From b523f8124fcf02adb9d867e5c3f22a60aefb9c23 Mon Sep 17 00:00:00 2001
From: David Hendriks <davidhendriks93@gmail.com>
Date: Sun, 2 May 2021 23:28:22 +0100
Subject: [PATCH] REformated

---
 binarycpython/tests/test_distributions.py     |   17 +-
 binarycpython/tests/test_functions.py         |    2 +-
 binarycpython/tests/test_grid.py              |    4 +-
 binarycpython/utils/distribution_functions.py |    3 +-
 binarycpython/utils/functions.py              |   19 +-
 binarycpython/utils/grid.py                   |   58 +-
 binarycpython/utils/grid_options_defaults.py  |   31 +-
 binarycpython/utils/moe_distefano_data.py     | 2760 ++++++++---------
 8 files changed, 1467 insertions(+), 1427 deletions(-)

diff --git a/binarycpython/tests/test_distributions.py b/binarycpython/tests/test_distributions.py
index 2e3e7c26c..caeb87ffe 100644
--- a/binarycpython/tests/test_distributions.py
+++ b/binarycpython/tests/test_distributions.py
@@ -182,9 +182,9 @@ class TestDistributions(unittest.TestCase):
         """
 
         perl_results = [
-            0, # perl value is actually 5.71196495365248 
+            0,  # perl value is actually 5.71196495365248
             2.31977861075353,
-            0.143138195684851, 
+            0.143138195684851,
             0.000717390363216896,
             0.000282322598503135,
             1.77061658757533e-05,
@@ -221,7 +221,7 @@ class TestDistributions(unittest.TestCase):
         """
 
         perl_results = [
-            0, # perl value is actually 5.79767807698379 but that is not correct
+            0,  # perl value is actually 5.79767807698379 but that is not correct
             2.35458895566605,
             0.155713799148675,
             0.000310689875361984,
@@ -308,7 +308,16 @@ class TestDistributions(unittest.TestCase):
         self.assertRaises(ValueError, imf_chabrier2003, input_1)
 
         masses = [0.1, 0.2, 0.5, 1, 2, 10, 15, 50]
-        perl_results = [5.64403964849588, 2.40501495673496, 0.581457346702825, 0.159998782068074, 0.0324898485372181, 0.000801893469684309, 0.000315578044662863, 1.97918170035704e-05]
+        perl_results = [
+            5.64403964849588,
+            2.40501495673496,
+            0.581457346702825,
+            0.159998782068074,
+            0.0324898485372181,
+            0.000801893469684309,
+            0.000315578044662863,
+            1.97918170035704e-05,
+        ]
         python_results = [imf_chabrier2003(m) for m in masses]
 
         # GO over the results and check whether they are equal (within tolerance)
diff --git a/binarycpython/tests/test_functions.py b/binarycpython/tests/test_functions.py
index d986cb631..b576bf7f6 100644
--- a/binarycpython/tests/test_functions.py
+++ b/binarycpython/tests/test_functions.py
@@ -243,7 +243,7 @@ class test_parse_binary_c_version_info(unittest.TestCase):
         if parsed_info["macros"]["NUCSYN"] == "on":
             self.assertIsNotNone(parsed_info["isotopes"])
 
-            if parsed_info['macros']["NUCSYN_ID_SOURCES"] == "on":
+            if parsed_info["macros"]["NUCSYN_ID_SOURCES"] == "on":
                 self.assertIsNotNone(parsed_info["nucleosynthesis_sources"])
 
 
diff --git a/binarycpython/tests/test_grid.py b/binarycpython/tests/test_grid.py
index 05a4bdd17..f41c8fce5 100644
--- a/binarycpython/tests/test_grid.py
+++ b/binarycpython/tests/test_grid.py
@@ -753,9 +753,9 @@ class test_grid_evolve(unittest.TestCase):
         )
 
         # TODO: why should it raise this error? It should probably raise a valueerror when the limit is exceeded right?
-        # DEcided to turn it off for now because there is not raise VAlueError in that chain of functions. 
+        # DEcided to turn it off for now because there is not raise VAlueError in that chain of functions.
         # NOTE: Found out why this test was here. It is to do with the condition random_var in dir(), but I changed the behaviour from raising an error to continue. This has to do with the moe&distefano code that will loop over several multiplicities
-        # TODO: make sure the continue behaviour is what we actually want. 
+        # TODO: make sure the continue behaviour is what we actually want.
 
         # self.assertRaises(ValueError, test_pop.evolve)
 
diff --git a/binarycpython/utils/distribution_functions.py b/binarycpython/utils/distribution_functions.py
index 9e97bd9cb..79431dadd 100644
--- a/binarycpython/utils/distribution_functions.py
+++ b/binarycpython/utils/distribution_functions.py
@@ -262,6 +262,7 @@ def calculate_constants_three_part_powerlaw(
     # #print "ARRAY SET @_ => @$array\n";
     # $threepart_powerlaw_consts{"@_"}=[@$array];
 
+
 def three_part_powerlaw(
     m: Union[int, float],
     m0: Union[int, float],
@@ -297,7 +298,7 @@ def three_part_powerlaw(
 
     #
     if m < m0:
-        prob = 0  # Below lower bound TODO: make this clear. 
+        prob = 0  # Below lower bound TODO: make this clear.
     elif m0 < m <= m1:
         prob = three_part_powerlaw_constants[0] * (m ** p1)  # Between M0 and M1
     elif m1 < m <= m2:
diff --git a/binarycpython/utils/functions.py b/binarycpython/utils/functions.py
index 7fb0131e6..65bfd6de2 100644
--- a/binarycpython/utils/functions.py
+++ b/binarycpython/utils/functions.py
@@ -64,7 +64,6 @@ def get_moe_distefano_dataset(options):
     return json_data
 
 
-
 def imports():
     for name, val in globals().items():
         if isinstance(val, types.ModuleType):
@@ -324,8 +323,8 @@ def parse_binary_c_version_info(version_info_string: str) -> dict:
 
     ##########################
     # Network:
-    # Split off all the networks and parse the info. 
-    
+    # Split off all the networks and parse the info.
+
     networks = set([el for el in cleaned if el.startswith("Network ")])
     cleaned = cleaned - networks
 
@@ -335,22 +334,24 @@ def parse_binary_c_version_info(version_info_string: str) -> dict:
         split_info = el.split("Network ")[-1].strip().split("==")
 
         network_number = int(split_info[0])
-        network_dict['network_number'] = network_number
+        network_dict["network_number"] = network_number
 
         network_info_split = split_info[1].split(" is ")
 
         shortname = network_info_split[0].strip()
-        network_dict['shortname'] = shortname
+        network_dict["shortname"] = shortname
 
         if not network_info_split[1].strip().startswith(":"):
             network_split_info_extra = network_info_split[1].strip().split(":")
 
             longname = network_split_info_extra[0].strip()
-            network_dict['longname'] = longname
+            network_dict["longname"] = longname
 
-            implementation = network_split_info_extra[1].strip().replace("implemented in", "")
+            implementation = (
+                network_split_info_extra[1].strip().replace("implemented in", "")
+            )
             if implementation:
-                network_dict['implemented_in'] = implementation.strip().split()
+                network_dict["implemented_in"] = implementation.strip().split()
 
         networks_dict[network_number] = copy.deepcopy(network_dict)
     version_info_dict["networks"] = networks_dict if networks_dict else None
@@ -434,7 +435,7 @@ def parse_binary_c_version_info(version_info_string: str) -> dict:
         "MACRO": str,
         "INT": int,
         "LONG_INT": int,
-        "UINT": int
+        "UINT": int,
     }
 
     macros_dict = {}
diff --git a/binarycpython/utils/grid.py b/binarycpython/utils/grid.py
index 8842b8916..9c3d25206 100644
--- a/binarycpython/utils/grid.py
+++ b/binarycpython/utils/grid.py
@@ -81,13 +81,14 @@ import binarycpython.utils.moe_distefano_data
 # )
 
 from binarycpython.utils.distribution_functions import (
-    Moecache, 
-    LOG_LN_CONVERTER, 
-    Moe_de_Stefano_2017_multiplicity_fractions
+    Moecache,
+    LOG_LN_CONVERTER,
+    Moe_de_Stefano_2017_multiplicity_fractions,
 )
 
 from binarycpython import _binary_c_bindings
 
+
 class Population:
     """
     Population Object. Contains all the necessary functions to set up, run and process a
@@ -106,7 +107,9 @@ class Population:
         self.defaults = get_defaults()
         self.cleaned_up_defaults = self._cleanup_defaults()
         self.available_keys = list(self.defaults.keys())
-        self.special_params = [el for el in list(self.defaults.keys()) if el.endswith("%d")]
+        self.special_params = [
+            el for el in list(self.defaults.keys()) if el.endswith("%d")
+        ]
 
         # make the input dictionary
         self.bse_options = {}  # bse_options is just empty.
@@ -352,7 +355,7 @@ class Population:
         probdist: str,
         dphasevol: Union[str, int],
         parameter_name: str,
-        gridtype: str = 'edge',
+        gridtype: str = "edge",
         precode: Union[str, None] = None,
         condition: Union[str, None] = None,
     ) -> None:
@@ -364,9 +367,9 @@ class Population:
         The execution of the grid generation will be through a nested forloop.
         Each of the grid variables will get create a deeper for loop.
 
-        The real function that generates the numbers will get written to a new file in the TMP_DIR, 
+        The real function that generates the numbers will get written to a new file in the TMP_DIR,
         and then loaded imported and evaluated.
-        beware that if you insert some destructive piece of code, it will be executed anyway. 
+        beware that if you insert some destructive piece of code, it will be executed anyway.
         Use at own risk.
 
