<commit_before><?php

declare(strict_types=1);

namespace mcordingley\Regression\RegressionAlgorithms;

/**
 * RegressionAlgorithmInterface
 *
 * Strategy object used by the `Regression` class to find a set of predictor
 * coefficients. Encapsulates the algorithm used to calculate these values.
 */
interface RegressionAlgorithm
{
    /**
     * regress<commit_msg>Add missing use.<commit_after><?php

declare(strict_types=1);

namespace mcordingley\Regression\RegressionAlgorithms;

use mcordingley\Regression\Observations;

/**
 * RegressionAlgorithmInterface
 *
 * Strategy object used by the `Regression` class to find a set of predictor
 * coefficients. Encapsulates the algorithm used to calculate these values.
 */
interface RegressionAlgorithm
{
    /**
     * regress
{'fraction_non_alphanumeric': 0.08236808236808237, 'fraction_numerical': 0.002574002574002574, 'mean_word_length': 4.849624060150376, 'pattern_counts': {'":': 0, '<': 5, '<?xml version=': 0, '>': 3, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '3394046', 'n_tokens_mistral': 215, 'n_tokens_neox': 210, 'n_words': 63}