Spaces:
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New models addition
#5
by
abishathapamagar
- opened
- .gitattributes +0 -7
- .gitignore +2 -2
- app.py +53 -97
- assests/__pycache__/metrics.cpython-312.pyc +0 -0
- assests/__pycache__/recalibration.cpython-312.pyc +0 -0
- assests/__pycache__/visualization.cpython-312.pyc +0 -0
- fileHandler/ER-successful-strategies.csv +0 -0
- fileHandler/ER-unsuccessful-strategies.csv +0 -0
- fileHandler/ME-successful-strategies.csv +0 -0
- fileHandler/ME-unsuccessful-strategies.csv +0 -0
- fileHandler/result.txt +7 -7
- fileHandler/roc_data.pkl +2 -2
- fileHandler/roc_data2.pkl +2 -2
- fileHandler/selected_rows.txt +0 -0
- fileHandler/tlabels_plabels.pkl +2 -2
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullData/train_label.txt → fullTest/test_label.txt +0 -0
- new_test_saved_finetuned_model.py +5 -62
- ratio_proportion_change3_2223/sch_largest_100-coded/.DS_Store +0 -0
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/first10/test.txt +0 -339
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/first10/test_info.txt +0 -0
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/first10/test_label.txt +0 -339
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullData/train.txt +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullData/train_info.txt +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/test.txt +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/test_info.txt +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/test_label.txt +0 -0
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/highGRschool10/test.txt +0 -0
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/highGRschool10/test_info.txt +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/highGRschool10/test_label.txt +1571 -303
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/{overallTestData → lowGRschoolAll}/test_label.txt +0 -0
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/overallTestData/test.txt +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/overallTestData/test_info.txt +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/test.txt +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/test_info.txt +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/output/first10/bert_fine_tuned.model.first10%.wfaopttime.wttime.wttopttime.wttnoopttime.ep23 +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/output/first10/bert_fine_tuned.model.first10%.wskills.ep24 +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/output/first10/bert_fine_tuned.model.first10%.wskills.wfaopttime.wttime.wttopttime.wttnoopttime.ep40 +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/output/highGRschool10/bert_fine_tuned.model.ep42 +0 -3
- ratio_proportion_change3_2223/sch_largest_100-coded/time_info/full_data_normalized_time.pkl +0 -3
- src/__pycache__/attention.cpython-312.pyc +0 -0
- src/__pycache__/bert.cpython-312.pyc +0 -0
- src/__pycache__/classifier_model.cpython-312.pyc +0 -0
- src/__pycache__/dataset.cpython-312.pyc +0 -0
- src/__pycache__/embedding.cpython-312.pyc +0 -0
- src/__pycache__/seq_model.cpython-312.pyc +0 -0
- src/__pycache__/transformer.cpython-312.pyc +0 -0
- src/__pycache__/transformer_component.cpython-312.pyc +0 -0
- src/__pycache__/vocab.cpython-312.pyc +0 -0
- src/dataset.py +301 -281
.gitattributes
CHANGED
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@@ -50,10 +50,3 @@ ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/test.txt
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/highGRschool10_/test_info.txt filter=lfs diff=lfs merge=lfs -text
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/highGRschool10_/test.txt filter=lfs diff=lfs merge=lfs -text
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/test_BKT.txt filter=lfs diff=lfs merge=lfs -text
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-
ratio_proportion_change3_2223/sch_largest_100-coded/output/first10/bert_fine_tuned.model.first10%.wfaopttime.wttime.wttopttime.wttnoopttime.ep23 filter=lfs diff=lfs merge=lfs -text
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-
ratio_proportion_change3_2223/sch_largest_100-coded/output/first10/bert_fine_tuned.model.first10%.wskills.ep24 filter=lfs diff=lfs merge=lfs -text
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ratio_proportion_change3_2223/sch_largest_100-coded/output/first10/bert_fine_tuned.model.first10%.wskills.wfaopttime.wttime.wttopttime.wttnoopttime.ep40 filter=lfs diff=lfs merge=lfs -text
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/overallTestData/test_info.txt filter=lfs diff=lfs merge=lfs -text
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/overallTestData/test.txt filter=lfs diff=lfs merge=lfs -text
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullData/train_info.txt filter=lfs diff=lfs merge=lfs -text
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullData/train.txt filter=lfs diff=lfs merge=lfs -text
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/highGRschool10_/test_info.txt filter=lfs diff=lfs merge=lfs -text
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/highGRschool10_/test.txt filter=lfs diff=lfs merge=lfs -text
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullTest/test_BKT.txt filter=lfs diff=lfs merge=lfs -text
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.gitignore
CHANGED
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@@ -1,5 +1,5 @@
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train_info.txt
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train.txt
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train_label.txt
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ratio_proportion_change3_2223/sch_largest_100-coded/
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-
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train_info.txt
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train.txt
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train_label.txt
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+
ratio_proportion_change3_2223/sch_largest_100-coded/logs/
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+
ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/
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app.py
CHANGED
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@@ -29,43 +29,25 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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# shutil.copyfile(label.name, saved_test_label)
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# shutil.copyfile(info.name, saved_train_info)
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parent_location="ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/"
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-
test_info_location=parent_location+"
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test_location=parent_location+"
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label_location=parent_location+"
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-
# "ASTRA-FT-HGR-RANDOM10", "ASTRA-FT-FIRST10-WSKILLS", "ASTRA-FT-FIRST10-WTIME", "ASTRA-FT-FIRST10-WSKILLS_WTIME"
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checkpoint = "ratio_proportion_change3_2223/sch_largest_100-coded/output/"
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if(model_name=="ASTRA-FT-HGR"):
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finetune_task="highGRschool10"
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-
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-
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elif(model_name== "ASTRA-FT-LGR" ):
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finetune_task="lowGRschoolAll"
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-
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elif(model_name=="ASTRA-FT-FULL"):
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finetune_task="fullTest"
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model_task="ASTRA-FT-FULL"
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elif(model_name in ["ASTRA-FT-Skills", "ASTRA-FT-Temporal", "ASTRA-FT-Unified"]):
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finetune_task="first10"
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if model_name == "ASTRA-FT-Skills":
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checkpoint += "first10/bert_fine_tuned.model.first10%.wskills.ep24"
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model_task="ASTRA-FT-FIRST10-WSKILLS"
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elif model_name == "ASTRA-FT-Temporal":
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checkpoint += "first10/bert_fine_tuned.model.first10%.wfaopttime.wttime.wttopttime.wttnoopttime.ep23"
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model_task="ASTRA-FT-FIRST10-WTIME"
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elif model_name == "ASTRA-FT-Unified":
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checkpoint += "first10/bert_fine_tuned.model.first10%.wskills.wfaopttime.wttime.wttopttime.wttnoopttime.ep40"
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model_task="ASTRA-FT-FIRST10-WSKILLS_WTIME"
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else:
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finetune_task=None
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# Load the test_info file and the graduation rate file
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test_info = pd.read_csv(test_info_location, sep=',', header=None, engine='python')
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-
def convert_etalon(x):
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means_and_extremes = 1
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-
if x.is_integer():
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means_and_extremes = 0
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return means_and_extremes
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-
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test_info[8] = test_info[7].apply(convert_etalon) # 7th column contains etalon of factor which decides the ER/ME problem type
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grad_rate_data = pd.DataFrame(pd.read_pickle('assests/school_grduation_rate.pkl'),columns=['school_number','grad_rate']) # Load the grad_rate data
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# Step 1: Extract unique school numbers from test_info
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@@ -75,7 +57,7 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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schools = grad_rate_data[grad_rate_data['school_number'].isin(unique_schools)]
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# Define a threshold for high and low graduation rates (adjust as needed)
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-
grad_rate_threshold = 0.
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# Step 4: Divide schools into high and low graduation rate groups
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high_grad_schools = schools[schools['grad_rate'] >= grad_rate_threshold]['school_number'].unique()
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@@ -98,14 +80,14 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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selected_rows_df2 = test.loc[indices]
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label=pd.read_csv(label_location, header=None, engine='python')
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test_label=label.loc[indices]
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test_label.to_csv(parent_location+
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# Save the selected rows to a file
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selected_rows_df2.to_csv('fileHandler/selected_rows.txt', sep='\t', index=False, header=False, quoting=3, escapechar=' ')
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# ✅ Get the first 20% and last 20% of instances for each student ID within selected schools
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selected_test_info = test_info.loc[indices]
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-
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-
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# # First 20%
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# first_20_percent_indices = selected_test_info.groupby(3).apply(
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# lambda x: x.head(int(len(x) * 0.2))
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@@ -131,19 +113,17 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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'high' if idx in high_indices else 'low' for idx in selected_rows_df2.index
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]
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# Group data by opt_task1 and opt_task2 based on test_info[6]
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-
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opt_task_groups = ['opt_task1' if test_info.loc[idx, 8] == 0 else 'opt_task2' for idx in selected_rows_df2.index]
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progress(0.2, desc="Running fine-tuned models...")
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print("finetuned task: ",finetune_task)
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subprocess.run([
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"python", "new_test_saved_finetuned_model.py",
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"-workspace_name", "ratio_proportion_change3_2223/sch_largest_100-coded",
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"-model_name", model_task,
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"-finetune_task", finetune_task,
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"-test_dataset_path","../../../../fileHandler/selected_rows.txt",
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# "-test_label_path","../../../../train_label.txt",
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-
"-finetuned_bert_classifier_checkpoint",
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"-
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"-e",str(1),
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"-b",str(1000)
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])
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@@ -152,8 +132,6 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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# Load tlb and plb
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with open("fileHandler/tlabels_plabels.pkl", "rb") as f:
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tlb, plb = pickle.load(f)
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print("t==p = 0: ", sum([t==p for t,p in zip(tlb, plb) if t==0]))
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print("t==p = 1: ", sum([t==p for t,p in zip(tlb, plb) if t==1]))
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# Define function to filter and write CSV
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def process_and_write_csv(filtered_data, filename):
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@@ -174,40 +152,20 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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row_num = 1
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for _, row in filtered_data.iterrows():
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-
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-
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-
# sch_NPHBD11809,17,stu_CRJBA61379,GRADUATED,ratio_proportion_change3-134,[strategygame],1,4.0,4.0,10,
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-
# PercentChange-Attempt-1-0-OK-1667479255281 NumeratorQuantity1-Attempt-1-0-JIT-1667479268893 NumeratorQuantity1-Attempt-2-0-ERROR-1667479284199 NumeratorQuantity1-Attempt-3-0-OK-1667479294890 DenominatorQuantity1-Attempt-1-0-OK-1667479298749 NumeratorQuantity2-Attempt-1-0-OK-1667479301999 OptionalTask_1-Attempt-1-0-OK-1667479304886 DenominatorFactor-Attempt-1-0-OK-1667479314566 NumeratorFactor-Attempt-1-0-OK-1667479315579 EquationAnswer-Attempt-1-0-OK-1667479323750 FinalAnswerDirection-Attempt-1-0-OK-1667479333439 FinalAnswer-Attempt-1-0-OK-1667479338185,
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-
# 1,
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# 0 0.999767840033168 0 0 0.999996274310286 0 0.321529253998353 0.999722748307354 0.999840947031115,
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-
# 0 -0.0002057730279919623 0 0 -3.302306839980673e-06 0 -0.41429892410820995 -0.00022392554103201068 -0.00012846367037400164,
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-
# 0 0.999767840033168 0 0 0 0 0 0 0,
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# 1667479255281 1667479294890 1667479298749 1667479301999 1667479304886 1667479314566 1667479315579 1667479323750 1667479333439 1667479338185,
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-
# 0 39609 3859 3250 2887 9680 1013 8171 9689 4746,
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# 2887 9680 1013 8171,0 39609 3859 3250 9689 4746,
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-
# 14435,
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# 82904
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school, prob_solved, student_id, status, problem, prob_type, opt_type, _, _ = row[:9]
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steps_data = row[10]
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-
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# if row_num == 1:
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# print(row)
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for step in steps_data.split('\t'):
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step_parts = step.split('-')
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-
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step_name = step_parts[0]
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action = step_parts[1]
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attempt = step_parts[2]
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-
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outcome = step_parts[4]
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curr_time = step_parts[5]
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row_data = [
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-
row_num, "", "", student_id, "",
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-
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-
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school, "", "", "", "", "", status, ""
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]
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writer.writerow(row_data)
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row_num += 1
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@@ -221,8 +179,7 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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# Filter the data
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filtered_data = selected_test_info.iloc[matching_indices]
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-
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filtered_data = filtered_data[filtered_data[8] == task_type] # Ensure test_info[6] matches
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# Define filename dynamically
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task_type_map = {0: "ER", 1: "ME"}
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@@ -334,11 +291,12 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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data = file.readlines()
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selected_data = [data[i] for i in indices if i < len(data)]
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# Assuming test_info[7] is a list with ideal tasks for each instance
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-
ideal_tasks = test_info[
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# Initialize counters
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task_counts = {
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1: {"ER": 0, "ME": 0, "both": 0},
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2: {"ER": 0, "ME": 0, "both": 0}
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}
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# To store task completion counts per row
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# Analyze rows
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@@ -386,7 +344,7 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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elif opt1_done and opt2_done:
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task_counts[1]["both"] += 1
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else:
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-
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elif ideal_task == 1:
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if opt1_done and not opt2_done:
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task_counts[2]["ER"] += 1
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@@ -395,7 +353,7 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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elif opt1_done and opt2_done:
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task_counts[2]["both"] += 1
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else:
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-
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# Print a summary of task completions
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# for summary in row_summary:
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# print(f"\nRow {summary['row_index']}:")
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@@ -707,7 +665,7 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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Model: {model_name}
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---------------------------\n
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Time Taken: {result['time_taken_from_start']:.2f} seconds
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-
Number of schools sampled: {len(
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Total number of instances from HGR schools : {len(high_indices)}
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Total number of instances from LGR schools: {len(low_indices)}
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@@ -783,9 +741,7 @@ def process_file(model_name,inc_slider,progress=Progress(track_tqdm=True)):
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# List of models for the dropdown menu
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# models = ["ASTRA-FT-HGR", "ASTRA-FT-LGR", "ASTRA-FT-FULL"]
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models = ["ASTRA-FT-HGR", "ASTRA-FT-Skills", "ASTRA-FT-Temporal", "ASTRA-FT-Unified"]
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-
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content = """
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<h1 style="color: black;">A S T R A</h1>
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<h2 style="color: black;">An AI Model for Analyzing Math Strategies</h2>
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@@ -819,10 +775,8 @@ When the equivalent ratios are easy to compute (integral values), ER is much mor
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<ol style="color: white;">
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<li style="color: white;">Select a fine-tuned model:
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<ul style="color: white;">
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<li style="color: white;">ASTRA-FT-HGR: Fine-tuned with
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<li style="color: white;">ASTRA-FT-
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<li style="color: white;">ASTRA-FT-Temporal: Fine-tuned with 10% of initial problems from both HGR and LGR schools + temporal features measuring student engagement with MATHia</li>
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<li style="color: white;">ASTRA-FT-Unified: Fine-tuned with 10% of initial problems from both HGR and LGR schools + Prior Skills + temporal features</li>
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</ul>
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</li>
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<li style="color: white;">Select a percentage of schools to analyze (selecting a large percentage may take a long time). Note that the selected percentage is applied to both High Graduation Rate (HGR) schools and Low Graduation Rate (LGR schools).
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@@ -1142,12 +1096,8 @@ button, select, .slider-percentage {
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| 1142 |
color: #1e293b !important;
|
| 1143 |
margin-bottom: 1rem !important;
|
| 1144 |
text-align: center !important;
|
| 1145 |
-
|
| 1146 |
-
|
| 1147 |
}
|
| 1148 |
|
| 1149 |
-
|
| 1150 |
-
|
| 1151 |
'''
|
| 1152 |
# Define the file directory
|
| 1153 |
FILE_DIR = "fileHandler"
|
|
@@ -1155,6 +1105,8 @@ FILE_DIR = "fileHandler"
|
|
| 1155 |
# Function to get list of files
|
| 1156 |
def list_files():
|
| 1157 |
return ['Unsuccessful Strategies (ER)', 'Successful Strategies (ER)', 'Unsuccessful Strategies (ME)', 'Successful Strategies (ME)']
|
|
|
|
|
|
|
| 1158 |
label_to_filename = {
|
| 1159 |
'Unsuccessful Strategies (ER)': 'ER-unsuccessful-strategies.csv',
|
| 1160 |
'Successful Strategies (ER)': 'ER-successful-strategies.csv',
|
|
@@ -1173,9 +1125,14 @@ def provide_file_path(label_name):
|
|
| 1173 |
|
| 1174 |
with gr.Blocks(theme='gstaff/sketch', css=custom_css) as demo:
|
| 1175 |
|
|
|
|
| 1176 |
gr.Markdown(content)
|
| 1177 |
|
| 1178 |
with gr.Row():
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1179 |
model_dropdown = gr.Dropdown(
|
| 1180 |
choices=models,
|
| 1181 |
label="Select Fine-tuned Model",
|
|
@@ -1205,11 +1162,15 @@ with gr.Blocks(theme='gstaff/sketch', css=custom_css) as demo:
|
|
| 1205 |
with gr.Row():
|
| 1206 |
opt1_pie = gr.Plot(label="ER")
|
| 1207 |
opt2_pie = gr.Plot(label="ME")
|
| 1208 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1209 |
with gr.Row():
|
| 1210 |
-
gr.