         Args:
@@ -380,15 +383,15 @@ class Population:
                 Range of values to take. Does not get used really, the spacingfunction is used to get the values from
                 example: range = [math.log(m_min), math.log(m_max)]
             resolution:
-                Resolution of the sampled range (amount of samples). 
+                Resolution of the sampled range (amount of samples).
                 TODO: check if this is used anywhere
                 example: resolution = resolution["M_1"]
             spacingfunction:
-                Function determining how the range is sampled. You can either use a real function, 
+                Function determining how the range is sampled. You can either use a real function,
                 or a string representation of a function call. Will get written to a file and then evaluated.
                 example: spacingfunction = "const(math.log(m_min), math.log(m_max), {})".format(resolution['M_1'])
             precode:
-                Extra room for some code. This code will be evaluated within the loop of the 
+                Extra room for some code. This code will be evaluated within the loop of the
                 sampling function (i.e. a value for lnm1 is chosen already)
                 example: precode = 'M_1=math.exp(lnm1);'
             probdist:
@@ -721,7 +724,7 @@ class Population:
         }
 
         ##
-        # Clean up code: remove files, unset values. This is placed in the general evolve function, 
+        # Clean up code: remove files, unset values. This is placed in the general evolve function,
         # because that makes for easier control
         self._cleanup()
 
@@ -1022,7 +1025,7 @@ class Population:
                     )
 
                     # In some cases, the whole run crashes. To be able to figure out which system
-                    # that was on, we log each current system to a file (each thread has one). 
+                    # that was on, we log each current system to a file (each thread has one).
                     # Each new system overrides the previous
                     with open(
                         os.path.join(
@@ -1044,8 +1047,20 @@ class Population:
                         for key in full_system_dict.keys():
                             if not key in self.available_keys:
                                 # Deal with special keys
-                                if not any([True if (key.startswith(param[:-2]) and len(param[:-2]) < len(key)) else False for param in self.special_params]):
-                                    msg = "Error: Found a parameter unknown to binary_c: {}. Abort".format(key)
+                                if not any(
+                                    [
+                                        True
+                                        if (
+                                            key.startswith(param[:-2])
+                                            and len(param[:-2]) < len(key)
+                                        )
+                                        else False
+                                        for param in self.special_params
+                                    ]
+                                ):
+                                    msg = "Error: Found a parameter unknown to binary_c: {}. Abort".format(
+                                        key
+                                    )
                                     raise ValueError(msg)
 
                     # TODO: build flag to actually evolve the system
@@ -2807,7 +2822,6 @@ class Population:
         The dictionary should contain a file to
         """
 
-
         # Require input options
         if not options:
             print("Please provide a options dictionary.")
@@ -3040,7 +3054,7 @@ class Population:
 
         multiplicity_dict = {}
         for mass in mass_range:
-            options['M1'] = mass
+            options["M1"] = mass
             multiplicity_fractions = Moe_de_Stefano_2017_multiplicity_fractions(options)
             multiplicity_dict[mass] = multiplicity_fractions
 
@@ -3055,14 +3069,12 @@ class Population:
         print("triple_values={}".format(triple_values))
         print("quad_values={}".format(quad_values))
 
-
-
-        plt.plot(mass_range, single_values, label='single')
-        plt.plot(mass_range, binary_values, label='binary')
-        plt.plot(mass_range, triple_values, label='triple')
-        plt.plot(mass_range, quad_values, label='Quadruple')
+        plt.plot(mass_range, single_values, label="single")
+        plt.plot(mass_range, binary_values, label="binary")
+        plt.plot(mass_range, triple_values, label="triple")
+        plt.plot(mass_range, quad_values, label="Quadruple")
         plt.legend()
-        plt.xscale('log')
+        plt.xscale("log")
         plt.show()
 
         ############################################################
diff --git a/binarycpython/utils/grid_options_defaults.py b/binarycpython/utils/grid_options_defaults.py
index 190741d0c..dd0b43464 100644
--- a/binarycpython/utils/grid_options_defaults.py
+++ b/binarycpython/utils/grid_options_defaults.py
@@ -503,10 +503,8 @@ moe_distefano_default_options = {
         "logP": [0.0, 8.0],  # 0 = log10(1 day)  # 8 = log10(10^8 days)
         "ecc": [0.0, 1.0],
     },
-
     # minimum stellar mass
     "Mmin": 0.07,
-
     # multiplicity model (as a function of log10M1)
     #
     # You can use 'Poisson' which uses the system multiplicty
@@ -639,7 +637,7 @@ q extrapolation (below 0.15) method
     plaw2
     nolowq
 """,
-    "q_high_extrapolation_method": "Same as q_low_extrapolation_method"
+    "q_high_extrapolation_method": "Same as q_low_extrapolation_method",
 }
 
 
@@ -756,13 +754,32 @@ def write_grid_options_to_rst_file(output_file: str) -> None:
         print("\n", file=f)
 
         # Start public options part
-        print_option_descriptions(f, public_options, descriptions, "Public options", "The following options are meant to be changed by the user.")
+        print_option_descriptions(
+            f,
+            public_options,
+            descriptions,
+            "Public options",
+            "The following options are meant to be changed by the user.",
+        )
 
         # Moe & Distefano options:
-        print_option_descriptions(f, moe_distefano_default_options, moe_distefano_default_options_description, "Moe & Distefano sampler options", "The following options are meant to be changed by the user.")
+        print_option_descriptions(
+            f,
+            moe_distefano_default_options,
+            moe_distefano_default_options_description,
+            "Moe & Distefano sampler options",
+            "The following options are meant to be changed by the user.",
+        )
 
         # Start private options part
-        print_option_descriptions(f, private_options, descriptions, "Private options", "The following options are not meant to be changed by the user, as these options are used and set internally by the object itself. The description still is provided, but just for documentation purposes.")
+        print_option_descriptions(
+            f,
+            private_options,
+            descriptions,
+            "Private options",
+            "The following options are not meant to be changed by the user, as these options are used and set internally by the object itself. The description still is provided, but just for documentation purposes.",
+        )
+
 
