From fd8403098fb11c8420a5f268017936fc60bf2fd7 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Fri, 21 Mar 2025 14:14:14 -0400
Subject: [PATCH 01/21] Currently, the checking infer_from loop is not properly
 preferring the choice provided by the user which in many cases is the chosen
 evolutionary model.

---
 sedkit/sed.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sedkit/sed.py b/sedkit/sed.py
index 75c7768..f8b72a6 100644
--- a/sedkit/sed.py
+++ b/sedkit/sed.py
@@ -1928,7 +1928,7 @@ def infer_radius(self, radius_units=q.Rsun, infer_from='Lbol', plot=False):
             infer_froms.append('M_Ks')
 
         # Check infer_from value
-        if infer_from is None:
+        if infer_from is not None:
             if len(infer_froms) > 0:
                 infer_from = infer_froms[0]
         if infer_from not in infer_froms or infer_from is None:

From 6911257b95dd3c1f6eda128a5c90f79db12a389a Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Sun, 23 Mar 2025 21:15:41 -0400
Subject: [PATCH 02/21] outline of a test

---
 sedkit/sed.py                                 |     2 +-
 .../2MASS_J04151954-0935066_apparent_SED.txt  | 28661 ++++++++++++++++
 tests/test_fundamental_params.py              |    50 +
 3 files changed, 28712 insertions(+), 1 deletion(-)
 create mode 100644 tests/data/2MASS_J04151954-0935066_apparent_SED.txt
 create mode 100644 tests/test_fundamental_params.py

diff --git a/sedkit/sed.py b/sedkit/sed.py
index f8b72a6..75c7768 100644
--- a/sedkit/sed.py
+++ b/sedkit/sed.py
@@ -1928,7 +1928,7 @@ def infer_radius(self, radius_units=q.Rsun, infer_from='Lbol', plot=False):
             infer_froms.append('M_Ks')
 
         # Check infer_from value
-        if infer_from is not None:
+        if infer_from is None:
             if len(infer_froms) > 0:
                 infer_from = infer_froms[0]
         if infer_from not in infer_froms or infer_from is None:
diff --git a/tests/data/2MASS_J04151954-0935066_apparent_SED.txt b/tests/data/2MASS_J04151954-0935066_apparent_SED.txt
new file mode 100644
index 0000000..05a070c
--- /dev/null
+++ b/tests/data/2MASS_J04151954-0935066_apparent_SED.txt
@@ -0,0 +1,28661 @@
+# New_Spectrum
+# Wavelength [um], Flux Density [erg / (Angstrom s cm2)]
+# 2MASS_J04151954-0935066 apparent spectrum (erg/s/cm2/A) as a function of wavelength (um)
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+1.957335090637207031e+01 1.994246249135885213e-19 3.316746619141757914e-19
+1.965802955627441406e+01 3.815460789786396715e-19 3.128678059589877273e-19
+1.974270057678222656e+01 4.044161495002647766e-19 2.916198107691849672e-19
+1.982737922668457031e+01 7.010141658403411449e-19 2.836788768886759015e-19
+1.991205978393554688e+01 5.578094528702873508e-19 2.839757313310058693e-19
+1.999673080444335938e+01 4.015809879507392743e-19 2.943139380242701783e-19
+2.008140945434570312e+01 3.968718228740807454e-19 2.964904828604444746e-19
+2.016609001159667969e+01 2.742295533117822475e-19 2.887320715519740630e-19
+2.025077056884765625e+01 6.569725884861802924e-19 2.948205086012764809e-19
+2.033543968200683594e+01 8.485877883119586083e-19 3.066325702003512892e-19
+2.042012023925781250e+01 7.380564510438079846e-19 3.934586688715338150e-19
diff --git a/tests/test_fundamental_params.py b/tests/test_fundamental_params.py
new file mode 100644
index 0000000..3856dd8
--- /dev/null
+++ b/tests/test_fundamental_params.py
@@ -0,0 +1,50 @@
+import pytest
+from sedkit import sed
+import astropy.units as u
+import numpy as np
+
+@pytest.fixture
+def spec():
+    # Load in a spectrum to test
+    spec = sed.SED(name = "2MASS J04151954-0935066")
+    spec.add_spectrum_file(
+        "tests/data/2MASS_J04151954-0935066_apparent_SED.txt",
+        wave_units=u.micron,
+        flux_units=u.erg / u.s / u.cm**2 / u.AA,
+    )
+
+    # Calculate the fundamental parameters using default settings
+    spec.results
+    return spec
+
+
+def test_just_spectrum(spec):
+    assert np.isclose(spec.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm**2)
+    assert np.isclose(spec.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm**2)
+    assert spec.mbol[0] == 17.811
+    assert spec.mbol[1] == 0.003
+    assert spec.Lbol is None
+    assert spec.radius is None
+    assert spec.Teff is None
+    assert spec.logg is None
+
+
+def test_age_distance(spec):
+    spec.age = 4.5 * u.Gyr, 0.1 * u.Gyr
+    spec.distance = 10 * u.pc, 0.1 * u.pc
+    spec.results
+
+    assert np.isclose(spec.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm**2)
+    assert np.isclose(spec.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm**2)
+    assert spec.mbol[0] == 17.811 
+    assert spec.mbol[1] == 0.003
+    assert np.isclose(spec.Lbol[0], 2.29543367e+28 * u.erg / u.s)
+    assert np.isclose(spec.Lbol[1], 4.63561547e+26  * u.erg / u.s, rtol=0.05)
+    assert spec.Teff == (903 * u.K,  4.0 * u.K, 4.0 * u.K)
+    assert spec.radius == (0.1 * u.Rsun, 0.0 * u.Rsun, 0.0 * u.Rsun)
+    assert spec.logg is None
+
+
+def test_radius(spec):
+     
+    spec.infer_radius(infer_from='evo_model')

From 7bd4dec5bd0ad5464ccfd2cfa588347ec5f118d1 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Mon, 31 Mar 2025 04:08:21 -0400
Subject: [PATCH 03/21] Changed rounding in the dwarf sequence relations
 because if not it would provide the user with a six digit radius when having
 an sed with substellar units.

