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Update app.py
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app.py
CHANGED
@@ -234,7 +234,7 @@ if uploaded_files:
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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# 'Population' : concat['population_race'][0],
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -249,7 +249,7 @@ if uploaded_files:
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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# 'Population' : concat['population_race'][0],
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -270,7 +270,7 @@ if uploaded_files:
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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"Publisher Name" : concat['publisher_name'][0],
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# 'Population' : concat['population_race'][0],
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -285,7 +285,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -304,7 +304,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -327,7 +327,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -350,7 +350,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -368,7 +368,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -386,7 +386,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -404,7 +404,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -422,7 +422,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -443,7 +443,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -466,7 +466,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -486,7 +486,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -506,7 +506,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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@@ -527,7 +527,7 @@ if uploaded_files:
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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-
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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# 'Population' : concat['population_race'][0],
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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# 'Population' : concat['population_race'][0],
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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"Publisher Name" : concat['publisher_name'][0],
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# 'Population' : concat['population_race'][0],
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
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'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
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'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
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+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
|
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'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
|
491 |
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
|
492 |
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
|
|
|
506 |
'Authors' : concat['authors'][0],
|
507 |
'Publisher Name' : concat['publisher_name'][0],
|
508 |
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
|
509 |
+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
|
510 |
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
|
511 |
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
|
512 |
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
|
|
|
527 |
'Authors' : concat['authors'][0],
|
528 |
'Publisher Name' : concat['publisher_name'][0],
|
529 |
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
|
530 |
+
# 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
|
531 |
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
|
532 |
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
|
533 |
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
|