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new commit
Browse files- app.py +47 -8
- ratio_proportion_change3/bert_fine_tuned.model.ep32 +0 -3
- ratio_proportion_change3/output/FS/train.txt +0 -0
- ratio_proportion_change3/output/FS/train_label.txt +11792 -0
- ratio_proportion_change3/output/IS/train.txt +0 -0
- ratio_proportion_change3/output/IS/train_label.txt +11792 -0
- ratio_proportion_change3/output/correctness/test.txt +0 -0
- ratio_proportion_change3/output/correctness/test_label.txt +0 -0
- ratio_proportion_change3/output/effectiveness/test.txt +0 -0
- ratio_proportion_change3/output/effectiveness/test_label.txt +0 -0
- src/test_saved_model.py +24 -17
app.py
CHANGED
@@ -5,17 +5,34 @@ import gradio as gr
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import numpy as np
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import subprocess
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import shutil
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# Define the function to process the input file and model selection
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def process_file(file, model_name):
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with open(file.name, 'r') as f:
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content = f.read()
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saved_test_dataset = "
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saved_test_label = "
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# Save the uploaded file content to a specified location
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shutil.copyfile(file.name, saved_test_dataset)
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# For demonstration purposes, we'll just return the content with the selected model name
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result = {}
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with open("result.txt", 'r') as file:
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for line in file:
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result[key]=value
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else:
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result[key]=float(value)
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# List of models for the dropdown menu
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models = ["
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# Create the Gradio interface
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with gr.Blocks() as demo:
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with gr.Row():
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file_input = gr.File(label="Upload a .txt file", file_types=['.txt'])
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model_dropdown = gr.Dropdown(choices=models, label="Select a model")
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btn = gr.Button("Submit")
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btn.click(fn=process_file, inputs=[file_input, model_dropdown], outputs=output_text)
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# Launch the app
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demo.launch()
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import numpy as np
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import subprocess
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import shutil
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import matplotlib.pyplot as plt
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from sklearn.metrics import roc_curve, auc
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# Define the function to process the input file and model selection
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def process_file(file,label, model_name):
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with open(file.name, 'r') as f:
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content = f.read()
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saved_test_dataset = "train.txt"
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saved_test_label = "train_label.txt"
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# Save the uploaded file content to a specified location
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shutil.copyfile(file.name, saved_test_dataset)
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shutil.copyfile(label.name, saved_test_label)
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# For demonstration purposes, we'll just return the content with the selected model name
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if(model_name=="FS"):
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checkpoint="ratio_proportion_change3/output/FS/bert_fine_tuned.model.ep32"
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elif(model_name=="IS"):
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checkpoint="ratio_proportion_change3/output/IS/bert_fine_tuned.model.ep14"
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elif(model_name=="CORRECTNESS"):
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checkpoint="ratio_proportion_change3/output/correctness/bert_fine_tuned.model.ep48"
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elif(model_name=="EFFECTIVENESS"):
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checkpoint="ratio_proportion_change3/output/effectiveness/bert_fine_tuned.model.ep28"
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else:
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checkpoint=None
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print(checkpoint)
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subprocess.run(["python", "src/test_saved_model.py",
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"--finetuned_bert_checkpoint",checkpoint
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])
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result = {}
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with open("result.txt", 'r') as file:
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for line in file:
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result[key]=value
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else:
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result[key]=float(value)
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# Create a plot
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with open("roc_data.pkl", "rb") as f:
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fpr, tpr, _ = pickle.load(f)
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roc_auc = auc(fpr, tpr)
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fig, ax = plt.subplots()
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ax.plot(fpr, tpr, color='blue', lw=2, label=f'ROC curve (area = {roc_auc:.2f})')
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ax.plot([0, 1], [0, 1], color='navy', lw=2, linestyle='--')
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ax.set(xlabel='False Positive Rate', ylabel='True Positive Rate', title=f'ROC Curve: {model_name}')
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ax.legend(loc="lower right")
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ax.grid()
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# Save plot to a file
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plot_path = "plot.png"
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fig.savefig(plot_path)
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plt.close(fig)
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# Prepare text output
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text_output = f"Model: {model_name}\nResult:\n{result}"
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return text_output,plot_path
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# List of models for the dropdown menu
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models = ["FS", "IS", "CORRECTNESS","EFFECTIVENESS"]
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# Create the Gradio interface
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with gr.Blocks() as demo:
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with gr.Row():
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file_input = gr.File(label="Upload a .txt file", file_types=['.txt'])
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label_input = gr.File(label="Upload a .txt file", file_types=['.txt'])
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model_dropdown = gr.Dropdown(choices=models, label="Select a model")
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with gr.Row():
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output_text = gr.Textbox(label="Output Text")
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output_image = gr.Image(label="Output Plot")
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btn = gr.Button("Submit")
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btn.click(fn=process_file, inputs=[file_input,label_input, model_dropdown], outputs=[output_text,output_image])
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# Launch the app
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demo.launch()
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ratio_proportion_change3/bert_fine_tuned.model.ep32
DELETED
@@ -1,3 +0,0 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:13da0a68ca1583a572dd6496f605d9069d98159055a1aeb59835a42540ec9f72
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size 9826679
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ratio_proportion_change3/output/FS/train.txt
ADDED
The diff for this file is too large to render.