|
| 1211 |
-
with gr.Row():
|
| 1212 |
-
file_dropdown = gr.Dropdown(choices=list_files(), label=" ")
|
| 1213 |
download_button = gr.Button("Generate Strategies")
|
| 1214 |
with gr.Row():
|
| 1215 |
file_output = gr.File(label="Download File")
|
|
@@ -1224,14 +1185,9 @@ with gr.Blocks(theme='gstaff/sketch', css=custom_css) as demo:
|
|
| 1224 |
|
| 1225 |
|
| 1226 |
btn.click(
|
| 1227 |
-
fn=
|
| 1228 |
-
|
| 1229 |
-
|
| 1230 |
-
None, # Clear file output
|
| 1231 |
-
gr.update(visible=False) # Hide visualize markdown
|
| 1232 |
-
),
|
| 1233 |
-
inputs=[model_dropdown, increment_slider],
|
| 1234 |
-
outputs=[output_text, plot_output, opt1_pie, opt2_pie, file_dropdown, file_output, visualize_markdown]
|
| 1235 |
)
|
| 1236 |
|
| 1237 |
|
|
|
|
| 29 |
# shutil.copyfile(label.name, saved_test_label)
|
| 30 |
# shutil.copyfile(info.name, saved_train_info)
|
| 31 |
parent_location="ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/"
|
| 32 |
+
test_info_location=parent_location+"fullTest/test_info.txt"
|
| 33 |
+
test_location=parent_location+"fullTest/test.txt"
|
| 34 |
+
label_location=parent_location+"test_label.txt"
|
|
|
|
|
|
|
| 35 |
if(model_name=="ASTRA-FT-HGR"):
|
| 36 |
finetune_task="highGRschool10"
|
| 37 |
+
# test_info_location=parent_location+"fullTest/test_info.txt"
|
| 38 |
+
# test_location=parent_location+"fullTest/test.txt"
|
| 39 |
elif(model_name== "ASTRA-FT-LGR" ):
|
| 40 |
finetune_task="lowGRschoolAll"
|
| 41 |
+
# test_info_location=parent_location+"lowGRschoolAll/test_info.txt"
|
| 42 |
+
# test_location=parent_location+"lowGRschoolAll/test.txt"
|
| 43 |
elif(model_name=="ASTRA-FT-FULL"):
|
| 44 |
+
# test_info_location=parent_location+"fullTest/test_info.txt"
|
| 45 |
+
# test_location=parent_location+"fullTest/test.txt"
|
| 46 |
finetune_task="fullTest"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 47 |
else:
|
| 48 |
finetune_task=None
|
| 49 |
# Load the test_info file and the graduation rate file
|
| 50 |
test_info = pd.read_csv(test_info_location, sep=',', header=None, engine='python')
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 51 |
grad_rate_data = pd.DataFrame(pd.read_pickle('assests/school_grduation_rate.pkl'),columns=['school_number','grad_rate']) # Load the grad_rate data
|
| 52 |
|
| 53 |
# Step 1: Extract unique school numbers from test_info
|
|
|
|
| 57 |
schools = grad_rate_data[grad_rate_data['school_number'].isin(unique_schools)]
|
| 58 |
|
| 59 |
# Define a threshold for high and low graduation rates (adjust as needed)
|
| 60 |
+
grad_rate_threshold = 0.9
|
| 61 |
|
| 62 |
# Step 4: Divide schools into high and low graduation rate groups
|
| 63 |
high_grad_schools = schools[schools['grad_rate'] >= grad_rate_threshold]['school_number'].unique()
|
|
|
|
| 80 |
selected_rows_df2 = test.loc[indices]
|
| 81 |
label=pd.read_csv(label_location, header=None, engine='python')
|
| 82 |
test_label=label.loc[indices]
|
| 83 |
+
test_label.to_csv(parent_location+'highGRschool10/test_label.txt', sep='\t', index=False, header=False, quoting=3, escapechar=' ')
|
| 84 |
# Save the selected rows to a file
|
| 85 |
selected_rows_df2.to_csv('fileHandler/selected_rows.txt', sep='\t', index=False, header=False, quoting=3, escapechar=' ')
|
| 86 |
# ✅ Get the first 20% and last 20% of instances for each student ID within selected schools
|
| 87 |
|
| 88 |
selected_test_info = test_info.loc[indices]
|
| 89 |
+
|
| 90 |
+
|
| 91 |
# # First 20%
|
| 92 |
# first_20_percent_indices = selected_test_info.groupby(3).apply(
|
| 93 |
# lambda x: x.head(int(len(x) * 0.2))
|
|
|
|
| 113 |
'high' if idx in high_indices else 'low' for idx in selected_rows_df2.index
|
| 114 |
]
|
| 115 |
# Group data by opt_task1 and opt_task2 based on test_info[6]
|
| 116 |
+
opt_task_groups = ['opt_task1' if test_info.loc[idx, 6] == 0 else 'opt_task2' for idx in selected_rows_df2.index]
|
|
|
|
| 117 |
progress(0.2, desc="Running fine-tuned models...")
|
| 118 |
print("finetuned task: ",finetune_task)
|
| 119 |
subprocess.run([
|
| 120 |
"python", "new_test_saved_finetuned_model.py",
|
| 121 |
"-workspace_name", "ratio_proportion_change3_2223/sch_largest_100-coded",
|
|
|
|
| 122 |
"-finetune_task", finetune_task,
|
| 123 |
"-test_dataset_path","../../../../fileHandler/selected_rows.txt",
|
| 124 |
# "-test_label_path","../../../../train_label.txt",
|
| 125 |
+
"-finetuned_bert_classifier_checkpoint",
|
| 126 |
+
"ratio_proportion_change3_2223/sch_largest_100-coded/output/highGRschool10/bert_fine_tuned.model.ep42",
|
| 127 |
"-e",str(1),
|
| 128 |
"-b",str(1000)
|
| 129 |
])
|
|
|
|
| 132 |
# Load tlb and plb
|
| 133 |
with open("fileHandler/tlabels_plabels.pkl", "rb") as f:
|
| 134 |
tlb, plb = pickle.load(f)
|
|
|
|
|
|
|
| 135 |
|
| 136 |
# Define function to filter and write CSV
|
| 137 |
def process_and_write_csv(filtered_data, filename):
|
|
|
|
| 152 |
|
| 153 |
row_num = 1
|
| 154 |
for _, row in filtered_data.iterrows():
|
| 155 |
+
school, class_id, student_id, status, problem, _, time_zone, duration, attempts = row[:9]
|
| 156 |
+
steps_data = row[8]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 157 |
|
| 158 |
for step in steps_data.split('\t'):
|
| 159 |
step_parts = step.split('-')
|
|
|
|
| 160 |
step_name = step_parts[0]
|
| 161 |
+
action = step_parts[1] if len(step_parts) > 1 else ""
|
| 162 |
+
attempt = step_parts[2] if len(step_parts) > 2 else ""
|
| 163 |
+
outcome = step_parts[-1] if len(step_parts) > 3 else ""
|
|
|
|
|
|
|
| 164 |
|
| 165 |
row_data = [
|
| 166 |
+
row_num, "", "", student_id, "", time_zone, duration, "", "", "", "",
|
| 167 |
+
problem, problem, "", "", step_name, attempt, "", outcome, "", action, "", "", "", "", "", "", "", "", "", "","",
|
| 168 |
+
school, class_id, "", "", "", "", "PROMOTED"
|
|
|
|
| 169 |
]
|
| 170 |
writer.writerow(row_data)
|
| 171 |
row_num += 1
|
|
|
|
| 179 |
|
| 180 |
# Filter the data
|
| 181 |
filtered_data = selected_test_info.iloc[matching_indices]
|
| 182 |
+
filtered_data = filtered_data[filtered_data[6] == task_type] # Ensure test_info[6] matches
|
|
|
|
| 183 |
|
| 184 |
# Define filename dynamically
|
| 185 |
task_type_map = {0: "ER", 1: "ME"}
|
|
|
|
| 291 |
data = file.readlines()
|
| 292 |
selected_data = [data[i] for i in indices if i < len(data)]
|
| 293 |
# Assuming test_info[7] is a list with ideal tasks for each instance
|
| 294 |
+
ideal_tasks = test_info[6] # A list where each element is either 1 or 2
|
| 295 |
+
|
| 296 |
# Initialize counters
|
| 297 |
task_counts = {
|
| 298 |
+
1: {"ER": 0, "ME": 0, "both": 0,"none":0},
|
| 299 |
+
2: {"ER": 0, "ME": 0, "both": 0,"none":0}
|
| 300 |
}
|
| 301 |
# To store task completion counts per row
|
| 302 |
# Analyze rows
|
|
|
|
| 344 |
elif opt1_done and opt2_done:
|
| 345 |
task_counts[1]["both"] += 1
|
| 346 |
else:
|
| 347 |
+
task_counts[1]["none"] +=1
|
| 348 |
elif ideal_task == 1:
|
| 349 |
if opt1_done and not opt2_done:
|
| 350 |
task_counts[2]["ER"] += 1
|
|
|
|
| 353 |
elif opt1_done and opt2_done:
|
| 354 |
task_counts[2]["both"] += 1
|
| 355 |
else:
|
| 356 |
+
task_counts[2]["none"] +=1
|
| 357 |
# Print a summary of task completions
|
| 358 |
# for summary in row_summary:
|
| 359 |
# print(f"\nRow {summary['row_index']}:")
|
|
|
|
| 665 |
Model: {model_name}
|
| 666 |
---------------------------\n
|
| 667 |
Time Taken: {result['time_taken_from_start']:.2f} seconds
|
| 668 |
+
Number of schools sampled: {len(unique_schools)}
|
| 669 |
Total number of instances from HGR schools : {len(high_indices)}
|
| 670 |
Total number of instances from LGR schools: {len(low_indices)}
|
| 671 |
|
|
|
|
| 741 |
# List of models for the dropdown menu
|
| 742 |
|
| 743 |
# models = ["ASTRA-FT-HGR", "ASTRA-FT-LGR", "ASTRA-FT-FULL"]
|
| 744 |
+
models = ["ASTRA-FT-HGR", "ASTRA-FT-FULL"]
|
|
|
|
|
|
|
| 745 |
content = """
|
| 746 |
<h1 style="color: black;">A S T R A</h1>
|
| 747 |
<h2 style="color: black;">An AI Model for Analyzing Math Strategies</h2>
|
|
|
|
| 775 |
<ol style="color: white;">
|
| 776 |
<li style="color: white;">Select a fine-tuned model:
|
| 777 |
<ul style="color: white;">
|
| 778 |
+
<li style="color: white;">ASTRA-FT-HGR: Fine-tuned with a small sample of data from schools that have a high graduation rate.</li>
|
| 779 |
+
<li style="color: white;">ASTRA-FT-Full: Fine-tuned with a small sample of data from a mix of schools that have high/low graduation rates.</li>
|
|
|
|
|
|
|
| 780 |
</ul>
|
| 781 |
</li>
|
| 782 |
<li style="color: white;">Select a percentage of schools to analyze (selecting a large percentage may take a long time). Note that the selected percentage is applied to both High Graduation Rate (HGR) schools and Low Graduation Rate (LGR schools).
|
|
|
|
| 1096 |
color: #1e293b !important;
|
| 1097 |
margin-bottom: 1rem !important;
|
| 1098 |
text-align: center !important;
|
|
|
|
|
|
|
| 1099 |
}
|
| 1100 |
|
|
|
|
|
|
|
| 1101 |
'''
|
| 1102 |
# Define the file directory
|
| 1103 |
FILE_DIR = "fileHandler"
|
|
|
|
| 1105 |
# Function to get list of files
|
| 1106 |
def list_files():
|
| 1107 |
return ['Unsuccessful Strategies (ER)', 'Successful Strategies (ER)', 'Unsuccessful Strategies (ME)', 'Successful Strategies (ME)']
|
| 1108 |
+
# return ['output_task0_label0.csv', 'output_task0_label1.csv', 'output_task1_label0.csv', 'output_task1_label1.csv']
|
| 1109 |
+
# return [f for f in os.listdir(FILE_DIR) if os.path.isfile(os.path.join(FILE_DIR, f))]
|
| 1110 |
label_to_filename = {
|
| 1111 |
'Unsuccessful Strategies (ER)': 'ER-unsuccessful-strategies.csv',
|
| 1112 |
'Successful Strategies (ER)': 'ER-successful-strategies.csv',
|
|
|
|
| 1125 |
|
| 1126 |
with gr.Blocks(theme='gstaff/sketch', css=custom_css) as demo:
|
| 1127 |
|
| 1128 |
+
# gr.Markdown("<h1 id='title'>ASTRA</h1>", elem_id="title")
|
| 1129 |
gr.Markdown(content)
|
| 1130 |
|
| 1131 |
with gr.Row():
|
| 1132 |
+
# file_input = gr.File(label="Upload a test file", file_types=['.txt'], elem_classes="file-box")
|
| 1133 |
+
# label_input = gr.File(label="Upload test labels", file_types=['.txt'], elem_classes="file-box")
|
| 1134 |
+
|
| 1135 |
+
# info_input = gr.File(label="Upload test info", file_types=['.txt'], elem_classes="file-box")
|
| 1136 |
model_dropdown = gr.Dropdown(
|
| 1137 |
choices=models,
|
| 1138 |
label="Select Fine-tuned Model",
|
|
|
|
| 1162 |
with gr.Row():
|
| 1163 |
opt1_pie = gr.Plot(label="ER")
|
| 1164 |
opt2_pie = gr.Plot(label="ME")
|
| 1165 |
+
# output_summary = gr.Textbox(label="Summary")
|
| 1166 |
+
# with gr.Row():
|
| 1167 |
+
# histo1 = gr.Plot(label="Hist")
|
| 1168 |
+
# histo2 = gr.Plot(label="Hist")
|
| 1169 |
+
# with gr.Row():
|
| 1170 |
+
# output_text_sampled_auc = gr.Textbox(label="")
|
| 1171 |
+
|
| 1172 |
with gr.Row():
|
| 1173 |
+
file_dropdown = gr.Dropdown(choices=list_files(), label="Select a strategy from the dropdown")
|
|
|
|
|
|
|
| 1174 |
download_button = gr.Button("Generate Strategies")
|
| 1175 |
with gr.Row():
|
| 1176 |
file_output = gr.File(label="Download File")
|
|
|
|
| 1185 |
|
| 1186 |
|
| 1187 |
btn.click(
|
| 1188 |
+
fn=process_file,
|
| 1189 |
+
inputs=[model_dropdown,increment_slider],
|
| 1190 |
+
outputs=[output_text,plot_output,opt1_pie,opt2_pie]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1191 |
)
|
| 1192 |
|
| 1193 |
|
assests/__pycache__/metrics.cpython-312.pyc
CHANGED
|
Binary files a/assests/__pycache__/metrics.cpython-312.pyc and b/assests/__pycache__/metrics.cpython-312.pyc differ
|
|
|
assests/__pycache__/recalibration.cpython-312.pyc
CHANGED
|
Binary files a/assests/__pycache__/recalibration.cpython-312.pyc and b/assests/__pycache__/recalibration.cpython-312.pyc differ
|
|
|
assests/__pycache__/visualization.cpython-312.pyc
CHANGED
|
Binary files a/assests/__pycache__/visualization.cpython-312.pyc and b/assests/__pycache__/visualization.cpython-312.pyc differ
|
|
|
fileHandler/ER-successful-strategies.csv
CHANGED
|
The diff for this file is too large to render.
See raw diff
|
|
|
fileHandler/ER-unsuccessful-strategies.csv
CHANGED
|
The diff for this file is too large to render.
See raw diff
|
|
|
fileHandler/ME-successful-strategies.csv
CHANGED
|
The diff for this file is too large to render.
See raw diff
|
|
|
fileHandler/ME-unsuccessful-strategies.csv
CHANGED
|
The diff for this file is too large to render.
See raw diff
|
|
|
fileHandler/result.txt
CHANGED
|
@@ -1,7 +1,7 @@
|
|
| 1 |
-
avg_loss: 0.
|
| 2 |
-
total_acc:
|
| 3 |
-
precisions: 0.
|
| 4 |
-
recalls: 0.
|
| 5 |
-
f1_scores: 0.
|
| 6 |
-
time_taken_from_start:
|
| 7 |
-
auc_score: 0.
|
|
|
|
| 1 |
+
avg_loss: 0.5839772423108419
|
| 2 |
+
total_acc: 69.6584058941728
|
| 3 |
+
precisions: 0.7224570437809088
|
| 4 |
+
recalls: 0.696584058941728
|
| 5 |
+
f1_scores: 0.6872024231270459
|
| 6 |
+
time_taken_from_start: 4.869930028915405
|
| 7 |
+
auc_score: 0.7470103507185207
|
fileHandler/roc_data.pkl
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2550042df149bd1483f0ddb2f0af449d7b679115a6f2bcc7c2af6600c20bfead
|
| 3 |
+
size 27485
|
fileHandler/roc_data2.pkl
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:169a215fb6971ef69cb8a703b24f2afe9aae9383becccdbe2aaf9ad4c9abf005
|
| 3 |
+
size 83732
|
fileHandler/selected_rows.txt
CHANGED
|
The diff for this file is too large to render.
See raw diff
|
|
|
fileHandler/tlabels_plabels.pkl
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:71046b1d75a84d0f02d04aa725087ba339eb954fc9cf158d4d17331e73bfd48b
|
| 3 |
+
size 113592
|
ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullData/train_label.txt → fullTest/test_label.txt
RENAMED
|
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new_test_saved_finetuned_model.py
CHANGED
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@@ -6,7 +6,7 @@ from torch.optim import Adam
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| 6 |
from torch.utils.data import DataLoader
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| 7 |
import pickle
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| 8 |
print("here1",os.getcwd())
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| 9 |
-
from src.dataset import TokenizerDataset,
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| 10 |
from src.vocab import Vocab
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| 11 |
print("here3",os.getcwd())
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| 12 |
from src.bert import BERT
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@@ -19,7 +19,6 @@ import tqdm
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| 19 |
import sys
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| 20 |
import time
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| 21 |
import numpy as np
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| 22 |
-
from sklearn.preprocessing import QuantileTransformer
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| 23 |
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| 24 |
from sklearn.metrics import precision_score, recall_score, f1_score, confusion_matrix, roc_curve, roc_auc_score
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| 25 |
import matplotlib.pyplot as plt
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@@ -467,59 +466,12 @@ class BERTFineTuneCalibratedTrainer:
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| 467 |
sys.stdout = sys.__stdout__
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| 468 |
sys.stdout = sys.__stdout__
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| 469 |
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| 470 |
-
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| 471 |
-
faopt_time = []
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| 472 |
-
total_time = []
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| 473 |
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nonopt_time = []
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| 474 |
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opt_time = []
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| 475 |
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school = []
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| 476 |
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student = []
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| 477 |
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progress = []
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| 478 |
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prob_id = []
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| 479 |
-
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| 480 |
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with open("ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullData/train_info.txt", "r") as f:
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| 481 |
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for line in f:
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| 482 |
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line = line.strip()
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| 483 |
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if line:
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| 484 |
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line = line.split(",")
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| 485 |
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sch = line[0]
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| 486 |
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school.append(sch)
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| 487 |
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stu = line[2]
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| 488 |
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student.append(stu)
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| 489 |
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status = line[3]
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| 490 |
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progress.append(status)
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| 491 |
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pid = line[4]
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| 492 |
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prob_id.append(pid)
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| 493 |
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total = float(line[-1])#/60000
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| 494 |
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faopt = float(line[-2])#/60000
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| 495 |
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nonopt = sum([float(i) for i in line[-3].split("\t")])
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| 496 |
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opt = sum([float(i) for i in line[-4].split("\t")])
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| 497 |
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faopt_time.append(faopt)
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| 498 |
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total_time.append(total)
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| 499 |
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nonopt_time.append(nonopt)
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| 500 |
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opt_time.append(opt)
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| 501 |
-
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| 502 |
-
df = pd.DataFrame({"school": school, "student": student, "progress": progress, "prob_id": prob_id,
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| 503 |
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"faopt_time": faopt_time, "total_time": total_time,
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| 504 |
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"nonopt_time": nonopt_time, "opt_time": opt_time})
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| 505 |
-
for col in df.columns:
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| 506 |
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print(col, col.endswith('time'))
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| 507 |
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if col.endswith('time'): #col == "faopt_time" or col =="total_time":
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| 508 |
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num_df = df[col]
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| 509 |
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col_values = num_df.values.reshape(-1, 1)
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| 510 |
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nt = QuantileTransformer(output_distribution='normal')
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| 511 |
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col_values_norm = nt.fit_transform(col_values)
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| 512 |
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df[col] = col_values_norm
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| 513 |
-
print(df[col].describe())
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| 514 |
-
df.set_index(["school", "student", "progress", "prob_id"], inplace=True)
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| 515 |
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df.to_pickle("ratio_proportion_change3_2223/sch_largest_100-coded/time_info/full_data_normalized_time.pkl")
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| 516 |
-
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| 517 |
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| 518 |
def train():
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| 519 |
parser = argparse.ArgumentParser()
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| 520 |
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| 521 |
parser.add_argument('-workspace_name', type=str, default=None)
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| 522 |
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parser.add_argument('-model_name', type=str, default=None)
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| 523 |
parser.add_argument('-code', type=str, default=None, help="folder for pretraining outputs and logs")
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| 524 |
parser.add_argument('-finetune_task', type=str, default=None, help="folder inside finetuning")
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| 525 |
parser.add_argument("-attention", type=bool, default=False, help="analyse attention scores")
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@@ -607,19 +559,10 @@ def train():
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| 607 |
vocab_obj.load_vocab()
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| 608 |
print("Vocab Size: ", len(vocab_obj.vocab))
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| 609 |
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| 610 |
-
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| 611 |
print("Testing using finetuned model......")