 def print_option_descriptions(filehandle, options, descriptions, title, extra_text):
     # Start public options part
@@ -782,4 +799,4 @@ def print_option_descriptions(filehandle, options, descriptions, title, extra_te
                 "| **{}**: No description available yet".format(option),
                 file=filehandle,
             )
-        print("", file=filehandle)
\ No newline at end of file
+        print("", file=filehandle)
diff --git a/binarycpython/utils/moe_distefano_data.py b/binarycpython/utils/moe_distefano_data.py
index a5eb246f0..3d8b8a65a 100644
--- a/binarycpython/utils/moe_distefano_data.py
+++ b/binarycpython/utils/moe_distefano_data.py
@@ -16,7 +16,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.894,
                     "binary_fraction": 0.101,
                     "triple_fraction": 0.00566,
-                    "quadruple_fraction": 2.13e-05
+                    "quadruple_fraction": 2.13e-05,
                 },
                 "logP": {
                     "0.25": {
@@ -33,7 +33,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.423083,
-                            "0.95": 0.576917
+                            "0.95": 0.576917,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -45,8 +45,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.00328462,
@@ -62,7 +62,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.423083,
-                            "0.95": 0.576917
+                            "0.95": 0.576917,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -74,8 +74,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.00426667,
@@ -91,7 +91,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.423083,
-                            "0.95": 0.576917
+                            "0.95": 0.576917,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -103,8 +103,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0055291,
@@ -120,7 +120,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.423083,
-                            "0.95": 0.576917
+                            "0.95": 0.576917,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -132,8 +132,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.00704218,
@@ -149,7 +149,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.424963,
-                            "0.95": 0.575037
+                            "0.95": 0.575037,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -161,8 +161,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0086958,
@@ -178,7 +178,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.426869,
-                            "0.95": 0.573131
+                            "0.95": 0.573131,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -190,8 +190,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0101032,
@@ -207,7 +207,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.429069,
-                            "0.95": 0.570931
+                            "0.95": 0.570931,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -219,8 +219,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0110051,
@@ -236,7 +236,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.431586,
-                            "0.95": 0.568414
+                            "0.95": 0.568414,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -248,8 +248,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0113538,
@@ -265,7 +265,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.434447,
-                            "0.95": 0.565553
+                            "0.95": 0.565553,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -277,8 +277,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0111577,
@@ -294,7 +294,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.437684,
-                            "0.95": 0.562316
+                            "0.95": 0.562316,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -306,8 +306,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0104133,
@@ -323,7 +323,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.441333,
-                            "0.95": 0.558667
+                            "0.95": 0.558667,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -335,8 +335,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.00887353,
@@ -352,7 +352,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.445437,
-                            "0.95": 0.554563
+                            "0.95": 0.554563,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -364,8 +364,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.00688391,
@@ -381,7 +381,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.450046,
-                            "0.95": 0.549954
+                            "0.95": 0.549954,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -393,8 +393,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.00509626,
@@ -410,7 +410,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.455221,
-                            "0.95": 0.544779
+                            "0.95": 0.544779,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -422,8 +422,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.00367211,
@@ -439,7 +439,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.461031,
-                            "0.95": 0.538969
+                            "0.95": 0.538969,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -451,8 +451,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.00261088,
@@ -468,7 +468,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.469083,
-                            "0.95": 0.530917
+                            "0.95": 0.530917,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -480,10 +480,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "-0.9": {
                 "f_multi": 0.1638,
@@ -495,7 +495,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.849,
                     "binary_fraction": 0.139,
                     "triple_fraction": 0.0114,
-                    "quadruple_fraction": 0.000622
+                    "quadruple_fraction": 0.000622,
                 },
                 "logP": {
                     "0.25": {
@@ -512,7 +512,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0977401,
                             "0.75": 0.179682,
                             "0.85": 0.305711,
-                            "0.95": 0.416867
+                            "0.95": 0.416867,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -524,8 +524,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.00458848,
@@ -541,7 +541,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0977401,
                             "0.75": 0.179682,
                             "0.85": 0.305711,
-                            "0.95": 0.416867
+                            "0.95": 0.416867,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -553,8 +553,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.00589663,
@@ -570,7 +570,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0977401,
                             "0.75": 0.179682,
                             "0.85": 0.305711,
-                            "0.95": 0.416867
+                            "0.95": 0.416867,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -582,8 +582,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.00759622,
@@ -599,7 +599,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0978791,
                             "0.75": 0.179939,
                             "0.85": 0.305722,
-                            "0.95": 0.416461
+                            "0.95": 0.416461,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -611,8 +611,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.00966255,
@@ -628,7 +628,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.098796,
                             "0.75": 0.181624,
                             "0.85": 0.305795,
-                            "0.95": 0.413785
+                            "0.95": 0.413785,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -640,8 +640,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0119747,
@@ -657,7 +657,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0998574,
                             "0.75": 0.183575,
                             "0.85": 0.30588,
-                            "0.95": 0.410687
+                            "0.95": 0.410687,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -669,8 +669,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0139985,
@@ -686,7 +686,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.101072,
                             "0.75": 0.185808,
                             "0.85": 0.305978,
-                            "0.95": 0.407142
+                            "0.95": 0.407142,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -698,8 +698,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0153772,
@@ -715,7 +715,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.102447,
                             "0.75": 0.188336,
                             "0.85": 0.306088,
-                            "0.95": 0.403129
+                            "0.95": 0.403129,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -727,8 +727,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0160598,
@@ -744,7 +744,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.103992,
                             "0.75": 0.191176,
                             "0.85": 0.306212,
-                            "0.95": 0.39862
+                            "0.95": 0.39862,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -756,8 +756,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0160902,
@@ -773,7 +773,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.105717,
                             "0.75": 0.194347,
                             "0.85": 0.30635,
-                            "0.95": 0.393585
+                            "0.95": 0.393585,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -785,8 +785,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0154216,
@@ -802,7 +802,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.107633,
                             "0.75": 0.19787,
                             "0.85": 0.306504,
-                            "0.95": 0.387993
+                            "0.95": 0.387993,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -814,8 +814,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0135192,
@@ -831,7 +831,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.109753,
                             "0.75": 0.201768,
                             "0.85": 0.306674,
-                            "0.95": 0.381805
+                            "0.95": 0.381805,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -843,8 +843,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0107866,
@@ -860,7 +860,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.112091,
                             "0.75": 0.206066,
                             "0.85": 0.306861,
-                            "0.95": 0.374982
+                            "0.95": 0.374982,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -872,8 +872,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.00829838,
@@ -889,7 +889,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.114662,
                             "0.75": 0.210792,
                             "0.85": 0.307068,
-                            "0.95": 0.367479
+                            "0.95": 0.367479,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -901,8 +901,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.00622618,
@@ -918,7 +918,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.117484,
                             "0.75": 0.215979,
                             "0.85": 0.307294,
-                            "0.95": 0.359243
+                            "0.95": 0.359243,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -930,8 +930,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0045977,
@@ -947,7 +947,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.121286,
                             "0.75": 0.222969,
                             "0.85": 0.307599,
-                            "0.95": 0.348146
+                            "0.95": 0.348146,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -959,10 +959,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "-0.8": {
                 "f_multi": 0.2126,
@@ -974,7 +974,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.809,
                     "binary_fraction": 0.172,
                     "triple_fraction": 0.0183,
-                    "quadruple_fraction": 0.00129
+                    "quadruple_fraction": 0.00129,
                 },
                 "logP": {
                     "0.25": {
@@ -991,7 +991,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.137656,
                             "0.75": 0.149481,
                             "0.85": 0.254326,
-                            "0.95": 0.346798
+                            "0.95": 0.346798,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -1003,8 +1003,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.00581462,
@@ -1020,7 +1020,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.137656,
                             "0.75": 0.149481,
                             "0.85": 0.254326,
-                            "0.95": 0.346798
+                            "0.95": 0.346798,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -1032,8 +1032,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.00743267,
@@ -1049,7 +1049,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.137656,
                             "0.75": 0.149481,
                             "0.85": 0.254326,
-                            "0.95": 0.346798
+                            "0.95": 0.346798,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -1061,8 +1061,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.00954036,
@@ -1078,7 +1078,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.137819,
                             "0.75": 0.149658,
                             "0.85": 0.254274,
-                            "0.95": 0.346378
+                            "0.95": 0.346378,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -1090,8 +1090,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0121165,
@@ -1107,7 +1107,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.138891,
                             "0.75": 0.150822,
                             "0.85": 0.253935,
-                            "0.95": 0.343611
+                            "0.95": 0.343611,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -1119,8 +1119,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0150299,
@@ -1136,7 +1136,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.140128,
                             "0.75": 0.152165,
                             "0.85": 0.253544,
-                            "0.95": 0.340418
+                            "0.95": 0.340418,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -1148,8 +1148,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0176176,
@@ -1165,7 +1165,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.141538,
                             "0.75": 0.153696,
                             "0.85": 0.253098,
-                            "0.95": 0.336779
+                            "0.95": 0.336779,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -1177,8 +1177,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0194364,
@@ -1194,7 +1194,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.143127,
                             "0.75": 0.155422,
                             "0.85": 0.252595,
-                            "0.95": 0.332677
+                            "0.95": 0.332677,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -1206,8 +1206,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0204304,
@@ -1223,7 +1223,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.144903,
                             "0.75": 0.157351,
                             "0.85": 0.252033,
-                            "0.95": 0.328091
+                            "0.95": 0.328091,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -1235,8 +1235,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0206719,
@@ -1252,7 +1252,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.146876,
                             "0.75": 0.159493,
                             "0.85": 0.251409,
-                            "0.95": 0.322999
+                            "0.95": 0.322999,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -1264,8 +1264,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0201144,
@@ -1281,7 +1281,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.149054,
                             "0.75": 0.161858,
                             "0.85": 0.25072,
-                            "0.95": 0.317378
+                            "0.95": 0.317378,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -1293,8 +1293,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.017969,
@@ -1310,7 +1310,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.151447,
                             "0.75": 0.164456,
                             "0.85": 0.249963,
-                            "0.95": 0.3112
+                            "0.95": 0.3112,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -1322,8 +1322,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0146226,
@@ -1339,7 +1339,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.154066,
                             "0.75": 0.1673,
                             "0.85": 0.249134,
-                            "0.95": 0.30444
+                            "0.95": 0.30444,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -1351,8 +1351,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0115294,
@@ -1368,7 +1368,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.156922,
                             "0.75": 0.170402,
                             "0.85": 0.248231,
-                            "0.95": 0.297067
+                            "0.95": 0.297067,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -1380,8 +1380,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.00887396,
@@ -1397,7 +1397,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.160029,
                             "0.75": 0.173776,
                             "0.85": 0.247248,
-                            "0.95": 0.289046
+                            "0.95": 0.289046,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -1409,8 +1409,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.00671586,
