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Update app.py
Browse files
app.py
CHANGED
@@ -233,12 +233,12 @@ if uploaded_files:
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'Title' : concat['title'][0],
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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' : concat['population_race'][0],
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-
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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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'Recommendation' : summary,
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# 'Sample Size' : concat['sample_size'][0]
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}}
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@@ -248,12 +248,12 @@ if uploaded_files:
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'Title' : concat['title'][0],
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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' : concat['population_race'][0],
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-
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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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'Recommendation' : summary,
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# 'Sample Size' : concat['sample_size'][0],
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'Genes' : g.strip().upper().replace('Unknown', ''),
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@@ -268,13 +268,13 @@ if uploaded_files:
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row = {**row, **{
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publication Year' :
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"Publisher Name" : concat['publisher_name'][0],
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# 'Population' : concat['population_race'][0],
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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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'Recommendation' : summary,
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# 'Sample Size' : concat['sample_size'][0]
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}
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@@ -285,11 +285,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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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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'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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'Recommendation' : summary,
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'Genes' : g.strip().upper().replace('Unknown', ''),
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'SNPs' : row['SNPs'].replace('Unknown', ''),
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@@ -304,11 +304,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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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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'Recommendation' : summary,
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# 'Population' : concat['population_race'][0],
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# 'Sample Size' : concat['sample_size'][0]
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@@ -327,11 +327,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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-
'Publication Year' :
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-
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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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'Recommendation' : summary,
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}
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}
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@@ -350,11 +350,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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-
'Publication Year' :
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-
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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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'Recommendation' : summary,
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}
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}
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@@ -368,11 +368,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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-
'Publication Year' :
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-
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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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'Recommendation' : summary,
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'Genes' : g.strip().upper().replace('Unknown', ''),
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"SNPs" : "Not available",
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@@ -386,11 +386,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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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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-
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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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'Recommendation' : summary,
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}
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}
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@@ -404,11 +404,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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-
'Publication Year' :
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-
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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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'Recommendation' : summary,
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'Genes' : g.strip().upper().replace('Unknown', ''),
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"SNPs" : "Not available",
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@@ -422,11 +422,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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-
'Publication Year' :
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-
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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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'Recommendation' : summary,
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}
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}
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@@ -443,11 +443,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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-
'Publication Year' :
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-
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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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'Recommendation' : summary,
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}
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}
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@@ -466,11 +466,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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-
'Publication Year' :
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-
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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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'Recommendation' : summary,
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}
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}
