Python uses Cytoolz's maps, plucks, valmaps, and other functions for data conversion and mapping

Preparation work: In order to use the Cytoolz library, we need to install Python and pip, and use pip to install the Cytoolz library. The following are the preparations for environment construction: 1. Install Python: Visit the official website（ https://www.python.org/downloads/ ）Download and install the Python version suitable for your operating system. 2. Install pip: pip is a package management tool for Python. Run the following command on the terminal or command line to install pip: python get-pip.py 3. Install Cytoolz: Run the following command on the terminal or command line to install the Cytoolz library: pip install cytoolz Dependent class libraries: Before using the Cytoolz library, we need to import it. The following are the import statements: python from cytoolz import map, pluck, valmap Data sample: Let's assume we have a dictionary list containing student information. Each dictionary contains the students' names, ages, and grades. The following is a sample data: python students = [ {"name": "Alice", "age": 20, "score": 85}, {"name": "Bob", "age": 21, "score": 90}, {"name": "Charlie", "age": 19, "score": 80} ] Complete example: Now, let's use Cytoolz's map, chuck, and valmap functions to transform and map the above data. The following is a complete Python code example: python from cytoolz import map, pluck, valmap students = [ {"name": "Alice", "age": 20, "score": 85}, {"name": "Bob", "age": 21, "score": 90}, {"name": "Charlie", "age": 19, "score": 80} ] #Using the map function to add 10 to a student's score score_plus_10 = list(map(lambda student: student["score"]+10, students)) print(score_plus_10) #Output: [95, 100, 90] #Extracting Student Names Using the Pluck Function names = list(pluck("name", students)) print(names) #Output: ["Alice", "Bob", "Charlie"] #Using the valmap function to increase the age of students by 5 ages_plus_5 = list(valmap(lambda age: age+5, pluck("age", students))) print(ages_plus_5) #Output: [25, 26, 24] Summary: In this example, we used the 'map', 'plug', and 'valmap' functions of the Cytoolz library` The 'map' function can apply any conversion function to data, the 'chuck' function can extract specific key values from the dictionary, and the 'valmap' function can convert dictionary values. These functions enable us to flexibly transform and map data, thereby simplifying the data processing process.