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| 612 |
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print("Loading Test Dataset", args.test_dataset_path)
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| 613 |
-
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| 614 |
-
# test_dataset = TokenizerDataset(args.test_dataset_path, args.test_label_path, vocab_obj, seq_len=args.seq_len)
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| 615 |
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if args.model_name == "ASTRA-FT-HGR-RANDOM10":
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| 616 |
-
test_dataset = TokenizerwSkillsDataset(args.test_dataset_path, args.test_label_path, vocab_obj, seq_len=args.seq_len)
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| 617 |
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elif args.model_name == "ASTRA-FT-FIRST10-WSKILLS":
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| 618 |
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test_dataset = TokenizerwSkillsDataset(args.test_dataset_path, args.test_label_path, vocab_obj, seq_len=args.seq_len)
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| 619 |
-
elif args.model_name == "ASTRA-FT-FIRST10-WTIME":
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| 620 |
-
test_dataset = TokenizerwTimeDataset(args.test_dataset_path, args.test_label_path, vocab_obj, seq_len=args.seq_len)
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| 621 |
-
elif args.model_name == "ASTRA-FT-FIRST10-WSKILLS_WTIME":
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| 622 |
-
test_dataset = TokenizerwSkillsTimeDataset(args.test_dataset_path, args.test_label_path, vocab_obj, seq_len=args.seq_len)
|
| 623 |
# test_dataset = TokenizerDatasetForCalibration(args.test_dataset_path, args.test_label_path, vocab_obj, seq_len=args.seq_len)
|
| 624 |
|
| 625 |
print("Creating Dataloader...")
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|
| 6 |
from torch.utils.data import DataLoader
|
| 7 |
import pickle
|
| 8 |
print("here1",os.getcwd())
|
| 9 |
+
from src.dataset import TokenizerDataset, TokenizerDatasetForCalibration
|
| 10 |
from src.vocab import Vocab
|
| 11 |
print("here3",os.getcwd())
|
| 12 |
from src.bert import BERT
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|
| 19 |
import sys
|
| 20 |
import time
|
| 21 |
import numpy as np
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| 22 |
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| 23 |
from sklearn.metrics import precision_score, recall_score, f1_score, confusion_matrix, roc_curve, roc_auc_score
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| 24 |
import matplotlib.pyplot as plt
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|
| 466 |
sys.stdout = sys.__stdout__
|
| 467 |
sys.stdout = sys.__stdout__
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| 468 |
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| 469 |
+
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| 471 |
def train():
|
| 472 |
parser = argparse.ArgumentParser()
|
| 473 |
|
| 474 |
parser.add_argument('-workspace_name', type=str, default=None)
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| 475 |
parser.add_argument('-code', type=str, default=None, help="folder for pretraining outputs and logs")
|
| 476 |
parser.add_argument('-finetune_task', type=str, default=None, help="folder inside finetuning")
|
| 477 |
parser.add_argument("-attention", type=bool, default=False, help="analyse attention scores")
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|
| 559 |
vocab_obj.load_vocab()
|
| 560 |
print("Vocab Size: ", len(vocab_obj.vocab))
|
| 561 |
|
| 562 |
+
|
| 563 |
print("Testing using finetuned model......")
|
| 564 |
+
print("Loading Test Dataset", args.test_dataset_path)
|
| 565 |
+
test_dataset = TokenizerDataset(args.test_dataset_path, args.test_label_path, vocab_obj, seq_len=args.seq_len)
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| 566 |
# test_dataset = TokenizerDatasetForCalibration(args.test_dataset_path, args.test_label_path, vocab_obj, seq_len=args.seq_len)
|
| 567 |
|
| 568 |
print("Creating Dataloader...")
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ratio_proportion_change3_2223/sch_largest_100-coded/.DS_Store
CHANGED
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Binary files a/ratio_proportion_change3_2223/sch_largest_100-coded/.DS_Store and b/ratio_proportion_change3_2223/sch_largest_100-coded/.DS_Store differ
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/first10/test.txt
DELETED
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@@ -1,339 +0,0 @@
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|
| 1 |
-
PercentChange-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswerDirection-0 FinalAnswer-0
|
| 2 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 3 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswerDirection-0 FinalAnswer-2
|
| 4 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswerDirection-0 FinalAnswer-0
|
| 5 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswerDirection-2 FinalAnswer-0
|
| 6 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0
|
| 7 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0
|
| 8 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 9 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswerDirection-2 FinalAnswer-2
|
| 10 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-2
|
| 11 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswerDirection-2 FinalAnswer-2
|
| 12 |
-
PercentChange-0 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 13 |
-
PercentChange-0 NumeratorQuantity1-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 14 |
-
PercentChange-0 NumeratorQuantity1-2 DenominatorQuantity1-2 NumeratorQuantity2-0 DenominatorQuantity1-2 OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 FirstRow1:1 SecondRow FinalAnswer-2 ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 15 |
-
PercentChange-0 NumeratorQuantity1-0 NumeratorQuantity2-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 16 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 17 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-2 OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow1:1 FirstRow2:1 FirstRow1:1 SecondRow ThirdRow FinalAnswer-2 FinalAnswerDirection-0
|
| 18 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 EquationAnswer NumeratorFactor DenominatorFactor FinalAnswer-2 FinalAnswerDirection-0
|
| 19 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 20 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-2 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 21 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-2 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0
|
| 22 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:2 FirstRow2:1 FirstRow2:2 FirstRow1:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
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| 23 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 NumeratorFactor OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 FirstRow1:1 FirstRow1:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 24 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2
|
| 25 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-1
|
| 26 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
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| 27 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-1
|
| 28 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-1
|
| 29 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow FinalAnswerDirection-0 ThirdRow FinalAnswer-0
|
| 30 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor DenominatorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2
|
| 31 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-1
|
| 32 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 33 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-1 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 34 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-1 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-1
|
| 35 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 NumeratorFactor DenominatorFactor EquationAnswer SecondRow ThirdRow FinalAnswer-1
|
| 36 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 FirstRow1:1 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow EquationAnswer FinalAnswer-2
|
| 37 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow EquationAnswer DenominatorFactor NumeratorFactor FinalAnswer-2
|
| 38 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 39 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0
|
| 40 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow OptionalTask_1 EquationAnswer NumeratorFactor DenominatorFactor FinalAnswer-0
|
| 41 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
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| 42 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow EquationAnswer FinalAnswer-2 NumeratorFactor DenominatorFactor FinalAnswer-2
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| 43 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
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| 44 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 FinalAnswer-2 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
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| 45 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
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| 46 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2 FinalAnswerDirection-0 FinalAnswer-0
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| 47 |
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PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2 FinalAnswerDirection-0 FinalAnswer-0
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| 48 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswerDirection-2 FinalAnswer-2
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| 49 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
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| 50 |
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PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
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| 51 |
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PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
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| 52 |
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PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
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| 53 |
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PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor FinalAnswerDirection-2 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
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PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
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| 55 |
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PercentChange-2 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity2-0 FinalAnswer-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-2
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| 56 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswerDirection-0 FinalAnswer-2
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| 57 |
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PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-2 FinalAnswer-2 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
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| 58 |
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PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
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| 59 |
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PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
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| 60 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:2 FirstRow2:1 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2 FinalAnswerDirection-0
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| 62 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-2 FinalAnswer-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2 OptionalTask_2 FirstRow2:1 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 63 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 64 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 65 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 66 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 67 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 FinalAnswer-2 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow FinalAnswer-0
|
| 68 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 FinalAnswerDirection-2 EquationAnswer NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0
|
| 69 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow EquationAnswer FinalAnswer-0
|
| 70 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 71 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 OptionalTask_1 DenominatorFactor NumeratorFactor FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow EquationAnswer FinalAnswer-2
|
| 72 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 73 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow DenominatorFactor FinalAnswer-2 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 74 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 DenominatorFactor NumeratorFactor EquationAnswer SecondRow FinalAnswer-0
|
| 75 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow EquationAnswer FinalAnswer-0
|
| 76 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-1
|
| 77 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow EquationAnswer NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-2
|
| 78 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 OptionalTask_1 NumeratorFactor FirstRow1:1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 79 |
-
PercentChange-0 NumeratorQuantity1-2 NumeratorQuantity2-0 DenominatorQuantity1-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0
|
| 80 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 81 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 82 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 83 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 84 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 85 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 86 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 87 |
-
PercentChange-2 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 88 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2 OptionalTask_2 FirstRow1:1 FirstRow2:2 FirstRow2:1 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow FinalAnswer-2
|
| 89 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 EquationAnswer DenominatorFactor EquationAnswer DenominatorFactor EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow2:2 FirstRow2:1 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-2
|
| 90 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-2
|
| 91 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FinalAnswer-2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 FinalAnswer-0
|
| 92 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 FinalAnswer-2 OptionalTask_1 EquationAnswer FinalAnswer-2 EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 EquationAnswer SecondRow ThirdRow FinalAnswer-2 ThirdRow FinalAnswer-2
|
| 93 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 NumeratorFactor EquationAnswer FinalAnswer-2 FinalAnswerDirection-0
|
| 94 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow FinalAnswer-2 OptionalTask_1 NumeratorFactor DenominatorFactor FinalAnswer-2
|
| 95 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-2 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 EquationAnswer NumeratorFactor OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 96 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow FinalAnswer-2
|
| 97 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 98 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 99 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 SecondRow FinalAnswer-2
|
| 100 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 101 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 102 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 103 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 104 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 105 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 FinalAnswer-2
|
| 106 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 107 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 108 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 109 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2
|
| 110 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2 OptionalTask_2 FirstRow2:2 FirstRow2:1 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 111 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 SecondRow FinalAnswer-2 ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 112 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 113 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 114 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 115 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 116 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 117 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-2 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 FinalAnswer-1 SecondRow FinalAnswer-1 ThirdRow FinalAnswer-0 FinalAnswerDirection-2
|
| 118 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 NumeratorQuantity2-1 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 119 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-1 DenominatorQuantity1-0 OptionalTask_2 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-1
|
| 120 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2
|
| 121 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2
|
| 122 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 OptionalTask_1 DenominatorFactor NumeratorFactor DenominatorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 123 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer OptionalTask_2 EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-1
|
| 124 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2
|
| 125 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 126 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-1
|
| 127 |
-
PercentChange-0 NumeratorQuantity2-1 NumeratorQuantity1-2 DenominatorQuantity1-1 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-1 FinalAnswerDirection-0 FinalAnswer-0
|
| 128 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2
|
| 129 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-1
|
| 130 |
-
PercentChange-2 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow1:1 FirstRow2:2 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 131 |
-
PercentChange-0 DenominatorQuantity1-2 NumeratorQuantity2-0 NumeratorQuantity1-2 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow2:2 FirstRow1:2 FirstRow2:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswerDirection-0 FinalAnswer-2
|
| 132 |
-
PercentChange-2 NumeratorQuantity2-2 DenominatorQuantity1-0 NumeratorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:2 FirstRow2:1 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow1:1 FirstRow2:1 SecondRow ThirdRow FinalAnswerDirection-0 FinalAnswer-0
|
| 133 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-2 NumeratorQuantity1-0 OptionalTask_1 OptionalTask_2 EquationAnswer NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow2:2 FirstRow1:2 FirstRow2:2 FirstRow1:2 FirstRow2:1 SecondRow FinalAnswer-0 FinalAnswerDirection-0
|
| 134 |
-
PercentChange-0 DenominatorQuantity1-0 NumeratorQuantity2-0 NumeratorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow1:1 FirstRow2:2 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 135 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 136 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-2 NumeratorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow1:1 FirstRow2:2 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 137 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 138 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 139 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-2 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswerDirection-0 FinalAnswer-0
|
| 140 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor EquationAnswer NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow2:2 FirstRow1:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 141 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0
|
| 142 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2 FinalAnswerDirection-2 FinalAnswer-2
|
| 143 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 144 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-2
|
| 145 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0
|
| 146 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 147 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 148 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 149 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 FinalAnswer-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 150 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 151 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0
|
| 152 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 153 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FinalAnswerDirection-0 FinalAnswer-0
|
| 154 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 155 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 EquationAnswer NumeratorFactor OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswerDirection-2 FinalAnswer-1
|
| 156 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 157 |
-
PercentChange-2 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 158 |
-
PercentChange-2 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 159 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 160 |
-
PercentChange-2 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 161 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 162 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 163 |
-
PercentChange-0 DenominatorQuantity1-2 NumeratorQuantity1-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow1:2 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 164 |
-
PercentChange-0 DenominatorQuantity1-0 NumeratorQuantity2-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2 EquationAnswer NumeratorFactor FinalAnswer-2
|
| 165 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 166 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 EquationAnswer NumeratorFactor DenominatorFactor OptionalTask_2 NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor NumeratorFactor FinalAnswer-2
|
| 167 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 168 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow1:2 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-2
|
| 169 |
-
PercentChange-0 DenominatorQuantity1-0 NumeratorQuantity2-0 NumeratorQuantity1-2 OptionalTask_1 FinalAnswerDirection-0 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 170 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity2-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow2:2 FirstRow2:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-2
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| 171 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 172 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 173 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 174 |
-
PercentChange-2 DenominatorQuantity1-0 NumeratorQuantity1-2 NumeratorQuantity2-2 NumeratorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow2:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 175 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 176 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 177 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 178 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow2:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 179 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 180 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 181 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 FinalAnswer-1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FinalAnswer-1
|
| 182 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
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| 183 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 184 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-1
|
| 185 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 186 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 187 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FinalAnswer-1
|
| 188 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-1
|
| 189 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-1
|
| 190 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 191 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 192 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow FinalAnswerDirection-0 ThirdRow FinalAnswer-0
|
| 193 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 EquationAnswer NumeratorFactor DenominatorFactor FinalAnswer-2 FinalAnswerDirection-0
|
| 194 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor FinalAnswer-2
|
| 195 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 196 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswerDirection-0 FinalAnswer-0
|
| 197 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 NumeratorQuantity2-0 DenominatorQuantity1-0 FinalAnswer-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-1
|
| 198 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0
|
| 199 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 NumeratorQuantity2-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 200 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 201 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 202 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 OptionalTask_2 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow2:1 SecondRow FinalAnswer-2 FinalAnswerDirection-0