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@@ -486,11 +486,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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-
'Publication Year' :
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-
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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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'Recommendation' : summary,
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}
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}
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@@ -506,11 +506,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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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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'Recommendation' : summary,
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}
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}
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@@ -527,11 +527,11 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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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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'Recommendation' : summary,
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}
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}
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@@ -683,9 +683,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
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'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
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'Recommendation' : summary,
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@@ -699,9 +699,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
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'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
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'Recommendation' : summary,
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@@ -714,9 +714,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
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'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
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'Recommendation' : summary,
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@@ -730,9 +730,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
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'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
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'Recommendation' : summary,
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@@ -746,9 +746,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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-
'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
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'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
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'Recommendation' : summary,
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@@ -766,9 +766,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
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'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
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'Recommendation' : summary,
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@@ -789,9 +789,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
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'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
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'Recommendation' : summary,
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@@ -809,9 +809,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
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'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
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'Recommendation' : summary,
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@@ -824,9 +824,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
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'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
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'Recommendation' : summary,
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@@ -844,9 +844,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
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'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
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'Recommendation' : summary,
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@@ -860,9 +860,9 @@ if uploaded_files:
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'Title' : concat['title'][0],
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'Authors' : concat['authors'][0],
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'Publisher Name' : concat['publisher_name'][0],
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-
'Publication Year' :
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'Population' : ' '.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' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
867 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
868 |
'Recommendation' : summary,
|
@@ -880,9 +880,9 @@ if uploaded_files:
|
|
880 |
'Title' : concat['title'][0],
|
881 |
'Authors' : concat['authors'][0],
|
882 |
'Publisher Name' : concat['publisher_name'][0],
|
883 |
-
'Publication Year' :
|
884 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
885 |
-
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
|
886 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
887 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
888 |
'Recommendation' : summary,
|
@@ -903,9 +903,9 @@ if uploaded_files:
|
|
903 |
'Title' : concat['title'][0],
|
904 |
'Authors' : concat['authors'][0],
|
905 |
'Publisher Name' : concat['publisher_name'][0],
|
906 |
-
'Publication Year' :
|
907 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
908 |
-
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
|
909 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
910 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
911 |
'Recommendation' : summary,
|
@@ -923,9 +923,9 @@ if uploaded_files:
|
|
923 |
'Title' : concat['title'][0],
|
924 |
'Authors' : concat['authors'][0],
|
925 |
'Publisher Name' : concat['publisher_name'][0],
|
926 |
-
'Publication Year' :
|
927 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
928 |
-
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
|
929 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
930 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
931 |
'Recommendation' : summary,
|
@@ -944,9 +944,9 @@ if uploaded_files:
|
|
944 |
'Title' : concat['title'][0],
|
945 |
'Authors' : concat['authors'][0],
|
946 |
'Publisher Name' : concat['publisher_name'][0],
|
947 |
-
'Publication Year' :
|
948 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
949 |
-
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
|
950 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
951 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
952 |
'Recommendation' : summary,
|
@@ -964,9 +964,9 @@ if uploaded_files:
|
|
964 |
'Title' : concat['title'][0],
|
965 |
'Authors' : concat['authors'][0],
|
966 |
'Publisher Name' : concat['publisher_name'][0],
|
967 |
-
'Publication Year' :
|
968 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
969 |
-
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
|
970 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
971 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
972 |
'Recommendation' : summary,
|
|
|
233 |
'Title' : concat['title'][0],
|
234 |
'Authors' : concat['authors'][0],
|
235 |
'Publisher Name' : concat['publisher_name'][0],
|
236 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
237 |
# 'Population' : concat['population_race'][0],
|
238 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
239 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
240 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