---
 sedkit/relations.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sedkit/relations.py b/sedkit/relations.py
index bd7edf6..ee3e7f9 100644
--- a/sedkit/relations.py
+++ b/sedkit/relations.py
@@ -286,7 +286,7 @@ def evaluate(self, rel_name, x_val, xunits=None, yunits=None, fit_local=False, p
                 self.relations[rel_name] = full_rel
 
                 if y_upper is not None:
-                    return y_val, y_upper, y_lower, self.ref
+                    return y_val.round(3), y_upper.round(3), y_lower.round(3), self.ref
                 else:
                     return y_val, self.ref
 

From 73f36510424a9f11affa76ff63602cbac5bda17a Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Mon, 31 Mar 2025 04:10:44 -0400
Subject: [PATCH 04/21] Tried calling two different fixtures, one where we use
 substellar units and another where we don't. It may be a bit much but I
 wanted to make sure that we were getting sensible values for both. Currently
 some tests fail, so I will continue to tweak.

---
 tests/test_fundamental_params.py | 109 +++++++++++++++++++++----------
 1 file changed, 74 insertions(+), 35 deletions(-)

diff --git a/tests/test_fundamental_params.py b/tests/test_fundamental_params.py
index 3856dd8..468add0 100644
--- a/tests/test_fundamental_params.py
+++ b/tests/test_fundamental_params.py
@@ -3,48 +3,87 @@
 import astropy.units as u
 import numpy as np
 
+
+@pytest.fixture
+def sub_spec():
+    # Initialize the substellar SED
+    sub_spec = sed.SED(name="2MASS J04151954-0935066", substellar=True)
+    # Load in a spectrum to test
+    sub_spec.add_spectrum_file(
+        "tests/data/2MASS_J04151954-0935066_apparent_SED.txt",
+        wave_units=u.micron,
+        flux_units=u.erg / u.s / u.cm ** 2 / u.AA,
+    )
+    return sub_spec
+
+
 @pytest.fixture
 def spec():
+    # Initialize the non_substellar SED
+    spec = sed.SED(name="2MASS J04151954-0935066", substellar=False)
     # Load in a spectrum to test
-    spec = sed.SED(name = "2MASS J04151954-0935066")
     spec.add_spectrum_file(
         "tests/data/2MASS_J04151954-0935066_apparent_SED.txt",
         wave_units=u.micron,
-        flux_units=u.erg / u.s / u.cm**2 / u.AA,
+        flux_units=u.erg / u.s / u.cm ** 2 / u.AA,
     )
-
-    # Calculate the fundamental parameters using default settings
-    spec.results
     return spec
 
 
-def test_just_spectrum(spec):
-    assert np.isclose(spec.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm**2)
-    assert np.isclose(spec.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm**2)
-    assert spec.mbol[0] == 17.811
-    assert spec.mbol[1] == 0.003
-    assert spec.Lbol is None
-    assert spec.radius is None
-    assert spec.Teff is None
-    assert spec.logg is None
-
-
-def test_age_distance(spec):
-    spec.age = 4.5 * u.Gyr, 0.1 * u.Gyr
-    spec.distance = 10 * u.pc, 0.1 * u.pc
-    spec.results
-
-    assert np.isclose(spec.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm**2)
-    assert np.isclose(spec.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm**2)
-    assert spec.mbol[0] == 17.811 
-    assert spec.mbol[1] == 0.003
-    assert np.isclose(spec.Lbol[0], 2.29543367e+28 * u.erg / u.s)
-    assert np.isclose(spec.Lbol[1], 4.63561547e+26  * u.erg / u.s, rtol=0.05)
-    assert spec.Teff == (903 * u.K,  4.0 * u.K, 4.0 * u.K)
-    assert spec.radius == (0.1 * u.Rsun, 0.0 * u.Rsun, 0.0 * u.Rsun)
-    assert spec.logg is None
-
-
-def test_radius(spec):
-     
-    spec.infer_radius(infer_from='evo_model')
+@pytest.mark.parametrize('seds', ['sub_spec', 'spec'])
+def test_just_spectrum(seds, request):
+    sed = request.getfixturevalue(seds)
+    sed.results
+    assert np.isclose(sed.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm ** 2)
+    assert np.isclose(sed.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm ** 2)
+    assert sed.mbol == (17.811, 0.003)
+    assert np.isclose(sed.Lbol[0], 7.56290304e+27 * u.erg / u.s, rtol=0.05)
+    assert np.isclose(sed.Lbol[1], 2.38246507e+26 * u.erg / u.s, rtol=0.05)
+    if seds == 'sub_spec':
+        assert sed.radius == (0.973 * u.Rjup, 0 * u.Rjup, 0 * u.Rjup)
+        assert np.isclose(sed.Teff[0], 684 * u.K, rtol=0.5)
+        assert sed.Teff[1] == (5 * u.K, 5 * u.K)
+    if seds == 'spec':
+        assert sed.radius == (0.1 * u.solRad, 0 * u.solRad, 0 * u.solRad)
+        assert np.isclose(sed.Teff[0], 684 * u.K, rtol=0.5)
+        assert sed.Teff[1] == (5 * u.K, 5 * u.K)
+    assert sed.logg is None
+    assert sed.mass is None
+
+
+@pytest.mark.parametrize('seds', ['sub_spec', 'spec'])
+def test_age_distance(seds, request):
+    sed = request.getfixturevalue(seds)
+    sed.age = 4.5 * u.Gyr, 0.1 * u.Gyr
+    sed.distance = 10 * u.pc, 0.1 * u.pc
+    sed.results
+
+    assert np.isclose(sed.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm ** 2)
+    assert np.isclose(sed.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm ** 2)
+    assert sed.mbol == (17.811, 0.003)
+    assert np.isclose(sed.Lbol[0], 2.29543367e+28 * u.erg / u.s, rtol=0.05)
+    assert np.isclose(sed.Lbol[1], 4.63561547e+26 * u.erg / u.s, rtol=0.05)
+    assert sed.Lbol_sun == (-5.222, 0.009)
+    if seds == 'sub_spec':
+        assert sed.radius == (0.973 * u.Rjup, 0 * u.Rjup, 0 * u.Rjup)
+        assert sed.Teff == (903 * u.K, 4.0 * u.K, 4.0 * u.K)
+    if seds == 'spec':
+        assert sed.radius == (0.1 * u.solRad, 0 * u.solRad, 0 * u.solRad)
+        assert sed.Teff == (903 * u.K, 4.0 * u.K, 4.0 * u.K)
+    assert sed.logg is None
+    assert sed.mass is None
+#
+
+
+@pytest.mark.parametrize('seds', ['sub_spec', 'spec'])
+def test_radius(seds, request):
+    sed = request.getfixturevalue(seds)
+    sed.age = 4.5 * u.Gyr, 0.1 * u.Gyr
+    sed.distance = 10 * u.pc, 0.1 * u.pc
+    sed.evo_model = 'hybrid_solar_age'  # Saumon & Marley 2008 evo model
+    sed.results
+    sed.infer_radius(infer_from='evo_model')
+    if seds == 'sub_spec':
+        print(sed.radius)
+        assert sed.radius == (0.824 * u.Rjup, 0. * u.Rjup, 0. * u.Rjup)
+