See raw diff
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ratio_proportion_change3/output/FS/train_label.txt
ADDED
@@ -0,0 +1,11792 @@
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1
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1
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1
|
1911 |
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1
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0
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1914 |
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0
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1915 |
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1
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1
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1918 |
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1978 |
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1
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1981 |
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1
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1
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1
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1
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1
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1
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1
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1998 |
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1
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1
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2002 |
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1
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1
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2006 |
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1
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2008 |
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1
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2010 |
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1
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2012 |
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2013 |
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1
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2014 |
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1
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2015 |
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2016 |
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2018 |
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2020 |
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1
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2022 |
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1
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2110 |
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2161 |
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2162 |
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2163 |
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2164 |
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2165 |
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1
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2166 |
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2167 |
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2168 |
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2169 |
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2171 |
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2172 |
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2173 |
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2175 |
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2176 |
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2177 |
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2207 |
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2208 |
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2209 |
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2210 |
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2211 |
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2222 |
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2233 |
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2239 |
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2321 |
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2324 |
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2325 |
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2328 |
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2331 |
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2360 |
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2403 |
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2471 |
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2472 |
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2480 |
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2482 |
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2484 |
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2486 |
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2488 |
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2490 |
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2491 |
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2492 |
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2495 |
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2496 |
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2498 |
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2499 |
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2500 |
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2501 |
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2502 |
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2503 |
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2504 |
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2505 |
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1
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2506 |
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1
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2507 |
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1
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2508 |
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2509 |
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1
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2510 |
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2511 |
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2512 |
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2513 |
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1
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2514 |
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1
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2515 |
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1
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2516 |
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2517 |
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1
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2518 |
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1
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2519 |
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1
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2520 |
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2521 |
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1
|
2522 |
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1
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2523 |
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0
|
2524 |
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2525 |
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1
|
2526 |
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1
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2527 |
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1
|
2528 |
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|
2529 |
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1
|
2530 |
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1
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4300 |
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4311 |
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4312 |
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4315 |
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4320 |
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4325 |
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4330 |
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4332 |
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4340 |
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4352 |
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4356 |
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4360 |
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4364 |
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4367 |
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4372 |
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4375 |
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4376 |
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4378 |
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4379 |
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1
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4380 |
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4381 |
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1
|
4382 |
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1
|
4383 |
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4936 |
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4950 |
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4952 |
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4954 |
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4956 |
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4960 |
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4962 |
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4963 |
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4964 |
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4965 |
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4966 |
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4968 |
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4969 |
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4970 |
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4971 |
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4972 |
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4974 |
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4975 |
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4976 |
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4977 |
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4978 |
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4979 |
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4980 |
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4981 |
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4982 |
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4983 |
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4986 |
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4992 |
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4996 |
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4997 |
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1
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4998 |
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1
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4999 |
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5000 |
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5001 |
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1
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10731 |
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10732 |