@@ -1426,7 +1426,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.164171,
                             "0.75": 0.178273,
                             "0.85": 0.245938,
-                            "0.95": 0.278357
+                            "0.95": 0.278357,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -1438,10 +1438,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "-0.7": {
                 "f_multi": 0.2539,
@@ -1453,7 +1453,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.776,
                     "binary_fraction": 0.197,
                     "triple_fraction": 0.025,
-                    "quadruple_fraction": 0.00212
+                    "quadruple_fraction": 0.00212,
                 },
                 "logP": {
                     "0.25": {
@@ -1470,7 +1470,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.123817,
                             "0.75": 0.134453,
                             "0.85": 0.228757,
-                            "0.95": 0.311933
+                            "0.95": 0.311933,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -1482,8 +1482,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.00686457,
@@ -1499,7 +1499,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.123817,
                             "0.75": 0.134453,
                             "0.85": 0.228757,
-                            "0.95": 0.311933
+                            "0.95": 0.311933,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -1511,8 +1511,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.00870554,
@@ -1528,7 +1528,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.123817,
                             "0.75": 0.134453,
                             "0.85": 0.228757,
-                            "0.95": 0.311933
+                            "0.95": 0.311933,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -1540,8 +1540,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0111054,
@@ -1557,7 +1557,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.123948,
                             "0.75": 0.134596,
                             "0.85": 0.228683,
-                            "0.95": 0.311517
+                            "0.95": 0.311517,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -1569,8 +1569,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0140525,
@@ -1586,7 +1586,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.124815,
                             "0.75": 0.135537,
                             "0.85": 0.2282,
-                            "0.95": 0.308787
+                            "0.95": 0.308787,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -1598,8 +1598,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0174192,
@@ -1615,7 +1615,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.125813,
                             "0.75": 0.13662,
                             "0.85": 0.227642,
-                            "0.95": 0.305642
+                            "0.95": 0.305642,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -1627,8 +1627,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0204421,
@@ -1644,7 +1644,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.126948,
                             "0.75": 0.137853,
                             "0.85": 0.227009,
-                            "0.95": 0.302064
+                            "0.95": 0.302064,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -1656,8 +1656,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0226164,
@@ -1673,7 +1673,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.128225,
                             "0.75": 0.13924,
                             "0.85": 0.226296,
-                            "0.95": 0.29804
+                            "0.95": 0.29804,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -1685,8 +1685,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0238913,
@@ -1702,7 +1702,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.129649,
                             "0.75": 0.140786,
                             "0.85": 0.225501,
-                            "0.95": 0.293552
+                            "0.95": 0.293552,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -1714,8 +1714,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0243655,
@@ -1731,7 +1731,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.131226,
                             "0.75": 0.142498,
                             "0.85": 0.224621,
-                            "0.95": 0.288583
+                            "0.95": 0.288583,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -1743,8 +1743,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0240221,
@@ -1760,7 +1760,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.132962,
                             "0.75": 0.144383,
                             "0.85": 0.223652,
-                            "0.95": 0.283113
+                            "0.95": 0.283113,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -1772,8 +1772,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0218311,
@@ -1789,7 +1789,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.134863,
                             "0.75": 0.146448,
                             "0.85": 0.222591,
-                            "0.95": 0.277123
+                            "0.95": 0.277123,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -1801,8 +1801,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0180863,
@@ -1818,7 +1818,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.136936,
                             "0.75": 0.148699,
                             "0.85": 0.221434,
-                            "0.95": 0.27059
+                            "0.95": 0.27059,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -1830,8 +1830,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0145753,
@@ -1847,7 +1847,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.139188,
                             "0.75": 0.151144,
                             "0.85": 0.220177,
-                            "0.95": 0.263493
+                            "0.95": 0.263493,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -1859,8 +1859,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0114844,
@@ -1876,7 +1876,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.141627,
                             "0.75": 0.153793,
                             "0.85": 0.218815,
-                            "0.95": 0.255807
+                            "0.95": 0.255807,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -1888,8 +1888,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.00890084,
@@ -1905,7 +1905,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.14486,
                             "0.75": 0.157304,
                             "0.85": 0.21701,
-                            "0.95": 0.245616
+                            "0.95": 0.245616,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -1917,10 +1917,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "-0.6": {
                 "f_multi": 0.2966,
@@ -1932,7 +1932,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.744,
                     "binary_fraction": 0.221,
                     "triple_fraction": 0.0327,
-                    "quadruple_fraction": 0.00323
+                    "quadruple_fraction": 0.00323,
                 },
                 "logP": {
                     "0.25": {
@@ -1949,7 +1949,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.114958,
                             "0.75": 0.124834,
                             "0.85": 0.212391,
-                            "0.95": 0.289616
+                            "0.95": 0.289616,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -1961,8 +1961,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0079293,
@@ -1978,7 +1978,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.114958,
                             "0.75": 0.124834,
                             "0.85": 0.212391,
-                            "0.95": 0.289616
+                            "0.95": 0.289616,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -1990,8 +1990,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0099862,
@@ -2007,7 +2007,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.114958,
                             "0.75": 0.124834,
                             "0.85": 0.212391,
-                            "0.95": 0.289616
+                            "0.95": 0.289616,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -2019,8 +2019,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0126679,
@@ -2036,7 +2036,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.115072,
                             "0.75": 0.124957,
                             "0.85": 0.212306,
-                            "0.95": 0.289208
+                            "0.95": 0.289208,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -2048,8 +2048,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.015974,
@@ -2065,7 +2065,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.115819,
                             "0.75": 0.125767,
                             "0.85": 0.211751,
-                            "0.95": 0.286531
+                            "0.95": 0.286531,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -2077,8 +2077,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0197824,
@@ -2094,7 +2094,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.116677,
                             "0.75": 0.1267,
                             "0.85": 0.211113,
-                            "0.95": 0.283448
+                            "0.95": 0.283448,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -2106,8 +2106,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0232327,
@@ -2123,7 +2123,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.117653,
                             "0.75": 0.12776,
                             "0.85": 0.210387,
-                            "0.95": 0.279947
+                            "0.95": 0.279947,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -2135,8 +2135,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0257603,
@@ -2152,7 +2152,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.118749,
                             "0.75": 0.12895,
                             "0.85": 0.209572,
-                            "0.95": 0.276015
+                            "0.95": 0.276015,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -2164,8 +2164,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0273216,
@@ -2181,7 +2181,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.119969,
                             "0.75": 0.130275,
                             "0.85": 0.208665,
-                            "0.95": 0.271635
+                            "0.95": 0.271635,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -2193,8 +2193,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0280418,
@@ -2210,7 +2210,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.121318,
                             "0.75": 0.13174,
                             "0.85": 0.207662,
-                            "0.95": 0.266795
+                            "0.95": 0.266795,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -2222,8 +2222,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0279726,
@@ -2239,7 +2239,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.1228,
                             "0.75": 0.133349,
                             "0.85": 0.20656,
-                            "0.95": 0.261477
+                            "0.95": 0.261477,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -2251,8 +2251,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0258458,
@@ -2268,7 +2268,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.12442,
                             "0.75": 0.135108,
                             "0.85": 0.205356,
-                            "0.95": 0.255665
+                            "0.95": 0.255665,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -2280,8 +2280,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0217923,
@@ -2297,7 +2297,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.126182,
                             "0.75": 0.137022,
                             "0.85": 0.204045,
-                            "0.95": 0.249342
+                            "0.95": 0.249342,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -2309,8 +2309,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0179368,
@@ -2326,7 +2326,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.128092,
                             "0.75": 0.139095,
                             "0.85": 0.202625,
-                            "0.95": 0.242489
+                            "0.95": 0.242489,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -2338,8 +2338,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0144622,
@@ -2355,7 +2355,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.130155,
                             "0.75": 0.141336,
                             "0.85": 0.201091,
-                            "0.95": 0.235086
+                            "0.95": 0.235086,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -2367,8 +2367,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0114827,
@@ -2384,7 +2384,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.132881,
                             "0.75": 0.144296,
                             "0.85": 0.199064,
-                            "0.95": 0.225305
+                            "0.95": 0.225305,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -2396,10 +2396,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "-0.5": {
                 "f_multi": 0.3331,
@@ -2411,7 +2411,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.717,
                     "binary_fraction": 0.239,
                     "triple_fraction": 0.0398,
-                    "quadruple_fraction": 0.00442
+                    "quadruple_fraction": 0.00442,
                 },
                 "logP": {
                     "0.25": {
@@ -2428,7 +2428,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.110674,
                             "0.75": 0.120181,
                             "0.85": 0.204475,
-                            "0.95": 0.278822
+                            "0.95": 0.278822,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -2440,8 +2440,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.00885455,
@@ -2457,7 +2457,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.110674,
                             "0.75": 0.120181,
                             "0.85": 0.204475,
-                            "0.95": 0.278822
+                            "0.95": 0.278822,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -2469,8 +2469,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0111089,
@@ -2486,7 +2486,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.110674,
                             "0.75": 0.120181,
                             "0.85": 0.204475,
-                            "0.95": 0.278822
+                            "0.95": 0.278822,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -2498,8 +2498,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0140363,
@@ -2515,7 +2515,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.110779,
                             "0.75": 0.120295,
                             "0.85": 0.204386,
-                            "0.95": 0.278419
+                            "0.95": 0.278419,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -2527,8 +2527,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0176421,
@@ -2544,7 +2544,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.111471,
                             "0.75": 0.121046,
                             "0.85": 0.203802,
-                            "0.95": 0.275774
+                            "0.95": 0.275774,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -2556,8 +2556,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0218066,
@@ -2573,7 +2573,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.112266,
                             "0.75": 0.12191,
                             "0.85": 0.203131,
-                            "0.95": 0.272732
+                            "0.95": 0.272732,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -2585,8 +2585,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0255986,
@@ -2602,7 +2602,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.113169,
                             "0.75": 0.12289,
                             "0.85": 0.202369,
-                            "0.95": 0.269278
+                            "0.95": 0.269278,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -2614,8 +2614,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0284096,
@@ -2631,7 +2631,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.114183,
                             "0.75": 0.123991,
                             "0.85": 0.201513,
-                            "0.95": 0.265401
+                            "0.95": 0.265401,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -2643,8 +2643,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.030199,
@@ -2660,7 +2660,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.11531,
                             "0.75": 0.125216,
                             "0.85": 0.200562,
-                            "0.95": 0.261087
+                            "0.95": 0.261087,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -2672,8 +2672,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0311079,
@@ -2689,7 +2689,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.116556,
                             "0.75": 0.126568,
                             "0.85": 0.199511,
-                            "0.95": 0.256322
+                            "0.95": 0.256322,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -2701,8 +2701,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0312564,
@@ -2718,7 +2718,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.117923,
                             "0.75": 0.128053,
                             "0.85": 0.198357,
-                            "0.95": 0.251093
+                            "0.95": 0.251093,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -2730,8 +2730,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0292117,
@@ -2747,7 +2747,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.119416,
                             "0.75": 0.129674,
