speaking style trait scores vertical
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@@ -5,9 +5,9 @@ import polars as pl
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def check_progress(data):
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"""Check if all responses are complete based on 'progress' column."""
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if data.collect().select(pl.col('progress').unique()).shape[0] == 1:
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return mo.md("""### Responses Complete: \n\n✅ All responses are complete (progress = 100) """)
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return """### Responses Complete: \n\n✅ All responses are complete (progress = 100) """
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return mo.md("### Responses Complete: \n\n⚠️ There are incomplete responses (progress < 100) ⚠️")
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return "### Responses Complete: \n\n⚠️ There are incomplete responses (progress < 100) ⚠️"
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def duration_validation(data):
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@@ -30,10 +30,9 @@ def duration_validation(data):
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outlier_data = _d.filter(pl.col('outlier_duration') == True).collect()
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if outlier_data.shape[0] == 0:
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return mo.md("### Duration Outliers: \n\n✅ No duration outliers detected")
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return "### Duration Outliers: \n\n✅ No duration outliers detected"
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return mo.md(f"""
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### Duration Outliers:
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return f"""### Duration Outliers:
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**⚠️ Potential outliers detected based on response duration ⚠️**
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@@ -50,5 +49,5 @@ def duration_validation(data):
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**⚠️ NOTE: These have not been removed from the dataset ⚠️**
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""")
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"""
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