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10768 |
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1
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1
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1
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1
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1
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10820 |
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1
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1
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10824 |
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1
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10827 |
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10828 |
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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11233 |
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11234 |
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11235 |
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1
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11251 |
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11252 |
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11260 |
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11264 |
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11268 |
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11277 |
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11284 |
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11288 |
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11291 |
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11296 |
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11301 |
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1
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11303 |
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11304 |
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1
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11307 |
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11308 |
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1
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11310 |
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11311 |
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11312 |
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11313 |
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1
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11314 |
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1
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11315 |
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1
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11316 |
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11317 |
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1
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11318 |
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1
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11319 |
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1
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11320 |
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11321 |
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1
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11322 |
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1
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11323 |
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0
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11324 |
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11325 |
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1
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11326 |
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1
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11327 |
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1
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11328 |
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11329 |
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1
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11330 |
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1
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11331 |
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1
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11332 |
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11333 |
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1
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11334 |
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1
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11335 |
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1
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11336 |
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11337 |
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1
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11338 |
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1
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11339 |
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1
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11340 |
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11341 |
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1
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11342 |
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1
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11343 |
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1
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11344 |
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11345 |
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1
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11346 |
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1
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11347 |
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1
|
11348 |
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11349 |
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1
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11350 |
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1
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11351 |
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1
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11352 |
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11353 |
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1
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11354 |
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1
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11355 |
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1
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11356 |
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11357 |
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1
|
11358 |
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1
|
11359 |
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0
|
11360 |
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|
11361 |
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1
|
11362 |
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1
|
11363 |
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1
|
11364 |
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11365 |
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1
|
11366 |
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0
|
11367 |
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0
|
11368 |
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|
11369 |
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1
|
11370 |
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1
|
11371 |
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0
|
11372 |
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|
11373 |
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1
|
11374 |
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1
|
11375 |
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1
|
11376 |
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|
11377 |
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1
|
11378 |
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1
|
11379 |
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1
|
11380 |
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|
11381 |
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1
|
11382 |
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1
|
11383 |
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1
|
11384 |
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|
11385 |
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1
|
11386 |
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1
|
11387 |
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1
|
11388 |
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|
11389 |
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1
|
11390 |
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1
|
11391 |
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1
|
11392 |
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|
11393 |
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1
|
11394 |
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1
|
11395 |
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1
|
11396 |
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|
11397 |
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1
|
11398 |
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1
|
11399 |
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1
|
11400 |
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|
11401 |
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1
|
11402 |
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1
|
11403 |
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1
|
11404 |
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|
11405 |
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1
|
11406 |
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1
|
11407 |
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1
|
11408 |
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|
11409 |
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1
|
11410 |
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1
|
11411 |
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1
|
11412 |
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|
11413 |
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1
|
11414 |
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1
|
11415 |
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1
|
11416 |
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|
11417 |
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1
|
11418 |
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1
|
11419 |
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1
|
11420 |
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|
11421 |
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1
|
11422 |
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1
|
11423 |
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1
|
11424 |
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|
11425 |
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1
|
11426 |
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1
|
11427 |
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1
|
11428 |
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|
11429 |
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1
|
11430 |
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1
|
11431 |
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1
|
11432 |
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|
11433 |
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1
|
11434 |
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1
|
11435 |