From cb31395ab09aa7bd0e2d77ea6fcaaa940f2e0db4 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Mon, 31 Mar 2025 13:03:17 -0700
Subject: [PATCH 05/21] remove radius tests from just_spectrum

---
 tests/test_fundamental_params.py | 10 ++--------
 1 file changed, 2 insertions(+), 8 deletions(-)

diff --git a/tests/test_fundamental_params.py b/tests/test_fundamental_params.py
index 468add0..c6d2a41 100644
--- a/tests/test_fundamental_params.py
+++ b/tests/test_fundamental_params.py
@@ -39,14 +39,8 @@ def test_just_spectrum(seds, request):
     assert sed.mbol == (17.811, 0.003)
     assert np.isclose(sed.Lbol[0], 7.56290304e+27 * u.erg / u.s, rtol=0.05)
     assert np.isclose(sed.Lbol[1], 2.38246507e+26 * u.erg / u.s, rtol=0.05)
-    if seds == 'sub_spec':
-        assert sed.radius == (0.973 * u.Rjup, 0 * u.Rjup, 0 * u.Rjup)
-        assert np.isclose(sed.Teff[0], 684 * u.K, rtol=0.5)
-        assert sed.Teff[1] == (5 * u.K, 5 * u.K)
-    if seds == 'spec':
-        assert sed.radius == (0.1 * u.solRad, 0 * u.solRad, 0 * u.solRad)
-        assert np.isclose(sed.Teff[0], 684 * u.K, rtol=0.5)
-        assert sed.Teff[1] == (5 * u.K, 5 * u.K)
+    assert sed.radius is None
+    assert sed.Teff is None
     assert sed.logg is None
     assert sed.mass is None
 

From c91504beff77450801276572355001031746a7a9 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Mon, 31 Mar 2025 13:24:34 -0700
Subject: [PATCH 06/21] add results to paramaterization

---
 tests/test_fundamental_params.py | 59 ++++++++++++++++++--------------
 1 file changed, 33 insertions(+), 26 deletions(-)

diff --git a/tests/test_fundamental_params.py b/tests/test_fundamental_params.py
index c6d2a41..d272d93 100644
--- a/tests/test_fundamental_params.py
+++ b/tests/test_fundamental_params.py
@@ -12,7 +12,7 @@ def sub_spec():
     sub_spec.add_spectrum_file(
         "tests/data/2MASS_J04151954-0935066_apparent_SED.txt",
         wave_units=u.micron,
-        flux_units=u.erg / u.s / u.cm ** 2 / u.AA,
+        flux_units=u.erg / u.s / u.cm**2 / u.AA,
     )
     return sub_spec
 
@@ -25,59 +25,66 @@ def spec():
     spec.add_spectrum_file(
         "tests/data/2MASS_J04151954-0935066_apparent_SED.txt",
         wave_units=u.micron,
-        flux_units=u.erg / u.s / u.cm ** 2 / u.AA,
+        flux_units=u.erg / u.s / u.cm**2 / u.AA,
     )
     return spec
 
 
-@pytest.mark.parametrize('seds', ['sub_spec', 'spec'])
+@pytest.mark.parametrize("seds", ["sub_spec", "spec"])
 def test_just_spectrum(seds, request):
     sed = request.getfixturevalue(seds)
     sed.results
-    assert np.isclose(sed.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm ** 2)
-    assert np.isclose(sed.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm ** 2)
+    assert np.isclose(sed.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm**2)
+    assert np.isclose(sed.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm**2)
     assert sed.mbol == (17.811, 0.003)
-    assert np.isclose(sed.Lbol[0], 7.56290304e+27 * u.erg / u.s, rtol=0.05)
-    assert np.isclose(sed.Lbol[1], 2.38246507e+26 * u.erg / u.s, rtol=0.05)
+    assert sed.Lbol is None
     assert sed.radius is None
     assert sed.Teff is None
     assert sed.logg is None
     assert sed.mass is None
 
 
-@pytest.mark.parametrize('seds', ['sub_spec', 'spec'])
-def test_age_distance(seds, request):
+@pytest.mark.parametrize(
+    "seds,radius_expected,teff_expected",
+    [
+        (
+            "sub_spec",
+            (0.973 * u.Rjup, 0 * u.Rjup, 0 * u.Rjup),
+            (903 * u.K, 4 * u.K, 4 * u.K),
+        ),
+        (
+            "spec",
+            (0.1 * u.solRad, 0 * u.solRad, 0 * u.solRad),
+            (903 * u.K, 4.0 * u.K, 4.0 * u.K),
+        ),
+    ],
+)
+def test_age_distance(seds, radius_expected, teff_expected, request):
     sed = request.getfixturevalue(seds)
     sed.age = 4.5 * u.Gyr, 0.1 * u.Gyr
     sed.distance = 10 * u.pc, 0.1 * u.pc
     sed.results
 
-    assert np.isclose(sed.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm ** 2)
-    assert np.isclose(sed.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm ** 2)
+    assert np.isclose(sed.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm**2)
+    assert np.isclose(sed.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm**2)
     assert sed.mbol == (17.811, 0.003)
-    assert np.isclose(sed.Lbol[0], 2.29543367e+28 * u.erg / u.s, rtol=0.05)
-    assert np.isclose(sed.Lbol[1], 4.63561547e+26 * u.erg / u.s, rtol=0.05)
+    assert np.isclose(sed.Lbol[0], 2.29543367e28 * u.erg / u.s, rtol=0.05)
+    assert np.isclose(sed.Lbol[1], 4.63561547e26 * u.erg / u.s, rtol=0.05)
     assert sed.Lbol_sun == (-5.222, 0.009)
-    if seds == 'sub_spec':
-        assert sed.radius == (0.973 * u.Rjup, 0 * u.Rjup, 0 * u.Rjup)
-        assert sed.Teff == (903 * u.K, 4.0 * u.K, 4.0 * u.K)
-    if seds == 'spec':
-        assert sed.radius == (0.1 * u.solRad, 0 * u.solRad, 0 * u.solRad)
-        assert sed.Teff == (903 * u.K, 4.0 * u.K, 4.0 * u.K)
+    assert sed.radius == radius_expected
+    assert sed.Teff == teff_expected
     assert sed.logg is None
     assert sed.mass is None
-#
 
