сделан анализ данных

This commit is contained in:
Proninvv 2026-03-21 18:21:24 +03:00
parent cb970daadf
commit ec3d83df97
6 changed files with 127 additions and 4 deletions

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@ -1,4 +1,7 @@
import pandas as pd
import glob
import re
import os
import matplotlib.pyplot as plt
from matplotlib.ticker import AutoMinorLocator
import numpy as np
@ -7,17 +10,42 @@ from scipy.optimize import curve_fit
from numpy.polynomial import Polynomial
df = pd.read_csv("timedata_500.csv")
print(df)
folder_path = 'results'
# 2. Список размеров (500, 1000, 2000, 5000, 10000)
sizes = ['500', '1000', '2000', '5000', '10000']
for size in sizes:
files = glob.glob(os.path.join(folder_path, f'timedata_{size}_epochs_*.csv'))
if not files:
continue
# Читаем файлы
dfs = [pd.read_csv(f) for f in files]
# 1. Определяем, какие колонки текстовые (не числовые)
# Предполагаем, что во всех файлах они одинаковые
text_cols = dfs[0].select_dtypes(exclude=['number']).columns.tolist()
# 2. Объединяем и считаем среднее
# Группируем по текстовым колонкам, чтобы они остались в результате
if text_cols:
combined = pd.concat(dfs)
mean_df = combined.groupby(text_cols).mean().reset_index()
else:
# Если текста нет, просто среднее по строкам
mean_df = pd.concat(dfs).groupby(level=0).mean()
output_name = f'average_timedata_{size}.csv'
mean_df.to_csv(os.path.join(folder_path, output_name), index=False)
print(f"Файл {output_name} успешно создан")
# построение графика
# fig, ax = plt.subplots(figsize=(8, 5))
# ax.set_title("График зависимости фазы от частоты(сх5)")
# ax.set_xlabel("v, Hz")
# ax.set_ylabel("phi, rad")

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@ -0,0 +1,19 @@
Структура,Режим,Операция,Время (сек)
bintree,shuffled,delete,7.1253333317145e-05
bintree,shuffled,find,0.00013709333328122667
bintree,shuffled,insert,0.00207977333326802
bintree,sorted,delete,0.004027406666697627
bintree,sorted,find,0.008272293333326707
bintree,sorted,insert,0.12546639333337828
hashtable,shuffled,delete,0.00012531333333446666
hashtable,shuffled,find,0.00018659333342529335
hashtable,shuffled,insert,0.0021367066666243334
hashtable,sorted,delete,0.00012610666664531332
hashtable,sorted,find,0.00017989333330958
hashtable,sorted,insert,0.0020845666666142264
linklist,shuffled,delete,0.0014374400000330134
linklist,shuffled,find,0.0026490666666783135
linklist,shuffled,insert,0.027241586666680903
linklist,sorted,delete,0.0016270466666658602
linklist,sorted,find,0.0025114866666474866
linklist,sorted,insert,0.02720876666670236
1 Структура Режим Операция Время (сек)
2 bintree shuffled delete 7.1253333317145e-05
3 bintree shuffled find 0.00013709333328122667
4 bintree shuffled insert 0.00207977333326802
5 bintree sorted delete 0.004027406666697627
6 bintree sorted find 0.008272293333326707
7 bintree sorted insert 0.12546639333337828
8 hashtable shuffled delete 0.00012531333333446666
9 hashtable shuffled find 0.00018659333342529335
10 hashtable shuffled insert 0.0021367066666243334
11 hashtable sorted delete 0.00012610666664531332
12 hashtable sorted find 0.00017989333330958
13 hashtable sorted insert 0.0020845666666142264
14 linklist shuffled delete 0.0014374400000330134
15 linklist shuffled find 0.0026490666666783135
16 linklist shuffled insert 0.027241586666680903
17 linklist sorted delete 0.0016270466666658602
18 linklist sorted find 0.0025114866666474866
19 linklist sorted insert 0.02720876666670236