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1
|
11436 |
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|
11437 |
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1
|
11438 |
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1
|
11439 |
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1
|
11440 |
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|
11441 |
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1
|
11442 |
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1
|
11443 |
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1
|
11444 |
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|
11445 |
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1
|
11446 |
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1
|
11447 |
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1
|
11448 |
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|
11449 |
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1
|
11450 |
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1
|
11451 |
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1
|
11452 |
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|
11453 |
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1
|
11454 |
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1
|
11455 |
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1
|
11456 |
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|
11457 |
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1
|
11458 |
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1
|
11459 |
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1
|
11460 |
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|
11461 |
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1
|
11462 |
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1
|
11463 |
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1
|
11464 |
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|
11465 |
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1
|
11466 |
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1
|
11467 |
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1
|
11468 |
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|
11469 |
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1
|
11470 |
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1
|
11471 |
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1
|
11472 |
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|
11473 |
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1
|
11474 |
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1
|
11475 |
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1
|
11476 |
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|
11477 |
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1
|
11478 |
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1
|
11479 |
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1
|
11480 |
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|
11481 |
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1
|
11482 |
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1
|
11483 |
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1
|
11484 |
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|
11485 |
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1
|
11486 |
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1
|
11487 |
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1
|
11488 |
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|
11489 |
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1
|
11490 |
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1
|
11491 |
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1
|
11492 |
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|
11493 |
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1
|
11494 |
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1
|
11495 |
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1
|
11496 |
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|
11497 |
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1
|
11498 |
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1
|
11499 |
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1
|
11500 |
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|
11501 |
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1
|
11502 |
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1
|
11503 |
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1
|
11504 |
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|
11505 |
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1
|
11506 |
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1
|
11507 |
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1
|
11508 |
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|
11509 |
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1
|
11510 |
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1
|
11511 |
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1
|
11512 |
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|
11513 |
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1
|
11514 |
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1
|
11515 |
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1
|
11516 |
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|
11517 |
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1
|
11518 |
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0
|
11519 |
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1
|
11520 |
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|
11521 |
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1
|
11522 |
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1
|
11523 |
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1
|
11524 |
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|
11525 |
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1
|
11526 |
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1
|
11527 |
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1
|
11528 |
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|
11529 |
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1
|
11530 |
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1
|
11531 |
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1
|
11532 |
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|
11533 |
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1
|
11534 |
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1
|
11535 |
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1
|
11536 |
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|
11537 |
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1
|
11538 |
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1
|
11539 |
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1
|
11540 |
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|
11541 |
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1
|
11542 |
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1
|
11543 |
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1
|
11544 |
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|
11545 |
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1
|
11546 |
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1
|
11547 |
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1
|
11548 |
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|
11549 |
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1
|
11550 |
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1
|
11551 |
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1
|
11552 |
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|
11553 |
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1
|
11554 |
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1
|
11555 |
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1
|
11556 |
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|
11557 |
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0
|
11558 |
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1
|
11559 |
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1
|
11560 |
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|
11561 |
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1
|
11562 |
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1
|
11563 |
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1
|
11564 |
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|
11565 |
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1
|
11566 |
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1
|
11567 |
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1
|
11568 |
+
|
11569 |
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1
|
11570 |
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1
|
11571 |
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1
|
11572 |
+
|
11573 |
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1
|
11574 |
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1
|
11575 |
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1
|
11576 |
+
|
11577 |
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1
|
11578 |
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1
|
11579 |
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1
|
11580 |
+
|
11581 |
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1
|
11582 |
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0
|
11583 |
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1
|
11584 |
+
|
11585 |
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1
|
11586 |
+
1
|
11587 |
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1
|
11588 |
+
|
11589 |
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1
|
11590 |
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1
|
11591 |
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1
|
11592 |
+
|
11593 |
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1
|
11594 |
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1
|
11595 |
+
1
|
11596 |
+
|
11597 |
+
1
|
11598 |
+
1
|
11599 |
+
1
|
11600 |
+
|
11601 |
+
1
|
11602 |
+
1
|
11603 |
+
1
|
11604 |
+
|
11605 |
+
1
|
11606 |
+
1
|
11607 |
+
1
|
11608 |
+
|
11609 |
+
1
|
11610 |
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0
|
11611 |
+
1
|
11612 |
+
|
11613 |
+
1
|
11614 |
+
1
|
11615 |
+
1
|
11616 |
+
|
11617 |
+
1
|
11618 |
+
1
|
11619 |
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1
|
11620 |
+
|
11621 |
+
1
|
11622 |
+
1
|
11623 |
+
1
|
11624 |
+
|
11625 |
+
1
|
11626 |
+
1
|
11627 |
+
1
|
11628 |
+
|
11629 |
+
1
|
11630 |
+
1
|
11631 |
+
1
|
11632 |
+
|
11633 |
+
1
|
11634 |
+
1
|
11635 |
+
1
|
11636 |
+
|
11637 |
+
1
|
11638 |
+
1
|
11639 |
+
1
|
11640 |
+
|
11641 |
+
1
|
11642 |
+
1
|
11643 |
+
1
|
11644 |
+
|
11645 |
+
1
|
11646 |
+
1
|
11647 |
+
1
|
11648 |
+
|
11649 |
+
1
|
11650 |
+
1
|
11651 |
+
1
|
11652 |
+
|
11653 |
+
1
|
11654 |
+
1
|
11655 |
+
1
|
11656 |
+
|
11657 |
+
1
|
11658 |
+
1
|
11659 |
+
1
|
11660 |
+
|
11661 |
+
1
|
11662 |
+
0
|
11663 |
+
1
|
11664 |
+
|
11665 |
+
1
|
11666 |
+
0
|
11667 |
+
1
|
11668 |
+
|
11669 |
+
1
|
11670 |
+
0
|
11671 |
+
1
|
11672 |
+
|
11673 |
+
1
|
11674 |
+
1
|
11675 |
+
1
|
11676 |
+
|
11677 |
+
1
|
11678 |
+
1
|
11679 |
+
1
|
11680 |
+
|
11681 |
+
1
|
11682 |
+
1
|
11683 |
+
1
|
11684 |
+
|
11685 |
+
1
|
11686 |
+
1
|
11687 |
+
1
|
11688 |
+
|
11689 |
+
1
|
11690 |
+
1
|
11691 |
+
1
|
11692 |
+
|
11693 |
+
1
|
11694 |
+
1
|
11695 |
+
1
|
11696 |
+
|
11697 |
+
1
|
11698 |
+
1
|
11699 |
+
1
|
11700 |
+
|
11701 |
+
1
|
11702 |
+
1
|
11703 |
+
1
|
11704 |
+
|
11705 |
+
1
|
11706 |
+
1
|
11707 |
+
1
|
11708 |
+
|
11709 |
+
1
|
11710 |
+
1
|
11711 |
+
1
|
11712 |
+
|
11713 |
+
1
|
11714 |
+
1
|
11715 |
+
1
|
11716 |
+
|
11717 |
+
1
|
11718 |
+
1
|
11719 |
+
1
|
11720 |
+
|
11721 |
+
1
|
11722 |
+
1
|
11723 |
+
1
|
11724 |
+
|
11725 |
+
1
|
11726 |
+
0
|
11727 |
+
1
|
11728 |
+
|
11729 |
+
1
|
11730 |
+
1
|
11731 |
+
1
|
11732 |