 
-@pytest.mark.parametrize('seds', ['sub_spec', 'spec'])
+@pytest.mark.parametrize("seds", ["sub_spec", "spec"])
 def test_radius(seds, request):
     sed = request.getfixturevalue(seds)
     sed.age = 4.5 * u.Gyr, 0.1 * u.Gyr
     sed.distance = 10 * u.pc, 0.1 * u.pc
-    sed.evo_model = 'hybrid_solar_age'  # Saumon & Marley 2008 evo model
+    sed.evo_model = "hybrid_solar_age"  # Saumon & Marley 2008 evo model
     sed.results
-    sed.infer_radius(infer_from='evo_model')
-    if seds == 'sub_spec':
+    sed.infer_radius(infer_from="evo_model")
+    if seds == "sub_spec":
         print(sed.radius)
-        assert sed.radius == (0.824 * u.Rjup, 0. * u.Rjup, 0. * u.Rjup)
-
+        assert sed.radius == (0.824 * u.Rjup, 0.0 * u.Rjup, 0.0 * u.Rjup)

From 61940e2397a63a996d4e321fd64ae885ebd06b16 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Wed, 2 Apr 2025 00:59:41 -0400
Subject: [PATCH 07/21] Tests work now, but when I run the final test_radius on
 my console, even though the uncertainties are 0.001, in the results table
 they show up as zero.

---
 tests/test_fundamental_params.py | 43 +++++++++++++++++++++-----------
 1 file changed, 28 insertions(+), 15 deletions(-)

diff --git a/tests/test_fundamental_params.py b/tests/test_fundamental_params.py
index d272d93..f6a4a15 100644
--- a/tests/test_fundamental_params.py
+++ b/tests/test_fundamental_params.py
@@ -33,11 +33,15 @@ def spec():
 @pytest.mark.parametrize("seds", ["sub_spec", "spec"])
 def test_just_spectrum(seds, request):
     sed = request.getfixturevalue(seds)
+    sed.spectral_type = None    # forcing the SED to take no info from SIMBAD on SPT
+    sed.distance = None     # forcing the SED to take no info from SIMBAD on distance
+
     sed.results
     assert np.isclose(sed.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm**2)
     assert np.isclose(sed.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm**2)
     assert sed.mbol == (17.811, 0.003)
     assert sed.Lbol is None
+    assert sed.Lbol_sun is None
     assert sed.radius is None
     assert sed.Teff is None
     assert sed.logg is None
@@ -49,42 +53,51 @@ def test_just_spectrum(seds, request):
     [
         (
             "sub_spec",
-            (0.973 * u.Rjup, 0 * u.Rjup, 0 * u.Rjup),
-            (903 * u.K, 4 * u.K, 4 * u.K),
+            (0.973 * u.Rjup, 0.0 * u.Rjup, 0.0 * u.Rjup),
+            (682 * u.K, 3.0 * u.K, 3.0 * u.K),
         ),
         (
             "spec",
-            (0.1 * u.solRad, 0 * u.solRad, 0 * u.solRad),
-            (903 * u.K, 4.0 * u.K, 4.0 * u.K),
+            (0.1 * u.solRad, 0.0 * u.solRad, 0.0 * u.solRad),
+            (682 * u.K, 3.0 * u.K, 3.0 * u.K),
         ),
     ],
 )
 def test_age_distance(seds, radius_expected, teff_expected, request):
     sed = request.getfixturevalue(seds)
     sed.age = 4.5 * u.Gyr, 0.1 * u.Gyr
-    sed.distance = 10 * u.pc, 0.1 * u.pc
+    sed.parallax = 175.2 * u.mas, 1.7 * u.mas     # This is the parallax of 2MASS J04151954-0935066
     sed.results
 
     assert np.isclose(sed.fbol[0], 1.9184645e-12 * u.erg / u.s / u.cm**2)
-    assert np.isclose(sed.fbol[1], 5.26164965e-15 * u.erg / u.s / u.cm**2)
+    assert np.isclose(sed.fbol[1], 5.51305904e-15 * u.erg / u.s / u.cm**2)
     assert sed.mbol == (17.811, 0.003)
-    assert np.isclose(sed.Lbol[0], 2.29543367e28 * u.erg / u.s, rtol=0.05)
-    assert np.isclose(sed.Lbol[1], 4.63561547e26 * u.erg / u.s, rtol=0.05)
-    assert sed.Lbol_sun == (-5.222, 0.009)
+    assert np.isclose(sed.Lbol[0], 7.48405489e+27 * u.erg / u.s, rtol=0.5)
+    assert np.isclose(sed.Lbol[1], 1.32712721e+26 * u.erg / u.s, rtol=0.5)
+    assert np.isclose(sed.Lbol_sun[0], -5.709, rtol=0.2)
+    assert np.isclose(sed.Lbol_sun[1], 0.009, rtol=0.2)
     assert sed.radius == radius_expected
     assert sed.Teff == teff_expected
     assert sed.logg is None
     assert sed.mass is None
 
 
-@pytest.mark.parametrize("seds", ["sub_spec", "spec"])
-def test_radius(seds, request):
+@pytest.mark.parametrize(
+    "seds,radius_expected",
+    [
+        ("sub_spec",
+         [0.86 * u.Rjup, 0.001 * u.Rjup, 0.001 * u.Rjup]
+         ),
+        ("spec",
+         [0.088 * u.solRad, 0.0 * u.solRad, 0.0 * u.solRad]
+         ),
+    ],
+)
+def test_radius(seds, radius_expected, request):
     sed = request.getfixturevalue(seds)
     sed.age = 4.5 * u.Gyr, 0.1 * u.Gyr
-    sed.distance = 10 * u.pc, 0.1 * u.pc
+    sed.parallax = 175.2 * u.mas, 1.7 * u.mas
     sed.evo_model = "hybrid_solar_age"  # Saumon & Marley 2008 evo model
     sed.results
     sed.infer_radius(infer_from="evo_model")
-    if seds == "sub_spec":
-        print(sed.radius)
-        assert sed.radius == (0.824 * u.Rjup, 0.0 * u.Rjup, 0.0 * u.Rjup)
+    assert sed.radius == radius_expected

From 82b77cb843713991464961c728356631039abbec Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Mon, 26 May 2025 23:16:38 -0400
Subject: [PATCH 08/21] getting rid of the radius rounding in the relations.py.