|
| 203 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-2 OptionalTask_1 OptionalTask_2 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswerDirection-0 FinalAnswer-0
|
| 204 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-2
|
| 205 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-1
|
| 206 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 FirstRow2:1 FirstRow1:1 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:2 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 207 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 208 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FinalAnswer-0 FinalAnswerDirection-0
|
| 209 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 210 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 OptionalTask_2 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 211 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 212 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2
|
| 213 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow2:1 SecondRow FinalAnswerDirection-0 FinalAnswer-2
|
| 214 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 215 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 216 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-2 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 217 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 218 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:2 FirstRow2:1 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow FinalAnswer-2
|
| 219 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:2 FirstRow2:1 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 220 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 221 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 222 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:2 FirstRow2:1 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 223 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 224 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 225 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-2 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 226 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:2 FirstRow2:1 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow FinalAnswer-2
|
| 227 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 228 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 229 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 230 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 FinalAnswer-2 SecondRow ThirdRow FinalAnswer-2
|
| 231 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-2
|
| 232 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 233 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 EquationAnswer DenominatorFactor EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FinalAnswerDirection-0 FinalAnswer-0
|
| 234 |
-
PercentChange-0 NumeratorQuantity1-0 NumeratorQuantity2-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 235 |
-
PercentChange-0 NumeratorQuantity1-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 236 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 237 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 FinalAnswer-2 SecondRow ThirdRow FinalAnswer-2
|
| 238 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 239 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 240 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 241 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-2 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 242 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 243 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor EquationAnswer OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow EquationAnswer NumeratorFactor FinalAnswer-0
|
| 244 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 245 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 246 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 247 |
-
PercentChange-0 NumeratorQuantity2-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 248 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 249 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow OptionalTask_1 EquationAnswer NumeratorFactor DenominatorFactor FinalAnswer-0
|
| 250 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow OptionalTask_1 EquationAnswer NumeratorFactor DenominatorFactor FinalAnswer-0
|
| 251 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-2 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 252 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0
|
| 253 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 OptionalTask_1 SecondRow ThirdRow EquationAnswer NumeratorFactor DenominatorFactor FinalAnswer-2
|
| 254 |
-
PercentChange-2 NumeratorQuantity2-0 DenominatorQuantity1-2 NumeratorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 255 |
-
PercentChange-2 NumeratorQuantity1-0 NumeratorQuantity2-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:2 FirstRow2:2 FirstRow2:1 FirstRow1:1 SecondRow ThirdRow FinalAnswer-0
|
| 256 |
-
PercentChange-2 DenominatorQuantity1-2 NumeratorQuantity1-0 NumeratorQuantity2-2 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 NumeratorFactor OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow1:1 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 257 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:2 FinalAnswerDirection-0 FirstRow1:1 SecondRow ThirdRow FinalAnswer-0
|
| 258 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow2:1 FirstRow1:1 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 259 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 NumeratorQuantity2-2 OptionalTask_1 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 260 |
-
PercentChange-2 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FinalAnswer-0
|
| 261 |
-
PercentChange-2 NumeratorQuantity1-2 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 262 |
-
PercentChange-2 NumeratorQuantity1-2 NumeratorQuantity2-2 DenominatorQuantity1-2 NumeratorQuantity1-0 NumeratorQuantity2-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow2:1 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow1:2 FinalAnswerDirection-0 SecondRow ThirdRow FinalAnswer-0
|
| 263 |
-
PercentChange-2 DenominatorQuantity1-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:2 FirstRow1:1 FirstRow2:1 FirstRow1:1 SecondRow ThirdRow FinalAnswer-2
|
| 264 |
-
PercentChange-0 NumeratorQuantity2-2 DenominatorQuantity1-0 NumeratorQuantity2-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow1:2 FirstRow2:2 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2 NumeratorFactor EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 265 |
-
PercentChange-0 NumeratorQuantity1-0 NumeratorQuantity2-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 266 |
-
PercentChange-2 DenominatorQuantity1-2 NumeratorQuantity1-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-2 FinalAnswerDirection-0 OptionalTask_1 NumeratorFactor EquationAnswer DenominatorFactor NumeratorFactor OptionalTask_2 FirstRow2:1 FirstRow1:1 FirstRow2:2 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 267 |
-
PercentChange-0 NumeratorQuantity1-0 NumeratorQuantity2-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 268 |
-
PercentChange-0 NumeratorQuantity1-2 NumeratorQuantity2-0 DenominatorQuantity1-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor EquationAnswer OptionalTask_2 FinalAnswerDirection-0 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 269 |
-
PercentChange-0 DenominatorQuantity1-2 NumeratorQuantity1-0 NumeratorQuantity2-2 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 OptionalTask_2 FirstRow1:2 FirstRow2:2 FirstRow2:1 FirstRow1:1 SecondRow ThirdRow FinalAnswer-2 NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 270 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow2:2 FirstRow1:2 FirstRow1:1 SecondRow ThirdRow FinalAnswer-2
|
| 271 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 272 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow DenominatorFactor EquationAnswer DenominatorFactor NumeratorFactor FinalAnswer-2
|
| 273 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 OptionalTask_1 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow EquationAnswer FinalAnswer-0
|
| 274 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2 EquationAnswer FinalAnswer-0
|
| 275 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 NumeratorFactor DenominatorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 276 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 277 |
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PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow2:2 FirstRow2:1 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
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| 278 |
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PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 OptionalTask_2 DenominatorFactor EquationAnswer DenominatorFactor FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow EquationAnswer NumeratorFactor DenominatorFactor FinalAnswer-2 FinalAnswerDirection-0
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| 279 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow FinalAnswer-0 FinalAnswerDirection-0
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| 280 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
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| 281 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
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| 282 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswerDirection-0 FinalAnswer-0
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| 283 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2 OptionalTask_1 FinalAnswer-2
|
| 284 |
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PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
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| 285 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
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| 286 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-2 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
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| 287 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
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| 288 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
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| 289 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
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| 293 |
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PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
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| 294 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
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| 295 |
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PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 296 |
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PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-2 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
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| 297 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2 FinalAnswerDirection-0
|
| 298 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
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| 299 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 300 |
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PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 301 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
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| 302 |
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PercentChange-2 NumeratorQuantity1-2 DenominatorQuantity1-2 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
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| 303 |
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PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-2 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 FinalAnswer-2 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-0
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PercentChange-0 NumeratorQuantity2-2 DenominatorQuantity1-0 NumeratorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 EquationAnswer NumeratorFactor FinalAnswerDirection-0 NumeratorFactor OptionalTask_2 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0
|
| 305 |
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PercentChange-0 NumeratorQuantity2-2 DenominatorQuantity1-0 NumeratorQuantity1-2 NumeratorQuantity2-2 OptionalTask_1 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
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| 306 |
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PercentChange-0 DenominatorQuantity1-0 NumeratorQuantity2-2 NumeratorQuantity1-0 NumeratorQuantity2-2 FinalAnswer-2 OptionalTask_2 OptionalTask_1 EquationAnswer DenominatorFactor EquationAnswer DenominatorFactor FinalAnswerDirection-0 NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0
|
| 307 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-2 NumeratorQuantity1-2 OptionalTask_1 OptionalTask_2 FinalAnswerDirection-0 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0
|
| 308 |
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PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 OptionalTask_2 EquationAnswer DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 FinalAnswerDirection-2 SecondRow ThirdRow FinalAnswer-2
|
| 309 |
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PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 OptionalTask_2 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:2 FirstRow2:1 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 310 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 OptionalTask_2 NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2
|
| 311 |
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PercentChange-0 DenominatorQuantity1-0 NumeratorQuantity2-0 NumeratorQuantity1-0 OptionalTask_1 OptionalTask_2 EquationAnswer NumeratorFactor DenominatorFactor FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-0
|
| 312 |
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PercentChange-0 DenominatorQuantity1-0 NumeratorQuantity2-2 NumeratorQuantity1-2 NumeratorQuantity2-0 OptionalTask_1 OptionalTask_2 FinalAnswerDirection-0 FinalAnswer-2 FirstRow2:1 FirstRow1:1 FirstRow2:2 FirstRow1:2 EquationAnswer NumeratorFactor DenominatorFactor SecondRow ThirdRow FinalAnswer-0
|
| 313 |
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PercentChange-2 NumeratorQuantity2-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 314 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 315 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 FinalAnswer-2 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
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| 316 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
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| 317 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 FinalAnswer-2 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
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| 318 |
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PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
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| 319 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 320 |
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PercentChange-0 DenominatorQuantity1-0 NumeratorQuantity1-0 NumeratorQuantity2-0 OptionalTask_1 EquationAnswer NumeratorFactor DenominatorFactor OptionalTask_2 FinalAnswer-2
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| 321 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 322 |
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PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 FinalAnswerDirection-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0
|
| 323 |
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PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-0 FinalAnswerDirection-0
|
| 324 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 325 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0
|
| 326 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2
|
| 327 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0
|
| 328 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 329 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-0
|
| 330 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-2 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-2
|
| 331 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-2
|
| 332 |
-
PercentChange-0 NumeratorQuantity2-0 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 SecondRow ThirdRow FinalAnswer-0 FinalAnswerDirection-0
|
| 333 |
-
PercentChange-0 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor EquationAnswer SecondRow ThirdRow FinalAnswer-2
|
| 334 |
-
PercentChange-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 FinalAnswer-2 OptionalTask_1 NumeratorFactor EquationAnswer NumeratorFactor DenominatorFactor NumeratorFactor FinalAnswer-2
|
| 335 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 NumeratorQuantity2-2 DenominatorQuantity1-0 FinalAnswer-2 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor NumeratorFactor DenominatorFactor EquationAnswer FinalAnswer-2 OptionalTask_2 FirstRow1:1 FirstRow2:2 FirstRow2:1 FirstRow1:1 FirstRow1:2 SecondRow ThirdRow FinalAnswer-2
|
| 336 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_1 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer OptionalTask_2 FirstRow1:1 FirstRow1:2 FirstRow2:1 FirstRow2:2 FirstRow2:1 SecondRow ThirdRow FinalAnswer-1
|
| 337 |
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PercentChange-2 DenominatorQuantity1-2 NumeratorQuantity2-0 NumeratorQuantity1-0 DenominatorQuantity1-0 OptionalTask_2 FirstRow1:2 FirstRow1:1 FirstRow2:1 FirstRow2:2 FirstRow1:1 FirstRow2:2 SecondRow ThirdRow OptionalTask_1 DenominatorFactor NumeratorFactor EquationAnswer FinalAnswer-2
|
| 338 |
-
PercentChange-2 NumeratorQuantity2-2 NumeratorQuantity1-0 DenominatorQuantity1-0 NumeratorQuantity2-2 OptionalTask_1 EquationAnswer NumeratorFactor FinalAnswerDirection-0 OptionalTask_2 DenominatorFactor NumeratorFactor EquationAnswer FirstRow2:2 FirstRow2:1 FirstRow1:2 FinalAnswer-1 EquationAnswer FirstRow1:1 SecondRow ThirdRow FinalAnswer-2
|
| 339 |
-
PercentChange-0 NumeratorQuantity2-2 NumeratorQuantity1-2 DenominatorQuantity1-0 NumeratorQuantity1-0 OptionalTask_1 OptionalTask_2 NumeratorFactor DenominatorFactor NumeratorFactor EquationAnswer NumeratorFactor DenominatorFactor FinalAnswer-2
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/first10/test_info.txt
DELETED
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The diff for this file is too large to render.
See raw diff
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/first10/test_label.txt
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/fullData/train.txt
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/highGRschool10/test.txt
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ratio_proportion_change3_2223/sch_largest_100-coded/finetuning/highGRschool10/test_info.txt
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|
|
|
|
|
|
|
| 1695 |
0
|
| 1696 |
0
|
| 1697 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1698 |
0
|
| 1699 |
0
|
| 1700 |
0
|
|
|
|
| 1701 |
0
|
| 1702 |
0
|
|
|
|
| 1703 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1704 |
0
|
|
|
|
| 1705 |
0
|
|
|
|
| 1706 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1707 |
0
|
|
|
|
| 1708 |
0
|
|
|
|
| 1709 |
0
|
|
|
|
| 1710 |
0
|
|
|
|
|
|
|
|
|
|
| 1711 |
0
|
| 1712 |
0
|
| 1713 |
0
|
|
|
|
| 1714 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1715 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1716 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1717 |
0
|
|
|
|
| 1718 |
0
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
1
|
|
|
|
| 2 |
1
|
| 3 |
0
|
| 4 |
1
|
|
|
|
| 6 |
1
|
| 7 |
0
|
| 8 |
1
|
|
|
|
| 9 |
1
|
| 10 |
1
|
| 11 |
+
0
|
| 12 |
1
|
| 13 |
1
|
|
|
|
| 14 |
1
|
| 15 |
0
|
| 16 |
0
|
|
|
|
| 17 |
0
|
|
|
|
| 18 |
0
|
|
|
|
| 19 |
0
|
| 20 |
0
|
|
|
|
|
|
|
| 21 |
0
|
| 22 |
0
|
| 23 |
+
1
|
| 24 |
+
0
|
| 25 |
0
|
| 26 |
0
|
| 27 |
1
|
| 28 |
1
|
| 29 |
1
|
| 30 |
1
|
| 31 |
+
1
|
| 32 |
+
1
|
| 33 |
+
1
|
| 34 |
0
|
| 35 |
0
|
| 36 |
0
|
| 37 |
0
|
| 38 |
1
|
| 39 |
+
0
|
| 40 |
1
|
| 41 |
1
|
| 42 |
0
|
|
|
|
| 45 |
0
|
| 46 |
0
|
| 47 |
1
|
|
|
|
|
|
|
|
|
|
| 48 |
0
|
| 49 |
0
|
| 50 |
1
|
| 51 |
0
|
| 52 |
0
|
| 53 |
1
|
| 54 |
+
0
|
| 55 |
1
|
| 56 |
+
0
|
| 57 |
1
|
| 58 |
1
|
| 59 |
1
|
| 60 |
1
|
| 61 |
0
|
|
|
|
| 62 |
1
|
| 63 |
+
0
|
| 64 |
1
|
| 65 |
+
0
|
| 66 |
1
|
| 67 |
0
|
| 68 |
1
|
| 69 |
1
|
| 70 |
+
0
|
| 71 |
+
0
|
| 72 |
1
|
| 73 |
0
|
| 74 |
+
0
|
| 75 |
1
|
| 76 |
+
0
|
| 77 |
1
|
| 78 |
0
|
| 79 |
+
0
|
| 80 |
+
0
|
| 81 |
+
0
|
| 82 |
+
0
|
| 83 |
+
0
|
| 84 |
1
|
| 85 |
1
|
| 86 |
+
0
|
| 87 |
+
0
|
| 88 |
+
0
|
| 89 |
1
|
| 90 |
+
0
|
| 91 |
+
0
|
| 92 |
+
0
|
| 93 |
1
|
| 94 |
0
|
| 95 |
1
|
| 96 |
+
0
|
| 97 |
1
|
| 98 |
1
|
| 99 |
1
|
| 100 |
1
|
| 101 |
1
|
| 102 |
1
|
| 103 |
+
0
|
| 104 |
1
|
| 105 |
0
|
| 106 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| 107 |
0
|
| 108 |
1
|
| 109 |
1
|
|
|
|
| 110 |
1
|
| 111 |
1
|
| 112 |
+
0
|
| 113 |
1
|
| 114 |
1
|
| 115 |
1
|
|
|
|
| 121 |
0
|
| 122 |
1
|
| 123 |
1
|
|
|
|
|
|
|
|
|
|
|
|
|
| 124 |
0
|
|
|
|
| 125 |
0
|
| 126 |
0
|
| 127 |
0
|
| 128 |
0
|
| 129 |
0
|
| 130 |
0
|
|
|
|
|
|
|
| 131 |
0
|
| 132 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| 133 |
0
|
| 134 |
0
|
|
|
|
| 135 |
0
|
|
|
|
| 136 |
0
|
| 137 |
0
|
| 138 |
1
|
|
|
|
| 139 |
0
|
| 140 |
0
|
| 141 |
+
1
|
| 142 |
0
|
| 143 |
0
|
| 144 |
1
|
|
|
|
| 145 |
0
|
| 146 |
0
|
| 147 |
0
|
| 148 |
0
|
| 149 |
0
|
| 150 |
0
|
|
|
|
|
|
|
| 151 |
0
|
| 152 |
0
|
| 153 |
+
1
|
| 154 |
+
1
|
| 155 |
+
1
|
| 156 |
0
|
| 157 |
+
1
|
| 158 |
0
|
| 159 |
+
1
|
| 160 |
0
|
| 161 |
0
|
| 162 |
0
|
|
|
|
| 164 |
1
|
| 165 |
1
|
| 166 |
1
|
|
|
|
| 167 |
1
|
| 168 |
1
|
| 169 |
0
|
|
|
|
|
|
|
| 170 |
1
|
| 171 |
1
|
| 172 |
0
|
| 173 |
0
|
| 174 |
1
|
| 175 |
1
|
|
|
|
|
|
|
| 176 |
1
|
| 177 |
+
1
|
|
|
|
| 178 |
0
|
| 179 |
0
|
| 180 |
0
|
| 181 |
0
|
| 182 |
1
|
| 183 |
+
1
|
|
|
|
| 184 |
1
|
| 185 |
1
|
| 186 |
0
|
| 187 |
1
|
| 188 |
1
|
| 189 |
+
1
|
| 190 |
0
|
| 191 |
1
|
| 192 |
+
1
|
| 193 |
0
|
| 194 |
0
|
| 195 |
0
|
|
|
|
| 196 |
0
|
| 197 |
0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 198 |
0
|
| 199 |
0
|
| 200 |
+
1
|
| 201 |
+
0
|
| 202 |
0
|
| 203 |
0
|
| 204 |
1
|
| 205 |
+
0
|
| 206 |
1
|
| 207 |
+
0
|
|
|
|
|
|
|
|
|
|
|
|
|
| 208 |
1
|
| 209 |
1
|
| 210 |
1
|
|
|
|
| 216 |
0
|
| 217 |
0
|
| 218 |
0
|
|
|
|
|
|
|
|
|
|
| 219 |
0
|
| 220 |
1
|
| 221 |
1
|
| 222 |
0
|
| 223 |
0
|
|
|
|
| 224 |
0
|
| 225 |
1
|
| 226 |
0
|
| 227 |
0
|
| 228 |
+
1
|
| 229 |
+
1
|
| 230 |
0
|
| 231 |
1
|
| 232 |
0
|
| 233 |
0
|
| 234 |
+
1
|
| 235 |
+
0
|
| 236 |
0
|
| 237 |
+
1
|
| 238 |
+
1
|
| 239 |
0
|
| 240 |
0
|
| 241 |
0
|
|
|
|
| 245 |
1
|
| 246 |
1
|
| 247 |
1
|
|
|
|
|
|
|
|
|
|
|
|
|
| 248 |
1
|
| 249 |
0
|
| 250 |
0
|
|
|
|
| 251 |
1
|
|
|
|
| 252 |
1
|
| 253 |
0
|
|
|
|
|
|
|
| 254 |
1
|
| 255 |
0
|
| 256 |
1
|
| 257 |
0
|
| 258 |
+
1
|
| 259 |
+
1
|
| 260 |
1
|
| 261 |
0
|
| 262 |
+
1
|
| 263 |
0
|
| 264 |
+
1
|
| 265 |
+
1
|
| 266 |
+
1
|
| 267 |
+
1
|
| 268 |
0
|
| 269 |
0
|
| 270 |
0
|
|
|
|
| 276 |
0
|
| 277 |
1
|
| 278 |
1
|
| 279 |
+
0
|
| 280 |
1
|
| 281 |
1
|
| 282 |
+
0
|
| 283 |
+
0
|
| 284 |
+
0
|
| 285 |
1
|
| 286 |
0
|
| 287 |
0
|
| 288 |
+
0
|
| 289 |
1
|
| 290 |
1
|
| 291 |
+
0
|
| 292 |
1
|
| 293 |
1
|
| 294 |
1
|
| 295 |
0
|
| 296 |
0
|
| 297 |
1
|
| 298 |
+
1
|
| 299 |
0
|
| 300 |
0
|
| 301 |
+
1
|
| 302 |
+
1
|
| 303 |
+
0
|
| 304 |
0
|
| 305 |
0
|
|
|
|
| 306 |
1
|
| 307 |
0
|
| 308 |
1
|
| 309 |
1
|
| 310 |
+
1
|
| 311 |
0
|
| 312 |
1
|
| 313 |
0
|
| 314 |
+
1
|
| 315 |
+
1
|
| 316 |
+
1
|
| 317 |
0
|
| 318 |
0
|
| 319 |
0
|
| 320 |
0
|
| 321 |
+
1
|
| 322 |
0
|
| 323 |
0
|
| 324 |
0
|
| 325 |
1
|
| 326 |
1
|
|
|
|
| 327 |
0
|
| 328 |
0
|
| 329 |
1
|
|
|
|
| 331 |
0
|
| 332 |
0
|
| 333 |
0
|
| 334 |
+
0
|
| 335 |
+
0
|
| 336 |
0
|
| 337 |
1
|
| 338 |
1
|
| 339 |
0
|
|
|
|
| 340 |
0
|
| 341 |
0
|
| 342 |
1
|
| 343 |
+
0
|
| 344 |
1
|
| 345 |
+
0
|
| 346 |
+
0
|
| 347 |
1
|
| 348 |
1
|
| 349 |
0
|
| 350 |
1
|
|
|
|
| 351 |
0
|
| 352 |
0
|
|
|
|
|
|
|
| 353 |
0
|
| 354 |
0
|
|
|
|
| 355 |
0
|
| 356 |
+
0
|
| 357 |
+
0
|
| 358 |
+
0
|
| 359 |
1
|
| 360 |
1
|
| 361 |
1
|
| 362 |
1
|
| 363 |
1
|
| 364 |
0
|
| 365 |
+
1
|
| 366 |
0
|
| 367 |
+
1
|
| 368 |
+
1
|
| 369 |
+
1
|
| 370 |
+
1
|
| 371 |
0
|
| 372 |
0
|
|
|
|
| 373 |
0
|
| 374 |
0
|
| 375 |
0
|
|
|
|
| 377 |
0
|
| 378 |
1
|
| 379 |
0
|
| 380 |
+
0
|
| 381 |
1
|
| 382 |
1
|
| 383 |
+
0
|
| 384 |
1
|
| 385 |
0
|
| 386 |
0
|
| 387 |
0
|
| 388 |
+
0
|
| 389 |
+
0
|
|
|
|
| 390 |
0
|
| 391 |
1
|
| 392 |
0
|
| 393 |
1
|
| 394 |
1
|
| 395 |
1
|
| 396 |
+
1
|
| 397 |
0
|
| 398 |
0
|
| 399 |
1
|
| 400 |
1
|
| 401 |
1
|
| 402 |
0
|
| 403 |
+
0
|
| 404 |
+
1
|
| 405 |
1
|
| 406 |
1
|
|
|
|
| 407 |
1
|
| 408 |
1
|
|
|
|
| 409 |
1
|
| 410 |
0
|
| 411 |
0
|
| 412 |
1
|
| 413 |
0
|
| 414 |
0
|
| 415 |
+
0
|
| 416 |
1
|
| 417 |
1
|
| 418 |
+
0
|
| 419 |
+
0
|
| 420 |
1
|
| 421 |
1
|
| 422 |
0
|
|
|
|
| 424 |
0
|
| 425 |
0
|
| 426 |
1
|
| 427 |
+
0
|
| 428 |
+
0
|
| 429 |
1
|
| 430 |
0
|
| 431 |
1
|
| 432 |
+
0
|
| 433 |
1
|
| 434 |
1
|
| 435 |
0
|
| 436 |
1
|
| 437 |
0
|
| 438 |
+
0
|
| 439 |
+
1
|
| 440 |
+
1
|
| 441 |
+
1
|
| 442 |
+
1
|
| 443 |
1
|
| 444 |
0
|
| 445 |
1
|
| 446 |
0
|
| 447 |
0
|
| 448 |
+
1
|
| 449 |
+
0
|
| 450 |
0
|
| 451 |
0
|
| 452 |
1
|
| 453 |
0
|
| 454 |
1
|
| 455 |
1
|
| 456 |
+
1
|
| 457 |
0
|
| 458 |
+
1
|
| 459 |
+
1
|
| 460 |
+
1
|
| 461 |
+
1
|
| 462 |
+
1
|
| 463 |
0
|
| 464 |
1
|
| 465 |
+
1
|
| 466 |
0
|
| 467 |
+
1
|
| 468 |
0
|
| 469 |
0
|
| 470 |
0
|
| 471 |
0
|
| 472 |
+
1
|
| 473 |
0
|
| 474 |
0
|
| 475 |
0
|
| 476 |
+
1
|
| 477 |
+
1
|
| 478 |
0
|
| 479 |
0
|
| 480 |
+
1
|
| 481 |
0
|
| 482 |
0
|
| 483 |
+
1
|
| 484 |
0
|
| 485 |
