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20 changes: 8 additions & 12 deletions src/haddock/modules/analysis/caprieval/capri.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,6 @@
import os
import shutil
import tempfile
from math import sqrt
from pathlib import Path

import numpy as np
Expand Down Expand Up @@ -648,16 +647,14 @@ def rearrange_ss_capri_output(
write_nested_dic_to_file(data, output_name)


def calc_stats(data, n):
def calc_stats(data):
"""
Calculate the mean and stdev.

Parameters
----------
data : list
List of values.
n : int
Number of values to be used for the calculation.

Returns
-------
Expand All @@ -666,9 +663,8 @@ def calc_stats(data, n):
stdev : float
Standard deviation of the values.
"""
mean = sum(data) / n
var = sum((x - mean) ** 2 for x in data) / n
stdev = sqrt(var)
mean = np.mean(data)
stdev = np.std(data)
return mean, stdev


Expand Down Expand Up @@ -697,38 +693,38 @@ def capri_cluster_analysis(
try:
score_array = [
e[1].score for e in clt_data[element][:clt_threshold]]
score_mean, score_stdev = calc_stats(score_array, clt_threshold)
score_mean, score_stdev = calc_stats(score_array)
except KeyError:
score_mean = float("nan")
score_stdev = float("nan")

try:
irmsd_array = [
e[0].irmsd for e in clt_data[element][:clt_threshold]]
irmsd_mean, irmsd_stdev = calc_stats(irmsd_array, clt_threshold)
irmsd_mean, irmsd_stdev = calc_stats(irmsd_array)
except KeyError:
irmsd_mean = float("nan")
irmsd_stdev = float("nan")

try:
fnat_array = [e[0].fnat for e in clt_data[element][:clt_threshold]]
fnat_mean, fnat_stdev = calc_stats(fnat_array, clt_threshold)
fnat_mean, fnat_stdev = calc_stats(fnat_array)
except KeyError:
fnat_mean = float("nan")
fnat_stdev = float("nan")

try:
lrmsd_array = [
e[0].lrmsd for e in clt_data[element][:clt_threshold]]
lrmsd_mean, lrmsd_stdev = calc_stats(lrmsd_array, clt_threshold)
lrmsd_mean, lrmsd_stdev = calc_stats(lrmsd_array)
except KeyError:
lrmsd_mean = float("nan")
lrmsd_stdev = float("nan")

try:
dockq_array = [
e[0].dockq for e in clt_data[element][:clt_threshold]]
dockq_mean, dockq_stdev = calc_stats(dockq_array, clt_threshold)
dockq_mean, dockq_stdev = calc_stats(dockq_array)
except KeyError:
dockq_mean = float("nan")
dockq_stdev = float("nan")
Expand Down
2 changes: 1 addition & 1 deletion tests/test_module_caprieval.py
Original file line number Diff line number Diff line change
Expand Up @@ -374,7 +374,7 @@ def test_rearrange_ss_capri_output():

def test_calc_stats():
"""Test the calculation of statistics."""
observed_mean, observed_std = calc_stats([2, 2, 4, 5], 4)
observed_mean, observed_std = calc_stats([2, 2, 4, 5])
assert round_two_dec(observed_mean) == 3.25
assert round_two_dec(observed_std) == 1.3

Expand Down