+
|
11733 |
+
1
|
11734 |
+
1
|
11735 |
+
1
|
11736 |
+
|
11737 |
+
1
|
11738 |
+
1
|
11739 |
+
1
|
11740 |
+
|
11741 |
+
1
|
11742 |
+
1
|
11743 |
+
1
|
11744 |
+
|
11745 |
+
1
|
11746 |
+
1
|
11747 |
+
1
|
11748 |
+
|
11749 |
+
0
|
11750 |
+
1
|
11751 |
+
1
|
11752 |
+
|
11753 |
+
1
|
11754 |
+
0
|
11755 |
+
1
|
11756 |
+
|
11757 |
+
1
|
11758 |
+
0
|
11759 |
+
1
|
11760 |
+
|
11761 |
+
1
|
11762 |
+
1
|
11763 |
+
1
|
11764 |
+
|
11765 |
+
1
|
11766 |
+
1
|
11767 |
+
1
|
11768 |
+
|
11769 |
+
1
|
11770 |
+
1
|
11771 |
+
1
|
11772 |
+
|
11773 |
+
1
|
11774 |
+
1
|
11775 |
+
1
|
11776 |
+
|
11777 |
+
1
|
11778 |
+
1
|
11779 |
+
0
|
11780 |
+
|
11781 |
+
1
|
11782 |
+
1
|
11783 |
+
1
|
11784 |
+
|
11785 |
+
1
|
11786 |
+
1
|
11787 |
+
1
|
11788 |
+
|
11789 |
+
1
|
11790 |
+
1
|
11791 |
+
1
|
11792 |
+
|
ratio_proportion_change3/output/IS/train.txt
ADDED
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ratio_proportion_change3/output/IS/train_label.txt
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1907 |
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1909 |
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1910 |
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1911 |
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1912 |
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1913 |
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1914 |
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1915 |
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1916 |
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1917 |
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1918 |
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1920 |
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1
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1922 |
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1
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1923 |
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1926 |
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1927 |
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1928 |
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1929 |
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1
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1930 |
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1931 |
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1932 |
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1933 |
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1934 |
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1935 |
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1936 |
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1937 |
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1
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1938 |
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1939 |
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1
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1940 |
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1941 |
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1
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1942 |
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1943 |
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1
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1944 |
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1945 |
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1
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1946 |
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1947 |
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1948 |
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1949 |
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1950 |
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1951 |
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1952 |
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1953 |
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1
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1954 |
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1
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1
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1957 |
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1
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1958 |
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1
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1959 |
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1
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1960 |
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1961 |
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0
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1962 |
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1
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1963 |
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1
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1964 |
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1965 |
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1
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1966 |
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1
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1967 |
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1
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1968 |
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1969 |
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1
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1970 |
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0
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1971 |
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1
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1972 |
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1973 |
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1
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1974 |
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1975 |
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1
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1976 |
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1977 |
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1
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1978 |
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1
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1979 |
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1
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1980 |
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1981 |
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1
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1982 |
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1
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1983 |
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1
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1984 |
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1985 |
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1
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1986 |
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1
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1987 |
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1
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1988 |
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1989 |
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1
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1990 |
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1
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1991 |
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1
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1992 |
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1993 |
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1
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1994 |
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1
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1995 |
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1
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1996 |
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1997 |
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1
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1998 |
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1
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1999 |
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1
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2000 |
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2001 |
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1
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2002 |
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1
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2003 |
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1
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2004 |
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2005 |
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0
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2006 |
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0
|
2007 |
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0
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2008 |
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2009 |
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1
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2010 |
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1
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2011 |
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1
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2012 |
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2013 |
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1
|
2014 |
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1
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2015 |
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1
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2016 |
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2017 |
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0
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2018 |
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1
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2019 |
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1
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2020 |
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2021 |
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1
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2022 |
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1
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2023 |
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1
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2024 |
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2025 |
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1
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2026 |
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1
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2027 |
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1
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2028 |
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2029 |
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1
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2030 |
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1
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2031 |
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2032 |
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2033 |
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2034 |
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2035 |
