Created
January 25, 2016 01:25
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old thing from 2013
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import pandas as pd | |
import numpy as np | |
def _run_starts_ends(bools): | |
""" | |
Returns a start and end bool array that marks the endpoints of | |
each contigious group of Trues | |
Parameters | |
---------- | |
bools : ndarray | |
Boolean array | |
""" | |
diffs = bools.astype(int).diff() | |
starts = diffs == 1 | |
ends = diffs == -1 | |
# diff won't catch inital True | |
if bools.iloc[0] == True: | |
starts.iloc[0] = True | |
return starts, ends | |
def run_lengths(bools): | |
""" | |
Returns a Series marking the length of each run at its first period. | |
Parameters | |
---------- | |
bools : ndarray | |
Boolean array | |
Returns | |
------- | |
runs : pd.Series | |
Marks the beginning of each run with the length of run. Uses same index | |
as bools | |
""" | |
starts, ends = _run_starts_ends(bools) | |
# get the pos-posex of true values | |
start_pos = list(np.where(starts)[0]) | |
end_pos = list(np.where(ends)[0]) | |
if bools.iloc[-1] == True: | |
end_pos.append(len(bools)) | |
start_pos = np.array(start_pos) | |
end_pos = np.array(end_pos) | |
run_lengths = end_pos - start_pos | |
runs = pd.Series(np.nan, index=bools.index) | |
runs.put(start_pos, run_lengths) | |
return runs | |
def break_lengths(bools): | |
""" | |
""" | |
breaks = run_lengths(~bools) | |
return breaks | |
def grab_runs(bools): | |
""" | |
""" | |
breaks = break_lengths(bools) | |
runs = pd.DataFrame({'run_length': run_lengths(bools).dropna()}) | |
first = runs.index[0] | |
last = runs.index[-1] | |
breaks_before = pd.Series(np.nan, index=runs.index) | |
breaks_after = pd.Series(np.nan, index=runs.index) | |
bb = breaks.ix[:last].dropna() # breaks_before | |
ba = breaks.ix[first:].dropna() # break_after | |
breaks_before[len(runs)-len(bb):] = bb | |
breaks_after[:len(ba)] = ba | |
runs['breaks_after'] = breaks_after | |
runs['breaks_before'] = breaks_before | |
return runs |
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