news_producer/vendor/markrogoyski/math-php/tests/Statistics/Regression/LinearThroughPointTest.php

<?php

namespace MathPHP\Tests\Statistics\Regression;

use MathPHP\Statistics\Regression\LinearThroughPoint;

class LinearThroughPointTest extends \PHPUnit\Framework\TestCase
{
    /**
     * @test constructor
     */
    public function testConstructor()
    {
        // Given
        $points = [ [1,2], [2,3], [4,5], [5,7], [6,8] ];
        $force = [0,0];

        // When
        $regression = new LinearThroughPoint($points, $force);

        // Then
        $this->assertInstanceOf(\MathPHP\Statistics\Regression\Regression::class, $regression);
        $this->assertInstanceOf(\MathPHP\Statistics\Regression\LinearThroughPoint::class, $regression);
    }

    /**
     * @test getPoints
     */
    public function testGetPoints()
    {
        // Given
        $points = [ [1,2], [2,3], [4,5], [5,7], [6,8] ];
        $force = [0,0];

        // When
        $regression = new LinearThroughPoint($points, $force);

        // Then
        $this->assertEquals($points, $regression->getPoints());
    }

    /**
     * @test getXs
     */
    public function testGetXs()
    {
        // Given
        $points = [ [1,2], [2,3], [4,5], [5,7], [6,8] ];
        $force = [0,0];

        // When
        $regression = new LinearThroughPoint($points, $force);

        // Then
        $this->assertEquals([1,2,4,5,6], $regression->getXs());
    }

    /**
     * @test getYs
     */
    public function testGetYs()
    {
        // Given
        $points = [ [1,2], [2,3], [4,5], [5,7], [6,8] ];
        $force = [0,0];

        // When
        $regression = new LinearThroughPoint($points, $force);

        // Then
        $this->assertEquals([2,3,5,7,8], $regression->getYs());
    }

    /**
     * @test         getEquation - Equation matches pattern y = mx + b
     * @dataProvider dataProviderForEquation
     * @param        array $points
     */
    public function testGetEquation(array $points)
    {
        // Given
        $force = [0,0];

        // When
        $regression = new LinearThroughPoint($points, $force);

        // Then
        $this->assertRegExp('/^y = [-]?\d+[.]\d+x [+\-] \d+[.]\d+$/', $regression->getEquation());
    }

    /**
     * @return array [points]
     */
    public function dataProviderForEquation(): array
    {
        return [
            [ [ [0,0], [1,1], [2,2], [3,3], [4,4] ] ],
            [ [ [1,2], [2,3], [4,5], [5,7], [6,8] ] ],
            [ [ [4,390], [9,580], [10,650], [14,730], [4,410], [7,530], [12,600], [22,790], [1,350], [3,400], [8,590], [11,640], [5,450], [6,520], [10,690], [11,690], [16,770], [13,700], [13,730], [10,640] ] ],
        ];
    }

    /**
     * @test         getParameters
     * @dataProvider dataProviderForParameters
     * @param        array $points
     * @param        array $force_point
     * @param        float $m
     * @param        float $b
     */
    public function testGetParameters(array $points, array $force_point, float $m, float $b)
    {
        // Given
        $regression = new LinearThroughPoint($points, $force_point);

        // When
        $parameters = $regression->getParameters();

        // Then
        $this->assertEqualsWithDelta($m, $parameters['m'], 0.0001);
        $this->assertEqualsWithDelta($b, $parameters['b'], 0.0001);
    }

    /**
     * @return array [points, force_point, m, b]
     */
    public function dataProviderForParameters(): array
    {
        return [
            [
                [ [1,2], [2,3], [4,5], [5,7], [6,8] ], [0,0],
                1.35365853658537, 0
            ],
            [
                [ [4,390], [9,580], [10,650], [14,730], [4,410], [7,530], [12,600], [22,790], [1,350], [3,400], [8,590], [11,640], [5,450], [6,520], [10,690], [11,690], [16,770], [13,700], [13,730], [10,640] ], [0,0],
                54.9003101462118, 0
            ],
            [
                [ [11,15], [17,23], [23,31], [29,39] ], [0,0],
                1.348314, 0
            ],
            [
                [ [100, 140], [200,230], [300,310], [400,400], [500,480] ], [300, 310],
                0.85, 55
            ],
        ];
    }

    /**
     * @test         getSampleSize
     * @dataProvider dataProviderForSampleSize
     * @param        array $points
     * @param        int   $n
     */
    public function testGetSampleSize(array $points, int $n)
    {
        // Given
        $force = [0,0];

        // When
        $regression = new LinearThroughPoint($points, $force);

