XAIL Data quality
Project description
Xurpas Data Quality Report
How to Use
- Load the data to be analyzed (so far only csv files supported)
- Import the DataReport class
- Save the report to html File
DataReport
Creates and saves to file the data report.
Args
file: The path of the file you want to analyze. If empty, df parameter must exist.
Only supports .csv, .xlsx, .parquet, and .orc file formats.
df: Pandas DataFrame object of data to be analyzed, If using df, file must be empty.
report_name: Name of the report. Defaults to 'Data Report'.
file_path: Path/ directory of where the report is to be saved.
data_types: A dict containing the column names and column type to specify column data type. Data Types currently allowed "Categorical, Float, Integer, Date, String".
minimal: Default is True. A boolean to check if you want minimal mode as your data report.
Returns
HTML File of data quality Report
Sample Usage using pandas DataFrame
import pandas as pd
from xurpas_data_quality import DataReport
df = pd.read_csv("manhour_utilization_summary.csv")
report = DataReport(df=df,
report_name="Manhour Utilization Summary",
file_path="test_reports/test.html")
report.to_file()
Sample Usage using filepath
from xurpas_data_quality import DataReport
report = DataReport(file="manhour_utilization_summary.csv",
report_name="Manhour Utilization Summary",
file_path="test_reports/test.html")
report.to_file()
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