from itertools import takewhile import numpy as np import pandas as pd def invalidate_records(frame, check_name): for index,percent in frame.ix[frame[check_name] > 0, check_name].iteritems(): invalidate_record(frame, index, check_name, percent) return frame def invalidate_record(frame, index, check_name, value): frame.ix[frame.index[index], check_name] = value corrupt_view = frame.iloc[index].sceneMirrorPosition if corrupt_view in [ord('H'),ord('A')]: # Corrupt calibration view, must also invalidate neighboring scenes _idx = index + 1 while _idx < len(frame): if frame.sceneMirrorPosition.iloc[_idx] == corrupt_view: # Made one cycle break elif frame.sceneMirrorPosition.iloc[_idx] in [ord('H'), ord('A')]: # Skip opposite calibration views _idx += 1 continue else: # Invalidate non-calibration views frame.ix[frame.index[_idx], check_name] = value _idx += 1 _idx = index - 1 while _idx >= 0: if frame.sceneMirrorPosition.iloc[_idx] == corrupt_view: # Made one cycle break elif frame.sceneMirrorPosition.iloc[_idx] in [ord('H'), ord('A')]: # Skip opposite calibration views _idx -= 1 continue else: # Invalidate non-calibration views frame.ix[frame.index[_idx], check_name] = value _idx -= 1 return frame class BaseCheckList: def __init__(self, *args, **kwargs): self.check_results = {} self.parameters = {} def set_params(self, parameters): self.parameters = parameters def update_qc_percent(self, frame): for check_func in self.checks: name = check_func.__name__ if name in frame.columns: results = frame[name].fillna(0) # Compute P(A U B) previous_percent = frame['qc_percent'] frame['qc_percent'] = previous_percent + results - previous_percent*results return frame def compute(self, frame): for check in self.checks: frame = check(frame, self.parameters) return self.update_qc_percent(frame)