNl2u9pY+rkDNn+27P2fSO4czkK3/3xT/sw6twmqmWPH34lw7EXijS06QRDfjTaNiXlor+stFI+iWNLTr9Spv9UlaYOg1hKRdMFtinJzznMjFtLOlVfzcvfzzN03p8kDJxd2cpgesziv//7EQIhhalhC3eZ47Et/1gunajS0KqTaNAwAgIEWDVJKe+SnbYXlptuJ67pcv4rZ6hla2z94A5iXQlSWxr8LvOexKk55AdzXPz6Wfq/14dTvXFhZeZNTv3DcUINYboe3sDOX9lLZabCxCtji/IV7/jwbtrv60TRFRRdRdUVlPlqyqY9LaS3N+LZLp7t4TkeZ790irNPnFoQRPnBPCf//hi7fm0v8e4E2z50B+ALNqfqn8fpfzyO0BRa9rfd/MVbgXVVLc04I9jSpEFrIy4asGQVV/oXO+/O0Gceo1HrwBBBJu1BZpxRJB4aBo1aByElRsnLEVQitIgeJuUglqzSrHdjiCBFN0NS9R2Dx+yL1GSZKWcYW1qktBYCIjxfCu3f3C4OA9ZpmrROokoKkBTdzKJlobw7w4h5lpjagEFooYoqqIRp0XvQhE7RzZLUmgl5McbtS8y5E3iWR1prwxAhxuxLzDqjfrRGVphzxueXzvxlp4w7Qc1bm6/NWpGuS+H8CWrT44Q3bPb9UzQdzzSxc7OUBy4uEhrm9DgTT32F6KYdCxb/telxSn1nCTS0YOezOOUryzjm1DiTT32FYGsXWjTmu+7aJubsFJXBC1jZuRWXIYrnjuOWS4Q3bEKLxPBsGzs3t6T9gTkzwcT3vkakdyuhti6EpuOUCpQHLlCbGrtSGSU9KiP92NlZPNuf4dvFHLmTr2Ln/fwQz7Yo9Z3FrZQXOm5L16Vw7ji1yVEivVsxGppRdAPXrGHNTftRrKuPSUrfXPDs0YXt3gjF8RKDPxrCiBlk+nILf9eCGl33dxBti5AdyBNpCdPz2AYG/2WImTNzjB2aQNH9nBeRq3HqS2eJd8dxKjZ93x+glq3RsreZaGuEymyVWs4ECdn+PK/97Qk2PNxFsjfB+KEJhp4fWXO4+Y3E2IjDd/65iqrCiaP/g7WA+B8UKWF2wmb2Ou6616Na9hY1jVwr02M202Or77NW9jjz6trGXbPqMT5gMj5w4xFEz3aZPDROba5K9lLmusH46aOTOFWH8kTxipHkVdhlm74nLzJ9dIKmfa0ke1NoYR2nbJMbyDJ9bJLyRGlF128zV2X4R4MEk0GKI4VlS8GrMxVOfOY1apkqakAl1hln+viUv/QzT64/i9CWN39cjtK1+TyeZPSFIfIDWdru7SC+IYGiq9hFk1x/lqljk1Qmy0Rao1z853PUsrXb4ikj5BqL4VeqeKlTp06dOnXq1LkdrEWirDkisx7znzp16tSpU6dOndvJ+kuJ6tSpU6dOnTp1fsrUhUydOnXq1KlT501LXcjUqVOnTp06dd601IVMnTp16tSpU+dNS13I1KlTp06dOnXetNSFTJ06derUqVPnTUtdyNSpU6dOnTp13rTUhUydOnXq1KlT501LXcjUqVOnTp06dd60/H+sj8aTugfFCQAAAABJRU5ErkJggg==\n"},"metadata":{}}],"execution_count":10},{"cell_type":"code","source":"data.head()","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"1hIy2k2fDOZI","outputId":"fad74d5f-00e0-4aa5-bf51-584bb887dd3c","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:53.484224Z","iopub.execute_input":"2024-12-21T05:32:53.484480Z","iopub.status.idle":"2024-12-21T05:32:53.492082Z","shell.execute_reply.started":"2024-12-21T05:32:53.484458Z","shell.execute_reply":"2024-12-21T05:32:53.491364Z"}},"outputs":[{"execution_count":11,"output_type":"execute_result","data":{"text/plain":" Category Message Spam\n0 ham Go until jurong point, crazy.. Available only ... 0\n1 ham Ok lar... Joking wif u oni... 0\n2 spam Free entry in 2 a wkly comp to win FA Cup fina... 1\n3 ham U dun say so early hor... U c already then say... 0\n4 ham Nah I don't think he goes to usf, he lives aro... 0","text/html":"
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CategoryMessageSpam
0hamGo until jurong point, crazy.. Available only ...0
1hamOk lar... Joking wif u oni...0
2spamFree entry in 2 a wkly comp to win FA Cup fina...1
3hamU dun say so early hor... U c already then say...0
4hamNah I don't think he goes to usf, he lives aro...0
\n