---
 sedkit/relations.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sedkit/relations.py b/sedkit/relations.py
index ee3e7f9..aee1642 100644
--- a/sedkit/relations.py
+++ b/sedkit/relations.py
@@ -479,7 +479,7 @@ def get_radius(self, spt, plot=False):
             fig.triangle([spt], [radius.value], color='red', size=15, legend_label=u.specType(spt))
             show(fig)
 
-        return radius.round(3), radius_unc.round(3)
+        return radius, radius_unc
 
     def generate(self, orders):
         """

From 82cffb47cdafee3fbd758032f424f2cc6c5839ab Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Mon, 26 May 2025 23:26:02 -0400
Subject: [PATCH 09/21] Update tests/test_fundamental_params.py

Co-authored-by: Kelle Cruz <kellecruz@gmail.com>
---
 tests/test_fundamental_params.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_fundamental_params.py b/tests/test_fundamental_params.py
index f6a4a15..66b6f04 100644
--- a/tests/test_fundamental_params.py
+++ b/tests/test_fundamental_params.py
@@ -93,7 +93,7 @@ def test_age_distance(seds, radius_expected, teff_expected, request):
          ),
     ],
 )
-def test_radius(seds, radius_expected, request):
+def test_radius_using_evo_model(seds, radius_expected, request):
     sed = request.getfixturevalue(seds)
     sed.age = 4.5 * u.Gyr, 0.1 * u.Gyr
     sed.parallax = 175.2 * u.mas, 1.7 * u.mas

From 85d7b086b981997d2b2e23b7ed8997b07978fa13 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Wed, 28 May 2025 11:10:05 -0400
Subject: [PATCH 10/21] gettind rid of rounding for the values

---
 sedkit/relations.py              | 3 ++-
 tests/test_fundamental_params.py | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/sedkit/relations.py b/sedkit/relations.py
index aee1642..c52e1bc 100644
--- a/sedkit/relations.py
+++ b/sedkit/relations.py
@@ -286,7 +286,7 @@ def evaluate(self, rel_name, x_val, xunits=None, yunits=None, fit_local=False, p
                 self.relations[rel_name] = full_rel
 
                 if y_upper is not None:
-                    return y_val.round(3), y_upper.round(3), y_lower.round(3), self.ref
+                    return y_val, y_upper, y_lower, self.ref
                 else:
                     return y_val, self.ref
 
@@ -479,6 +479,7 @@ def get_radius(self, spt, plot=False):
             fig.triangle([spt], [radius.value], color='red', size=15, legend_label=u.specType(spt))
             show(fig)
 
+        print(radius, radius_unc)
         return radius, radius_unc
 
     def generate(self, orders):
diff --git a/tests/test_fundamental_params.py b/tests/test_fundamental_params.py
index 66b6f04..ea93e6f 100644
--- a/tests/test_fundamental_params.py
+++ b/tests/test_fundamental_params.py
@@ -53,7 +53,7 @@ def test_just_spectrum(seds, request):
     [
         (
             "sub_spec",
-            (0.973 * u.Rjup, 0.0 * u.Rjup, 0.0 * u.Rjup),
+            (0.973 * u.Rjup, 0.001 * u.Rjup, 0.001 * u.Rjup),
             (682 * u.K, 3.0 * u.K, 3.0 * u.K),
         ),
         (

From 5aaf6380fea1c9d5fc233ccbd6fa4728f2dd5165 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Tue, 3 Jun 2025 13:18:49 -0400
Subject: [PATCH 11/21] cleaning code up from print statements used during
 testing. Added different formating to the evaluate function to have proper
 sig figs.

---
 sedkit/relations.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/sedkit/relations.py b/sedkit/relations.py
index c52e1bc..f64434e 100644
--- a/sedkit/relations.py
+++ b/sedkit/relations.py
@@ -236,9 +236,8 @@ def evaluate(self, rel_name, x_val, xunits=None, yunits=None, fit_local=False, p
 
                 # Get the relation
                 full_rel = self.relations[rel_name]
-                out_xunits = full_rel['xunit'].to(xunits) * xunits if xunits is not None else full_rel['xunit'] or 1
-                out_yunits = full_rel['yunit'].to(yunits) * yunits if yunits is not None else full_rel['yunit'] or 1
-
+                out_xunits = float('{:.{p}}'.format(full_rel['xunit'].to(xunits), p=3)) * xunits if xunits is not None else full_rel['xunit'] or 1
+                out_yunits = float('{:.{p}}'.format(full_rel['yunit'].to(yunits), p=3)) * yunits if yunits is not None else full_rel['yunit'] or 1
                 # Use local points for relation
                 if isinstance(fit_local, int) and fit_local is not False:
 
@@ -479,7 +478,6 @@ def get_radius(self, spt, plot=False):
             fig.triangle([spt], [radius.value], color='red', size=15, legend_label=u.specType(spt))
             show(fig)
 
-        print(radius, radius_unc)
         return radius, radius_unc
 
     def generate(self, orders):

From c0a893dde0ee8217532d02bebeb821a3ccfdbb04 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Tue, 3 Jun 2025 13:28:29 -0400
Subject: [PATCH 12/21] I changed the formation of the evaluate funciton in
 relations.py to use precision and it still provides 0 as the uncertainty
 simply because of the interpolation from the sequence. The zero is not from
 the formatting.

---
 tests/test_fundamental_params.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_fundamental_params.py b/tests/test_fundamental_params.py
index ea93e6f..66b6f04 100644
--- a/tests/test_fundamental_params.py
+++ b/tests/test_fundamental_params.py
@@ -53,7 +53,7 @@ def test_just_spectrum(seds, request):
     [
         (
             "sub_spec",
-            (0.973 * u.Rjup, 0.001 * u.Rjup, 0.001 * u.Rjup),
+            (0.973 * u.Rjup, 0.0 * u.Rjup, 0.0 * u.Rjup),
             (682 * u.K, 3.0 * u.K, 3.0 * u.K),
         ),
         (

From 3f14fc5497c59ff1ef58bbc7bd086effdce77700 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Tue, 3 Jun 2025 13:35:55 -0400
Subject: [PATCH 13/21] Adding age distribution as a static paramter that can
 be passed to the evalue the calculation in isochrone.py.