241 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
242 |
'Recommendation' : summary,
|
243 |
# 'Sample Size' : concat['sample_size'][0]
|
244 |
}}
|
|
|
248 |
'Title' : concat['title'][0],
|
249 |
'Authors' : concat['authors'][0],
|
250 |
'Publisher Name' : concat['publisher_name'][0],
|
251 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
252 |
# 'Population' : concat['population_race'][0],
|
253 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
254 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
255 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
256 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
257 |
'Recommendation' : summary,
|
258 |
# 'Sample Size' : concat['sample_size'][0],
|
259 |
'Genes' : g.strip().upper().replace('Unknown', ''),
|
|
|
268 |
row = {**row, **{
|
269 |
'Title' : concat['title'][0],
|
270 |
'Authors' : concat['authors'][0],
|
271 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
272 |
"Publisher Name" : concat['publisher_name'][0],
|
273 |
# 'Population' : concat['population_race'][0],
|
274 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
275 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
276 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
277 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
278 |
'Recommendation' : summary,
|
279 |
# 'Sample Size' : concat['sample_size'][0]
|
280 |
}
|
|
|
285 |
'Title' : concat['title'][0],
|
286 |
'Authors' : concat['authors'][0],
|
287 |
'Publisher Name' : concat['publisher_name'][0],
|
288 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
289 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
290 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
291 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
292 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
293 |
'Recommendation' : summary,
|
294 |
'Genes' : g.strip().upper().replace('Unknown', ''),
|
295 |
'SNPs' : row['SNPs'].replace('Unknown', ''),
|
|
|
304 |
'Title' : concat['title'][0],
|
305 |
'Authors' : concat['authors'][0],
|
306 |
'Publisher Name' : concat['publisher_name'][0],
|
307 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
308 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
309 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
310 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
311 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
312 |
'Recommendation' : summary,
|
313 |
# 'Population' : concat['population_race'][0],
|
314 |
# 'Sample Size' : concat['sample_size'][0]
|
|
|
327 |
'Title' : concat['title'][0],
|
328 |
'Authors' : concat['authors'][0],
|
329 |
'Publisher Name' : concat['publisher_name'][0],
|
330 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
331 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
332 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
333 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
334 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
335 |
'Recommendation' : summary,
|
336 |
}
|
337 |
}
|
|
|
350 |
'Title' : concat['title'][0],
|
351 |
'Authors' : concat['authors'][0],
|
352 |
'Publisher Name' : concat['publisher_name'][0],
|
353 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
354 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
355 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
356 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
357 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
358 |
'Recommendation' : summary,
|
359 |
}
|
360 |
}
|
|
|
368 |
'Title' : concat['title'][0],
|
369 |
'Authors' : concat['authors'][0],
|
370 |
'Publisher Name' : concat['publisher_name'][0],
|
371 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
372 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
373 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
374 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
375 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
376 |
'Recommendation' : summary,
|
377 |
'Genes' : g.strip().upper().replace('Unknown', ''),
|
378 |
"SNPs" : "Not available",
|
|
|
386 |
'Title' : concat['title'][0],
|
387 |
'Authors' : concat['authors'][0],
|
388 |
'Publisher Name' : concat['publisher_name'][0],
|
389 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
390 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
391 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
392 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
393 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
394 |
'Recommendation' : summary,
|
395 |
}
|
396 |
}
|
|
|
404 |
'Title' : concat['title'][0],
|
405 |
'Authors' : concat['authors'][0],
|
406 |
'Publisher Name' : concat['publisher_name'][0],
|
407 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
408 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
409 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
410 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
411 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
412 |
'Recommendation' : summary,
|
413 |
'Genes' : g.strip().upper().replace('Unknown', ''),
|
414 |
"SNPs" : "Not available",
|
|
|
422 |
'Title' : concat['title'][0],
|
423 |
'Authors' : concat['authors'][0],
|
424 |
'Publisher Name' : concat['publisher_name'][0],
|
425 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
426 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
427 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
428 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
429 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
430 |
'Recommendation' : summary,
|
431 |
}
|
432 |
}
|
|
|
443 |
'Title' : concat['title'][0],
|
444 |
'Authors' : concat['authors'][0],
|
445 |
'Publisher Name' : concat['publisher_name'][0],
|
446 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
447 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
448 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
449 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
450 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
451 |
'Recommendation' : summary,
|
452 |
}
|
453 |
}
|
|
|
466 |
'Title' : concat['title'][0],
|
467 |
'Authors' : concat['authors'][0],
|
468 |
'Publisher Name' : concat['publisher_name'][0],
|
469 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
470 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
471 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
472 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
473 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
474 |
'Recommendation' : summary,
|
475 |
}
|
476 |
}
|
|
|
486 |
'Title' : concat['title'][0],
|
487 |
'Authors' : concat['authors'][0],
|
488 |
'Publisher Name' : concat['publisher_name'][0],
|
489 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
490 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
491 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
492 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
493 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
494 |
'Recommendation' : summary,
|
495 |
}
|
496 |
}
|
|
|
506 |
'Title' : concat['title'][0],
|
507 |
'Authors' : concat['authors'][0],
|
508 |
'Publisher Name' : concat['publisher_name'][0],
|
509 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
510 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
511 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
512 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
513 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
514 |
'Recommendation' : summary,
|
515 |
}
|
516 |
}
|
|
|
527 |
'Title' : concat['title'][0],
|
528 |
'Authors' : concat['authors'][0],
|
529 |
'Publisher Name' : concat['publisher_name'][0],
|
530 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
531 |
+
'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()) if 'population_race' in concat.columns else concat.assign(population_race='')['population_race'],
|
532 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
533 |
+
