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-- svg2png.lua
-- Convert SVG to PNG for all output formats, keeping original basenames
--
-- This Pandoc Lua filter automatically converts SVG images to PNG format
-- for better compatibility across different output formats in Quarto.
--
-- Features:
-- - Converts SVG images to PNG at 192 DPI for good quality
-- - Intelligent caching: skips conversion if PNG is newer than SVG
-- - Cross-platform compatibility (macOS/Linux)

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def auc_analysis(classifier,X,y,n_splits=6,random_state=0,show_plot=True):


    import matplotlib.pyplot as plt

    

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#!/usr/bin/env python

import os, shutil
from atlas.color_logger import logger
from pathlib2 import Path
import pandas as pd
import argparse
from snakemake.shell import shell

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# STARTUP SCREENS
# ===============================================================
# Defines the time screen delays a new message when one message
# is currently displayed. The default is 1 second.
#  msgminwait 2

# Time a message is displayed if screen is not disturbed by
# other activity. The dafault is 5 seconds:
#  msgwait 2

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import os
import sys
import logging

logger = logging.getLogger(os.path.basename(__file__))

import pandas as pd
import numpy as np
from collections import defaultdict

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