---
 sedkit/sed.py | 20 ++++++++++++++++++++
 1 file changed, 20 insertions(+)

diff --git a/sedkit/sed.py b/sedkit/sed.py
index 75c7768..74dc1b8 100644
--- a/sedkit/sed.py
+++ b/sedkit/sed.py
@@ -166,6 +166,7 @@ def __init__(self, name='My Target', verbose=True, method_list=None, substellar=
         self.multiple = False
         self.HRsequence = rel.DwarfSequence()
         self.substellar = substellar
+        self.age_distribution = None
 
         # Dictionary to keep track of references
         self._refs = {}
@@ -1074,6 +1075,25 @@ def evo_model(self, model):
         # Set as uncalculated
         self.calculated = False
 
+    def age_distribution(self, age_distribution):
+        """
+        A setter for the age distribution
+
+        Parameters
+        ----------
+        age_distribution: str
+            The chosen age distribution
+        """
+        if age_distribution is None:
+            self.age_distribution = 'uniform'
+            self.message("Using a uniform distribution for age")
+        else:
+            if age_distribution == 'normal':
+                self.age_distribution = 'normal'
+                self.message("Using a normal distribution for ages")
+            else:
+                raise ValueError("Please use either 'uniform' or 'normal' for age_distribution parameter")
+
     def export(self, parentdir='.', dirname=None, zipped=False):
         """
         Exports the photometry and results tables and a file of the

From a2e9581f1e6326b513a95ece57c40f6d2a9c92c6 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Tue, 3 Jun 2025 13:51:43 -0400
Subject: [PATCH 14/21] Adding the age distribution paramter in the instances
 of evaluation throughout sed.py

---
 sedkit/sed.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/sedkit/sed.py b/sedkit/sed.py
index 74dc1b8..1ac3095 100644
--- a/sedkit/sed.py
+++ b/sedkit/sed.py
@@ -1843,7 +1843,7 @@ def infer_logg(self, plot=False):
             if self.Lbol_sun[1] is None:
                 self.message('Lbol={0.Lbol}. Uncertainties are needed to calculate the surface gravity.'.format(self))
             else:
-                logg = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'logg', plot=plot)
+                logg = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'logg', self.age_distribution, plot=plot)
 
             # Print a message if None
             if logg is None:
@@ -1882,7 +1882,7 @@ def infer_mass(self, mass_units=q.Msun, plot=False):
                 self.message('Lbol={0.Lbol}. Uncertainties are needed to calculate the mass.'.format(self))
             else:
                 self.evo_model.mass_units = mass_units
-                mass = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'mass', plot=plot)
+                mass = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'mass',self.age_distribution, plot=plot)
 
             # Store the value
             self.mass = [mass[0].round(0),  mass[1].round(0), mass[2].round(0), mass[3]] if mass is not None else mass
@@ -1966,7 +1966,7 @@ def infer_radius(self, radius_units=q.Rsun, infer_from='Lbol', plot=False):
                 self.message('Lbol={0.Lbol}. Uncertainties are needed to calculate the radius.'.format(self))
             else:
                 self.evo_model.radius_units = radius_units
-                radius = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'radius', plot=plot)
+                radius = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'radius', self.age_distribution, plot=plot)
 
             # Store the value
             self.radius = [radius[0].round(3), radius[1].round(3), radius[2].round(3), radius[3]] if radius is not None else radius
@@ -2069,7 +2069,7 @@ def infer_Teff(self, teff_units=q.K, plot=False):
                 self.message('Lbol={0.Lbol}. Uncertainties are needed to calculate the teff.'.format(self))
             else:
                 self.evo_model.teff_units = teff_units
-                teff = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'teff', plot=plot)
+                teff = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'teff',self.age_distribution, plot=plot)
 
             # Store the value
             self.Teff = [teff[0].round(0), teff[1].round(0), teff[2].round(0), teff[3]] if teff is not None else teff

From b0daa0de1ac2cd04b5ad66891dc7c79fdba6137a Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Tue, 3 Jun 2025 13:52:43 -0400
Subject: [PATCH 15/21] Taking into account the type of distribution for the
 age in the evaluate function.

---
 sedkit/isochrone.py | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/sedkit/isochrone.py b/sedkit/isochrone.py
index 5f16a64..51e5f28 100644
--- a/sedkit/isochrone.py
+++ b/sedkit/isochrone.py
@@ -121,7 +121,7 @@ def age_units(self, unit):
         # Get the min and max ages
         self.ages = np.array(np.unique(self.data['age']))*self.age_units
 
-    def evaluate(self, xval, age, xparam, yparam, plot=False):
+    def evaluate(self, xval, age, xparam, yparam, distribution, plot=False):
         """Interpolate the value and uncertainty of *yparam* given an
         x-value and age range
 
@@ -135,6 +135,8 @@ def evaluate(self, xval, age, xparam, yparam, plot=False):
             The name of the parameter on the x-axis
         yparam: str
             The name of the parameter on the y-axis
+        distribution: str
+            The type of distribution to use for the interpolation.
         plot: bool
             Plot all isochrones and the interpolated value
 
@@ -168,8 +170,16 @@ def evaluate(self, xval, age, xparam, yparam, plot=False):
         mu, sigma = xval[0], xval[1]  # mean and standard deviation for values on the x-axis
         mu_a, sigma_a = age[0].value, age[1].value  # mean and standard deviation for the age range provided
 
+        # Generate random sample for values on the x-axis
         xsample = np.random.normal(mu, sigma, 10000)
-        ysample = np.random.uniform(mu_a-sigma_a, mu_a+sigma_a, 10000)
+        # Generate random sample for the age range provided
+        if distribution == 'uniform':
+            ysample = np.random.uniform(mu_a-sigma_a, mu_a+sigma_a, 10000)
+        elif distribution == 'normal':
+            ysample = np.random.normal(mu_a,sigma_a, 10000)
+        else:
+            raise ValueError("Distribution must be set to 'uniform' or 'normal'.")
+
         values_list = []
         nan_counter = 0
 

From 77871099eeee2ef43a00c6f7aa2a4c3e877b60c4 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Tue, 3 Jun 2025 13:55:01 -0400
Subject: [PATCH 16/21] tweaking some portion of the age distribution setter

---
 sedkit/sed.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/sedkit/sed.py b/sedkit/sed.py
index 1ac3095..1cf9598 100644
--- a/sedkit/sed.py
+++ b/sedkit/sed.py
@@ -1084,7 +1084,7 @@ def age_distribution(self, age_distribution):
         age_distribution: str
             The chosen age distribution
         """
-        if age_distribution is None:
+        if self.age_distribution is None:
             self.age_distribution = 'uniform'
             self.message("Using a uniform distribution for age")
         else:

From db0b058792ee6aa3e11d12ad7be4152f1a4e948c Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Fri, 6 Jun 2025 00:39:02 -0400
Subject: [PATCH 17/21] got rid of the float in the formatting because it was
 adding a trailing zero.

