Overview
This dataset contains all irregular verbs in all known Romance languages —including Portugese, Spanish, French, and Italian. Lorem ipsum dolor sit amet, consectetur adipisicing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.
View dataset
- Irregular verbs in Portugese: data
- Irregular verbs in Italian: data
- Irregular verbs in French: data
- Irregular verbs in Spanish: data
Source of data
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Using data with Python
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Start Python:
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import numpy as np
import pandas as pd
Open the file:
Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat data.csv.
file_path = 'data.csv'
with open(file_path, 'r') as file:
Read data:
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lines = file.readlines()
Parse and process data:
Duis aute line_data irure dolor in reprehenderit in voluptate velit esse
cillum dolore eu fugiat nulla pariatur data.extend.
data = []
for line in lines:
line_data = line.strip().split(',') # Split the line into a list of values
line_data = [float(value) for value in line_data] # Convert values to floats
data.extend(line_data) # Extend the main list with values from the line
Compute summary statistics using NumPy:
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data_array = np.array(data) # Convert the list to a NumPy array
mean = np.mean(data_array)
median = np.median(data_array)
std_dev = np.std(data_array)
min_value = np.min(data_array)
max_value = np.max(data_array)
Display summary statistics:
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tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam,
quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo
consequat print.
print(f"Mean: {mean}")
print(f"Median: {median}")
print(f"Standard Deviation: {std_dev}")
print(f"Minimum Value: {min_value}")
print(f"Maximum Value: {max_value}")
Description of simulation parameters
| Parameter | Value | Language | Time period | Description |
|---|---|---|---|---|
| $\alpha$ | $1/2$ | French | 1930–1954 | Tempor dolor in |
| $\lambda$ | $e/2$ | French | 1930–1954 | Fugiat sint occaecat |
| $\gamma$ | $\ln(3)$ | Spanish | 1833–1954 | Duis officia deserunt |
| $\omega$ | $10^{-4}$ | Italian | 1930–1994 | Excepteur et dolore magna aliqua |
| $\sigma$ | $1.5$ | Portuguese | 1990–2023 | Lorem culpa qui |
| $\chi^2$ | $\pi^2$ | Portuguese | 1990–2023 | Labore et dolore |