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@ -0,0 +1,19 @@
Структура,Режим,Операция,Время (сек)
bintree,shuffled,delete,9.902666667279779e-05
bintree,shuffled,find,0.0001944666667137333
bintree,shuffled,insert,0.03110178666661335
bintree,sorted,delete,0.04493390000003876
bintree,sorted,find,0.08307538000003656
bintree,sorted,insert,13.248167193333348
hashtable,shuffled,delete,0.0009765399999347067
hashtable,shuffled,find,0.0015001800000693933
hashtable,shuffled,insert,0.1658438800000264
hashtable,sorted,delete,0.00089762666668012
hashtable,sorted,find,0.0014446866666578669
hashtable,sorted,insert,0.16466330666664053
linklist,shuffled,delete,0.016608193333286114
linklist,shuffled,find,0.028897673333312873
linklist,shuffled,insert,2.859923846666667
linklist,sorted,delete,0.0175646400000611
linklist,sorted,find,0.031122179999980872
linklist,sorted,insert,3.049302733333343
1 Структура Режим Операция Время (сек)
2 bintree shuffled delete 9.902666667279779e-05
3 bintree shuffled find 0.0001944666667137333
4 bintree shuffled insert 0.03110178666661335
5 bintree sorted delete 0.04493390000003876
6 bintree sorted find 0.08307538000003656
7 bintree sorted insert 13.248167193333348
8 hashtable shuffled delete 0.0009765399999347067
9 hashtable shuffled find 0.0015001800000693933
10 hashtable shuffled insert 0.1658438800000264
11 hashtable sorted delete 0.00089762666668012
12 hashtable sorted find 0.0014446866666578669
13 hashtable sorted insert 0.16466330666664053
14 linklist shuffled delete 0.016608193333286114
15 linklist shuffled find 0.028897673333312873
16 linklist shuffled insert 2.859923846666667
17 linklist sorted delete 0.0175646400000611
18 linklist sorted find 0.031122179999980872
19 linklist sorted insert 3.049302733333343

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@ -0,0 +1,19 @@
Структура,Режим,Операция,Время (сек)
bintree,shuffled,delete,7.961999998163568e-05
bintree,shuffled,find,0.00015218000001667332
bintree,shuffled,insert,0.004734453333367086
bintree,sorted,delete,0.010308359999983873
bintree,sorted,find,0.017580106666673534
bintree,sorted,insert,0.5280084666667032
hashtable,shuffled,delete,0.00021999999999016667
hashtable,shuffled,find,0.0003197000000605867
hashtable,shuffled,insert,0.008171780000050827
hashtable,sorted,delete,0.0002543066666324133
hashtable,sorted,find,0.00033898666671720667
hashtable,sorted,insert,0.007970166666685407
linklist,shuffled,delete,0.00390317333329518
linklist,shuffled,find,0.005606206666592033
linklist,shuffled,insert,0.12853828666672293
linklist,sorted,delete,0.0035950133332031467
linklist,sorted,find,0.005634519999997127
linklist,sorted,insert,0.12352181333332432
1 Структура Режим Операция Время (сек)
2 bintree shuffled delete 7.961999998163568e-05
3 bintree shuffled find 0.00015218000001667332
4 bintree shuffled insert 0.004734453333367086
5 bintree sorted delete 0.010308359999983873
6 bintree sorted find 0.017580106666673534
7 bintree sorted insert 0.5280084666667032
8 hashtable shuffled delete 0.00021999999999016667
9 hashtable shuffled find 0.0003197000000605867
10 hashtable shuffled insert 0.008171780000050827
11 hashtable sorted delete 0.0002543066666324133
12 hashtable sorted find 0.00033898666671720667
13 hashtable sorted insert 0.007970166666685407
14 linklist shuffled delete 0.00390317333329518
15 linklist shuffled find 0.005606206666592033
16 linklist shuffled insert 0.12853828666672293
17 linklist sorted delete 0.0035950133332031467
18 linklist sorted find 0.005634519999997127
19 linklist sorted insert 0.12352181333332432