"},"metadata":{}}],"execution_count":11},{"cell_type":"code","source":"","metadata":{"id":"fZ4HZJTkQzNu","trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"#train test split\ntrain_X, test_X, train_Y, test_Y = train_test_split(balanced_data['Message'],\n\t\t\t\t\t\t\t\t\t\t\t\t\tbalanced_data['Spam'],\n\t\t\t\t\t\t\t\t\t\t\t\t\ttest_size = 0.2,\n\t\t\t\t\t\t\t\t\t\t\t\t\trandom_state = 42)\n","metadata":{"id":"yg5nY2LXBXOI","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:53.492839Z","iopub.execute_input":"2024-12-21T05:32:53.493101Z","iopub.status.idle":"2024-12-21T05:32:53.503793Z","shell.execute_reply.started":"2024-12-21T05:32:53.493078Z","shell.execute_reply":"2024-12-21T05:32:53.502957Z"}},"outputs":[],"execution_count":12},{"cell_type":"code","source":"# Tokenize the text data\ntokenizer = Tokenizer()\ntokenizer.fit_on_texts(train_X)\n\n# Convert text to sequences\ntrain_sequences = tokenizer.texts_to_sequences(train_X)\ntest_sequences = tokenizer.texts_to_sequences(test_X)\n\n# Pad sequences to have the same length\nmax_len = 100 # maximum sequence length\ntrain_sequences = pad_sequences(train_sequences,\n\t\t\t\t\t\t\t\tmaxlen=max_len,\n\t\t\t\t\t\t\t\tpadding='post',\n\t\t\t\t\t\t\t\ttruncating='post')\ntest_sequences = pad_sequences(test_sequences,\n\t\t\t\t\t\t\tmaxlen=max_len,\n\t\t\t\t\t\t\tpadding='post',\n\t\t\t\t\t\t\ttruncating='post')\n","metadata":{"id":"lKFpA4J-BtNc","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:53.504600Z","iopub.execute_input":"2024-12-21T05:32:53.504807Z","iopub.status.idle":"2024-12-21T05:32:53.560478Z","shell.execute_reply.started":"2024-12-21T05:32:53.504790Z","shell.execute_reply":"2024-12-21T05:32:53.559902Z"}},"outputs":[],"execution_count":13},{"cell_type":"code","source":"# Model 1 - Random Forest Classifier\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.feature_extraction.text import TfidfVectorizer # Import TfidfVectorizer\n\n# Create a TfidfVectorizer to convert text to numerical features\nvectorizer = TfidfVectorizer()\ntrain_X_vec = vectorizer.fit_transform(train_X) # Fit and transform training data\n\n\n# Create and train the RandomForestClassifier using the vectorized data\nmodel1 = RandomForestClassifier()\nmodel1.fit(train_X_vec,train_Y)","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":80},"id":"WErxWs7cSQLF","outputId":"186c6139-79be-44e3-ea5b-f16e6c3e8710","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:53.561139Z","iopub.execute_input":"2024-12-21T05:32:53.561417Z","iopub.status.idle":"2024-12-21T05:32:54.207447Z","shell.execute_reply.started":"2024-12-21T05:32:53.561380Z","shell.execute_reply":"2024-12-21T05:32:54.206595Z"}},"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"RandomForestClassifier()","text/html":"
RandomForestClassifier()
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
"},"metadata":{}}],"execution_count":14},{"cell_type":"code","source":"test_X_vec = vectorizer.transform(test_X)\n","metadata":{"id":"zFoTNAayS4HX","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.208287Z","iopub.execute_input":"2024-12-21T05:32:54.208630Z","iopub.status.idle":"2024-12-21T05:32:54.220361Z","shell.execute_reply.started":"2024-12-21T05:32:54.208604Z","shell.execute_reply":"2024-12-21T05:32:54.219475Z"}},"outputs":[],"execution_count":15},{"cell_type":"code","source":"pred1 = model1.predict(test_X_vec)","metadata":{"id":"X6O4AyjoPFeF","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.221315Z","iopub.execute_input":"2024-12-21T05:32:54.221583Z","iopub.status.idle":"2024-12-21T05:32:54.251831Z","shell.execute_reply.started":"2024-12-21T05:32:54.221558Z","shell.execute_reply":"2024-12-21T05:32:54.251062Z"}},"outputs":[],"execution_count":16},{"cell_type":"code","source":"from