        // Then
        $this->assertEquals($n, $regression->getSampleSize());
    }

    /**
     * @return array [points, n]
     */
    public function dataProviderForSampleSize(): array
    {
        return [
            [
                [ [1,2], [2,3], [4,5], [5,7], [6,8] ], 5
            ],
            [
                [ [4,390], [9,580], [10,650], [14,730], [4,410], [7,530], [12,600], [22,790], [1,350], [3,400], [8,590], [11,640], [5,450], [6,520], [10,690], [11,690], [16,770], [13,700], [13,730], [10,640] ], 20
            ],
        ];
    }

    /**
     * @test         evaluate
     * @dataProvider dataProviderForEvaluate
     * @param        array $points
     * @param        float $x
     * @param        float $y
     */
    public function testEvaluate(array $points, float $x, float $y)
    {
        // Given
        $force = [0,0];

        // When
        $regression = new LinearThroughPoint($points, $force);

        // Then
        $this->assertEqualsWithDelta($y, $regression->evaluate($x), 0.0001);
    }

    /**
     * @return array [points, x, y]
     */
    public function dataProviderForEvaluate(): array
    {
        return [
            [
                [ [0,0], [1,1], [2,2], [3,3], [4,4] ], // y = x + 0
                5, 5,
            ],
            [
                [ [0,0], [1,1], [2,2], [3,3], [4,4] ], // y = x + 0
                18, 18,
            ],
            [
                [ [0,0], [1,2], [2,4], [3,6] ], // y = 2x + 0
                4, 8,
            ],
            [
                [ [0,1], [1,3.5], [2,6] ], // y = 2.5x + 1
                5, 15.5
            ],
            [
                [ [0,2], [1,1], [2,0], [3,-1] ], // y = -x + 2
                4, -0.571428571
            ],
        ];
    }

    /**
     * @test         ci
     * @dataProvider dataProviderForCI
     * @param        array $points
     * @param        float $x
     * @param        float $p
     * @param        float $ci
     * @throws       \Exception
     */
    public function testCI(array $points, float $x, float $p, float $ci)
    {
        // Given
        $regression = new LinearThroughPoint($points);

        // Then
        $this->assertEqualsWithDelta($ci, $regression->ci($x, $p), .0000001);
    }

    /**
     * @return array [points, x, p, ci]
     */
    public function dataProviderForCI(): array
    {
        return [
            [
                [ [1,2], [2,3], [4,5], [5,7], [6,8] ],
                2, .05, 0.2644479205,
            ],
            [
                [ [1,2], [2,3], [4,5], [5,7], [6,8] ],
                3, .05, 0.3966718808,
            ],
            [
               [ [1,2], [2,3], [4,5], [5,7], [6,8] ],
                3, .1, 0.3045778477,
            ],
        ];
    }

    /**
     * @test         PI
     * @dataProvider dataProviderForPI
     * @param        array $points
     * @param        float $x
     * @param        float $p
     * @param        float $q
     * @param        float $pi
     * @throws       \Exception
     */
    public function testPI(array $points, float $x, float $p, float $q, float $pi)
    {
        // Given
        $regression = new LinearThroughPoint($points);

        // Then
        $this->assertEqualsWithDelta($pi, $regression->pi($x, $p, $q), .0000001);
    }

    /**
     * @return array [points, x, p, q, pi]
     */
    public function dataProviderForPI(): array
    {
        return [
            [
                [ [1,2], [2,3], [4,5], [5,7], [6,8] ],
                2, .05, 1, 1.226194563,
            ],
            [
                [ [1,2], [2,3], [4,5], [5,7], [6,8] ],
                3, .05, 1, 1.261336191,
            ],
            [
               [ [1,2], [2,3], [4,5], [5,7], [6,8] ],  // when q gets large, pi approaches ci.
                3, .1, 10000000, 0.3045779864,
            ],
        ];
    }

    /**
     * @test         sum of squares
     * @dataProvider dataProviderForSumSquares
     * @param        array $points
     * @param        array $force
     * @param        array $sums
     */
    public function testSumSquares(array $points, array $force, array $sums)
    {
        // Given
        $regression = new LinearThroughPoint($points, $force);

        // Then
        $this->assertEqualsWithDelta($sums['sse'], $regression->sumOfSquaresResidual(), .0000001);
        $this->assertEqualsWithDelta($sums['ssr'], $regression->sumOfSquaresRegression(), .0000001);
        $this->assertEqualsWithDelta($sums['sst'], $regression->sumOfSquaresTotal(), .0000001);
    }

    /**
     * @return array [points, force, sums]
     */
    public function dataProviderForSumSquares(): array
    {
        return [
            [
                [ [1,2], [2,3], [4,5], [5,7], [6,8] ],
                [0,0],
                [
                    'sse' => 0.743902439,
                    'ssr' => 150.2560976,
                    'sst' => 151,
                ],
            ],
            [
                [ [2,3], [3,4], [5,6], [6,8], [7,9] ],
                [1,1],
                [
                    'sse' => 0.743902439,
                    'ssr' => 150.2560976,
                    'sst' => 151,
                ],
            ],
        ];
    }
}