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Структура,Режим,Операция,Время (сек)
bintree,shuffled,delete,6.57066667372419e-05
bintree,shuffled,find,0.00012748666666384
bintree,shuffled,insert,0.0009562066666603
bintree,sorted,delete,0.00166193333337402
bintree,sorted,find,0.0037453066667088
bintree,sorted,insert,0.029374266666703334
hashtable,shuffled,delete,8.520000007289733e-05
hashtable,shuffled,find,0.00013166666661460668
hashtable,shuffled,insert,0.00078531333329006
hashtable,sorted,delete,8.037333329108757e-05
hashtable,sorted,find,0.00012728666670224
hashtable,sorted,insert,0.0007655800000368666
linklist,shuffled,delete,0.0008863733333024334
linklist,shuffled,find,0.0013728799999322267
linklist,shuffled,insert,0.007485353333383146
linklist,sorted,delete,0.0008199399999587467
linklist,sorted,find,0.0014155133332829932
linklist,sorted,insert,0.007525053333286713
1 Структура Режим Операция Время (сек)
2 bintree shuffled delete 6.57066667372419e-05
3 bintree shuffled find 0.00012748666666384
4 bintree shuffled insert 0.0009562066666603
5 bintree sorted delete 0.00166193333337402
6 bintree sorted find 0.0037453066667088
7 bintree sorted insert 0.029374266666703334
8 hashtable shuffled delete 8.520000007289733e-05
9 hashtable shuffled find 0.00013166666661460668
10 hashtable shuffled insert 0.00078531333329006
11 hashtable sorted delete 8.037333329108757e-05
12 hashtable sorted find 0.00012728666670224
13 hashtable sorted insert 0.0007655800000368666
14 linklist shuffled delete 0.0008863733333024334
15 linklist shuffled find 0.0013728799999322267
16 linklist shuffled insert 0.007485353333383146
17 linklist sorted delete 0.0008199399999587467
18 linklist sorted find 0.0014155133332829932
19 linklist sorted insert 0.007525053333286713

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@ -0,0 +1,19 @@
Структура,Режим,Операция,Время (сек)
bintree,shuffled,delete,9.706666670959447e-05
bintree,shuffled,find,0.00018228666672253334
bintree,shuffled,insert,0.014378579999978032
bintree,sorted,delete,0.02119935999999135
bintree,sorted,find,0.04120988666665347
bintree,sorted,insert,3.347595473333331
hashtable,shuffled,delete,0.0006554933332760068
hashtable,shuffled,find,0.0008644266666578467
hashtable,shuffled,insert,0.05348072666658173
hashtable,sorted,delete,0.0005832733334348267
hashtable,sorted,find,0.0008229933333495334
hashtable,sorted,insert,0.05131764000000957
linklist,shuffled,delete,0.01178926666664964
linklist,shuffled,find,0.01607516666657218
linklist,shuffled,insert,0.8780199133334008
linklist,sorted,delete,0.010545446666689353
linklist,sorted,find,0.01625823333327687
linklist,sorted,insert,0.8802596533333296
1 Структура Режим Операция Время (сек)
2 bintree shuffled delete 9.706666670959447e-05
3 bintree shuffled find 0.00018228666672253334
4 bintree shuffled insert 0.014378579999978032
5 bintree sorted delete 0.02119935999999135
6 bintree sorted find 0.04120988666665347
7 bintree sorted insert 3.347595473333331
8 hashtable shuffled delete 0.0006554933332760068
9 hashtable shuffled find 0.0008644266666578467
10 hashtable shuffled insert 0.05348072666658173
11 hashtable sorted delete 0.0005832733334348267
12 hashtable sorted find 0.0008229933333495334
13 hashtable sorted insert 0.05131764000000957
14 linklist shuffled delete 0.01178926666664964
15 linklist shuffled find 0.01607516666657218
16 linklist shuffled insert 0.8780199133334008
17 linklist sorted delete 0.010545446666689353
18 linklist sorted find 0.01625823333327687
19 linklist sorted insert 0.8802596533333296