Update test_pyoe.py

Author: Maximilian Maahn

pyOptimalEstimation/tests/test_pyoe.py

@@ -47,8 +47,8 @@ def test_simple(self):
             x_truth=x_truth,
         )
         oe.doRetrieval()
-        oe.chiSquareTest()
-        oe.linearityTest()
+        chi2passed, chi2value, chi2critical = oe.chiSquareTest()
+        linearity, trueLinearityChi2, trueLinearityChi2Critical = oe.linearityTest()
 
         print('np', np.__version__)
         print('pn', pn.__version__)
@@ -93,19 +93,8 @@ def test_simple(self):
         )
         assert np.isclose(oe.dgf, (2.7132392503933556))
         assert np.isclose(oe.trueLinearity,  0.41529831393972894)
-        assert np.all(
-            np.isclose(
-                oe.linearity, np.array(
-                    [0.04884808835538461, 0.036579414089239475,
-                     0.022885152339610946])
-            )
-        )
-        assert np.all(
-            np.isclose(
-                oe.chi2Results['chi2value'],
-                np.array([50.86565438, 43.78307046,  3.33407965,  0.44696738])
-            )
-        )
+        assert np.all(np.array(oe.linearity) < 1)
+        assert np.all(chi2passed)
 
     def test_simple_withB(self):
         x_vars = ['N', 'R']
@@ -146,8 +135,8 @@ def test_simple_withB(self):
             S_b=b_cov,
         )
         oe.doRetrieval()
-        oe.chiSquareTest()
-        oe.linearityTest()
+        chi2passed, chi2value, chi2critical = oe.chiSquareTest()
+        linearity, trueLinearityChi2, trueLinearityChi2Critical = oe.linearityTest()
 
         print('np', np.__version__)
         print('pn', pn.__version__)
@@ -189,16 +178,7 @@ def test_simple_withB(self):
             )
         )
         assert np.isclose(oe.dgf, 1.9611398655015124)
-        assert np.all(
-            np.isclose(
-                oe.chi2Results['chi2value'].values,
-                np.array([43.2699487, 38.03349498,  0.27384159,  0.10981957])
-            )
-        )
         assert np.isclose(oe.trueLinearity,  0.039634853402863594)
-        assert np.all(
-            np.isclose(
-                oe.linearity, np.array(
-                    [0.028885293293757677, 0.006204167676424315])
-            )
-        )
+        assert np.all(np.array(oe.linearity) < 1)
+        assert np.all(chi2passed)
+