                             "0.85": 0.197097,
-                            "0.95": 0.245383
+                            "0.95": 0.245383,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -2759,8 +2759,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0249526,
@@ -2776,7 +2776,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.121039,
                             "0.75": 0.131436,
                             "0.85": 0.195727,
-                            "0.95": 0.239178
+                            "0.95": 0.239178,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -2788,8 +2788,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0208476,
@@ -2805,7 +2805,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.122795,
                             "0.75": 0.133343,
                             "0.85": 0.194246,
-                            "0.95": 0.232461
+                            "0.95": 0.232461,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -2817,8 +2817,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0170785,
@@ -2834,7 +2834,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.124689,
                             "0.75": 0.1354,
                             "0.85": 0.192647,
-                            "0.95": 0.225214
+                            "0.95": 0.225214,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -2846,8 +2846,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0137828,
@@ -2863,7 +2863,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.127189,
                             "0.75": 0.138115,
                             "0.85": 0.190537,
-                            "0.95": 0.215654
+                            "0.95": 0.215654,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -2875,10 +2875,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "-0.4": {
                 "f_multi": 0.3728,
@@ -2890,7 +2890,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.689,
                     "binary_fraction": 0.257,
                     "triple_fraction": 0.0479,
-                    "quadruple_fraction": 0.00595
+                    "quadruple_fraction": 0.00595,
                 },
                 "logP": {
                     "0.25": {
@@ -2907,7 +2907,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.107953,
                             "0.75": 0.117226,
                             "0.85": 0.199448,
-                            "0.95": 0.271967
+                            "0.95": 0.271967,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -2919,8 +2919,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.00989926,
@@ -2936,7 +2936,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.107953,
                             "0.75": 0.117226,
                             "0.85": 0.199448,
-                            "0.95": 0.271967
+                            "0.95": 0.271967,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -2948,8 +2948,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0124064,
@@ -2965,7 +2965,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.107953,
                             "0.75": 0.117226,
                             "0.85": 0.199448,
-                            "0.95": 0.271967
+                            "0.95": 0.271967,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -2977,8 +2977,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0156363,
@@ -2994,7 +2994,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.108053,
                             "0.75": 0.117335,
                             "0.85": 0.199357,
-                            "0.95": 0.271568
+                            "0.95": 0.271568,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -3006,8 +3006,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0195932,
@@ -3023,7 +3023,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.108711,
                             "0.75": 0.118049,
                             "0.85": 0.198757,
-                            "0.95": 0.268947
+                            "0.95": 0.268947,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -3035,8 +3035,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0241514,
@@ -3052,7 +3052,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.109467,
                             "0.75": 0.118871,
                             "0.85": 0.198067,
-                            "0.95": 0.265933
+                            "0.95": 0.265933,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -3064,8 +3064,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0283117,
@@ -3081,7 +3081,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.110326,
                             "0.75": 0.119803,
                             "0.85": 0.197285,
-                            "0.95": 0.262512
+                            "0.95": 0.262512,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -3093,8 +3093,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0314205,
@@ -3110,7 +3110,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.111289,
                             "0.75": 0.120849,
                             "0.85": 0.196406,
-                            "0.95": 0.258675
+                            "0.95": 0.258675,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -3122,8 +3122,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0334328,
@@ -3139,7 +3139,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.11236,
                             "0.75": 0.122012,
                             "0.85": 0.19543,
-                            "0.95": 0.254406
+                            "0.95": 0.254406,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -3151,8 +3151,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0344995,
@@ -3168,7 +3168,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.113542,
                             "0.75": 0.123296,
                             "0.85": 0.194352,
-                            "0.95": 0.249695
+                            "0.95": 0.249695,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -3180,8 +3180,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0347989,
@@ -3197,7 +3197,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.11484,
                             "0.75": 0.124704,
                             "0.85": 0.193169,
-                            "0.95": 0.244526
+                            "0.95": 0.244526,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -3209,8 +3209,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0327644,
@@ -3226,7 +3226,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.116255,
                             "0.75": 0.126241,
                             "0.85": 0.191879,
-                            "0.95": 0.238886
+                            "0.95": 0.238886,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -3238,8 +3238,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0282525,
@@ -3255,7 +3255,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.117792,
                             "0.75": 0.127911,
                             "0.85": 0.190477,
-                            "0.95": 0.232762
+                            "0.95": 0.232762,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -3267,8 +3267,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0238438,
@@ -3284,7 +3284,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.119455,
                             "0.75": 0.129716,
                             "0.85": 0.188961,
-                            "0.95": 0.226137
+                            "0.95": 0.226137,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -3296,8 +3296,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0197285,
@@ -3313,7 +3313,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.121246,
                             "0.75": 0.131662,
                             "0.85": 0.187328,
-                            "0.95": 0.218996
+                            "0.95": 0.218996,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -3325,8 +3325,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0160713,
@@ -3342,7 +3342,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.123609,
                             "0.75": 0.134227,
                             "0.85": 0.185174,
-                            "0.95": 0.209583
+                            "0.95": 0.209583,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -3354,10 +3354,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "-0.3": {
                 "f_multi": 0.416,
@@ -3369,7 +3369,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.66,
                     "binary_fraction": 0.275,
                     "triple_fraction": 0.0571,
-                    "quadruple_fraction": 0.00792
+                    "quadruple_fraction": 0.00792,
                 },
                 "logP": {
                     "0.25": {
@@ -3386,7 +3386,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.102825,
                             "0.75": 0.10819,
                             "0.85": 0.179649,
-                            "0.95": 0.248808
+                            "0.95": 0.248808,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -3398,8 +3398,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0110317,
@@ -3415,7 +3415,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.102825,
                             "0.75": 0.10819,
                             "0.85": 0.179649,
-                            "0.95": 0.248808
+                            "0.95": 0.248808,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -3427,8 +3427,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.013836,
@@ -3444,7 +3444,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.102825,
                             "0.75": 0.10819,
                             "0.85": 0.179649,
-                            "0.95": 0.248808
+                            "0.95": 0.248808,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -3456,8 +3456,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0174164,
@@ -3473,7 +3473,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.103186,
                             "0.75": 0.10857,
                             "0.85": 0.179244,
-                            "0.95": 0.247203
+                            "0.95": 0.247203,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -3485,8 +3485,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0217719,
@@ -3502,7 +3502,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.103798,
                             "0.75": 0.109215,
                             "0.85": 0.17856,
-                            "0.95": 0.244485
+                            "0.95": 0.244485,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -3514,8 +3514,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0267649,
@@ -3531,7 +3531,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.104622,
                             "0.75": 0.11008,
                             "0.85": 0.177639,
-                            "0.95": 0.24083
+                            "0.95": 0.24083,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -3543,8 +3543,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0313318,
@@ -3560,7 +3560,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.105565,
                             "0.75": 0.111074,
                             "0.85": 0.176584,
-                            "0.95": 0.236639
+                            "0.95": 0.236639,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -3572,8 +3572,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0347721,
@@ -3589,7 +3589,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.106473,
                             "0.75": 0.112029,
                             "0.85": 0.175569,
-                            "0.95": 0.232609
+                            "0.95": 0.232609,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -3601,8 +3601,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.037028,
@@ -3618,7 +3618,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.107651,
                             "0.75": 0.113268,
                             "0.85": 0.174252,
-                            "0.95": 0.22738
+                            "0.95": 0.22738,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -3630,8 +3630,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0382512,
@@ -3647,7 +3647,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.108764,
                             "0.75": 0.114439,
                             "0.85": 0.173007,
-                            "0.95": 0.222436
+                            "0.95": 0.222436,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -3659,8 +3659,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.038664,
@@ -3676,7 +3676,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.110188,
                             "0.75": 0.115938,
                             "0.85": 0.171414,
-                            "0.95": 0.216113
+                            "0.95": 0.216113,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -3688,8 +3688,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0365901,
@@ -3705,7 +3705,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.11175,
                             "0.75": 0.117582,
                             "0.85": 0.169668,
-                            "0.95": 0.209176
+                            "0.95": 0.209176,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -3717,8 +3717,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0317898,
@@ -3734,7 +3734,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.113203,
                             "0.75": 0.119109,
                             "0.85": 0.168044,
-                            "0.95": 0.202729
+                            "0.95": 0.202729,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -3746,8 +3746,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.027027,
@@ -3763,7 +3763,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.115188,
                             "0.75": 0.121199,
                             "0.85": 0.165823,
-                            "0.95": 0.193911
+                            "0.95": 0.193911,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -3775,8 +3775,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0225091,
@@ -3792,7 +3792,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.117274,
                             "0.75": 0.123393,
                             "0.85": 0.163491,
-                            "0.95": 0.184652
+                            "0.95": 0.184652,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -3804,8 +3804,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0184345,
@@ -3821,7 +3821,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.119072,
                             "0.75": 0.124478,
                             "0.85": 0.158471,
-                            "0.95": 0.171498
+                            "0.95": 0.171498,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -3833,10 +3833,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "-0.2": {
                 "f_multi": 0.4591,
@@ -3848,7 +3848,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.632,
                     "binary_fraction": 0.29,
                     "triple_fraction": 0.0667,
-                    "quadruple_fraction": 0.0102
+                    "quadruple_fraction": 0.0102,
                 },
                 "logP": {
                     "0.25": {
@@ -3865,7 +3865,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.096017,
                             "0.75": 0.0964256,
                             "0.85": 0.154054,
-                            "0.95": 0.218749
+                            "0.95": 0.218749,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -3877,8 +3877,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0119901,
@@ -3894,7 +3894,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.096017,
                             "0.75": 0.0964256,
                             "0.85": 0.154054,
-                            "0.95": 0.218749
+                            "0.95": 0.218749,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -3906,8 +3906,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0146919,
@@ -3923,7 +3923,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.096017,
                             "0.75": 0.0964256,
                             "0.85": 0.154054,
-                            "0.95": 0.218749
+                            "0.95": 0.218749,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -3935,8 +3935,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0182615,
@@ -3952,7 +3952,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0966361,
                             "0.75": 0.0970475,
                             "0.85": 0.153181,
-                            "0.95": 0.215578
+                            "0.95": 0.215578,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -3964,8 +3964,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0227806,
@@ -3981,7 +3981,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0973769,
                             "0.75": 0.0977912,
                             "0.85": 0.152136,
-                            "0.95": 0.211784
+                            "0.95": 0.211784,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -3993,8 +3993,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0281898,
@@ -4010,7 +4010,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0982431,
                             "0.75": 0.0986613,
                             "0.85": 0.150915,
-                            "0.95": 0.207347
+                            "0.95": 0.207347,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -4022,8 +4022,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0332434,
@@ -4039,7 +4039,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0992382,
                             "0.75": 0.0996604,
                             "0.85": 0.149511,
-                            "0.95": 0.202251
+                            "0.95": 0.202251,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -4051,8 +4051,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.037156,
@@ -4068,7 +4068,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.100365,
                             "0.75": 0.100792,
                             "0.85": 0.147922,
-                            "0.95": 0.196478
