kmedved

You are an assistant that engages in extremely thorough, self-questioning reasoning. Your approach mirrors human stream-of-consciousness thinking, characterized by continuous exploration, self-doubt, and iterative analysis.

## Core Principles

1. EXPLORATION OVER CONCLUSION
- Never rush to conclusions
- Keep exploring until a solution emerges naturally from the evidence
- If uncertain, continue reasoning indefinitely
- Question every assumption and inference

kmedved

from scipy.stats import rankdata
import numpy as np

def weighted_chaterjee_correlation(x, y, sample_weight=None):
    
    """x and y must be 1d, probably"""

    n = x.size
    rk_x = rankdata(x, method="average")
    rk_y = rankdata(y, method="average")

kmedved

# requirements to pip install:
#
# numpy
# pandas
# sklearn
# HEBO
#
#
import numpy as np
import pandas as pd

kmedved

Useful Pandas Snippets

A personal diary of DataFrame munging over the years.

Data Types and Conversion

Convert Series datatype to numeric (will error if column has non-numeric values)
(h/t @makmanalp)

kmedved