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2036 |
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2037 |
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2038 |
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2039 |
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2041 |
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2054 |
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2055 |
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2056 |
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2057 |
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2058 |
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2060 |
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2061 |
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2062 |
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1
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2063 |
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2064 |
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2065 |
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2066 |
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1
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2067 |
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1
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2068 |
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2069 |
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2070 |
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2071 |
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2072 |
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2073 |
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2074 |
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2075 |
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2076 |
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2077 |
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2078 |
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2079 |
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2081 |
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2082 |
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2083 |
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2084 |
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2085 |
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2086 |
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2089 |
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2090 |
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2091 |
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1
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2092 |
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2093 |
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2094 |
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2095 |
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2096 |
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2098 |
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1
|
2099 |
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1
|
2100 |
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2101 |
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2102 |
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2103 |
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2105 |
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0
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2106 |
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1
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2107 |
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1
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2108 |
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2109 |
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1
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2110 |
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1
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2111 |
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1
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2112 |
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2113 |
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2114 |
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2115 |
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2116 |
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2117 |
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2118 |
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2119 |
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2120 |
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2121 |
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2122 |
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2123 |
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2124 |
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2125 |
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2126 |
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2127 |
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2128 |
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2129 |
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2130 |
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2131 |
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2134 |
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2138 |
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2139 |
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2140 |
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2141 |
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|
2142 |
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3376 |
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4000 |
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4020 |
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1
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4059 |
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4065 |
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4101 |
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4110 |
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4119 |
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1
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1
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1
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1
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1
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1
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4167 |
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4168 |
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1
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1
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4171 |
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1
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4172 |
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1
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1
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4175 |
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1
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4176 |
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1
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1
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4180 |
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1
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1
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4183 |
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1
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1
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1
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1
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1
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4192 |
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0
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4194 |
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0
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4195 |
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4196 |
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0
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4198 |
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0
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4199 |
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1
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4200 |
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1
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4202 |
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1
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1
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4205 |
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1
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4206 |
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1
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4208 |
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4209 |
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1
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4210 |
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1
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4211 |
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0
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4212 |
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4213 |
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1
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4214 |
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1
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4215 |
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4216 |
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4217 |
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1
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4218 |
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1
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4219 |
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1
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4220 |
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4221 |
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1
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4222 |
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1
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4223 |
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1
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4224 |
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4225 |
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1
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4226 |
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1
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4227 |
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1
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4228 |
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1
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4230 |
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1
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4231 |
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1
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4232 |
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1
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1
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1
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1
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4239 |
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4240 |
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4241 |
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0
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4243 |
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1
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1