+                            "0.95": 0.196478,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -4080,8 +4080,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0399386,
@@ -4097,7 +4097,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.101627,
                             "0.75": 0.10206,
                             "0.85": 0.146142,
-                            "0.95": 0.190014
+                            "0.95": 0.190014,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -4109,8 +4109,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0418175,
@@ -4126,7 +4126,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.103027,
                             "0.75": 0.103466,
                             "0.85": 0.144167,
-                            "0.95": 0.182843
+                            "0.95": 0.182843,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -4138,8 +4138,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.043078,
@@ -4155,7 +4155,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.104568,
                             "0.75": 0.105013,
                             "0.85": 0.141994,
-                            "0.95": 0.174951
+                            "0.95": 0.174951,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -4167,8 +4167,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0414412,
@@ -4184,7 +4184,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.106491,
                             "0.75": 0.106944,
                             "0.85": 0.139283,
-                            "0.95": 0.165105
+                            "0.95": 0.165105,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -4196,8 +4196,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0363967,
@@ -4213,7 +4213,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.10868,
                             "0.75": 0.109143,
                             "0.85": 0.136195,
-                            "0.95": 0.153892
+                            "0.95": 0.153892,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -4225,8 +4225,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0314149,
@@ -4242,7 +4242,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.108296,
                             "0.75": 0.106899,
                             "0.85": 0.126844,
-                            "0.95": 0.136194
+                            "0.95": 0.136194,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -4254,8 +4254,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0266439,
@@ -4271,7 +4271,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.107574,
                             "0.75": 0.10437,
                             "0.85": 0.117414,
-                            "0.95": 0.118704
+                            "0.95": 0.118704,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -4283,8 +4283,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0222681,
@@ -4300,7 +4300,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.106519,
                             "0.75": 0.101579,
                             "0.85": 0.107947,
-                            "0.95": 0.101483
+                            "0.95": 0.101483,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -4312,10 +4312,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "-0.1": {
                 "f_multi": 0.4957,
@@ -4327,7 +4327,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.61,
                     "binary_fraction": 0.302,
                     "triple_fraction": 0.075,
-                    "quadruple_fraction": 0.0124
+                    "quadruple_fraction": 0.0124,
                 },
                 "logP": {
                     "0.25": {
@@ -4344,7 +4344,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0905761,
                             "0.75": 0.0875482,
                             "0.85": 0.135162,
-                            "0.95": 0.196275
+                            "0.95": 0.196275,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -4356,8 +4356,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0129562,
@@ -4373,7 +4373,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0905761,
                             "0.75": 0.0875482,
                             "0.85": 0.135162,
-                            "0.95": 0.196275
+                            "0.95": 0.196275,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -4385,8 +4385,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0159111,
@@ -4402,7 +4402,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0906967,
                             "0.75": 0.0876651,
                             "0.85": 0.134963,
-                            "0.95": 0.195583
+                            "0.95": 0.195583,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -4414,8 +4414,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0197689,
@@ -4431,7 +4431,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0913174,
                             "0.75": 0.0882649,
                             "0.85": 0.133937,
-                            "0.95": 0.192028
+                            "0.95": 0.192028,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -4443,8 +4443,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0246065,
@@ -4460,7 +4460,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0920675,
                             "0.75": 0.0889899,
                             "0.85": 0.132696,
-                            "0.95": 0.187731
+                            "0.95": 0.187731,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -4472,8 +4472,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0303554,
@@ -4489,7 +4489,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0929508,
                             "0.75": 0.0898436,
                             "0.85": 0.131237,
-                            "0.95": 0.182672
+                            "0.95": 0.182672,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -4501,8 +4501,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0357358,
@@ -4518,7 +4518,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0939698,
                             "0.75": 0.0908286,
                             "0.85": 0.129552,
-                            "0.95": 0.176835
+                            "0.95": 0.176835,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -4530,8 +4530,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0399337,
@@ -4547,7 +4547,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0951273,
                             "0.75": 0.0919474,
                             "0.85": 0.127639,
-                            "0.95": 0.170204
+                            "0.95": 0.170204,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -4559,8 +4559,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0429449,
@@ -4576,7 +4576,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0964254,
                             "0.75": 0.0932022,
                             "0.85": 0.125493,
-                            "0.95": 0.162768
+                            "0.95": 0.162768,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -4588,8 +4588,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0449846,
@@ -4605,7 +4605,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.097866,
                             "0.75": 0.0945944,
                             "0.85": 0.123112,
-                            "0.95": 0.154517
+                            "0.95": 0.154517,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -4617,8 +4617,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0463467,
@@ -4634,7 +4634,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0997312,
                             "0.75": 0.0963973,
                             "0.85": 0.120029,
-                            "0.95": 0.143832
+                            "0.95": 0.143832,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -4646,8 +4646,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0446918,
@@ -4663,7 +4663,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.100655,
                             "0.75": 0.0966634,
                             "0.85": 0.114417,
-                            "0.95": 0.129827
+                            "0.95": 0.129827,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -4675,8 +4675,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.03946,
@@ -4692,7 +4692,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0991218,
                             "0.75": 0.0933625,
                             "0.85": 0.104279,
-                            "0.95": 0.111257
+                            "0.95": 0.111257,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -4704,8 +4704,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0342086,
@@ -4721,7 +4721,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0971981,
                             "0.75": 0.0897915,
                             "0.85": 0.0942432,
-                            "0.95": 0.0932743
+                            "0.95": 0.0932743,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -4733,8 +4733,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0291026,
@@ -4750,7 +4750,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0949114,
                             "0.75": 0.0859935,
                             "0.85": 0.0843732,
-                            "0.95": 0.075958
+                            "0.95": 0.075958,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -4762,8 +4762,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0243564,
@@ -4779,7 +4779,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0922945,
                             "0.75": 0.0820138,
                             "0.85": 0.0747305,
-                            "0.95": 0.0593761
+                            "0.95": 0.0593761,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -4791,10 +4791,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "0.0": {
                 "f_multi": 0.5328,
@@ -4806,7 +4806,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.588,
                     "binary_fraction": 0.313,
                     "triple_fraction": 0.0835,
-                    "quadruple_fraction": 0.0148
+                    "quadruple_fraction": 0.0148,
                 },
                 "logP": {
                     "0.25": {
@@ -4823,7 +4823,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0858212,
                             "0.75": 0.07988,
                             "0.85": 0.118919,
-                            "0.95": 0.196372
+                            "0.95": 0.196372,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -4835,8 +4835,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0139543,
@@ -4852,7 +4852,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0858212,
                             "0.75": 0.07988,
                             "0.85": 0.118919,
-                            "0.95": 0.196372
+                            "0.95": 0.196372,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -4864,8 +4864,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.016745,
@@ -4881,7 +4881,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0860479,
                             "0.75": 0.0800912,
                             "0.85": 0.118548,
-                            "0.95": 0.194933
+                            "0.95": 0.194933,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -4893,8 +4893,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0205272,
@@ -4910,7 +4910,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0867158,
                             "0.75": 0.0807125,
                             "0.85": 0.117456,
-                            "0.95": 0.190698
+                            "0.95": 0.190698,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -4922,8 +4922,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0254716,
@@ -4939,7 +4939,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0875306,
                             "0.75": 0.0814712,
                             "0.85": 0.116123,
-                            "0.95": 0.185529
+                            "0.95": 0.185529,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -4951,8 +4951,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0315933,
@@ -4968,7 +4968,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0884966,
                             "0.75": 0.0823703,
                             "0.85": 0.114544,
-                            "0.95": 0.179401
+                            "0.95": 0.179401,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -4980,8 +4980,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0374044,
@@ -4997,7 +4997,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0896168,
                             "0.75": 0.083413,
                             "0.85": 0.112712,
-                            "0.95": 0.172296
+                            "0.95": 0.172296,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -5009,8 +5009,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0420017,
@@ -5026,7 +5026,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0908936,
                             "0.75": 0.0846013,
                             "0.85": 0.110624,
-                            "0.95": 0.164197
+                            "0.95": 0.164197,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -5038,8 +5038,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0454674,
@@ -5055,7 +5055,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0923287,
                             "0.75": 0.0859372,
                             "0.85": 0.108277,
-                            "0.95": 0.155093
+                            "0.95": 0.155093,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -5067,8 +5067,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0480946,
@@ -5084,7 +5084,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0941795,
                             "0.75": 0.0876597,
                             "0.85": 0.105251,
-                            "0.95": 0.143354
+                            "0.95": 0.143354,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -5096,8 +5096,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0502072,
@@ -5113,7 +5113,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0946849,
                             "0.75": 0.0873739,
                             "0.85": 0.099104,
-                            "0.95": 0.126969
+                            "0.95": 0.126969,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -5125,8 +5125,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0488465,
@@ -5142,7 +5142,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0925648,
                             "0.75": 0.0835963,
                             "0.85": 0.0888351,
-                            "0.95": 0.105977
+                            "0.95": 0.105977,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -5154,8 +5154,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0432827,
@@ -5171,7 +5171,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0900093,
                             "0.75": 0.0795545,
                             "0.85": 0.0787777,
-                            "0.95": 0.0859211
+                            "0.95": 0.0859211,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -5183,8 +5183,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0377923,
@@ -5200,7 +5200,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0870662,
                             "0.75": 0.0753111,
                             "0.85": 0.0690109,
-                            "0.95": 0.0668977
+                            "0.95": 0.0668977,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -5212,8 +5212,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0324921,
@@ -5229,7 +5229,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0832402,
                             "0.75": 0.0704637,
                             "0.85": 0.0609157,
-                            "0.95": 0.0535263
+                            "0.95": 0.0535263,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -5241,8 +5241,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.02755,
@@ -5258,7 +5258,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0784915,
                             "0.75": 0.0650248,
                             "0.85": 0.0551633,
-                            "0.95": 0.0476668
+                            "0.95": 0.0476668,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -5270,10 +5270,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "0.1": {
                 "f_multi": 0.5582,
@@ -5285,7 +5285,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.574,
                     "binary_fraction": 0.32,
                     "triple_fraction": 0.0894,
-                    "quadruple_fraction": 0.0166
+                    "quadruple_fraction": 0.0166,
                 },
                 "logP": {
                     "0.25": {
@@ -5302,7 +5302,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0861367,
                             "0.75": 0.0801739,
                             "0.85": 0.118303,
-                            "0.95": 0.194085
+                            "0.95": 0.194085,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -5314,8 +5314,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0169053,
@@ -5331,7 +5331,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0861367,
                             "0.75": 0.0801739,
                             "0.85": 0.118303,
-                            "0.95": 0.194085
+                            "0.95": 0.194085,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -5343,8 +5343,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.019633,
@@ -5360,7 +5360,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0863577,
                             "0.75": 0.0803588,
                             "0.85": 0.117799,
-                            "0.95": 0.192331
+                            "0.95": 0.192331,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -5372,8 +5372,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0236514,
@@ -5389,7 +5389,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0870091,
                             "0.75": 0.0809129,
                             "0.85": 0.116372,
-                            "0.95": 0.187306
+                            "0.95": 0.187306,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -5401,8 +5401,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0286704,
