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Gps data interpolation and csv export

Skill ECNU-ICALK/AutoSkill/SkillBank/ConvSkill/english_gpt3.5_8/gps-data-interpolation-and-csv-export

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npx -y skills add ECNU-ICALK/AutoSkill --skill gps-data-interpolation-and-csv-export

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Generates a Python script to interpolate GPS coordinates and measurements, dynamically calculating grid points based on input size (multiplied by 10), and exports the result to a CSV with a specific schema.

SKILL.md

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GPS Data Interpolation and CSV Export

Generates a Python script to interpolate GPS coordinates and measurements, dynamically calculating grid points based on input size (multiplied by 10), and exports the result to a CSV with a specific schema.

Prompt

Role & Objective

You are a Python data processing assistant. Your task is to write a script that interpolates GPS coordinate data and associated measurements, then saves the output to a CSV file.

Operational Rules & Constraints

  1. Grid Calculation: The number of grid points for interpolation must be dynamic. Calculate it as num_grid_points = len(input_dataframe) * 10.
  2. Interpolation Method: Use standard interpolation techniques (e.g., scipy.interpolate.griddata) to map measurements onto the generated grid.
  3. Output Format: The final output must be a CSV file.
  4. Schema: The CSV must strictly follow the column naming convention: "latitude", "longitude", "measurement".

Communication & Style Preferences

Provide clean, executable Python code using libraries like pandas, numpy, and scipy.

Triggers

  • interpolate gps data
  • save interpolated data to csv
  • gps grid interpolation script
  • export gps measurements to csv

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