0
|
|
|
|
|
|
|
| 486 |
0
|
| 487 |
0
|
| 488 |
0
|
| 489 |
0
|
| 490 |
1
|
| 491 |
+
1
|
| 492 |
0
|
| 493 |
0
|
| 494 |
1
|
|
|
|
| 496 |
0
|
| 497 |
1
|
| 498 |
1
|
| 499 |
+
0
|
| 500 |
1
|
| 501 |
1
|
| 502 |
1
|
| 503 |
1
|
| 504 |
0
|
|
|
|
| 505 |
0
|
| 506 |
0
|
| 507 |
1
|
| 508 |
+
1
|
|
|
|
| 509 |
0
|
| 510 |
0
|
| 511 |
1
|
|
|
|
| 513 |
1
|
| 514 |
1
|
| 515 |
1
|
| 516 |
+
1
|
|
|
|
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|
|
|
|
|
|
|
|
| 517 |
0
|
| 518 |
0
|
| 519 |
0
|
|
|
|
| 524 |
0
|
| 525 |
1
|
| 526 |
1
|
|
|
|
|
|
|
| 527 |
1
|
| 528 |
1
|
| 529 |
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0
|
| 530 |
1
|
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0
|
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1
|
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0
|
| 534 |
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0
|
| 535 |
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0
|
| 536 |
1
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1
|
|
|
|
| 538 |
1
|
| 539 |
1
|
| 540 |
1
|
| 541 |
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0
|
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1
|
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1
|
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0
|
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0
|
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0
|
| 547 |
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0
|
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0
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| 550 |
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1
|
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0
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1
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1
|
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1
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0
|
| 557 |
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1
|
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0
|
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1
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1
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1
|
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0
|
| 563 |
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1
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| 564 |
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1
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0
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1
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1
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0
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1
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0
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1
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1
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1
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|
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|
|
|
|
|
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1
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1
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1
|
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1
|
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0
|
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1
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|
|
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|
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1
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1
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0
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1
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1
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0
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1
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0
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1
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|
|
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0
|
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0
|
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1
|
| 606 |
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1
|
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1
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1
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1
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|
|
|
| 611 |
0
|
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0
|
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1
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|
|
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1
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|
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1
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1
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0
|
|
|
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0
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1
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|
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0
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1
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0
|
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0
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|
|
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1
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|
|
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1
|
| 628 |
1
|
|
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|
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|
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| 629 |
1
|
| 630 |
1
|
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0
|
|
|
|
| 632 |
0
|
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1
|
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1
|
|
|
|
| 635 |
1
|
| 636 |
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0
|
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1
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1
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1
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0
|
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0
|
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1
|
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|
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0
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1
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0
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0
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1
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0
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1
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0
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0
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|
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1
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0
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1
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0
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0
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1
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1
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0
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|
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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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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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|
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1
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1
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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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0
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1
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1
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1
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0
|
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1
|
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1
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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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0
|
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1
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0
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1
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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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0
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0
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0
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0
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1
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0
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|
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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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|
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|
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|
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| 855 |
1
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1
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1
|
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0
|
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0
|
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1
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|
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1
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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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|
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|
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|
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1
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|
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1
|
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0
|
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|
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1
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|
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1
|
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1
|
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|
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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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0
|
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|
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0
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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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0
|
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0
|
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0
|
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1
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|
|
|
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1
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| 900 |
1
|
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1
|
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1
|
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0
|
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1
|
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1
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1
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0
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|
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|
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0
|
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1
|
| 913 |
1
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|
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|
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| 914 |
1
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1
|
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0
|
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0
|
|
|
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1
|
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1
|
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0
|
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1
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|
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|
|
|
|
| 922 |
1
|
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1
|
| 924 |
1
|
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0
|
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0
|
|
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|
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|
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| 927 |
1
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1
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1
|
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1
|
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0
|
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0
|
| 933 |
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1
|
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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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0
|
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0
|
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0
|
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0
|
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1
|
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0
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0
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0
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0
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|
|
| 948 |
1
|
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1
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1
|
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1
|
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0
|
| 953 |
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1
|
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0
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0
|
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1
|
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0
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1
|
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1
|
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0
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1
|
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0
|
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1
|
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0
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1
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0
|
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1
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0
|
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1
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|
|
|
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1
|
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0
|
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0
|
| 977 |
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1
|
| 978 |
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1
|
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0
|
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1
|
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0
|
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0
|
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0
|
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1
|
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0
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1
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0
|
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0
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1
|
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1
|
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0
|
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1
|
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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
|
| 998 |
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1
|
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0
|
| 1000 |
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1
|
| 1001 |
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1
|
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0
|
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1
|
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0
|
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0
|
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1
|
| 1007 |
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1
|
| 1008 |
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1
|
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0
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0
|
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0
|
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1
|
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0
|
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0
|
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0
|
|
|
|
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0
|
| 1019 |
1
|
| 1020 |
1
|
| 1021 |
+
1
|
| 1022 |
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1
|
| 1023 |
1
|
| 1024 |
1
|
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0
|
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0
|
| 1027 |
0
|
| 1028 |
0
|
|
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|
|
|
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|
|
|
|
|
|
| 1029 |
0
|
| 1030 |
1
|
| 1031 |
1
|
|
|
|
|
|
|
| 1032 |
1
|
|
|
|
| 1033 |
1
|
| 1034 |
0
|
| 1035 |
0
|
| 1036 |
1
|
|
|
|
| 1037 |
1
|
|
|
|
| 1038 |
1
|
| 1039 |
1
|
|
|
|
| 1040 |
1
|
| 1041 |
1
|
| 1042 |
0
|
|
|
|
|
|
|
|
|
|
| 1043 |
1
|
| 1044 |
1
|
| 1045 |
1
|
| 1046 |
+
0
|
| 1047 |
1
|
| 1048 |
+
0
|
| 1049 |
1
|
| 1050 |
0
|
| 1051 |
0
|
|
|
|
| 1058 |
0
|
| 1059 |
1
|
| 1060 |
0
|
| 1061 |
+
0
|
| 1062 |
0
|
| 1063 |
1
|
| 1064 |
0
|
| 1065 |
0
|
| 1066 |
+
1
|
| 1067 |
0
|
| 1068 |
0
|
| 1069 |
0
|
| 1070 |
0
|
| 1071 |
+
1
|
| 1072 |
0
|
| 1073 |
+
1
|
| 1074 |
0
|
| 1075 |
1
|
| 1076 |
+
1
|
| 1077 |
+
1
|
| 1078 |
0
|
| 1079 |
1
|
| 1080 |
+
1
|
| 1081 |
0
|
| 1082 |
0
|
| 1083 |
0
|
| 1084 |
0
|
| 1085 |
1
|
| 1086 |
1
|
| 1087 |
+
1
|
| 1088 |
+
1
|
| 1089 |
+
1
|
| 1090 |
0
|
| 1091 |
+
1
|
| 1092 |
0
|
| 1093 |
+
1
|
| 1094 |
0
|
| 1095 |
1
|
| 1096 |
0
|
| 1097 |
+
1
|
| 1098 |
+
1
|
| 1099 |
0
|
| 1100 |
+
1
|
| 1101 |
+
1
|
| 1102 |
0
|
| 1103 |
0
|
| 1104 |
0
|
|
|
|
| 1106 |
0
|
| 1107 |
0
|
| 1108 |
0
|
|
|
|
| 1109 |
1
|
| 1110 |
1
|
| 1111 |
+
1
|
| 1112 |
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1
|
| 1113 |
1
|
| 1114 |
0
|
| 1115 |
+
1
|
| 1116 |
+
1
|
| 1117 |
+
1
|
| 1118 |
1
|
| 1119 |
0
|
| 1120 |
0
|
| 1121 |
0
|
| 1122 |
0
|
| 1123 |
0
|
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0
|
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0
|
| 1129 |
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1
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1
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| 1131 |
0
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0
|
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1
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0
|
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1
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1
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1
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|
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| 1148 |
0
|
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1
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1
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1
|
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0
|
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0
|
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1
|
| 1155 |
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1
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| 1156 |
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1
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| 1158 |
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1
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| 1159 |
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1
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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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|
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1
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0
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1
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1
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|
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0
|
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1
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1
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1
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|
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|
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|
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0
|
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1
|
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0
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|
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0
|
| 1195 |
1
|
| 1196 |
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0
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1
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1
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|
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1
|
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0
|
|
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1
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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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0
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1
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0
|
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0
|
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1
|
| 1215 |
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0
|
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1
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1
|
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0
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1
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0
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0
|
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|
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0
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1
|
|
|
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| 1226 |
0
|
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1
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|
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|
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1
|
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1
|
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0
|
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1
|
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|
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0
|
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1
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|
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0
|
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0
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|
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0
|
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1
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0
|
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|
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|
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1
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1
|
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0
|
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1
|
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1
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0
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0
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0
|
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0
|
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|
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1
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1
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1
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0
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1
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|
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1
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1
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1
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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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0
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1
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1
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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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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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0
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0
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1
