Notebook - Fractopo – KB11 Trace Data Validation

import warnings

warnings.filterwarnings("ignore", message="The Shapely GEOS")
warnings.filterwarnings("ignore", message="In a future version, ")
warnings.filterwarnings("ignore", message="No data for colormapping provided via")
warnings.filterwarnings("ignore", message="Shapely 2.0 is installed, but because PyGEOS is also installed")

from pathlib import Path

import geopandas as gpd
from fractopo import Validation
import matplotlib.pyplot as plt

Data (KB11)

traces_path = Path("../../tests/sample_data/KB11/KB11_traces.geojson")
area_path = Path("../../tests/sample_data/KB11/KB11_area.geojson")

traces = gpd.read_file(traces_path)
area = gpd.read_file(area_path)

# Name the dataset
name = "KB11"

Validation (KB11)

# Create validation object with fixing (i.e. modification of data) allowed.
kb11_validation = Validation(traces, area, name=name, allow_fix=True)

# Run actual validation and capture the outputted validated trace GeoDataFrame
kb11_validated = kb11_validation.run_validation()

Validation results (KB11)

# Normal DataFrame methods are available for data inspection
kb11_validated.columns

Index(['Name', 'Shape_Leng', 'geometry', 'VALIDATION_ERRORS'], dtype='object')

# Convert column data to string to allow hashing and return all unique
# validation errors.
kb11_validated["VALIDATION_ERRORS"].astype(str).unique()

array(['()', "('SHARP TURNS',)"], dtype=object)

# Better description function is found in fractopo.cli
from fractopo.cli import describe_results

describe_results(kb11_validated, kb11_validation.ERROR_COLUMN)

Out of 707 traces, 1 were invalid.

There were 1 error types. These were:
SHARP TURNS

The KB11 dataset only contains SHARP TURNS errors which are normally non-disruptive in further analyses.

See documentation: https://nialov.github.io/fractopo/validation/errors.html