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package stats_test
import (
"fmt"
"testing"
"github.com/montanaflynn/stats"
)
func ExampleLinearRegression() {
data := []stats.Coordinate{
{1, 2.3},
{2, 3.3},
{3, 3.7},
}
r, _ := stats.LinearRegression(data)
fmt.Println(r)
// Output: [{1 2.400000000000001} {2 3.1} {3 3.7999999999999994}]
}
func TestLinearRegression(t *testing.T) {
data := []stats.Coordinate{
{1, 2.3},
{2, 3.3},
{3, 3.7},
{4, 4.3},
{5, 5.3},
}
r, _ := stats.LinearRegression(data)
a := 2.3800000000000026
if !close(r[0].Y, a) {
t.Errorf("%v != %v", r[0].Y, a)
}
a = 3.0800000000000014
if !veryclose(r[1].Y, a) {
t.Errorf("%v != %v", r[1].Y, a)
}
a = 3.7800000000000002
if r[2].Y != a {
t.Errorf("%v != %v", r[2].Y, a)
}
a = 4.479999999999999
if !veryclose(r[3].Y, a) {
t.Errorf("%v != %v", r[3].Y, a)
}
a = 5.179999999999998
if !veryclose(r[4].Y, a) {
t.Errorf("%v != %v", r[4].Y, a)
}
_, err := stats.LinearRegression([]stats.Coordinate{})
if err == nil {
t.Errorf("Empty slice should have returned an error")
}
}
func TestExponentialRegression(t *testing.T) {
data := []stats.Coordinate{
{1, 2.3},
{2, 3.3},
{3, 3.7},
{4, 4.3},
{5, 5.3},
}
r, _ := stats.ExponentialRegression(data)
a, _ := stats.Round(r[0].Y, 3)
if a != 2.515 {
t.Errorf("%v != %v", r[0].Y, 2.515)
}
a, _ = stats.Round(r[1].Y, 3)
if a != 3.032 {
t.Errorf("%v != %v", r[1].Y, 3.032)
}
a, _ = stats.Round(r[2].Y, 3)
if a != 3.655 {
t.Errorf("%v != %v", r[2].Y, 3.655)
}
a, _ = stats.Round(r[3].Y, 3)
if a != 4.407 {
t.Errorf("%v != %v", r[3].Y, 4.407)
}
a, _ = stats.Round(r[4].Y, 3)
if a != 5.313 {
t.Errorf("%v != %v", r[4].Y, 5.313)
}
_, err := stats.ExponentialRegression([]stats.Coordinate{})
if err == nil {
t.Errorf("Empty slice should have returned an error")
}
}
func TestExponentialRegressionYCoordErr(t *testing.T) {
c := []stats.Coordinate{{1, -5}, {4, 25}, {6, 5}}
_, err := stats.ExponentialRegression(c)
if err != stats.YCoordErr {
t.Errorf(err.Error())
}
}
func TestLogarithmicRegression(t *testing.T) {
data := []stats.Coordinate{
{1, 2.3},
{2, 3.3},
{3, 3.7},
{4, 4.3},
{5, 5.3},
}
r, _ := stats.LogarithmicRegression(data)
a := 2.1520822363811702
if !close(r[0].Y, a) {
t.Errorf("%v != %v", r[0].Y, a)
}
a = 3.3305559222492214
if !veryclose(r[1].Y, a) {
t.Errorf("%v != %v", r[1].Y, a)
}
a = 4.019918836568674
if !veryclose(r[2].Y, a) {
t.Errorf("%v != %v", r[2].Y, a)
}
a = 4.509029608117273
if !veryclose(r[3].Y, a) {
t.Errorf("%v != %v", r[3].Y, a)
}
a = 4.888413396683663
if !veryclose(r[4].Y, a) {
t.Errorf("%v != %v", r[4].Y, a)
}
_, err := stats.LogarithmicRegression([]stats.Coordinate{})
if err == nil {
t.Errorf("Empty slice should have returned an error")
}
}
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