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4248 |
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1
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1
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4251 |
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4252 |
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1
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1
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4255 |
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1
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4256 |
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1
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1
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4260 |
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4264 |
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1
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1
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4276 |
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4280 |
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1
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4288 |
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1
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1
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1
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1
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1
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4299 |
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4300 |
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4301 |
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1
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4302 |
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1
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1
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4305 |
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1
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4306 |
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1
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4308 |
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4309 |
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1
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4310 |
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4311 |
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4312 |
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4313 |
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1
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4314 |
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0
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4315 |
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4316 |
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4318 |
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4319 |
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4320 |
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4321 |
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4325 |
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4330 |
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4332 |
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4360 |
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4364 |
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4380 |
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4399 |
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4400 |
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4401 |
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4410 |
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4411 |
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4412 |
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4414 |
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4416 |
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4420 |
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4423 |
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4424 |
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4427 |
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4428 |
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4430 |
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4431 |
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4432 |
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4444 |
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4448 |
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4460 |
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4463 |
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4464 |
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4466 |
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4468 |
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4469 |
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4500 |
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4554 |
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4555 |
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4556 |
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4559 |
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4560 |
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4561 |
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4563 |
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4564 |
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4565 |
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4566 |
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4567 |
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4568 |
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4569 |
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4570 |
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4571 |
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4572 |
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4574 |
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4575 |
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4576 |
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4577 |
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4578 |
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4579 |
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4580 |
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4581 |
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4582 |
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4584 |
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4586 |
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4587 |
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4588 |
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4590 |
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4591 |
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4592 |
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4593 |
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4594 |
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1
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4595 |
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1
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4596 |
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4597 |
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1
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4598 |
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4599 |
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4600 |
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4601 |
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4602 |
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4603 |
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4604 |
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4605 |
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4606 |
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4608 |
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4609 |
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1
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4610 |
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1
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4611 |
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4612 |
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8935 |
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10741 |
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10764 |
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10766 |
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10768 |
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10769 |
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10775 |
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10780 |
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10784 |
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10785 |
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1
|
10786 |
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1
|
10787 |
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1
|
10788 |
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11406 |
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1
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1
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1
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11668 |
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|
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0
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0
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11671 |
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0
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1
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1
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1
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1
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1
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1
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1
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1
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1
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1
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11707 |
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1
|
11708 |
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|
11709 |
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0
|
11710 |
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1
|
11711 |
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0
|
11712 |
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|
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0
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0
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0
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1
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1
|
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1
|
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1
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1
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1
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1
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1
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1
|
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|
11729 |
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1
|
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1
|
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1
|
11732 |
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|
11733 |
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0
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11734 |
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0
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11735 |
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0
|
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1