sklearn.metrics import confusion_matrix, accuracy_score","metadata":{"id":"hPrdQSOLTPKF","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.252595Z","iopub.execute_input":"2024-12-21T05:32:54.252826Z","iopub.status.idle":"2024-12-21T05:32:54.256308Z","shell.execute_reply.started":"2024-12-21T05:32:54.252807Z","shell.execute_reply":"2024-12-21T05:32:54.255489Z"}},"outputs":[],"execution_count":17},{"cell_type":"code","source":"print(\"Random Forest Classifier\")\nprint(\"Confusion Matrix: \")\nprint(confusion_matrix(test_Y, pred1)) # Change Y_test to test_Y\nprint(\"Accuracy: \", accuracy_score(test_Y, pred1))\nprint(\"--------------------------------\")","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kTmeHlA3TiYi","outputId":"7c704516-7be7-4bca-9429-5b68a07f5d39","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.257186Z","iopub.execute_input":"2024-12-21T05:32:54.257497Z","iopub.status.idle":"2024-12-21T05:32:54.273268Z","shell.execute_reply.started":"2024-12-21T05:32:54.257455Z","shell.execute_reply":"2024-12-21T05:32:54.272343Z"}},"outputs":[{"name":"stdout","text":"Random Forest Classifier\nConfusion Matrix: \n[[140 5]\n [ 17 137]]\nAccuracy: 0.9264214046822743\n--------------------------------\n","output_type":"stream"}],"execution_count":18},{"cell_type":"code","source":"with open(\"random_forest_model.pkl\", \"wb\") as file:\n pickle.dump(model1, file)","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mfxlO_sGUX3f","outputId":"5d51f788-f25f-46d1-a8c1-a5bc770e6d7b","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.274155Z","iopub.execute_input":"2024-12-21T05:32:54.274496Z","iopub.status.idle":"2024-12-21T05:32:54.645293Z","shell.execute_reply.started":"2024-12-21T05:32:54.274474Z","shell.execute_reply":"2024-12-21T05:32:54.643955Z"}},"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)","\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"random_forest_model.pkl\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"wb\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfile\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdump\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m","\u001b[0;31mNameError\u001b[0m: name 'pickle' is not defined"],"ename":"NameError","evalue":"name 'pickle' is not defined","output_type":"error"}],"execution_count":19},{"cell_type":"code","source":"\n","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4YLPcA1zUZ23","outputId":"2bc82773-3a5b-4383-ee20-6162cd3a8faf","trusted":true},"outputs":[],"execution_count":null},{"cell_type":"code","source":"from sklearn.feature_extraction.text import TfidfVectorizer\ntext = \"Hello Prajwal, you win a lottery of 1L\"\n\n# Transform the text using the same vectorizer used during training\nX_new = vectorizer.transform([text])\n\n# Make prediction\nprediction = model1.predict(X_new)\n\n# Output prediction\nif prediction[0] == 1:\n print(True)\n","metadata":{"id":"C3_5iIhaVAvy","trusted":true,"execution":{"iopub.status.busy":"2024-12-21T05:32:54.645731Z","iopub.status.idle":"2024-12-21T05:32:54.645981Z","shell.execute_reply":"2024-12-21T05:32:54.645879Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"","metadata":{"trusted":true},"outputs":[],"execution_count":null}]} \ No newline at end of file