'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()) if 'study_methodology' in concat.columns else concat.assign(study_methodology='')['study_methodology'],
|
534 |
+
'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()) if 'study_level' in concat.columns else concat.assign(study_level='')['study_level'],
|
535 |
'Recommendation' : summary,
|
536 |
}
|
537 |
}
|
|
|
683 |
'Title' : concat['title'][0],
|
684 |
'Authors' : concat['authors'][0],
|
685 |
'Publisher Name' : concat['publisher_name'][0],
|
686 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
687 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
688 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
689 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
690 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
691 |
'Recommendation' : summary,
|
|
|
699 |
'Title' : concat['title'][0],
|
700 |
'Authors' : concat['authors'][0],
|
701 |
'Publisher Name' : concat['publisher_name'][0],
|
702 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
703 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
704 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
705 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
706 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
707 |
'Recommendation' : summary,
|
|
|
714 |
'Title' : concat['title'][0],
|
715 |
'Authors' : concat['authors'][0],
|
716 |
'Publisher Name' : concat['publisher_name'][0],
|
717 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
718 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
719 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
720 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
721 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
722 |
'Recommendation' : summary,
|
|
|
730 |
'Title' : concat['title'][0],
|
731 |
'Authors' : concat['authors'][0],
|
732 |
'Publisher Name' : concat['publisher_name'][0],
|
733 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
734 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
735 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
736 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
737 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
738 |
'Recommendation' : summary,
|
|
|
746 |
'Title' : concat['title'][0],
|
747 |
'Authors' : concat['authors'][0],
|
748 |
'Publisher Name' : concat['publisher_name'][0],
|
749 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
750 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
751 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
752 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
753 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
754 |
'Recommendation' : summary,
|
|
|
766 |
'Title' : concat['title'][0],
|
767 |
'Authors' : concat['authors'][0],
|
768 |
'Publisher Name' : concat['publisher_name'][0],
|
769 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
770 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
771 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
772 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
773 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
774 |
'Recommendation' : summary,
|
|
|
789 |
'Title' : concat['title'][0],
|
790 |
'Authors' : concat['authors'][0],
|
791 |
'Publisher Name' : concat['publisher_name'][0],
|
792 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
793 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
794 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
795 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
796 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
797 |
'Recommendation' : summary,
|
|
|
809 |
'Title' : concat['title'][0],
|
810 |
'Authors' : concat['authors'][0],
|
811 |
'Publisher Name' : concat['publisher_name'][0],
|
812 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
813 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
814 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
815 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
816 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
817 |
'Recommendation' : summary,
|
|
|
824 |
'Title' : concat['title'][0],
|
825 |
'Authors' : concat['authors'][0],
|
826 |
'Publisher Name' : concat['publisher_name'][0],
|
827 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
828 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
829 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
830 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
831 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
832 |
'Recommendation' : summary,
|
|
|
844 |
'Title' : concat['title'][0],
|
845 |
'Authors' : concat['authors'][0],
|
846 |
'Publisher Name' : concat['publisher_name'][0],
|
847 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
848 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
849 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
850 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
851 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
852 |
'Recommendation' : summary,
|
|
|
860 |
'Title' : concat['title'][0],
|
861 |
'Authors' : concat['authors'][0],
|
862 |
'Publisher Name' : concat['publisher_name'][0],
|
863 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
864 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
865 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
866 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
867 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
868 |
'Recommendation' : summary,
|
|
|
880 |
'Title' : concat['title'][0],
|
881 |
'Authors' : concat['authors'][0],
|
882 |
'Publisher Name' : concat['publisher_name'][0],
|
883 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
884 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
885 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
886 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
887 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
888 |
'Recommendation' : summary,
|
|
|
903 |
'Title' : concat['title'][0],
|
904 |
'Authors' : concat['authors'][0],
|
905 |
'Publisher Name' : concat['publisher_name'][0],
|
906 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
907 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
908 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
909 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
910 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
911 |
'Recommendation' : summary,
|
|
|
923 |
'Title' : concat['title'][0],
|
924 |
'Authors' : concat['authors'][0],
|
925 |
'Publisher Name' : concat['publisher_name'][0],
|
926 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
927 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
928 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
929 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
930 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
931 |
'Recommendation' : summary,
|
|
|
944 |
'Title' : concat['title'][0],
|
945 |
'Authors' : concat['authors'][0],
|
946 |
'Publisher Name' : concat['publisher_name'][0],
|
947 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
948 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
949 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
950 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
951 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
952 |
'Recommendation' : summary,
|
|
|
964 |
'Title' : concat['title'][0],
|
965 |
'Authors' : concat['authors'][0],
|
966 |
'Publisher Name' : concat['publisher_name'][0],
|
967 |
+
'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())) if 'year_of_publication' in concat.columns else concat.assign(year_of_publication='')['year_of_publication'],
|
968 |
'Population' : ' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title(),
|
969 |
+
'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()) if 'sample_size' in concat.columns else concat.assign(sample_size='')['sample_size'],
|
970 |
'Study Methodology' : ' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title(),
|
971 |
'Study Level' : ' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title(),
|
972 |
'Recommendation' : summary,
|