|
11738 |
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1
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1
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1
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1
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1
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1
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1
|
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1
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1
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1
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11751 |
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1
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0
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11754 |
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1
|
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0
|
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|
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1
|
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0
|
11759 |
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0
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11760 |
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1
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11762 |
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1
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11763 |
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1
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11764 |
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11765 |
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0
|
11766 |
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0
|
11767 |
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0
|
11768 |
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|
11769 |
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1
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11770 |
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1
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11771 |
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1
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11772 |
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11773 |
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1
|
11774 |
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1
|
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1
|
11776 |
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|
11777 |
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0
|
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1
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11779 |
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1
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11780 |
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11781 |
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1
|
11782 |
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1
|
11783 |
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1
|
11784 |
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|
11785 |
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1
|
11786 |
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1
|
11787 |
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1
|
11788 |
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|
11789 |
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1
|
11790 |
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1
|
11791 |
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1
|
11792 |
+
|
ratio_proportion_change3/output/correctness/test.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
ratio_proportion_change3/output/correctness/test_label.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
ratio_proportion_change3/output/effectiveness/test.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
ratio_proportion_change3/output/effectiveness/test_label.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
src/test_saved_model.py
CHANGED
@@ -2,13 +2,14 @@
|
|
2 |
# import torch
|
3 |
|
4 |
import argparse
|
5 |
-
|
6 |
from torch.utils.data import DataLoader
|
7 |
import torch.nn as nn
|
8 |
from torch.optim import Adam, SGD
|
|
|
9 |
import torch
|
10 |
-
from sklearn.metrics import precision_score, recall_score, f1_score
|
11 |
-
|
12 |
# from pretrainer import BERTFineTuneTrainer
|
13 |
from dataset import TokenizerDataset
|
14 |
from vocab import Vocab
|
@@ -41,7 +42,6 @@ from bert import BERT
|
|
41 |
|
42 |
# return x
|
43 |
|
44 |
-
|
45 |
def accurate_nb(preds, labels):
|
46 |
pred_flat = np.argmax(preds, axis=1).flatten()
|
47 |
labels_flat = np.argmax(labels, axis=1).flatten()
|
@@ -112,7 +112,7 @@ class BERTFineTunedTrainer:
|
|
112 |
tlabels = []
|
113 |
logits_list = []
|
114 |
labels_list = []
|
115 |
-
|
116 |
self.model.eval()
|
117 |
|
118 |
for i, data in data_iter:
|
@@ -123,10 +123,11 @@ class BERTFineTunedTrainer:
|
|
123 |
# print(logits, logits.shape)
|
124 |
logits_list.append(logits.cpu())
|
125 |
labels_list.append(data["progress_status"].cpu())
|
126 |
-
|
127 |
-
probs =
|
128 |
predicted_labels = torch.argmax(probs, dim=-1)
|
129 |
true_labels = torch.argmax(data["progress_status"], dim=-1)
|
|
|
130 |
plabels.extend(predicted_labels.cpu().numpy())
|
131 |
tlabels.extend(true_labels.cpu().numpy())
|
132 |
|
@@ -136,23 +137,28 @@ class BERTFineTunedTrainer:
|
|
136 |
total_correct += correct
|
137 |
total_element += data["progress_status"].nelement()
|
138 |
|
139 |
-
precisions = precision_score(
|
140 |
-
recalls = recall_score(
|
141 |
-
f1_scores = f1_score(
|
142 |
accuracy = total_correct * 100.0 / total_element
|
|
|
|
|
143 |
final_msg = {
|
144 |
"epoch": f"EP{epoch}_{str_code}",
|
145 |
"accuracy": accuracy,
|
146 |
"avg_loss": avg_loss / len(data_iter),
|
147 |
"precisions": precisions,
|
148 |
"recalls": recalls,
|
149 |
-
"f1_scores": f1_scores
|
|
|
150 |
}
|
151 |
with open("result.txt", 'w') as file:
|
152 |
for key, value in final_msg.items():
|
153 |
file.write(f"{key}: {value}\n")
|
154 |
print(final_msg)
|
155 |
-
|
|
|
|
|
156 |
# print("EP%d_%s, avg_loss=" % (epoch, str_code), avg_loss / len(data_iter), "total_acc=", total_correct * 100.0 / total_element)
|
157 |
|
158 |
|
@@ -175,11 +181,11 @@ if __name__ == "__main__":
|
|
175 |
|
176 |
parser = argparse.ArgumentParser()
|
177 |
|
178 |
-
parser.add_argument('-workspace_name', type=str, default="
|
179 |
-
parser.add_argument("-t", "--test_dataset", type=str, default="../
|
180 |
-
parser.add_argument("-tlabel", "--test_label", type=str, default="
|
181 |
##### change Checkpoint
|
182 |
-
parser.add_argument("-c", "--finetuned_bert_checkpoint", type=str, default="
|
183 |
parser.add_argument("-v", "--vocab_path", type=str, default="pretraining/vocab.txt", help="built vocab model path with bert-vocab")
|
184 |
|
185 |
parser.add_argument("-hs", "--hidden", type=int, default=64, help="hidden size of transformer model")
|
@@ -219,7 +225,7 @@ if __name__ == "__main__":
|
|
219 |
print("Loading Test Dataset", args.test_dataset)
|
220 |
test_dataset = TokenizerDataset(args.test_dataset, args.test_label, vocab_obj, seq_len=args.seq_len, train=False)
|
221 |
print("Creating Dataloader")
|
222 |
-
test_data_loader = DataLoader(test_dataset, batch_size=args.batch_size, num_workers=
|
223 |
bert = torch.load(args.finetuned_bert_checkpoint, map_location="cpu")
|
224 |
|
225 |
if args.workspace_name == "ratio_proportion_change4":
|
@@ -241,4 +247,5 @@ if __name__ == "__main__":
|
|
241 |
trainer.test(epoch)
|
242 |
|
243 |
end_time = time.time()
|
|
|
244 |
print("Time Taken to fine tune dataset = ", end_time - start_time)
|
|
|
2 |
# import torch
|
3 |
|
4 |
import argparse
|
5 |
+
import sys
|
6 |
from torch.utils.data import DataLoader
|
7 |
import torch.nn as nn
|
8 |
from torch.optim import Adam, SGD
|
9 |
+
import torch.nn.functional as F
|
10 |
import torch
|
11 |
+
from sklearn.metrics import precision_score, recall_score, f1_score, roc_auc_score,roc_curve, auc
|
12 |
+
import pickle
|
13 |
# from pretrainer import BERTFineTuneTrainer
|
14 |
from dataset import TokenizerDataset
|
15 |
from vocab import Vocab
|
|
|
42 |
|
43 |
# return x
|
44 |
|
|
|
45 |
def accurate_nb(preds, labels):
|
46 |
pred_flat = np.argmax(preds, axis=1).flatten()
|
47 |
labels_flat = np.argmax(labels, axis=1).flatten()
|
|
|
112 |
tlabels = []
|
113 |
logits_list = []
|
114 |
labels_list = []
|
115 |
+
positive_class_probs = []
|
116 |
self.model.eval()
|
117 |
|
118 |
for i, data in data_iter:
|
|
|
123 |
# print(logits, logits.shape)
|
124 |
logits_list.append(logits.cpu())
|
125 |
labels_list.append(data["progress_status"].cpu())
|
126 |
+
probs=F.softmax(logits,dim=-1)
|
127 |
+
# probs = F.softmaxoftmax(dim=-1)(logits)
|
128 |
predicted_labels = torch.argmax(probs, dim=-1)
|
129 |
true_labels = torch.argmax(data["progress_status"], dim=-1)
|
130 |
+
positive_class_probs.extend(probs[:, 1])
|
131 |
plabels.extend(predicted_labels.cpu().numpy())
|
132 |
tlabels.extend(true_labels.cpu().numpy())
|
133 |
|
|
|
137 |
total_correct += correct
|
138 |
total_element += data["progress_status"].nelement()
|
139 |
|
140 |
+
precisions = precision_score(tlabels, plabels, average="binary")
|
141 |
+
recalls = recall_score(tlabels, plabels, average="binary")
|
142 |
+
f1_scores = f1_score(tlabels, plabels, average="binary")
|
143 |
accuracy = total_correct * 100.0 / total_element
|
144 |
+
auc_score = roc_auc_score(tlabels, plabels)
|
145 |
+
|
146 |
final_msg = {
|
147 |
"epoch": f"EP{epoch}_{str_code}",
|
148 |
"accuracy": accuracy,
|
149 |
"avg_loss": avg_loss / len(data_iter),
|
150 |
"precisions": precisions,
|
151 |
"recalls": recalls,
|
152 |
+
"f1_scores": f1_scores,
|
153 |
+
"auc_score":auc_score
|
154 |
}
|
155 |
with open("result.txt", 'w') as file:
|
156 |
for key, value in final_msg.items():
|
157 |
file.write(f"{key}: {value}\n")
|
158 |
print(final_msg)
|
159 |
+
fpr, tpr, thresholds = roc_curve(tlabels, plabels)
|
160 |
+
with open("roc_data.pkl", "wb") as f:
|
161 |
+
pickle.dump((fpr, tpr, thresholds), f)
|
162 |
# print("EP%d_%s, avg_loss=" % (epoch, str_code), avg_loss / len(data_iter), "total_acc=", total_correct * 100.0 / total_element)
|
163 |
|
164 |
|
|
|
181 |
|
182 |
parser = argparse.ArgumentParser()
|
183 |
|
184 |
+
parser.add_argument('-workspace_name', type=str, default="ratio_proportion_change3")
|
185 |
+
parser.add_argument("-t", "--test_dataset", type=str, default="../train.txt", help="test set for evaluate fine tune train set")
|
186 |
+
parser.add_argument("-tlabel", "--test_label", type=str, default="../train_label.txt", help="test set for evaluate fine tune train set")
|
187 |
##### change Checkpoint
|
188 |
+
parser.add_argument("-c", "--finetuned_bert_checkpoint", type=str, default="ratio_proportion_change3/output/FS/bert_fine_tuned.model.ep32", help="checkpoint of saved pretrained bert model")
|
189 |
parser.add_argument("-v", "--vocab_path", type=str, default="pretraining/vocab.txt", help="built vocab model path with bert-vocab")
|
190 |
|
191 |
parser.add_argument("-hs", "--hidden", type=int, default=64, help="hidden size of transformer model")
|
|
|
225 |
print("Loading Test Dataset", args.test_dataset)
|
226 |
test_dataset = TokenizerDataset(args.test_dataset, args.test_label, vocab_obj, seq_len=args.seq_len, train=False)
|
227 |
print("Creating Dataloader")
|
228 |
+
test_data_loader = DataLoader(test_dataset, batch_size=args.batch_size, num_workers=10)
|
229 |
bert = torch.load(args.finetuned_bert_checkpoint, map_location="cpu")
|
230 |
|
231 |
if args.workspace_name == "ratio_proportion_change4":
|
|
|
247 |
trainer.test(epoch)
|
248 |
|
249 |
end_time = time.time()
|
250 |
+
|
251 |
print("Time Taken to fine tune dataset = ", end_time - start_time)
|