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|
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1
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1
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1
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0
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0
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0
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0
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1
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|
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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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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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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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0
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1
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0
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1
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1
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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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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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0
|
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1
|
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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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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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0
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0
|
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0
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|
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|
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1
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1
|
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1
|
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1
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0
|
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1
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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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0
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0
|
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0
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0
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0
|
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0
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0
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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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|
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|
|
|
|
|
|
|
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| 1665 |
1
|
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1
|
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1
|
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0
|
| 1669 |
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1
|
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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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0
|
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0
|
| 1678 |
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0
|
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1
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1
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|
|
|
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| 1681 |
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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0
|
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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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0
|
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1
|
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1
|
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0
|
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1
|
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0
|
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0
|
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0
|
| 1700 |
0
|
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1
|
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1
|
|
|
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1
|
|
|
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| 1704 |
1
|
| 1705 |
1
|
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1
|
| 1707 |
1
|
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1
|
|
|
|
| 1709 |
1
|
| 1710 |
1
|
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1
|
|
|
|
| 1716 |
1
|
| 1717 |
0
|
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1
|
|
|
|
| 1719 |
1
|
| 1720 |
0
|
| 1721 |
1
|
| 1722 |
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1
|
| 1723 |
0
|
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1
|
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0
|
| 1726 |
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1
|
| 1727 |
0
|
| 1728 |
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1
|
| 1729 |
0
|
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1
|
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1
|
|
|
|
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1
|
|
|
|
|
|
|
| 1733 |
1
|
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1
|
|
|
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| 1735 |
1
|
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1
|
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0
|
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0
|
| 1739 |
0
|
| 1740 |
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0
|
| 1741 |
1
|
| 1742 |
1
|
| 1743 |
0
|
|
|
|
| 1744 |
0
|
| 1745 |
1
|
| 1746 |
1
|
| 1747 |
+
1
|
| 1748 |
+
1
|
| 1749 |
1
|
| 1750 |
0
|
| 1751 |
0
|
| 1752 |
1
|
| 1753 |
1
|
| 1754 |
0
|
|
|
|
| 1755 |
1
|
| 1756 |
1
|
| 1757 |
1
|
| 1758 |
0
|
| 1759 |
1
|
| 1760 |
0
|
|
|
|
| 1761 |
0
|
| 1762 |
0
|
| 1763 |
1
|
| 1764 |
+
1
|
| 1765 |
0
|
| 1766 |
1
|
| 1767 |
1
|
| 1768 |
0
|
|
|
|
| 1769 |
1
|
| 1770 |
1
|
| 1771 |
0
|
| 1772 |
+
1
|
| 1773 |
0
|
| 1774 |
1
|
| 1775 |
+
0
|
| 1776 |
1
|
| 1777 |
0
|
| 1778 |
+
0
|
| 1779 |
+
0
|
| 1780 |
1
|
| 1781 |
0
|
| 1782 |
0
|
|
|
|
| 1789 |
1
|
| 1790 |
1
|
| 1791 |
0
|
| 1792 |
+
1
|
| 1793 |
+
1
|
| 1794 |
+
1
|
| 1795 |
+
1
|
| 1796 |
0
|
| 1797 |
0
|
| 1798 |
+
1
|
| 1799 |
+
1
|
| 1800 |
0
|
| 1801 |
0
|
| 1802 |
0
|
| 1803 |
1
|
|
|
|
| 1804 |
1
|
| 1805 |
1
|
|
|
|
|
|
|
|
|
|
| 1806 |
1
|
|
|
|
| 1807 |
1
|
| 1808 |
1
|
| 1809 |
0
|
| 1810 |
+
1
|
| 1811 |
0
|
| 1812 |
1
|
| 1813 |
1
|
|
|
|
| 1814 |
1
|
| 1815 |
+
0
|
| 1816 |
1
|
| 1817 |
0
|
| 1818 |
1
|
| 1819 |
+
0
|
| 1820 |
+
0
|
| 1821 |
1
|
| 1822 |
0
|
| 1823 |
0
|
| 1824 |
1
|
| 1825 |
+
0
|
| 1826 |
+
0
|
| 1827 |
+
0
|
| 1828 |
+
0
|
| 1829 |
1
|
| 1830 |
0
|
| 1831 |
1
|
| 1832 |
1
|
| 1833 |
+
1
|
| 1834 |
+
1
|
| 1835 |
+
1
|
| 1836 |
0
|
| 1837 |
0
|
| 1838 |
1
|
| 1839 |
1
|
| 1840 |
+
0
|
| 1841 |
+
1
|
| 1842 |
1
|
| 1843 |
1
|
| 1844 |
0
|
| 1845 |
+
1
|
| 1846 |
+
1
|
| 1847 |
0
|
| 1848 |
0
|
| 1849 |
+
1
|
| 1850 |
0
|
| 1851 |
0
|
| 1852 |
+
1
|
| 1853 |
0
|
| 1854 |
0
|
| 1855 |
0
|
| 1856 |
0
|
| 1857 |
+
1
|
| 1858 |
+
1
|
| 1859 |
+
1
|
| 1860 |
+
1
|
| 1861 |
+
0
|
| 1862 |
+
1
|
| 1863 |
+
0
|
| 1864 |
+
1
|
| 1865 |
+
0
|
| 1866 |
+
1
|
| 1867 |
+
1
|
| 1868 |
+
0
|
| 1869 |
+
0
|
| 1870 |
+
0
|
| 1871 |
+
0
|
| 1872 |
+
1
|
| 1873 |
+
1
|
| 1874 |
+
1
|
| 1875 |
+
1
|
| 1876 |
+
0
|
| 1877 |
+
1
|
| 1878 |
+
1
|
| 1879 |
+
1
|
| 1880 |
+
0
|
| 1881 |
+
1
|
| 1882 |
+
0
|
| 1883 |
+
1
|
| 1884 |
+
1
|
| 1885 |
+
0
|
| 1886 |
+
0
|
| 1887 |
+
1
|
| 1888 |
+
1
|
| 1889 |
+
0
|
| 1890 |
+
1
|
| 1891 |
+
1
|
| 1892 |
+
1
|
| 1893 |
+
1
|
| 1894 |
+
0
|
| 1895 |
+
1
|
| 1896 |
+
1
|
| 1897 |
+
0
|
| 1898 |
+
0
|
| 1899 |
+
1
|
| 1900 |
+
1
|
| 1901 |
+
0
|
| 1902 |
+
1
|
| 1903 |
+
0
|
| 1904 |
+
0
|
| 1905 |
+
0
|
| 1906 |
+
1
|
| 1907 |
+
0
|
| 1908 |
+
1
|
| 1909 |
+
1
|
| 1910 |
+
0
|
| 1911 |
+
1
|
| 1912 |
+
1
|
| 1913 |
+
1
|
| 1914 |
+
1
|
| 1915 |
+
1
|
| 1916 |
+
1
|
| 1917 |
+
1
|
| 1918 |
+
0
|
| 1919 |
+
1
|
| 1920 |
+
1
|
| 1921 |
+
1
|
| 1922 |
+
0
|
| 1923 |
+
1
|
| 1924 |
+
1
|
| 1925 |
+
0
|
| 1926 |
+
0
|
| 1927 |
+
0
|
| 1928 |
+
0
|
| 1929 |
+
0
|
| 1930 |
+
0
|
| 1931 |
+
1
|
| 1932 |
+
0
|
| 1933 |
+
0
|
| 1934 |
+
0
|
| 1935 |
+
1
|
| 1936 |
+
0
|
| 1937 |
+
0
|
| 1938 |
+
0
|
| 1939 |
+
1
|
| 1940 |
+
1
|
| 1941 |
+
1
|
| 1942 |
+
1
|
| 1943 |
+
1
|
| 1944 |
+
1
|
| 1945 |
+
0
|
| 1946 |
+
1
|
| 1947 |
+
1
|
| 1948 |
+
1
|
| 1949 |
+
1
|
| 1950 |
+
0
|
| 1951 |
+
0
|
| 1952 |
+
0
|
| 1953 |
+
1
|
| 1954 |
+
0
|
| 1955 |
+
1
|
| 1956 |
+
0
|
| 1957 |
+
1
|
| 1958 |
+
1
|
| 1959 |
+
1
|
| 1960 |
+
1
|
| 1961 |
+
0
|
| 1962 |
+
0
|
| 1963 |
+
1
|
| 1964 |
+
1
|
| 1965 |
+
0
|
| 1966 |
+
1
|
| 1967 |
+
1
|
| 1968 |
+
0
|
| 1969 |
+
1
|
| 1970 |
+
0
|
| 1971 |
+
1
|
| 1972 |
+
0
|
| 1973 |
+
0
|
| 1974 |
+
1
|
| 1975 |
+
1
|
| 1976 |
+
0
|
| 1977 |
+
1
|
| 1978 |
+
1
|
| 1979 |
+
0
|
| 1980 |
+
1
|
| 1981 |
+
0
|
| 1982 |
+
1
|
| 1983 |
+
1
|
| 1984 |
+
1
|
| 1985 |
+
0
|
| 1986 |
+
1
|
| 1987 |
+
1
|
| 1988 |
+
1
|
| 1989 |
+
0
|
| 1990 |
+
0
|
| 1991 |
+
0
|
| 1992 |
+
1
|
| 1993 |
+
0
|
| 1994 |
+
1
|
| 1995 |
+
1
|
| 1996 |
+
0
|
| 1997 |
+
0
|
| 1998 |
+
0
|
| 1999 |
+
0
|
| 2000 |
+
0
|
| 2001 |
+
0
|
| 2002 |
+
0
|
| 2003 |
+
0
|
| 2004 |
+
0
|
| 2005 |
+
1
|
| 2006 |
+
0
|
| 2007 |
+
1
|
| 2008 |
+
0
|
| 2009 |
+
1
|
| 2010 |
+
0
|
| 2011 |
+
0
|
| 2012 |
+
0
|
| 2013 |
+
1
|
| 2014 |
+
1
|
| 2015 |
+
1
|
| 2016 |
+
0
|
| 2017 |
+
0
|
| 2018 |
+
0
|
| 2019 |
+
1
|
| 2020 |
+
1
|
| 2021 |
+
1
|
| 2022 |
+
0
|
| 2023 |
+
0
|
| 2024 |
+
1
|
| 2025 |
+
0
|
| 2026 |
+
1
|
| 2027 |
+
1
|
| 2028 |
+
0
|
| 2029 |
+
0
|
| 2030 |
+
0
|
| 2031 |
+
0
|
| 2032 |
+
0
|
| 2033 |
+
1
|
| 2034 |
+
1
|
| 2035 |
+
0
|
| 2036 |
+
1
|
| 2037 |
+
1
|
| 2038 |
+
1
|
| 2039 |
+
1
|
| 2040 |
+
0
|
| 2041 |
+
0
|
| 2042 |
+
1
|
| 2043 |
+
0
|
| 2044 |
+
0
|
| 2045 |
+
0
|
| 2046 |
+
1
|
| 2047 |
+
1
|
| 2048 |
+
1
|
| 2049 |
+
0
|
| 2050 |
+
0
|
| 2051 |
+
0
|
| 2052 |
+
0
|
| 2053 |
+
1
|
| 2054 |
+
1
|
| 2055 |
+
0
|
| 2056 |
+
1
|
| 2057 |
+
1
|
| 2058 |
+
1
|
| 2059 |
+
0
|
| 2060 |
+
0
|
| 2061 |
+
0
|
| 2062 |
+
0
|
| 2063 |
+
1
|
| 2064 |
+
0
|
| 2065 |
+
1
|
| 2066 |
+
0
|
| 2067 |
+
0
|
| 2068 |
+
1
|
| 2069 |
+
0
|
| 2070 |
+
0
|
| 2071 |
+
1
|
| 2072 |
+
0
|
| 2073 |
+
1
|
| 2074 |
+
1
|
| 2075 |
+
0
|
| 2076 |
+
1
|
| 2077 |
+
0
|
| 2078 |
+
0
|
| 2079 |
+
1
|
| 2080 |
+
1
|
| 2081 |
+
0
|
| 2082 |
+
0
|
| 2083 |
+
1
|
| 2084 |
+
1
|
| 2085 |
+
0
|
| 2086 |
+
1
|
| 2087 |
+
1
|
| 2088 |
+
1
|
| 2089 |
+
1
|
| 2090 |
+
1
|
| 2091 |
+
0
|
| 2092 |
+
1
|
| 2093 |
+
1
|
| 2094 |
+
1
|
| 2095 |
+
0
|
| 2096 |
+
1
|
| 2097 |
+
1
|
| 2098 |
+
1
|
| 2099 |
+
1
|
| 2100 |
+
1
|
| 2101 |
+
0
|
| 2102 |
+
0
|
| 2103 |
+
1
|
| 2104 |
+
1
|
| 2105 |
+
1
|
| 2106 |
+
1
|
| 2107 |
+
0
|
| 2108 |
+
1
|
| 2109 |
+
0
|
| 2110 |
+
1
|
| 2111 |
+
0
|
| 2112 |
+
0
|
| 2113 |
+
1
|
| 2114 |
+
1
|
| 2115 |
+
1
|
| 2116 |
+
1
|
| 2117 |
+
0
|
| 2118 |
+
0
|
| 2119 |
+
1
|
| 2120 |
+
0
|
| 2121 |
+
1
|
| 2122 |
+
0
|
| 2123 |
+
0
|
| 2124 |
+
1
|
| 2125 |
+
0
|
| 2126 |
+
1
|
| 2127 |
+
1
|
| 2128 |
+
1
|
| 2129 |
+
1
|
| 2130 |
+
0
|
| 2131 |
+
0
|
| 2132 |
+
1
|
| 2133 |
+
0
|
| 2134 |
+
1
|
| 2135 |
+
1
|
| 2136 |
+
1
|
| 2137 |
+
1
|
| 2138 |
+
1
|
| 2139 |
+
1
|
| 2140 |
+
0
|
| 2141 |
+
1
|
| 2142 |
+
1
|
| 2143 |
+
1
|
| 2144 |
+
0
|
| 2145 |
+
1
|
| 2146 |
+
0
|
| 2147 |
+
1
|
| 2148 |
+
0
|
| 2149 |
+
1
|
| 2150 |
+
0
|
| 2151 |
+
1
|
| 2152 |
+
0
|
| 2153 |
+
1
|
| 2154 |
+
1
|
| 2155 |
+
0
|
| 2156 |
+
1
|
| 2157 |
+
1
|
| 2158 |
+
1
|
| 2159 |
+
1
|
| 2160 |
+
1
|
| 2161 |
+
0
|
| 2162 |
+
0
|
| 2163 |
+
1
|
| 2164 |
+
1
|
| 2165 |
+
1
|
| 2166 |
+
1
|
| 2167 |
+
1
|
| 2168 |
+
1
|
| 2169 |
+
1
|
| 2170 |
+
0
|
| 2171 |
+
1
|
| 2172 |
+
0
|
| 2173 |
+
1
|
| 2174 |
+
0
|
| 2175 |
+
0
|
| 2176 |
+
1
|
| 2177 |
+
1
|
| 2178 |
+
1
|
| 2179 |
+
0
|
| 2180 |
+
1
|
| 2181 |
+
0
|
| 2182 |
+
0
|
| 2183 |
+
0
|
| 2184 |
+
1
|
| 2185 |
+
1
|
| 2186 |
+
1
|
| 2187 |
+
1
|
| 2188 |
+
1
|
| 2189 |
+
0
|
| 2190 |
+
1
|
| 2191 |
+
0
|
| 2192 |
+
1
|
| 2193 |
+
1
|
| 2194 |
+
1
|
| 2195 |
+
0
|
| 2196 |
+
1
|
| 2197 |
+
0
|
| 2198 |
+
0
|
| 2199 |
+
1
|
| 2200 |
+
0
|
| 2201 |
+
1
|
| 2202 |
+
0
|
| 2203 |
+
1
|
| 2204 |
+
1
|
| 2205 |
+
1
|
| 2206 |
+
1
|
| 2207 |
+
0
|
| 2208 |
+
0
|
| 2209 |
+
0
|
| 2210 |
+
1
|
| 2211 |
+
0
|
| 2212 |
+
0
|
| 2213 |
+
1
|
| 2214 |
+
1
|
| 2215 |
+
1
|
| 2216 |
+
0
|
| 2217 |
+
1
|
| 2218 |
+
1
|
| 2219 |
+
0
|
| 2220 |
+
0
|
| 2221 |
+
1
|
| 2222 |
+
1
|
| 2223 |
+
1
|
| 2224 |
+
0
|
| 2225 |
+
1
|
| 2226 |
+
1
|
| 2227 |
+
0
|
| 2228 |
+
1
|
| 2229 |
+
1
|
| 2230 |
+
0
|
| 2231 |
+
1
|
| 2232 |
+
1
|
| 2233 |
+
0
|
| 2234 |
+
1
|
| 2235 |
+
0
|
| 2236 |
+
0
|
| 2237 |
+
1
|
| 2238 |
+
1
|
| 2239 |
+
0
|
| 2240 |
+
0
|
| 2241 |
+
1
|
| 2242 |
+
0
|
| 2243 |
+
1
|
| 2244 |
+
0
|
| 2245 |
+
0
|
| 2246 |
+
1
|
| 2247 |
+
0
|
| 2248 |
+
1
|
| 2249 |
+
1
|
| 2250 |
+
1
|
| 2251 |
+
0
|
| 2252 |
+
0
|
| 2253 |
+
0
|
| 2254 |
+
1
|
| 2255 |
+
0
|
| 2256 |
+
1
|
| 2257 |
+
1
|
| 2258 |
+
1
|
| 2259 |
+
1
|
| 2260 |
+
0
|
| 2261 |
+
0
|
| 2262 |
+
1
|
| 2263 |
+
1
|
| 2264 |
+
1
|
| 2265 |
+
1
|
| 2266 |
+
1
|
| 2267 |
+
1
|
| 2268 |
+
1
|
| 2269 |
+
0
|
| 2270 |
+
1
|
| 2271 |
+
1
|
| 2272 |
+
1
|
| 2273 |
+
0
|
| 2274 |
+
0
|
| 2275 |
+
0
|
| 2276 |
+
1
|
| 2277 |
+
1
|
| 2278 |
+
0
|
| 2279 |
+
0
|
| 2280 |
+
1
|
| 2281 |
+
1
|
| 2282 |
+
1
|
| 2283 |
+
0
|
| 2284 |
+
0
|
| 2285 |
+
0
|
| 2286 |
+
0
|
| 2287 |
+
1
|
| 2288 |
+
0
|
| 2289 |
+
0
|
| 2290 |
+
1
|
| 2291 |
+
1
|
| 2292 |
+
1
|
| 2293 |
+
1
|
| 2294 |
+
1
|
| 2295 |
+
0
|
| 2296 |
+
1
|
| 2297 |
+
0
|
| 2298 |
+
0
|
| 2299 |
+
0
|
| 2300 |
+
0
|
| 2301 |
+
0
|
| 2302 |
+
0
|
| 2303 |
+
1
|
| 2304 |
+
0
|
| 2305 |
+
1
|
| 2306 |
+
1
|
| 2307 |
+
1
|
| 2308 |
+
0
|
| 2309 |
+
1
|
| 2310 |
+
0
|
| 2311 |
+
0
|
| 2312 |
+
0
|
| 2313 |
+
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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0
|
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1
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1
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1
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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
|
| 2331 |
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1
|
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|
| 2333 |
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|
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|
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|
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|
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1
|
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1
|
| 2340 |
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1
|
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1
|
| 2342 |
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1
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1
|
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1
|
| 2351 |
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0
|
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0
|
| 2353 |
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1
|
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0
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| 2355 |
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0
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0
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| 2360 |
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| 2364 |
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1
|
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1
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1
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| 2378 |
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1
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| 2379 |
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1
|
| 2380 |
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1
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| 2381 |
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1
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0
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| 2400 |
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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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| 2670 |
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1
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| 2710 |
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|
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1
|
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|
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1
|
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|
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|
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|
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|
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|
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1
|
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|
| 2770 |
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|
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1
|
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|
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0
|
| 2775 |
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|
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0
|
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1
|
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1
|
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1
|
| 2780 |
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0
|
| 2781 |
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1
|
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0
|
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0
|
| 2784 |
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0
|
| 2785 |
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0
|
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|
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|
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|
| 2789 |
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|
| 2790 |
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0
|
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1
|
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1
|
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0
|
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0
|
| 2795 |
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1
|
| 2796 |
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0
|
| 2797 |
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1
|
| 2798 |
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1
|
| 2799 |
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1
|
| 2800 |
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1
|
| 2801 |
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0
|
| 2802 |
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0
|
| 2803 |
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0
|
| 2804 |
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1
|
| 2805 |
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1
|
| 2806 |
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1
|
| 2807 |
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1
|
| 2808 |
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1
|
| 2809 |
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1
|
| 2810 |
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0
|
| 2811 |
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0
|
| 2812 |
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1
|
| 2813 |
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1
|
| 2814 |
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0
|
| 2815 |
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0
|
| 2816 |
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0
|
| 2817 |
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0
|
| 2818 |
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0
|
| 2819 |
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1
|
| 2820 |
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0
|
| 2821 |
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0
|
| 2822 |
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0
|
| 2823 |
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0
|
| 2824 |
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1
|
| 2825 |
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0
|
| 2826 |
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0
|
| 2827 |
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0
|
| 2828 |
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0
|
| 2829 |
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1
|
| 2830 |
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1
|
| 2831 |
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0
|
| 2832 |
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1
|
| 2833 |
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1
|
| 2834 |
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0
|
| 2835 |
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0
|
| 2836 |
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1
|
| 2837 |
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0
|
| 2838 |
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1
|
| 2839 |
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0
|
| 2840 |
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0
|
| 2841 |
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0
|
| 2842 |
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0
|
| 2843 |
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0
|
| 2844 |
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1
|
| 2845 |
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1
|
| 2846 |
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1
|
| 2847 |
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0
|
| 2848 |
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0
|
| 2849 |
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1
|
| 2850 |
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0
|
| 2851 |
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0
|
| 2852 |
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0
|
| 2853 |
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1
|
| 2854 |
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0
|
| 2855 |
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0
|
| 2856 |
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0
|
| 2857 |
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0
|
| 2858 |
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ratio_proportion_change3_2223/sch_largest_100-coded/output/first10/bert_fine_tuned.model.first10%.wskills.ep24
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ratio_proportion_change3_2223/sch_largest_100-coded/output/highGRschool10/bert_fine_tuned.model.ep42
DELETED
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ratio_proportion_change3_2223/sch_largest_100-coded/time_info/full_data_normalized_time.pkl
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src/__pycache__/attention.cpython-312.pyc
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src/__pycache__/embedding.cpython-312.pyc
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src/__pycache__/vocab.cpython-312.pyc
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src/dataset.py
CHANGED
|
@@ -7,18 +7,208 @@ import random
|
|
| 7 |
from .vocab import Vocab
|
| 8 |
import pickle
|
| 9 |
import copy
|
| 10 |
-
import
|
| 11 |
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| 12 |
class TokenizerDataset(Dataset):
|
| 13 |
"""
|
| 14 |
Class name: TokenizerDataset
|
| 15 |
Tokenize the data in the dataset
|
| 16 |
-
|
| 17 |
"""
|
| 18 |
def __init__(self, dataset_path, label_path, vocab, seq_len=30):
|
| 19 |
self.dataset_path = dataset_path
|
| 20 |
self.label_path = label_path
|
| 21 |
self.vocab = vocab # Vocab object
|
|
|
|
| 22 |
|
| 23 |
# Related to input dataset file
|
| 24 |
self.lines = []
|
|
@@ -52,14 +242,39 @@ class TokenizerDataset(Dataset):
|
|
| 52 |
feat2 = [float(i) for i in line.split(",")[-2].split("\t")]
|
| 53 |
feat_vec.extend(feat2[1:])
|
| 54 |
|
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|
|
| 55 |
if j == 0:
|
| 56 |
print(len(feat_vec))
|
| 57 |
j+=1
|
| 58 |
-
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
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|
| 59 |
self.feats.append(feat_vec)
|
| 60 |
dataset_info_file.close()
|
| 61 |
except Exception as e:
|
| 62 |
print(e)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 63 |
|
| 64 |
self.file = open(self.dataset_path, "r")
|
| 65 |
for line in self.file:
|
|
@@ -102,315 +317,95 @@ class TokenizerDataset(Dataset):
|
|
| 102 |
'segment_label': segment_label}
|
| 103 |
return {key: torch.tensor(value) for key, value in output.items()}
|
| 104 |
|
| 105 |
-
|
| 106 |
-
|
| 107 |
-
Feature length: 17
|
| 108 |
-
|
| 109 |
-
"""
|
| 110 |
-
def __init__(self, dataset_path, label_path, vocab, seq_len=30):
|
| 111 |
-
print(f"dataset_path: {dataset_path}")
|
| 112 |
-
print(f"label_path: {label_path}")
|
| 113 |
-
|
| 114 |
-
self.dataset_path = dataset_path
|
| 115 |
-
self.label_path = label_path
|
| 116 |
-
self.vocab = vocab # Vocab object
|
| 117 |
-
self.seq_len = seq_len
|
| 118 |
-
|
| 119 |
-
# Related to input dataset file
|
| 120 |
-
self.lines = []
|
| 121 |
-
self.labels = []
|
| 122 |
-
self.feats = []
|
| 123 |
-
selected_lines = []
|
| 124 |
-
|
| 125 |
-
print("TokenizerwSkillsDataset...............................")