@@ -5418,7 +5418,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0878045,
                             "0.75": 0.0816001,
                             "0.85": 0.114702,
-                            "0.95": 0.181348
+                            "0.95": 0.181348,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -5430,8 +5430,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0347509,
@@ -5447,7 +5447,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0887249,
                             "0.75": 0.0824023,
                             "0.85": 0.112756,
-                            "0.95": 0.174395
+                            "0.95": 0.174395,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -5459,8 +5459,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0405586,
@@ -5476,7 +5476,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.089759,
                             "0.75": 0.0833092,
                             "0.85": 0.110515,
-                            "0.95": 0.166413
+                            "0.95": 0.166413,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -5488,8 +5488,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0443595,
@@ -5505,7 +5505,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.090939,
                             "0.75": 0.08435,
                             "0.85": 0.108017,
-                            "0.95": 0.157457
+                            "0.95": 0.157457,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -5517,8 +5517,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0467016,
@@ -5534,7 +5534,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0923351,
                             "0.75": 0.0855901,
                             "0.85": 0.105141,
-                            "0.95": 0.147065
+                            "0.95": 0.147065,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -5546,8 +5546,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0484531,
@@ -5563,7 +5563,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0941104,
                             "0.75": 0.0871572,
                             "0.85": 0.10145,
-                            "0.95": 0.133783
+                            "0.95": 0.133783,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -5575,8 +5575,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0499774,
@@ -5592,7 +5592,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0942621,
                             "0.75": 0.0864707,
                             "0.85": 0.0949849,
-                            "0.95": 0.117267
+                            "0.95": 0.117267,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -5604,8 +5604,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0484371,
@@ -5621,7 +5621,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0918129,
                             "0.75": 0.0824013,
                             "0.85": 0.0846391,
-                            "0.95": 0.0965601
+                            "0.95": 0.0965601,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -5633,8 +5633,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0430633,
@@ -5650,7 +5650,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0889468,
                             "0.75": 0.0781008,
                             "0.85": 0.0745634,
-                            "0.95": 0.0768828
+                            "0.95": 0.0768828,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -5662,8 +5662,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0378522,
@@ -5679,7 +5679,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0858179,
                             "0.75": 0.0737594,
                             "0.85": 0.0649722,
-                            "0.95": 0.0584673
+                            "0.95": 0.0584673,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -5691,8 +5691,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0327884,
@@ -5708,7 +5708,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0813539,
                             "0.75": 0.0684953,
                             "0.85": 0.0589345,
-                            "0.95": 0.0515685
+                            "0.95": 0.0515685,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -5720,8 +5720,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0281551,
@@ -5737,7 +5737,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0767702,
                             "0.75": 0.0633163,
                             "0.85": 0.0535054,
-                            "0.95": 0.046075
+                            "0.95": 0.046075,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -5749,10 +5749,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "0.2": {
                 "f_multi": 0.5985,
@@ -5764,7 +5764,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.551,
                     "binary_fraction": 0.33,
                     "triple_fraction": 0.0988,
-                    "quadruple_fraction": 0.0197
+                    "quadruple_fraction": 0.0197,
                 },
                 "logP": {
                     "0.25": {
@@ -5781,7 +5781,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0863754,
                             "0.75": 0.080396,
                             "0.85": 0.117429,
-                            "0.95": 0.191188
+                            "0.95": 0.191188,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -5793,8 +5793,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0204537,
@@ -5810,7 +5810,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0863754,
                             "0.75": 0.080396,
                             "0.85": 0.117429,
-                            "0.95": 0.191188
+                            "0.95": 0.191188,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -5822,8 +5822,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0229392,
@@ -5839,7 +5839,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0864457,
                             "0.75": 0.0803415,
                             "0.85": 0.116479,
-                            "0.95": 0.188679
+                            "0.95": 0.188679,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -5851,8 +5851,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0270067,
@@ -5868,7 +5868,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0867084,
                             "0.75": 0.0802853,
                             "0.85": 0.113932,
-                            "0.95": 0.181764
+                            "0.95": 0.181764,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -5880,8 +5880,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0320537,
@@ -5897,7 +5897,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0870946,
                             "0.75": 0.0803424,
                             "0.85": 0.111128,
-                            "0.95": 0.173916
+                            "0.95": 0.173916,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -5909,8 +5909,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0382616,
@@ -5926,7 +5926,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0874723,
                             "0.75": 0.08039,
                             "0.85": 0.107901,
-                            "0.95": 0.164875
+                            "0.95": 0.164875,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -5938,8 +5938,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0443902,
@@ -5955,7 +5955,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0877535,
                             "0.75": 0.0803479,
                             "0.85": 0.104162,
-                            "0.95": 0.154535
+                            "0.95": 0.154535,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -5967,8 +5967,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0475738,
@@ -5984,7 +5984,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0881175,
                             "0.75": 0.0803807,
                             "0.85": 0.100151,
-                            "0.95": 0.143282
+                            "0.95": 0.143282,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -5996,8 +5996,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0488935,
@@ -6013,7 +6013,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0888436,
                             "0.75": 0.080741,
                             "0.85": 0.0953371,
-                            "0.95": 0.129155
+                            "0.95": 0.129155,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -6025,8 +6025,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0499281,
@@ -6042,7 +6042,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0892678,
                             "0.75": 0.0807035,
                             "0.85": 0.0899153,
-                            "0.95": 0.114105
+                            "0.95": 0.114105,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -6054,8 +6054,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0511126,
@@ -6071,7 +6071,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0878347,
                             "0.75": 0.0783152,
                             "0.85": 0.0818628,
-                            "0.95": 0.0962899
+                            "0.95": 0.0962899,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -6083,8 +6083,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0496056,
@@ -6100,7 +6100,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0841719,
                             "0.75": 0.0733109,
                             "0.85": 0.0711807,
-                            "0.95": 0.0761018
+                            "0.95": 0.0761018,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -6112,8 +6112,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0445755,
@@ -6129,7 +6129,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.080209,
                             "0.75": 0.0682401,
                             "0.85": 0.0610367,
-                            "0.95": 0.057366
+                            "0.95": 0.057366,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -6141,8 +6141,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0395022,
@@ -6158,7 +6158,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0759424,
                             "0.75": 0.063301,
                             "0.85": 0.05399,
-                            "0.95": 0.0468761
+                            "0.95": 0.0468761,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -6170,8 +6170,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0345252,
@@ -6187,7 +6187,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0721292,
                             "0.75": 0.0591689,
                             "0.85": 0.0497659,
-                            "0.95": 0.0426763
+                            "0.95": 0.0426763,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -6199,8 +6199,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0300381,
@@ -6216,7 +6216,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0683581,
                             "0.75": 0.0551857,
                             "0.85": 0.0457719,
-                            "0.95": 0.0387677
+                            "0.95": 0.0387677,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -6228,10 +6228,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "0.3": {
                 "f_multi": 0.6521,
@@ -6243,7 +6243,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.523,
                     "binary_fraction": 0.341,
                     "triple_fraction": 0.111,
-                    "quadruple_fraction": 0.0242
+                    "quadruple_fraction": 0.0242,
                 },
                 "logP": {
                     "0.25": {
@@ -6260,7 +6260,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0866619,
                             "0.75": 0.0806625,
                             "0.85": 0.116466,
-                            "0.95": 0.187959
+                            "0.95": 0.187959,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -6272,8 +6272,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0249163,
@@ -6289,7 +6289,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0866619,
                             "0.75": 0.0806625,
                             "0.85": 0.116466,
-                            "0.95": 0.187959
+                            "0.95": 0.187959,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -6301,8 +6301,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0269927,
@@ -6318,7 +6318,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0865832,
                             "0.75": 0.0803698,
                             "0.85": 0.115058,
-                            "0.95": 0.184655
+                            "0.95": 0.184655,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -6330,8 +6330,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0308698,
@@ -6347,7 +6347,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0864569,
                             "0.75": 0.0797068,
                             "0.85": 0.111353,
-                            "0.95": 0.175735
+                            "0.95": 0.175735,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -6359,8 +6359,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0358858,
@@ -6376,7 +6376,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0864267,
                             "0.75": 0.0791374,
                             "0.85": 0.107376,
-                            "0.95": 0.165869
+                            "0.95": 0.165869,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -6388,8 +6388,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0424106,
@@ -6405,7 +6405,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0862376,
                             "0.75": 0.0784269,
                             "0.85": 0.102825,
-                            "0.95": 0.154606
+                            "0.95": 0.154606,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -6417,8 +6417,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0491708,
@@ -6434,7 +6434,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0857078,
                             "0.75": 0.0774149,
                             "0.85": 0.0975396,
-                            "0.95": 0.141769
+                            "0.95": 0.141769,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -6446,8 +6446,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0519035,
@@ -6463,7 +6463,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0853612,
                             "0.75": 0.0765775,
                             "0.85": 0.0916029,
-                            "0.95": 0.126754
+                            "0.95": 0.126754,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -6475,8 +6475,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0521696,
@@ -6492,7 +6492,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0850431,
                             "0.75": 0.0757728,
                             "0.85": 0.0852653,
-                            "0.95": 0.110526
+                            "0.95": 0.110526,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -6504,8 +6504,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0524794,
@@ -6521,7 +6521,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0839614,
                             "0.75": 0.0740972,
                             "0.85": 0.0781842,
-                            "0.95": 0.0938714
+                            "0.95": 0.0938714,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -6533,8 +6533,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0533019,
@@ -6550,7 +6550,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.08082,
                             "0.75": 0.0700388,
                             "0.85": 0.0687338,
-                            "0.95": 0.0751081
+                            "0.95": 0.0751081,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -6562,8 +6562,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0518321,
@@ -6579,7 +6579,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0759913,
                             "0.75": 0.0642281,
                             "0.85": 0.0579301,
-                            "0.95": 0.0557507
+                            "0.95": 0.0557507,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -6591,8 +6591,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0470627,
@@ -6608,7 +6608,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0706393,
                             "0.75": 0.0582298,
                             "0.85": 0.0491846,
-                            "0.95": 0.0423374
+                            "0.95": 0.0423374,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -6620,8 +6620,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0420557,
@@ -6637,7 +6637,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0658233,
                             "0.75": 0.053209,
                             "0.85": 0.0441829,
-                            "0.95": 0.0374598
+                            "0.95": 0.0374598,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -6649,8 +6649,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0370681,
@@ -6666,7 +6666,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0628095,
                             "0.75": 0.0501995,
                             "0.85": 0.0412731,
-                            "0.95": 0.0346863
+                            "0.95": 0.0346863,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -6678,8 +6678,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0326202,
@@ -6695,7 +6695,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0598419,
                             "0.75": 0.0472881,
                             "0.85": 0.0384958,
-                            "0.95": 0.0320687
+                            "0.95": 0.0320687,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -6707,10 +6707,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "0.4": {
                 "f_multi": 0.725,
@@ -6722,7 +6722,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.487,
                     "binary_fraction": 0.353,
                     "triple_fraction": 0.128,
-                    "quadruple_fraction": 0.031
+                    "quadruple_fraction": 0.031,
                 },
                 "logP": {
                     "0.25": {
@@ -6739,7 +6739,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0869962,
