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+ # ------------------------------------------------------------------------------
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+ # __ _____ __
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+ # ____ ___ ____ _/ /__/ ___/_________ __ __/ /_
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+ # / __ \/ _ \/ __ `/ //_/\__ \/ ___/ __ \/ / / / __/
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+ # / /_/ / __/ /_/ / ,< ___/ / /__/ /_/ / /_/ / /_
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+ # / .___/\___/\__,_/_/|_|/____/\___/\____/\__,_/\__/
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+ # /_/
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+ #
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+ # Copyrigh 2025 GNU AFFERO GENERAL PUBLIC LICENSE
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+ # Alexander L. Lin, Lana A. Cartailler, Jean-Philippe Cartailler
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+ # https://github.com/vandydata/peakScout
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+ #
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+ # ------------------------------------------------------------------------------
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+
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import polars as pl
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import os
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+ # ------------------------------------------------------------------------------
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+ # __ _____ __
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+ # ____ ___ ____ _/ /__/ ___/_________ __ __/ /_
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+ # / __ \/ _ \/ __ `/ //_/\__ \/ ___/ __ \/ / / / __/
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+ # / /_/ / __/ /_/ / ,< ___/ / /__/ /_/ / /_/ / /_
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+ # / .___/\___/\__,_/_/|_|/____/\___/\____/\__,_/\__/
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+ # /_/
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+ #
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+ # Copyrigh 2025 GNU AFFERO GENERAL PUBLIC LICENSE
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+ # Alexander L. Lin, Lana A. Cartailler, Jean-Philippe Cartailler
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+ # https://github.com/vandydata/peakScout
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+ #
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+ # ------------------------------------------------------------------------------
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+
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import pandas as pd
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import polars as pl
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from process_features import get_nearest_features , decompose_features
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+ # ------------------------------------------------------------------------------
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+ # __ _____ __
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+ # ____ ___ ____ _/ /__/ ___/_________ __ __/ /_
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+ # / __ \/ _ \/ __ `/ //_/\__ \/ ___/ __ \/ / / / __/
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+ # / /_/ / __/ /_/ / ,< ___/ / /__/ /_/ / /_/ / /_
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+ # / .___/\___/\__,_/_/|_|/____/\___/\____/\__,_/\__/
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+ # /_/
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+ #
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+ # Copyrigh 2025 GNU AFFERO GENERAL PUBLIC LICENSE
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+ # Alexander L. Lin, Lana A. Cartailler, Jean-Philippe Cartailler
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+ # https://github.com/vandydata/peakScout
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+ #
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+ # ------------------------------------------------------------------------------
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+
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import pandas as pd
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import polars as pl
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import os
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#!/usr/bin/env python3
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+ # ------------------------------------------------------------------------------
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+ # __ _____ __
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+ # ____ ___ ____ _/ /__/ ___/_________ __ __/ /_
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+ # / __ \/ _ \/ __ `/ //_/\__ \/ ___/ __ \/ / / / __/
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+ # / /_/ / __/ /_/ / ,< ___/ / /__/ /_/ / /_/ / /_
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+ # / .___/\___/\__,_/_/|_|/____/\___/\____/\__,_/\__/
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+ # /_/
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+ #
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+ # Copyrigh 2025 GNU AFFERO GENERAL PUBLIC LICENSE
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+ # Alexander L. Lin, Lana A. Cartailler, Jean-Philippe Cartailler
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+ # https://github.com/vandydata/peakScout
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+ #
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+ # ------------------------------------------------------------------------------
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+
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import argparse
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from peak2gene import peak2gene
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from gene2peak import gene2peak
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+ # ------------------------------------------------------------------------------
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+ # __ _____ __
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+ # ____ ___ ____ _/ /__/ ___/_________ __ __/ /_
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+ # / __ \/ _ \/ __ `/ //_/\__ \/ ___/ __ \/ / / / __/
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+ # / /_/ / __/ /_/ / ,< ___/ / /__/ /_/ / /_/ / /_
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+ # / .___/\___/\__,_/_/|_|/____/\___/\____/\__,_/\__/
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+ # /_/
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+ #
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+ # Copyrigh 2025 GNU AFFERO GENERAL PUBLIC LICENSE
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+ # Alexander L. Lin, Lana A. Cartailler, Jean-Philippe Cartailler
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+ # https://github.com/vandydata/peakScout
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+ #
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+ # ------------------------------------------------------------------------------
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import polars as pl
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import numpy as np
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+ # ------------------------------------------------------------------------------
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+ # __ _____ __
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+ # ____ ___ ____ _/ /__/ ___/_________ __ __/ /_
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+ # / __ \/ _ \/ __ `/ //_/\__ \/ ___/ __ \/ / / / __/
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+ # / /_/ / __/ /_/ / ,< ___/ / /__/ /_/ / /_/ / /_
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+ # / .___/\___/\__,_/_/|_|/____/\___/\____/\__,_/\__/
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+ # /_/
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+ #
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+ # Copyrigh 2025 GNU AFFERO GENERAL PUBLIC LICENSE
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+ # Alexander L. Lin, Lana A. Cartailler, Jean-Philippe Cartailler
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+ # https://github.com/vandydata/peakScout
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+ #
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+ # ------------------------------------------------------------------------------
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+
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import polars as pl
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import os
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+ # ------------------------------------------------------------------------------
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+ # __ _____ __
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+ # ____ ___ ____ _/ /__/ ___/_________ __ __/ /_
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+ # / __ \/ _ \/ __ `/ //_/\__ \/ ___/ __ \/ / / / __/
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+ # / /_/ / __/ /_/ / ,< ___/ / /__/ /_/ / /_/ / /_
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+ # / .___/\___/\__,_/_/|_|/____/\___/\____/\__,_/\__/
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+ # /_/
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+ #
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+ # Copyrigh 2025 GNU AFFERO GENERAL PUBLIC LICENSE
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+ # Alexander L. Lin, Lana A. Cartailler, Jean-Philippe Cartailler
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+ # https://github.com/vandydata/peakScout
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+ #
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+ # ------------------------------------------------------------------------------
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+
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import pandas as pd
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import os
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from openpyxl .styles import PatternFill
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