---
 sedkit/relations.py | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/sedkit/relations.py b/sedkit/relations.py
index f64434e..49e4e21 100644
--- a/sedkit/relations.py
+++ b/sedkit/relations.py
@@ -236,8 +236,9 @@ def evaluate(self, rel_name, x_val, xunits=None, yunits=None, fit_local=False, p
 
                 # Get the relation
                 full_rel = self.relations[rel_name]
-                out_xunits = float('{:.{p}}'.format(full_rel['xunit'].to(xunits), p=3)) * xunits if xunits is not None else full_rel['xunit'] or 1
-                out_yunits = float('{:.{p}}'.format(full_rel['yunit'].to(yunits), p=3)) * yunits if yunits is not None else full_rel['yunit'] or 1
+
+                out_xunits = '{:.{p}}'.format(full_rel['xunit'].to(xunits), p=3) * xunits if xunits is not None else full_rel['xunit'] or 1
+                out_yunits = '{:.{p}}'.format(full_rel['yunit'].to(yunits), p=3) * yunits if yunits is not None else full_rel['yunit'] or 1
                 # Use local points for relation
                 if isinstance(fit_local, int) and fit_local is not False:
 
@@ -261,6 +262,8 @@ def evaluate(self, rel_name, x_val, xunits=None, yunits=None, fit_local=False, p
                     y_val = y.nominal * out_yunits
                     y_upper = y.upper * out_yunits
                     y_lower = y.lower * out_yunits
+                    print("This is the yunit conversion", out_yunits)
+                    print(y_val)
 
                 else:
 

From 790ba97cf27948bf303179e89eb01395823986f8 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Fri, 6 Jun 2025 00:40:48 -0400
Subject: [PATCH 18/21] Fixing spacing in the new code for a normal
 distribution.

---
 sedkit/isochrone.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/sedkit/isochrone.py b/sedkit/isochrone.py
index 51e5f28..02d1272 100644
--- a/sedkit/isochrone.py
+++ b/sedkit/isochrone.py
@@ -136,7 +136,7 @@ def evaluate(self, xval, age, xparam, yparam, distribution, plot=False):
         yparam: str
             The name of the parameter on the y-axis
         distribution: str
-            The type of distribution to use for the interpolation.
+            The type of distribution used for the Monte Carlo approach, either 'uniform' or 'normal'
         plot: bool
             Plot all isochrones and the interpolated value
 
@@ -172,11 +172,12 @@ def evaluate(self, xval, age, xparam, yparam, distribution, plot=False):
 
         # Generate random sample for values on the x-axis
         xsample = np.random.normal(mu, sigma, 10000)
+
         # Generate random sample for the age range provided
         if distribution == 'uniform':
             ysample = np.random.uniform(mu_a-sigma_a, mu_a+sigma_a, 10000)
         elif distribution == 'normal':
-            ysample = np.random.normal(mu_a,sigma_a, 10000)
+            ysample = np.random.normal(mu_a, sigma_a, 10000)
         else:
             raise ValueError("Distribution must be set to 'uniform' or 'normal'.")
 

From 6090e9f8883a5174786de95d0c1a04d51b57a0cc Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Fri, 6 Jun 2025 00:45:03 -0400
Subject: [PATCH 19/21] Add code which checks for the age distribution when it
 calculates the fundamental parameters. Also, integrate the keyword for the
 age distribution in the evaluation lines.

---
 sedkit/sed.py | 48 ++++++++++++++++++++++++++++++++++++------------
 1 file changed, 36 insertions(+), 12 deletions(-)

diff --git a/sedkit/sed.py b/sedkit/sed.py
index 1cf9598..41d48c0 100644
--- a/sedkit/sed.py
+++ b/sedkit/sed.py
@@ -157,6 +157,7 @@ def __init__(self, name='My Target', verbose=True, method_list=None, substellar=
         self._membership = None
         self._sky_coords = None
         self._evo_model = None
+        self._age_distribution = None
 
         # Static attributes
         self.evo_model = None
@@ -1075,22 +1076,30 @@ def evo_model(self, model):
         # Set as uncalculated
         self.calculated = False
 
-    def age_distribution(self, age_distribution):
+    @property
+    def age_distribution(self):
+        """
+        A getter for the age distribution
+        """
+        return self._age_distribution
+
+    @age_distribution.setter
+    def age_distribution(self, distribution):
         """
         A setter for the age distribution
 
         Parameters
         ----------
-        age_distribution: str
+        distribution: str
             The chosen age distribution
         """
-        if self.age_distribution is None:
-            self.age_distribution = 'uniform'
-            self.message("Using a uniform distribution for age")
+        if distribution is None:
+            self._age_distribution = 'uniform'
+            self.message("Setting age distribution to uniform")
         else:
-            if age_distribution == 'normal':
-                self.age_distribution = 'normal'
-                self.message("Using a normal distribution for ages")
+            if distribution == 'normal':
+                self._age_distribution = 'normal'
+                self.message("Setting age distribution to normal")
             else:
                 raise ValueError("Please use either 'uniform' or 'normal' for age_distribution parameter")
 
@@ -1833,6 +1842,9 @@ def infer_logg(self, plot=False):
         """
         self._logg = None
 
+        # Checking the age distribution
+        age_distribution = self.age_distribution
+
         # Try model isochrones
         if self.evo_model is not None and self.age is not None and self.Lbol_sun is not None:
 
@@ -1843,7 +1855,8 @@ def infer_logg(self, plot=False):
             if self.Lbol_sun[1] is None:
                 self.message('Lbol={0.Lbol}. Uncertainties are needed to calculate the surface gravity.'.format(self))
             else:
-                logg = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'logg', self.age_distribution, plot=plot)
+                logg = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'logg', distribution=age_distribution,
+                                               plot=plot)
 
             # Print a message if None
             if logg is None:
@@ -1868,6 +1881,9 @@ def infer_mass(self, mass_units=q.Msun, plot=False):
         """
         self._mass = None
 
+        # Checking the age distribution
+        age_distribution = self.age_distribution
+
         if self.substellar:
             mass_units = q.Mjup
 