|
| 126 |
-
|
| 127 |
-
if self.label_path:
|
| 128 |
-
# Comment this section if you are not using feat attribute
|
| 129 |
-
dataset_info_file = open(self.label_path.replace("label", "info"), "r").readlines()
|
| 130 |
-
print(">>>>>>>>>>>>>>>>>", len(dataset_info_file))
|
| 131 |
-
j = 0
|
| 132 |
-
for idex, line in enumerate(dataset_info_file):
|
| 133 |
-
try:
|
| 134 |
-
if line:
|
| 135 |
-
line = line.strip()
|
| 136 |
-
if not line:
|
| 137 |
-
continue
|
| 138 |
-
|
| 139 |
-
feat_vec = [float(i) for i in line.split(",")[-9].split("\t")]
|
| 140 |
-
feat2 = [float(i) for i in line.split(",")[-8].split("\t")]
|
| 141 |
-
feat_vec.extend(feat2[1:])
|
| 142 |
-
|
| 143 |
-
if j == 0:
|
| 144 |
-
print(";;;;", len(feat_vec), feat_vec)
|
| 145 |
-
j+=1
|
| 146 |
-
self.feats.append(feat_vec)
|
| 147 |
-
selected_lines.append(idex)
|
| 148 |
-
except Exception as e:
|
| 149 |
-
print("................>")
|
| 150 |
-
print(e)
|
| 151 |
-
print("Error at index: ", idex)
|
| 152 |
-
|
| 153 |
-
self.label_file = open(self.label_path, "r")
|
| 154 |
-
for idex, line in enumerate(self.label_file):
|
| 155 |
-
if line:
|
| 156 |
-
line = line.strip()
|
| 157 |
-
if not line:
|
| 158 |
-
continue
|
| 159 |
-
if idex in selected_lines:
|
| 160 |
-
self.labels.append(int(line))
|
| 161 |
-
# self.labels.append(int(line))
|
| 162 |
-
self.label_file.close()
|
| 163 |
-
|
| 164 |
-
self.file = open(self.dataset_path, "r")
|
| 165 |
-
for idex, line in enumerate(self.file):
|
| 166 |
-
if line:
|
| 167 |
-
line = line.strip()
|
| 168 |
-
if line:
|
| 169 |
-
if idex in selected_lines:
|
| 170 |
-
self.lines.append(line)
|
| 171 |
-
# self.lines.append(line)
|
| 172 |
-
self.file.close()
|
| 173 |
-
self.len = len(self.lines)
|
| 174 |
-
print("Sequence length set at ", self.seq_len, len(self.lines), len(self.labels) if self.label_path else 0)
|
| 175 |
-
|
| 176 |
-
def __len__(self):
|
| 177 |
-
return self.len
|
| 178 |
-
|
| 179 |
-
def __getitem__(self, item):
|
| 180 |
-
org_line = self.lines[item].split("\t")
|
| 181 |
-
dup_line = []
|
| 182 |
-
opt = False
|
| 183 |
-
for l in org_line:
|
| 184 |
-
if l in ["OptionalTask_1", "EquationAnswer", "NumeratorFactor", "DenominatorFactor", "OptionalTask_2", "FirstRow1:1", "FirstRow1:2", "FirstRow2:1", "FirstRow2:2", "SecondRow", "ThirdRow"]:
|
| 185 |
-
opt = True
|
| 186 |
-
if opt and 'FinalAnswer-' in l:
|
| 187 |
-
dup_line.append('[UNK]')
|
| 188 |
-
else:
|
| 189 |
-
dup_line.append(l)
|
| 190 |
-
dup_line = "\t".join(dup_line)
|
| 191 |
-
# print(dup_line)
|
| 192 |
-
s1 = self.vocab.to_seq(dup_line, self.seq_len) # This is like tokenizer and adds [CLS] and [SEP].
|
| 193 |
-
s1_label = self.labels[item] if self.label_path else 0
|
| 194 |
-
segment_label = [1 for _ in range(len(s1))]
|
| 195 |
-
s1_feat = self.feats[item] if len(self.feats)>0 else 0
|
| 196 |
-
padding = [self.vocab.vocab['[PAD]'] for _ in range(self.seq_len - len(s1))]
|
| 197 |
-
s1.extend(padding), segment_label.extend(padding)
|
| 198 |
-
# print(s1_feat)
|
| 199 |
-
|
| 200 |
-
output = {'input': s1,
|
| 201 |
-
'label': s1_label,
|
| 202 |
-
'feat': s1_feat,
|
| 203 |
-
'segment_label': segment_label}
|
| 204 |
-
return {key: torch.tensor(value) for key, value in output.items()}
|
| 205 |
-
|
| 206 |
-
|
| 207 |
-
class TokenizerwTimeDataset(Dataset):
|
| 208 |
"""
|
| 209 |
-
|
| 210 |
-
|
|
|
|
| 211 |
"""
|
| 212 |
def __init__(self, dataset_path, label_path, vocab, seq_len=30):
|
| 213 |
-
print(f"dataset_path: {dataset_path}")
|
| 214 |
-
print(f"label_path: {label_path}")
|
| 215 |
-
|
| 216 |
self.dataset_path = dataset_path
|
| 217 |
self.label_path = label_path
|
| 218 |
self.vocab = vocab # Vocab object
|
| 219 |
-
self.
|
| 220 |
-
|
| 221 |
# Related to input dataset file
|
| 222 |
self.lines = []
|
| 223 |
self.labels = []
|
| 224 |
self.feats = []
|
| 225 |
-
selected_lines = []
|
| 226 |
-
|
| 227 |
-
print("TokenizerwTimeDataset...............................")
|
| 228 |
-
time_df = pickle.load(open("ratio_proportion_change3_2223/sch_largest_100-coded/time_info/full_data_normalized_time.pkl", "rb"))
|
| 229 |
-
print("time: ?? ", time_df.shape)
|
| 230 |
-
|
| 231 |
if self.label_path:
|
| 232 |
-
# Comment this section if you are not using feat attribute
|
| 233 |
-
dataset_info_file = open(self.label_path.replace("label", "info"), "r").readlines()
|
| 234 |
-
print(">>>>>>>>>>>>>>>>>", len(dataset_info_file))
|
| 235 |
-
j = 0
|
| 236 |
-
for idex, line in enumerate(dataset_info_file):
|
| 237 |
-
try:
|
| 238 |
-
if line:
|
| 239 |
-
line = line.strip()
|
| 240 |
-
if not line:
|
| 241 |
-
continue
|
| 242 |
-
|
| 243 |
-
feat_vec = []
|
| 244 |
-
|
| 245 |
-
sch = line.split(",")[0]
|
| 246 |
-
stu = line.split(",")[2]
|
| 247 |
-
progress = line.split(",")[3]
|
| 248 |
-
prob_id = line.split(",")[4]
|
| 249 |
-
|
| 250 |
-
total_time = time_df.loc[(sch, stu, progress, prob_id)]['total_time'].item()
|
| 251 |
-
faopt_time = time_df.loc[(sch, stu, progress, prob_id)]['faopt_time'].item()
|
| 252 |
-
opt_time = time_df.loc[(sch, stu, progress, prob_id)]['opt_time'].item()
|
| 253 |
-
nonopt_time = time_df.loc[(sch, stu, progress, prob_id)]['nonopt_time'].item()
|
| 254 |
-
|
| 255 |
-
feat_vec.append(faopt_time)
|
| 256 |
-
feat_vec.append(total_time)
|
| 257 |
-
feat_vec.append(opt_time)
|
| 258 |
-
feat_vec.append(nonopt_time)
|
| 259 |
-
|
| 260 |
-
if j == 0:
|
| 261 |
-
print(";;;;", len(feat_vec), feat_vec)
|
| 262 |
-
j+=1
|
| 263 |
-
self.feats.append(feat_vec)
|
| 264 |
-
selected_lines.append(idex)
|
| 265 |
-
except Exception as e:
|
| 266 |
-
print("................>")
|
| 267 |
-
print(e)
|
| 268 |
-
print("Error at index: ", idex)
|
| 269 |
-
|
| 270 |
self.label_file = open(self.label_path, "r")
|
| 271 |
-
for
|
| 272 |
if line:
|
| 273 |
line = line.strip()
|
| 274 |
if not line:
|
| 275 |
continue
|
| 276 |
-
|
| 277 |
-
self.labels.append(int(line))
|
| 278 |
-
# self.labels.append(int(line))
|
| 279 |
self.label_file.close()
|
| 280 |
-
|
| 281 |
-
self.file = open(self.dataset_path, "r")
|
| 282 |
-
for idex, line in enumerate(self.file):
|
| 283 |
-
if line:
|
| 284 |
-
line = line.strip()
|
| 285 |
-
if line:
|
| 286 |
-
if idex in selected_lines:
|
| 287 |
-
self.lines.append(line)
|
| 288 |
-
# self.lines.append(line)
|
| 289 |
-
self.file.close()
|
| 290 |
-
self.len = len(self.lines)
|
| 291 |
-
print("Sequence length set at ", self.seq_len, len(self.lines), len(self.labels) if self.label_path else 0)
|
| 292 |
-
|
| 293 |
-
def __len__(self):
|
| 294 |
-
return self.len
|
| 295 |
-
|
| 296 |
-
def __getitem__(self, item):
|
| 297 |
-
org_line = self.lines[item].split("\t")
|
| 298 |
-
dup_line = []
|
| 299 |
-
opt = False
|
| 300 |
-
for l in org_line:
|
| 301 |
-
if l in ["OptionalTask_1", "EquationAnswer", "NumeratorFactor", "DenominatorFactor", "OptionalTask_2", "FirstRow1:1", "FirstRow1:2", "FirstRow2:1", "FirstRow2:2", "SecondRow", "ThirdRow"]:
|
| 302 |
-
opt = True
|
| 303 |
-
if opt and 'FinalAnswer-' in l:
|
| 304 |
-
dup_line.append('[UNK]')
|
| 305 |
-
else:
|
| 306 |
-
dup_line.append(l)
|
| 307 |
-
dup_line = "\t".join(dup_line)
|
| 308 |
-
# print(dup_line)
|
| 309 |
-
s1 = self.vocab.to_seq(dup_line, self.seq_len) # This is like tokenizer and adds [CLS] and [SEP].
|
| 310 |
-
s1_label = self.labels[item] if self.label_path else 0
|
| 311 |
-
segment_label = [1 for _ in range(len(s1))]
|
| 312 |
-
s1_feat = self.feats[item] if len(self.feats)>0 else 0
|
| 313 |
-
padding = [self.vocab.vocab['[PAD]'] for _ in range(self.seq_len - len(s1))]
|
| 314 |
-
s1.extend(padding), segment_label.extend(padding)
|
| 315 |
-
# print(s1_feat)
|
| 316 |
-
|
| 317 |
-
output = {'input': s1,
|
| 318 |
-
'label': s1_label,
|
| 319 |
-
'feat': s1_feat,
|
| 320 |
-
'segment_label': segment_label}
|
| 321 |
-
return {key: torch.tensor(value) for key, value in output.items()}
|
| 322 |
-
|
| 323 |
-
class TokenizerwSkillsTimeDataset(Dataset):
|
| 324 |
-
"""
|
| 325 |
-
Feature length: 17+4 = 21
|
| 326 |
-
|
| 327 |
-
"""
|
| 328 |
-
def __init__(self, dataset_path, label_path, vocab, seq_len=30):
|
| 329 |
-
print(f"dataset_path: {dataset_path}")
|
| 330 |
-
print(f"label_path: {label_path}")
|
| 331 |
-
|
| 332 |
-
self.dataset_path = dataset_path
|
| 333 |
-
self.label_path = label_path
|
| 334 |
-
self.vocab = vocab # Vocab object
|
| 335 |
-
self.seq_len = seq_len
|
| 336 |
-
|
| 337 |
-
# Related to input dataset file
|
| 338 |
-
self.lines = []
|
| 339 |
-
self.labels = []
|
| 340 |
-
self.feats = []
|
| 341 |
-
selected_lines = []
|
| 342 |
-
|
| 343 |
-
print("TokenizerwSkillsTimeDataset...............................")
|
| 344 |
-
time_df = pickle.load(open("ratio_proportion_change3_2223/sch_largest_100-coded/time_info/full_data_normalized_time.pkl", "rb"))
|
| 345 |
-
print("time: ", time_df.shape)
|
| 346 |
-
|
| 347 |
-
if self.label_path:
|
| 348 |
# Comment this section if you are not using feat attribute
|
| 349 |
-
|
| 350 |
-
|
| 351 |
-
|
| 352 |
-
|
| 353 |
-
try:
|
| 354 |
if line:
|
| 355 |
line = line.strip()
|
| 356 |
if not line:
|
| 357 |
continue
|
| 358 |
-
|
| 359 |
-
|
| 360 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 361 |
feat_vec.extend(feat2[1:])
|
| 362 |
-
|
| 363 |
-
|
| 364 |
-
|
| 365 |
-
|
| 366 |
-
|
| 367 |
-
|
| 368 |
-
|
| 369 |
-
|
| 370 |
-
|
| 371 |
-
nonopt_time = time_df.loc[(sch, stu, progress, prob_id)]['nonopt_time'].item()
|
| 372 |
-
|
| 373 |
-
feat_vec.append(faopt_time)
|
| 374 |
-
feat_vec.append(total_time)
|
| 375 |
-
feat_vec.append(opt_time)
|
| 376 |
-
feat_vec.append(nonopt_time)
|
| 377 |
-
|
| 378 |
if j == 0:
|
| 379 |
-
print(
|
| 380 |
j+=1
|
| 381 |
-
|
| 382 |
-
|
| 383 |
-
|
| 384 |
-
|
| 385 |
-
|
| 386 |
-
|
|
|
|
|
|
|
| 387 |
|
| 388 |
-
|
| 389 |
-
|
| 390 |
-
|
| 391 |
-
|
| 392 |
-
|
| 393 |
-
|
| 394 |
-
|
| 395 |
-
|
| 396 |
-
# self.labels.append(int(line))
|
| 397 |
-
self.label_file.close()
|
| 398 |
|
| 399 |
self.file = open(self.dataset_path, "r")
|
| 400 |
-
for
|
| 401 |
if line:
|
| 402 |
line = line.strip()
|
| 403 |
if line:
|
| 404 |
-
|
| 405 |
-
|
| 406 |
-
|
| 407 |
-
self.file.close()
|
| 408 |
self.len = len(self.lines)
|
|
|
|
| 409 |
print("Sequence length set at ", self.seq_len, len(self.lines), len(self.labels) if self.label_path else 0)
|
| 410 |
-
|
| 411 |
def __len__(self):
|
| 412 |
return self.len
|
| 413 |
-
|
| 414 |
def __getitem__(self, item):
|
| 415 |
org_line = self.lines[item].split("\t")
|
| 416 |
dup_line = []
|
|
@@ -418,7 +413,7 @@ class TokenizerwSkillsTimeDataset(Dataset):
|
|
| 418 |
for l in org_line:
|
| 419 |
if l in ["OptionalTask_1", "EquationAnswer", "NumeratorFactor", "DenominatorFactor", "OptionalTask_2", "FirstRow1:1", "FirstRow1:2", "FirstRow2:1", "FirstRow2:2", "SecondRow", "ThirdRow"]:
|
| 420 |
opt = True
|
| 421 |
-
if opt and 'FinalAnswer-' in l:
|
| 422 |
dup_line.append('[UNK]')
|
| 423 |
else:
|
| 424 |
dup_line.append(l)
|
|
@@ -430,10 +425,35 @@ class TokenizerwSkillsTimeDataset(Dataset):
|
|
| 430 |
s1_feat = self.feats[item] if len(self.feats)>0 else 0
|
| 431 |
padding = [self.vocab.vocab['[PAD]'] for _ in range(self.seq_len - len(s1))]
|
| 432 |
s1.extend(padding), segment_label.extend(padding)
|
| 433 |
-
|
| 434 |
-
|
| 435 |
output = {'input': s1,
|
| 436 |
'label': s1_label,
|
| 437 |
'feat': s1_feat,
|
| 438 |
'segment_label': segment_label}
|
| 439 |
-
return {key: torch.tensor(value) for key, value in output.items()}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 7 |
from .vocab import Vocab
|
| 8 |
import pickle
|
| 9 |
import copy
|
| 10 |
+
# from sklearn.preprocessing import OneHotEncoder
|
| 11 |
|
| 12 |
+
class PretrainerDataset(Dataset):
|
| 13 |
+
"""
|
| 14 |
+
Class name: PretrainDataset
|
| 15 |
+
|
| 16 |
+
"""
|
| 17 |
+
def __init__(self, dataset_path, vocab, seq_len=30, max_mask=0.15):
|
| 18 |
+
self.dataset_path = dataset_path
|
| 19 |
+
self.vocab = vocab # Vocab object
|
| 20 |
+
|
| 21 |
+
# Related to input dataset file
|
| 22 |
+
self.lines = []
|
| 23 |
+
self.index_documents = {}
|
| 24 |
+
|
| 25 |
+
seq_len_list = []
|
| 26 |
+
with open(self.dataset_path, "r") as reader:
|
| 27 |
+
i = 0
|
| 28 |
+
index = 0
|
| 29 |
+
self.index_documents[i] = []
|
| 30 |
+
for line in tqdm.tqdm(reader.readlines()):
|
| 31 |
+
if line:
|
| 32 |
+
line = line.strip()
|
| 33 |
+
if not line:
|
| 34 |
+
i+=1
|
| 35 |
+
self.index_documents[i] = []
|
| 36 |
+
else:
|
| 37 |
+
self.index_documents[i].append(index)
|
| 38 |
+
self.lines.append(line.split("\t"))
|
| 39 |
+
len_line = len(line.split("\t"))
|
| 40 |
+
seq_len_list.append(len_line)
|
| 41 |
+
index+=1
|
| 42 |
+
reader.close()
|
| 43 |
+
print("Sequence Stats: len: %s, min: %s, max: %s, average: %s"% (len(seq_len_list),
|
| 44 |
+
min(seq_len_list), max(seq_len_list), sum(seq_len_list)/len(seq_len_list)))
|
| 45 |
+
print("Unique Sequences: ", len({tuple(ll) for ll in self.lines}))
|
| 46 |
+
self.index_documents = {k:v for k,v in self.index_documents.items() if v}
|
| 47 |
+
print(len(self.index_documents))
|
| 48 |
+
self.seq_len = seq_len
|
| 49 |
+
print("Sequence length set at: ", self.seq_len)
|
| 50 |
+
self.max_mask = max_mask
|
| 51 |
+
print("% of input tokens selected for masking : ",self.max_mask)
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
def __len__(self):
|
| 55 |
+
return len(self.lines)
|
| 56 |
+
|
| 57 |
+
def __getitem__(self, item):
|
| 58 |
+
token_a = self.lines[item]
|
| 59 |
+
# sa_masked = None
|
| 60 |
+
# sa_masked_label = None
|
| 61 |
+
# token_b = None
|
| 62 |
+
# is_same_student = None
|
| 63 |
+
# sb_masked = None
|
| 64 |
+
# sb_masked_label = None
|
| 65 |
+
|
| 66 |
+
# if self.select_next_seq:
|
| 67 |
+
# is_same_student, token_b = self.get_token_b(item)
|
| 68 |
+
# is_same_student = 1 if is_same_student else 0
|
| 69 |
+
# token_a1, token_b1 = self.truncate_to_max_seq(token_a, token_b)
|
| 70 |
+
# sa_masked, sa_masked_label = self.random_mask_seq(token_a1)
|
| 71 |
+
# sb_masked, sb_masked_label = self.random_mask_seq(token_b1)
|
| 72 |
+
# else:
|
| 73 |
+
token_a = token_a[:self.seq_len-2]
|
| 74 |
+
sa_masked, sa_masked_label, sa_masked_pos = self.random_mask_seq(token_a)
|
| 75 |
+
|
| 76 |
+
s1 = ([self.vocab.vocab['[CLS]']] + sa_masked + [self.vocab.vocab['[SEP]']])
|
| 77 |
+
s1_label = ([self.vocab.vocab['[PAD]']] + sa_masked_label + [self.vocab.vocab['[PAD]']])
|
| 78 |
+
segment_label = [1 for _ in range(len(s1))]
|
| 79 |
+
masked_pos = ([0] + sa_masked_pos + [0])
|
| 80 |
+
|
| 81 |
+
# if self.select_next_seq:
|
| 82 |
+
# s1 = s1 + sb_masked + [self.vocab.vocab['[SEP]']]
|
| 83 |
+
# s1_label = s1_label + sb_masked_label + [self.vocab.vocab['[PAD]']]
|
| 84 |
+
# segment_label = segment_label + [2 for _ in range(len(sb_masked)+1)]
|
| 85 |
+
|
| 86 |
+
padding = [self.vocab.vocab['[PAD]'] for _ in range(self.seq_len - len(s1))]
|
| 87 |
+
s1.extend(padding)
|
| 88 |
+
s1_label.extend(padding)
|
| 89 |
+
segment_label.extend(padding)
|
| 90 |
+
masked_pos.extend(padding)
