[+] Add stddev to scientific utils

This commit is contained in:
Azalea (on HyDEV-Daisy)
2022-08-25 23:16:48 -04:00
parent fb57ec06ae
commit f990731261
2 changed files with 12 additions and 4 deletions
+1
View File
@@ -1,6 +1,7 @@
"""
Natual language processing utils
"""
from __future__ import annotations
def camel_split(camel: str) -> list[str]:
+11 -4
View File
@@ -3,9 +3,7 @@ Importing this file requires numpy, matplotlib, and numba
"""
from __future__ import annotations
import time
from dataclasses import dataclass
from typing import Callable
import numpy as np
from matplotlib import pyplot as plt
@@ -23,13 +21,21 @@ class Statistics:
maximum: float
count: int
total: float
stddev: float
def get_metric_6(self) -> tuple[float, float, float, float, float, float]:
return self.mean, self.median, self.minimum, self.maximum, self.lower_quartile, self.upper_quartile
def print(self, dec: int = 2):
print(f'> Mean: {round(self.mean, dec)}, Median: {round(self.median, dec)}')
print(f'> Min: {round(self.minimum, dec)}, Max: {round(self.maximum, dec)}')
print(f'> Q1: {round(self.lower_quartile, dec)}, Q3: {round(self.upper_quartile, dec)}')
print(f'> StdDev: {round(self.stddev, dec)}, IQR: {round(self.iqr, dec)}')
print(f'> N: {self.count}')
@njit(cache=True)
def _calc_col_stats_helper(col: np.ndarray) -> tuple[float, float, float, float, float, float, float, int, float]:
def _calc_col_stats_helper(col: np.ndarray) -> tuple[float, float, float, float, float, float, float, int, float, float]:
q1 = np.quantile(col, 0.25)
q3 = np.quantile(col, 0.75)
return (
@@ -41,7 +47,8 @@ def _calc_col_stats_helper(col: np.ndarray) -> tuple[float, float, float, float,
float(np.min(col)),
float(np.max(col)),
len(col),
float(np.sum(col))
float(np.sum(col)),
float(np.std(col))
)