@@ -1882,7 +1898,8 @@ def infer_mass(self, mass_units=q.Msun, plot=False):
                 self.message('Lbol={0.Lbol}. Uncertainties are needed to calculate the mass.'.format(self))
             else:
                 self.evo_model.mass_units = mass_units
-                mass = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'mass',self.age_distribution, plot=plot)
+                mass = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'mass', distribution=age_distribution,
+                                               plot=plot)
 
             # Store the value
             self.mass = [mass[0].round(0),  mass[1].round(0), mass[2].round(0), mass[3]] if mass is not None else mass
@@ -1927,6 +1944,9 @@ def infer_radius(self, radius_units=q.Rsun, infer_from='Lbol', plot=False):
         """
         self._radius = None
 
+        # Checking the age distribution
+        age_distribution = self.age_distribution
+
         # Change units to Jupiter radii for substellar objects
         if self.substellar:
             radius_units = q.Rjup
@@ -1966,7 +1986,8 @@ def infer_radius(self, radius_units=q.Rsun, infer_from='Lbol', plot=False):
                 self.message('Lbol={0.Lbol}. Uncertainties are needed to calculate the radius.'.format(self))
             else:
                 self.evo_model.radius_units = radius_units
-                radius = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'radius', self.age_distribution, plot=plot)
+                radius = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'radius',
+                                                 distribution=age_distribution, plot=plot)
 
             # Store the value
             self.radius = [radius[0].round(3), radius[1].round(3), radius[2].round(3), radius[3]] if radius is not None else radius
@@ -2058,6 +2079,9 @@ def infer_Teff(self, teff_units=q.K, plot=False):
         """
         self._Teff = None
 
+        # Checking the age distribution
+        age_distribution = self.age_distribution
+
         # Try model isochrones
         if self.evo_model is not None and self.age is not None and self.Lbol_sun is not None:
 
@@ -2069,7 +2093,7 @@ def infer_Teff(self, teff_units=q.K, plot=False):
                 self.message('Lbol={0.Lbol}. Uncertainties are needed to calculate the teff.'.format(self))
             else:
                 self.evo_model.teff_units = teff_units
-                teff = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'teff',self.age_distribution, plot=plot)
+                teff = self.evo_model.evaluate(self.Lbol_sun, self.age, 'Lbol', 'teff', distribution=age_distribution, plot=plot)
 
             # Store the value
             self.Teff = [teff[0].round(0), teff[1].round(0), teff[2].round(0), teff[3]] if teff is not None else teff

From 34c6ac5fc1e91af5668fa9f4a4af7c271778fa95 Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Fri, 6 Jun 2025 00:57:51 -0400
Subject: [PATCH 20/21] getting rid of random print statements

---
 sedkit/relations.py | 2 --
 1 file changed, 2 deletions(-)

diff --git a/sedkit/relations.py b/sedkit/relations.py
index 49e4e21..d957558 100644
--- a/sedkit/relations.py
+++ b/sedkit/relations.py
@@ -262,8 +262,6 @@ def evaluate(self, rel_name, x_val, xunits=None, yunits=None, fit_local=False, p
                     y_val = y.nominal * out_yunits
                     y_upper = y.upper * out_yunits
                     y_lower = y.lower * out_yunits
-                    print("This is the yunit conversion", out_yunits)
-                    print(y_val)
 
                 else:
 

From 2c3274164924ac805911c7e48f8a34657d1cd34d Mon Sep 17 00:00:00 2001
From: Sherelyn Alejandro <80668767+SherelynA@users.noreply.github.com>
Date: Fri, 6 Jun 2025 01:08:40 -0400
Subject: [PATCH 21/21] changing the test to have a larger age range and
 adjusting assert statements to account for how larger age ranges will give
 extremely similar results but not identical.

---
 tests/test_fundamental_params.py | 29 ++++++++++++++++++++++++++---
 1 file changed, 26 insertions(+), 3 deletions(-)

diff --git a/tests/test_fundamental_params.py b/tests/test_fundamental_params.py
index 66b6f04..12f0a75 100644
--- a/tests/test_fundamental_params.py
+++ b/tests/test_fundamental_params.py
@@ -65,7 +65,7 @@ def test_just_spectrum(seds, request):
 )
 def test_age_distance(seds, radius_expected, teff_expected, request):
     sed = request.getfixturevalue(seds)
-    sed.age = 4.5 * u.Gyr, 0.1 * u.Gyr
+    sed.age = 4.5 * u.Gyr, 4 * u.Gyr
     sed.parallax = 175.2 * u.mas, 1.7 * u.mas     # This is the parallax of 2MASS J04151954-0935066
     sed.results
 
@@ -82,6 +82,28 @@ def test_age_distance(seds, radius_expected, teff_expected, request):
     assert sed.mass is None
 
 
+@pytest.mark.parametrize(
+    "seds,radius_expected",
+    [
+        ("sub_spec",
+         [0.855 * u.Rjup, 0.023 * u.Rjup, 0.112 * u.Rjup]
+         ),
+        ("spec",
+         [0.088 * u.solRad, 0.002 * u.solRad, 0.012 * u.solRad]
+         ),
+    ],
+)
+def test_radius_using_evo_model(seds, radius_expected, request):
+    sed = request.getfixturevalue(seds)
+    sed.age = 4.5 * u.Gyr, 4 * u.Gyr
+    sed.parallax = 175.2 * u.mas, 1.7 * u.mas
+    sed.evo_model = "hybrid_solar_age"  # Saumon & Marley 2008 evo model
+    sed.results
+    sed.infer_radius(infer_from="evo_model")
+    assert np.isclose(sed.radius[0], radius_expected[0],rtol=0.2)
+    assert np.isclose(sed.radius[1], radius_expected[1], rtol=0.2)
+    assert np.isclose(sed.radius[2], radius_expected[2], rtol=0.2)
+
 @pytest.mark.parametrize(
     "seds,radius_expected",
     [
@@ -93,11 +115,12 @@ def test_age_distance(seds, radius_expected, teff_expected, request):
          ),
     ],
 )
-def test_radius_using_evo_model(seds, radius_expected, request):
+def test_age_distribution(seds,radius_expected,request):
     sed = request.getfixturevalue(seds)
     sed.age = 4.5 * u.Gyr, 0.1 * u.Gyr
     sed.parallax = 175.2 * u.mas, 1.7 * u.mas
     sed.evo_model = "hybrid_solar_age"  # Saumon & Marley 2008 evo model
+    sed.age_distribution = 'normal'
     sed.results
     sed.infer_radius(infer_from="evo_model")
-    assert sed.radius == radius_expected
+    assert sed.radius == radius_expected
\ No newline at end of file