|
| 91 |
+
|
| 92 |
+
output = {'bert_input': s1,
|
| 93 |
+
'bert_label': s1_label,
|
| 94 |
+
'segment_label': segment_label,
|
| 95 |
+
'masked_pos': masked_pos}
|
| 96 |
+
# print(f"tokenA: {token_a}")
|
| 97 |
+
# print(f"output: {output}")
|
| 98 |
+
|
| 99 |
+
# if self.select_next_seq:
|
| 100 |
+
# output['is_same_student'] = is_same_student
|
| 101 |
+
|
| 102 |
+
# print(item, len(s1), len(s1_label), len(segment_label))
|
| 103 |
+
# print(f"{item}.")
|
| 104 |
+
return {key: torch.tensor(value) for key, value in output.items()}
|
| 105 |
+
|
| 106 |
+
def random_mask_seq(self, tokens):
|
| 107 |
+
"""
|
| 108 |
+
Input: original token seq
|
| 109 |
+
Output: masked token seq, output label
|
| 110 |
+
"""
|
| 111 |
+
|
| 112 |
+
masked_pos = []
|
| 113 |
+
output_labels = []
|
| 114 |
+
output_tokens = copy.deepcopy(tokens)
|
| 115 |
+
opt_step = False
|
| 116 |
+
for i, token in enumerate(tokens):
|
| 117 |
+
if token in ['OptionalTask_1', 'EquationAnswer', 'NumeratorFactor', 'DenominatorFactor', 'OptionalTask_2', 'FirstRow1:1', 'FirstRow1:2', 'FirstRow2:1', 'FirstRow2:2', 'SecondRow', 'ThirdRow']:
|
| 118 |
+
opt_step = True
|
| 119 |
+
# if opt_step:
|
| 120 |
+
# prob = random.random()
|
| 121 |
+
# if prob < self.max_mask:
|
| 122 |
+
# output_tokens[i] = random.choice([3,7,8,9,11,12,13,14,15,16,22,23,24,25,26,27,30,31,32])
|
| 123 |
+
# masked_pos.append(1)
|
| 124 |
+
# else:
|
| 125 |
+
# output_tokens[i] = self.vocab.vocab.get(token, self.vocab.vocab['[UNK]'])
|
| 126 |
+
# masked_pos.append(0)
|
| 127 |
+
# output_labels.append(self.vocab.vocab.get(token, self.vocab.vocab['[UNK]']))
|
| 128 |
+
# opt_step = False
|
| 129 |
+
# else:
|
| 130 |
+
prob = random.random()
|
| 131 |
+
if prob < self.max_mask:
|
| 132 |
+
# chooses 15% of token positions at random
|
| 133 |
+
# prob /= 0.15
|
| 134 |
+
prob = random.random()
|
| 135 |
+
if prob < 0.8: #[MASK] token 80% of the time
|
| 136 |
+
output_tokens[i] = self.vocab.vocab['[MASK]']
|
| 137 |
+
masked_pos.append(1)
|
| 138 |
+
elif prob < 0.9: # a random token 10% of the time
|
| 139 |
+
# print(".......0.8-0.9......")
|
| 140 |
+
if opt_step:
|
| 141 |
+
output_tokens[i] = random.choice([7,8,9,11,12,13,14,15,16,22,23,24,25,26,27,30,31,32])
|
| 142 |
+
opt_step = False
|
| 143 |
+
else:
|
| 144 |
+
output_tokens[i] = random.randint(1, len(self.vocab.vocab)-1)
|
| 145 |
+
masked_pos.append(1)
|
| 146 |
+
else: # the unchanged i-th token 10% of the time
|
| 147 |
+
# print(".......unchanged......")
|
| 148 |
+
output_tokens[i] = self.vocab.vocab.get(token, self.vocab.vocab['[UNK]'])
|
| 149 |
+
masked_pos.append(0)
|
| 150 |
+
# True Label
|
| 151 |
+
output_labels.append(self.vocab.vocab.get(token, self.vocab.vocab['[UNK]']))
|
| 152 |
+
# masked_pos_label[i] = self.vocab.vocab.get(token, self.vocab.vocab['[UNK]'])
|
| 153 |
+
else:
|
| 154 |
+
# i-th token with original value
|
| 155 |
+
output_tokens[i] = self.vocab.vocab.get(token, self.vocab.vocab['[UNK]'])
|
| 156 |
+
# Padded label
|
| 157 |
+
output_labels.append(self.vocab.vocab['[PAD]'])
|
| 158 |
+
masked_pos.append(0)
|
| 159 |
+
# label_position = []
|
| 160 |
+
# label_tokens = []
|
| 161 |
+
# for k, v in masked_pos_label.items():
|
| 162 |
+
# label_position.append(k)
|
| 163 |
+
# label_tokens.append(v)
|
| 164 |
+
return output_tokens, output_labels, masked_pos
|
| 165 |
+
|
| 166 |
+
# def get_token_b(self, item):
|
| 167 |
+
# document_id = [k for k,v in self.index_documents.items() if item in v][0]
|
| 168 |
+
# random_document_id = document_id
|
| 169 |
+
|
| 170 |
+
# if random.random() < 0.5:
|
| 171 |
+
# document_ids = [k for k in self.index_documents.keys() if k != document_id]
|
| 172 |
+
# random_document_id = random.choice(document_ids)
|
| 173 |
+
|
| 174 |
+
# same_student = (random_document_id == document_id)
|
| 175 |
+
|
| 176 |
+
# nex_seq_list = self.index_documents.get(random_document_id)
|
| 177 |
+
|
| 178 |
+
# if same_student:
|
| 179 |
+
# if len(nex_seq_list) != 1:
|
| 180 |
+
# nex_seq_list = [v for v in nex_seq_list if v !=item]
|
| 181 |
+
|
| 182 |
+
# next_seq = random.choice(nex_seq_list)
|
| 183 |
+
# tokens = self.lines[next_seq]
|
| 184 |
+
# # print(f"item = {item}, tokens: {tokens}")
|
| 185 |
+
# # print(f"item={item}, next={next_seq}, same_student = {same_student}, {document_id} == {random_document_id}, b. {tokens}")
|
| 186 |
+
# return same_student, tokens
|
| 187 |
+
|
| 188 |
+
# def truncate_to_max_seq(self, s1, s2):
|
| 189 |
+
# sa = copy.deepcopy(s1)
|
| 190 |
+
# sb = copy.deepcopy(s1)
|
| 191 |
+
# total_allowed_seq = self.seq_len - 3
|
| 192 |
+
|
| 193 |
+
# while((len(sa)+len(sb)) > total_allowed_seq):
|
| 194 |
+
# if random.random() < 0.5:
|
| 195 |
+
# sa.pop()
|
| 196 |
+
# else:
|
| 197 |
+
# sb.pop()
|
| 198 |
+
# return sa, sb
|
| 199 |
+
|
| 200 |
+
|
| 201 |
class TokenizerDataset(Dataset):
|
| 202 |
"""
|
| 203 |
Class name: TokenizerDataset
|
| 204 |
Tokenize the data in the dataset
|
| 205 |
+
|
| 206 |
"""
|
| 207 |
def __init__(self, dataset_path, label_path, vocab, seq_len=30):
|
| 208 |
self.dataset_path = dataset_path
|
| 209 |
self.label_path = label_path
|
| 210 |
self.vocab = vocab # Vocab object
|
| 211 |
+
# self.encoder = OneHotEncoder(sparse=False)
|
| 212 |
|
| 213 |
# Related to input dataset file
|
| 214 |
self.lines = []
|
|
|
|
| 242 |
feat2 = [float(i) for i in line.split(",")[-2].split("\t")]
|
| 243 |
feat_vec.extend(feat2[1:])
|
| 244 |
|
| 245 |
+
# # highGRschool_w_prior_w_p_diffskill_wo_fa
|
| 246 |
+
# feat_vec = [float(i) for i in line.split(",")[-3].split("\t")]
|
| 247 |
+
# feat2 = [-float(i) for i in line.split(",")[-2].split("\t")]
|
| 248 |
+
# feat_vec.extend(feat2[1:])
|
| 249 |
+
|
| 250 |
+
# # highGRschool_w_prior_w_diffskill_0fa_skill
|
| 251 |
+
# feat_vec = [float(i) for i in line.split(",")[-3].split("\t")]
|
| 252 |
+
# feat2 = [float(i) for i in line.split(",")[-2].split("\t")]
|
| 253 |
+
# fa_feat_vec = [float(i) for i in line.split(",")[-1].split("\t")]
|
| 254 |
+
|
| 255 |
+
# diff_skill = [f2 if f1==0 else 0 for f2, f1 in zip(feat2, fa_feat_vec)]
|
| 256 |
+
# feat_vec.extend(diff_skill)
|
| 257 |
+
|
| 258 |
if j == 0:
|
| 259 |
print(len(feat_vec))
|
| 260 |
j+=1
|
| 261 |
+
|
| 262 |
+
# feat_vec.extend(feat2[1:])
|
| 263 |
+
# feat_vec.extend(feat2)
|
| 264 |
+
# feat_vec = [float(i) for i in line.split(",")[-2].split("\t")]
|
| 265 |
+
# feat_vec = feat_vec[1:]
|
| 266 |
+
# feat_vec = [float(line.split(",")[-1])]
|
| 267 |
+
# feat_vec = [float(i) for i in line.split(",")[-1].split("\t")]
|
| 268 |
+
# feat_vec = [ft-f1 for ft, f1 in zip(feat_vec, fa_feat_vec)]
|
| 269 |
+
|
| 270 |
self.feats.append(feat_vec)
|
| 271 |
dataset_info_file.close()
|
| 272 |
except Exception as e:
|
| 273 |
print(e)
|
| 274 |
+
# labeler = np.array([0, 1]) #np.unique(self.labels)
|
| 275 |
+
# print(f"Labeler {labeler}")
|
| 276 |
+
# self.encoder.fit(labeler.reshape(-1,1))
|
| 277 |
+
# self.labels = self.encoder.transform(np.array(self.labels).reshape(-1,1))
|
| 278 |
|
| 279 |
self.file = open(self.dataset_path, "r")
|
| 280 |
for line in self.file:
|
|
|
|
| 317 |
'segment_label': segment_label}
|
| 318 |
return {key: torch.tensor(value) for key, value in output.items()}
|
| 319 |
|
| 320 |
+
|
| 321 |
+
class TokenizerDatasetForCalibration(Dataset):
|
|
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|
|
| 322 |
"""
|
| 323 |
+
Class name: TokenizerDataset
|
| 324 |
+
Tokenize the data in the dataset
|
| 325 |
+
|
| 326 |
"""
|
| 327 |
def __init__(self, dataset_path, label_path, vocab, seq_len=30):
|
|
|
|
|
|
|
|
|
|
| 328 |
self.dataset_path = dataset_path
|
| 329 |
self.label_path = label_path
|
| 330 |
self.vocab = vocab # Vocab object
|
| 331 |
+
# self.encoder = OneHotEncoder(sparse=False)
|
| 332 |
+
|
| 333 |
# Related to input dataset file
|
| 334 |
self.lines = []
|
| 335 |
self.labels = []
|
| 336 |
self.feats = []
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 337 |
if self.label_path:
|
|
|
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|
|
|
|
| 338 |
self.label_file = open(self.label_path, "r")
|
| 339 |
+
for line in self.label_file:
|
| 340 |
if line:
|
| 341 |
line = line.strip()
|
| 342 |
if not line:
|
| 343 |
continue
|
| 344 |
+
self.labels.append(int(line))
|
|
|
|
|
|
|
| 345 |
self.label_file.close()
|
| 346 |
+
|
|
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|
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|
|
|
|
|
|
|
|
|
| 347 |
# Comment this section if you are not using feat attribute
|
| 348 |
+
try:
|
| 349 |
+
j = 0
|
| 350 |
+
dataset_info_file = open(self.label_path.replace("label", "info"), "r")
|
| 351 |
+
for line in dataset_info_file:
|
|
|
|
| 352 |
if line:
|
| 353 |
line = line.strip()
|
| 354 |
if not line:
|
| 355 |
continue
|
| 356 |
+
|
| 357 |
+
# # highGRschool_w_prior
|
| 358 |
+
# feat_vec = [float(i) for i in line.split(",")[-3].split("\t")]
|
| 359 |
+
|
| 360 |
+
# highGRschool_w_prior_w_diffskill_wo_fa
|
| 361 |
+
feat_vec = [float(i) for i in line.split(",")[-3].split("\t")]
|
| 362 |
+
feat2 = [float(i) for i in line.split(",")[-2].split("\t")]
|
| 363 |
feat_vec.extend(feat2[1:])
|
| 364 |
+
|
| 365 |
+
# # highGRschool_w_prior_w_diffskill_0fa_skill
|
| 366 |
+
# feat_vec = [float(i) for i in line.split(",")[-3].split("\t")]
|
| 367 |
+
# feat2 = [float(i) for i in line.split(",")[-2].split("\t")]
|
| 368 |
+
# fa_feat_vec = [float(i) for i in line.split(",")[-1].split("\t")]
|
| 369 |
+
|
| 370 |
+
# diff_skill = [f2 if f1==0 else 0 for f2, f1 in zip(feat2, fa_feat_vec)]
|
| 371 |
+
# feat_vec.extend(diff_skill)
|
| 372 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 373 |
if j == 0:
|
| 374 |
+
print(len(feat_vec))
|
| 375 |
j+=1
|
| 376 |
+
|
| 377 |
+
# feat_vec.extend(feat2[1:])
|
| 378 |
+
# feat_vec.extend(feat2)
|
| 379 |
+
# feat_vec = [float(i) for i in line.split(",")[-2].split("\t")]
|
| 380 |
+
# feat_vec = feat_vec[1:]
|
| 381 |
+
# feat_vec = [float(line.split(",")[-1])]
|
| 382 |
+
# feat_vec = [float(i) for i in line.split(",")[-1].split("\t")]
|
| 383 |
+
# feat_vec = [ft-f1 for ft, f1 in zip(feat_vec, fa_feat_vec)]
|
| 384 |
|
| 385 |
+
self.feats.append(feat_vec)
|
| 386 |
+
dataset_info_file.close()
|
| 387 |
+
except Exception as e:
|
| 388 |
+
print(e)
|
| 389 |
+
# labeler = np.array([0, 1]) #np.unique(self.labels)
|
| 390 |
+
# print(f"Labeler {labeler}")
|
| 391 |
+
# self.encoder.fit(labeler.reshape(-1,1))
|
| 392 |
+
# self.labels = self.encoder.transform(np.array(self.labels).reshape(-1,1))
|
|
|
|
|
|
|
| 393 |
|
| 394 |
self.file = open(self.dataset_path, "r")
|
| 395 |
+
for line in self.file:
|
| 396 |
if line:
|
| 397 |
line = line.strip()
|
| 398 |
if line:
|
| 399 |
+
self.lines.append(line)
|
| 400 |
+
self.file.close()
|
| 401 |
+
|
|
|
|
| 402 |
self.len = len(self.lines)
|
| 403 |
+
self.seq_len = seq_len
|
| 404 |
print("Sequence length set at ", self.seq_len, len(self.lines), len(self.labels) if self.label_path else 0)
|
| 405 |
+
|
| 406 |
def __len__(self):
|
| 407 |
return self.len
|
| 408 |
+
|
| 409 |
def __getitem__(self, item):
|
| 410 |
org_line = self.lines[item].split("\t")
|
| 411 |
dup_line = []
|
|
|
|
| 413 |
for l in org_line:
|
| 414 |
if l in ["OptionalTask_1", "EquationAnswer", "NumeratorFactor", "DenominatorFactor", "OptionalTask_2", "FirstRow1:1", "FirstRow1:2", "FirstRow2:1", "FirstRow2:2", "SecondRow", "ThirdRow"]:
|
| 415 |
opt = True
|
| 416 |
+
if opt and 'FinalAnswer-' in l:
|
| 417 |
dup_line.append('[UNK]')
|
| 418 |
else:
|
| 419 |
dup_line.append(l)
|
|
|
|
| 425 |
s1_feat = self.feats[item] if len(self.feats)>0 else 0
|
| 426 |
padding = [self.vocab.vocab['[PAD]'] for _ in range(self.seq_len - len(s1))]
|
| 427 |
s1.extend(padding), segment_label.extend(padding)
|
| 428 |
+
|
|
|
|
| 429 |
output = {'input': s1,
|
| 430 |
'label': s1_label,
|
| 431 |
'feat': s1_feat,
|
| 432 |
'segment_label': segment_label}
|
| 433 |
+
return ({key: torch.tensor(value) for key, value in output.items()}, s1_label)
|
| 434 |
+
|
| 435 |
+
|
| 436 |
+
|
| 437 |
+
# if __name__ == "__main__":
|
| 438 |
+
# # import pickle
|
| 439 |
+
# # k = pickle.load(open("dataset/CL4999_1920/unique_steps_list.pkl","rb"))
|
| 440 |
+
# # print(k)
|
| 441 |
+
# vocab_obj = Vocab("pretraining/vocab.txt")
|
| 442 |
+
# vocab_obj.load_vocab()
|
| 443 |
+
# datasetTrain = PretrainerDataset("pretraining/pretrain.txt", vocab_obj)
|
| 444 |
+
|
| 445 |
+
# print(datasetTrain, len(datasetTrain))#, datasetTrain.documents_index)
|
| 446 |
+
# print(datasetTrain[len(datasetTrain)-1])
|
| 447 |
+
# for i, d in enumerate(datasetTrain):
|
| 448 |
+
# print(d.items())
|
| 449 |
+
# break
|
| 450 |
+
|
| 451 |
+
# fine_tune = TokenizerDataset("finetuning/finetune.txt", "finetuning/finetune_label.txt", vocab_obj)
|
| 452 |
+
# print(fine_tune)
|
| 453 |
+
# print(fine_tune[len(fine_tune)-1])
|
| 454 |
+
# print(fine_tune[random.randint(0, len(fine_tune))])
|
| 455 |
+
# for i, d in enumerate(fine_tune):
|
| 456 |
+
# print(d.items())
|
| 457 |
+
# break
|
| 458 |
+
|
| 459 |
+
|