cxcscmu/SkillLearnBench - Page 7

geopandas-point-in-polygon

How to determine which points fall inside a specific polygon using GeoPandas.

enterprise-data-retrieval

Patterns for cross-referencing multiple data sources (products, employees, etc.) to answer complex business questions.

json-data-processing

Provides techniques for parsing and extracting data from JSON files in Python.

python-text-search

Techniques to find specific data points in nested Python dictionaries using recursion.

13f-data-parsing

A skill for parsing and analyzing SEC Form 13F TSV files, including COVERPAGE, INFOTABLE, and SUMMARYPAGE, using pandas.

fuzzy-string-matching

A skill for finding best string matches in datasets using fuzzy matching libraries like fuzzywuzzy or rapidfuzz.

jackson-druid-cve

Security and Jackson deserialization issues in Apache Druid, focusing on property bypasses.

github-search-api

Fetch repository metrics, issues, and pull requests over a specific date range using the GitHub Search API.

python-datetime-metrics

Parse datetime strings and compute time durations/averages for datasets (like PR merge times) in Python.

huggingface-trl

Using Hugging Face TRL library for building custom trainers for Preference Optimization methods like DPO, SimPO, etc.

simpo-loss

Guide on understanding and implementing the SimPO (Simple Preference Optimization) loss function for language models.

python-docx-templating

A skill for replacing placeholders and handling conditional blocks in python-docx.

document-text-extraction

Extracts text from PDF, DOCX, and PPTX files using Python.

text-classification-heuristics

Classifies text into predefined categories using keyword matching heuristics.

scala-circe-json

Guide for using Circe in Scala 2.13 for parsing and generating JSON, specifically when translating Python JSON handling.

scala-functional-builders

Guide for creating functional fluent builders in Scala.

scala-generics-variance

Guide for translating Python TypeVars and generics to Scala covariant and contravariant types.

scala-method-overloading

Guide for translating Python @overload and dynamic typing (Any, Union) to Scala method overloading and type matching.

pdf-drawing-extraction

Extracts vector graphics, colors, and text from PDF files using PyMuPDF to analyze calendars or visual schedules.

schedule-constraint-parsing

Uses regular expressions to parse dates, time ranges, and durations from natural language text like meeting requests.

d3-force-bubble

Guide for creating clustered bubble charts using D3.js force simulations (v6+), including collision and categorization.

d3-linked-interactivity

Guide for linking D3.js SVG visualizations with DOM elements like HTML tables for bidirectional interactivity (hover, click, highlight).

glm-calibration

Calibrating the General Lake Model (GLM) by modifying parameter bounds for lake simulation.

python-pandas-merge

Matching observations with simulated data using exact datetime and rounded depth merges in pandas.

python-xarray-netcdf

Reading and processing NetCDF outputs from models like GLM using Python and xarray.

data-analysis

Using Python and Pandas to analyze large CSV datasets and filter based on specific criteria like budget, location, and amenities.

route-planning

Algorithmic planning of itineraries avoiding specific transport modes and allocating time based on budget constraints.

image-grayscale

Convert images to grayscale in-place.

opencv-template-matching

Count occurrences of a template in a target image.

video-keyframe-extraction

Extract key frames (I-frames) from video files using FFmpeg.

python-openpyxl

Using openpyxl to read, write, and modify Excel files while preserving formatting and using formulas.

anthropic-brand-design

Guidelines for applying Anthropic's visual identity and brand tokens in technical and marketing artifacts.

image-generation-pillow

Technical image generation using Python's Pillow library. Use this when you need to programmatically create diagrams, posters, or technical drawings.

mandarin-rhyme

Rules for rhyming in poetry based on modern Mandarin (Pinyin).

qiyan-lvshi

Rules for composing Chinese seven-character regulated verse (Qi Yan Lv Shi).

pdf-form-filling

Methods for programmatically filling PDF forms (AcroForms) and saving the results using pypdf.

pdf-inspection

Techniques for inspecting PDF form fields and their properties using Python libraries like pypdf.

custom-dbscan-metric

Implementation of a custom distance metric for DBSCAN clustering using scipy and sklearn.

greedy-matching-evaluation

Greedy matching algorithm to pair predicted cluster centroids with ground truth points for F1 and distance metrics.

parallel-grid-search

Efficiently perform hyperparameter grid search using parallel processing.