Code Library | Explore Python and Multi-Language Function Collections

XGBoost, NumPy

This function uses the XGBoost library to train a model and returns the feature importances.

2024-12-16 12:08:46 Function 4 views

The code uses the Bokeh library and other Python packages such as NumPy and matplotlib for plotting.

This code defines a function that creates a scatter plot using the Bokeh library, and adds hover and box select tools. The input data is two arrays representing the x and y values.

2024-12-16 12:08:46 The type of code 3 views

gensim, numpy

This function uses gensim's LDA model to perform topic modeling on a list of texts, returning a list of the most common words for each topic.

2024-12-16 12:08:46 Text analysis 4 views

requests, random

This code block contains four functions, each for getting a random user agent, fetching content from a random URL, getting a random image URL, and fetching random image content.

2024-12-16 12:08:45 The type of code 3 views

The packages and technologies used in this code include seaborn, numpy, matplotlib, and pandas.

This function uses the seaborn library to randomly generate different types of charts, including bar plots, box plots, line plots, and scatter plots. It first generates a random dataset and then draws a chart based on the randomly selected chart type.

2024-12-16 12:08:45 The type of code 3 views

MXNet, NumPy

This function uses MXNet's matrix multiplication feature, takes two arguments representing the dimensions of the matrix, then generates two random matrices for multiplication, and finally returns the product as a numpy array.

2024-12-16 12:08:44 The type of code 29 views

Freezegun

This function uses the freeze_time method from the Freezegun library to freeze time, allowing code within the block to be executed at a specific date.

2024-12-16 12:08:44 Function 6 views

The code uses Panda3D's geometry, materials, color, and scene management features.

The code creates a randomly colored cube and adds it to the Panda3D scene. It uses Panda3D's geometry, materials, color, and scene management features.

2024-12-16 12:08:44 The type of code 4 views

The code uses the unittest library and technology stack. It defines a function called generate_random_test_case that randomly selects a test function from the unittest library and returns a custom test function. The custom test function accepts two arguments and performs a test using the randomly selected test function.

The code defines a function called generate_random_test_case, which randomly selects a test function from the unittest library and returns a custom test function. The custom test function accepts two arguments and performs a test using the randomly selected test function.

2024-12-16 12:08:43 The type of code 4 views

SHAP, NumPy, Pandas, scikit-learn

This function first generates a synthetic dataset, then trains a random forest classifier. Next, it creates a SHAP explainer using the SHAP library, computes SHAP values for the first instance, and finally generates a SHAP summary plot to visualize these values.

2024-12-16 12:08:43 SHAP Explainer and Summary Plot 5 views

Code

This function uses the XGBoost library to train a model and returns the feature importances.

This code defines a function that creates a scatter plot using the Bokeh library, and adds hover and box select tools. The input data is two arrays representing the x and y values.

This function uses gensim's LDA model to perform topic modeling on a list of texts, returning a list of the most common words for each topic.

This code block contains four functions, each for getting a random user agent, fetching content from a random URL, getting a random image URL, and fetching random image content.

This function uses the seaborn library to randomly generate different types of charts, including bar plots, box plots, line plots, and scatter plots. It first generates a random dataset and then draws a chart based on the randomly selected chart type.

This function uses MXNet's matrix multiplication feature, takes two arguments representing the dimensions of the matrix, then generates two random matrices for multiplication, and finally returns the product as a numpy array.

This function uses the freeze_time method from the Freezegun library to freeze time, allowing code within the block to be executed at a specific date.

The code creates a randomly colored cube and adds it to the Panda3D scene. It uses Panda3D's geometry, materials, color, and scene management features.

The code defines a function called generate_random_test_case, which randomly selects a test function from the unittest library and returns a custom test function. The custom test function accepts two arguments and performs a test using the randomly selected test function.

This function first generates a synthetic dataset, then trains a random forest classifier. Next, it creates a SHAP explainer using the SHAP library, computes SHAP values for the first instance, and finally generates a SHAP summary plot to visualize these values.

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1 . The function takes multiple iterable objects as input and returns an iterator that produces tuples, each containing the next value from each input iterable. If an iterable is exhausted first, the value at that position is filled with the specified `fillvalue`.

2 . This function takes a list as input and then uses the sample method from the random module to shuffle the order of the elements in the list and return it.

3 . This function merges two lists and sorts them using the sorted function

4 . This function calculates the square root of the input number.

5 . This function takes a string argument and returns a dictionary containing the count of each English letter (case insensitive) in the string.

6 . This function takes a list of strings as input and returns all unique palindromes in the list.

7 . This function uses the BeautifulSoup library to extract all links from the given HTML content. It can specify the tag to search for and the attributes to filter the links.

8 . This function combines multiple iterable objects into a tuple. If one of the iterable objects is longer than the others, it fills the remaining positions with `fillvalue`.

9 . The function is used to merge multiple iterable objects into one iterator. If the iterables are of uneven length, the specified value is used to fill in the shorter iterables.

10 . This function first generates a random string of a specified length, then retrieves the current time and current directory, converts the string to JSON format, calculates its MD5 hash, checks if it contains a digit, and finally calculates the length of the string and prints all results.