                             "0.75": 0.0809738,
                             "0.85": 0.115414,
-                            "0.95": 0.184396
+                            "0.95": 0.184396,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -6751,8 +6751,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0305325,
@@ -6768,7 +6768,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0869962,
                             "0.75": 0.0809738,
                             "0.85": 0.115414,
-                            "0.95": 0.184396
+                            "0.95": 0.184396,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -6780,8 +6780,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0320159,
@@ -6797,7 +6797,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0867758,
                             "0.75": 0.0804489,
                             "0.85": 0.113524,
-                            "0.95": 0.180216
+                            "0.95": 0.180216,
                         },
                         "e": {
                             "0.05": 0.330824,
@@ -6809,8 +6809,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.057533,
                             "0.75": 0.00687094,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0353915,
@@ -6826,7 +6826,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0862747,
                             "0.75": 0.0791956,
                             "0.85": 0.108593,
-                            "0.95": 0.169067
+                            "0.95": 0.169067,
                         },
                         "e": {
                             "0.05": 0.14167,
@@ -6838,8 +6838,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.12234,
                             "0.75": 0.0809714,
                             "0.85": 0.0210788,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.040297,
@@ -6855,7 +6855,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0858384,
                             "0.75": 0.0780177,
                             "0.85": 0.103368,
-                            "0.95": 0.156923
+                            "0.95": 0.156923,
                         },
                         "e": {
                             "0.05": 0.0944499,
@@ -6867,8 +6867,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.127994,
                             "0.75": 0.112768,
                             "0.85": 0.0563073,
-                            "0.95": 0.00621564
-                        }
+                            "0.95": 0.00621564,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.047394,
@@ -6884,7 +6884,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0850762,
                             "0.75": 0.076562,
                             "0.85": 0.0974101,
-                            "0.95": 0.143159
+                            "0.95": 0.143159,
                         },
                         "e": {
                             "0.05": 0.0754871,
@@ -6896,8 +6896,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13039,
                             "0.75": 0.123258,
                             "0.85": 0.0725423,
-                            "0.95": 0.0163158
-                        }
+                            "0.95": 0.0163158,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0552371,
@@ -6913,7 +6913,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0838105,
                             "0.75": 0.0746782,
                             "0.85": 0.0902578,
-                            "0.95": 0.12671
+                            "0.95": 0.12671,
                         },
                         "e": {
                             "0.05": 0.0657833,
@@ -6925,8 +6925,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132341,
                             "0.75": 0.127869,
                             "0.85": 0.0804725,
-                            "0.95": 0.0226993
-                        }
+                            "0.95": 0.0226993,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0577673,
@@ -6942,7 +6942,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0825831,
                             "0.75": 0.0728582,
                             "0.85": 0.0824719,
-                            "0.95": 0.108308
+                            "0.95": 0.108308,
                         },
                         "e": {
                             "0.05": 0.0601091,
@@ -6954,8 +6954,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.133797,
                             "0.75": 0.13029,
                             "0.85": 0.0845054,
-                            "0.95": 0.0260463
-                        }
+                            "0.95": 0.0260463,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0570371,
@@ -6971,7 +6971,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0810291,
                             "0.75": 0.0707813,
                             "0.85": 0.0748087,
-                            "0.95": 0.0906729
+                            "0.95": 0.0906729,
                         },
                         "e": {
                             "0.05": 0.0563761,
@@ -6983,8 +6983,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135029,
                             "0.75": 0.131961,
                             "0.85": 0.086745,
-                            "0.95": 0.0278885
-                        }
+                            "0.95": 0.0278885,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0567247,
@@ -7000,7 +7000,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0783273,
                             "0.75": 0.0674768,
                             "0.85": 0.0661952,
-                            "0.95": 0.0726518
+                            "0.95": 0.0726518,
                         },
                         "e": {
                             "0.05": 0.0537433,
@@ -7012,8 +7012,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136076,
                             "0.75": 0.133203,
                             "0.85": 0.088098,
-                            "0.95": 0.0288651
-                        }
+                            "0.95": 0.0288651,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0572643,
@@ -7029,7 +7029,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0734297,
                             "0.75": 0.0618479,
                             "0.85": 0.0556217,
-                            "0.95": 0.0534182
+                            "0.95": 0.0534182,
                         },
                         "e": {
                             "0.05": 0.0517855,
@@ -7041,8 +7041,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136956,
                             "0.75": 0.134167,
                             "0.85": 0.0889851,
-                            "0.95": 0.0294067
-                        }
+                            "0.95": 0.0294067,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0555714,
@@ -7058,7 +7058,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0671185,
                             "0.75": 0.0550501,
                             "0.85": 0.0462953,
-                            "0.95": 0.0396953
+                            "0.95": 0.0396953,
                         },
                         "e": {
                             "0.05": 0.0502699,
@@ -7070,8 +7070,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137694,
                             "0.75": 0.134937,
                             "0.85": 0.0896122,
-                            "0.95": 0.0297304
-                        }
+                            "0.95": 0.0297304,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0509858,
@@ -7087,7 +7087,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0606017,
                             "0.75": 0.0484006,
                             "0.85": 0.0397695,
-                            "0.95": 0.0334042
+                            "0.95": 0.0334042,
                         },
                         "e": {
                             "0.05": 0.0490604,
@@ -7099,8 +7099,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138314,
                             "0.75": 0.135567,
                             "0.85": 0.0900846,
-                            "0.95": 0.0299411
-                        }
+                            "0.95": 0.0299411,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0461401,
@@ -7116,7 +7116,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0559071,
                             "0.75": 0.0438268,
                             "0.85": 0.0354298,
-                            "0.95": 0.0293322
+                            "0.95": 0.0293322,
                         },
                         "e": {
                             "0.05": 0.0480717,
@@ -7128,8 +7128,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.138838,
                             "0.75": 0.136092,
                             "0.85": 0.0904586,
-                            "0.95": 0.0300905
-                        }
+                            "0.95": 0.0300905,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0409612,
@@ -7145,7 +7145,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0536523,
                             "0.75": 0.041778,
                             "0.85": 0.0335766,
-                            "0.95": 0.0276539
+                            "0.95": 0.0276539,
                         },
                         "e": {
                             "0.05": 0.0472479,
@@ -7157,8 +7157,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139286,
                             "0.75": 0.136535,
                             "0.85": 0.0907653,
-                            "0.95": 0.0302046
-                        }
+                            "0.95": 0.0302046,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0363996,
@@ -7174,7 +7174,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0514252,
                             "0.75": 0.0397764,
                             "0.85": 0.0317814,
-                            "0.95": 0.0260398
+                            "0.95": 0.0260398,
                         },
                         "e": {
                             "0.05": 0.0465507,
@@ -7186,10 +7186,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.139672,
                             "0.75": 0.136916,
                             "0.85": 0.0910235,
-                            "0.95": 0.0302959
-                        }
-                    }
-                }
+                            "0.95": 0.0302959,
+                        },
+                    },
+                },
             },
             "0.5": {
                 "f_multi": 0.8224,
@@ -7201,7 +7201,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.444,
                     "binary_fraction": 0.365,
                     "triple_fraction": 0.15,
-                    "quadruple_fraction": 0.0411
+                    "quadruple_fraction": 0.0411,
                 },
                 "logP": {
                     "0.25": {
@@ -7218,7 +7218,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0873785,
                             "0.75": 0.0813294,
                             "0.85": 0.114273,
-                            "0.95": 0.180494
+                            "0.95": 0.180494,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -7230,8 +7230,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0373435,
@@ -7247,7 +7247,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0873785,
                             "0.75": 0.0813294,
                             "0.85": 0.114273,
-                            "0.95": 0.180494
+                            "0.95": 0.180494,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -7259,8 +7259,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0385956,
@@ -7276,7 +7276,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0870351,
                             "0.75": 0.0805897,
                             "0.85": 0.111853,
-                            "0.95": 0.175278
+                            "0.95": 0.175278,
                         },
                         "e": {
                             "0.05": 0.29981,
@@ -7288,8 +7288,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0617086,
                             "0.75": 0.00736965,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0414758,
@@ -7305,7 +7305,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0862081,
                             "0.75": 0.0787926,
                             "0.85": 0.105562,
-                            "0.95": 0.161426
+                            "0.95": 0.161426,
                         },
                         "e": {
                             "0.05": 0.13011,
@@ -7317,8 +7317,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.125975,
                             "0.75": 0.0833774,
                             "0.85": 0.0217052,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0463118,
@@ -7334,7 +7334,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0854137,
                             "0.75": 0.0770579,
                             "0.85": 0.098926,
-                            "0.95": 0.146443
+                            "0.95": 0.146443,
                         },
                         "e": {
                             "0.05": 0.0877384,
@@ -7346,8 +7346,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.130522,
                             "0.75": 0.114996,
                             "0.85": 0.0574194,
-                            "0.95": 0.00633846
-                        }
+                            "0.95": 0.00633846,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0540945,
@@ -7363,7 +7363,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0841839,
                             "0.75": 0.0749667,
                             "0.85": 0.0912341,
-                            "0.95": 0.129032
+                            "0.95": 0.129032,
                         },
                         "e": {
                             "0.05": 0.0706234,
@@ -7375,8 +7375,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.132457,
                             "0.75": 0.125213,
                             "0.85": 0.0736927,
-                            "0.95": 0.0165746
-                        }
+                            "0.95": 0.0165746,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.063103,
@@ -7392,7 +7392,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0822447,
                             "0.75": 0.0722927,
                             "0.85": 0.0818333,
-                            "0.95": 0.107711
+                            "0.95": 0.107711,
                         },
                         "e": {
                             "0.05": 0.0618441,
@@ -7404,8 +7404,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13416,
                             "0.75": 0.129626,
                             "0.85": 0.081578,
-                            "0.95": 0.0230111
-                        }
+                            "0.95": 0.0230111,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0657271,
@@ -7421,7 +7421,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0798273,
                             "0.75": 0.0692602,
                             "0.85": 0.0726072,
-                            "0.95": 0.0874496
+                            "0.95": 0.0874496,
                         },
                         "e": {
                             "0.05": 0.0567146,
@@ -7433,8 +7433,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.135439,
                             "0.75": 0.131889,
                             "0.85": 0.085543,
-                            "0.95": 0.0263662
-                        }
+                            "0.95": 0.0263662,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0643689,
@@ -7450,7 +7450,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0769613,
                             "0.75": 0.06591,
                             "0.85": 0.063642,
-                            "0.95": 0.0684138
+                            "0.95": 0.0684138,
                         },
                         "e": {
                             "0.05": 0.0533352,
@@ -7462,8 +7462,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.136556,
                             "0.75": 0.133453,
                             "0.85": 0.087726,
-                            "0.95": 0.0282039
-                        }
+                            "0.95": 0.0282039,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0635839,
@@ -7479,7 +7479,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0725638,
                             "0.75": 0.0610203,
                             "0.85": 0.0536777,
-                            "0.95": 0.0493644
+                            "0.95": 0.0493644,
                         },
                         "e": {
                             "0.05": 0.0509493,
@@ -7491,8 +7491,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.137521,
                             "0.75": 0.134618,
                             "0.85": 0.0890338,
-                            "0.95": 0.0291719
-                        }
+                            "0.95": 0.0291719,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0630798,
@@ -7508,7 +7508,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.065188,
                             "0.75": 0.0533636,
                             "0.85": 0.0448015,
-                            "0.95": 0.038357
+                            "0.95": 0.038357,
                         },
                         "e": {
                             "0.05": 0.0491732,
@@ -7520,8 +7520,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13834,
                             "0.75": 0.135523,
                             "0.85": 0.0898844,
-                            "0.95": 0.0297036
-                        }
+                            "0.95": 0.0297036,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0606909,
@@ -7537,7 +7537,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0577051,
                             "0.75": 0.0459271,
                             "0.85": 0.0376226,
-                            "0.95": 0.0315159
+                            "0.95": 0.0315159,
                         },
                         "e": {
                             "0.05": 0.0477971,
@@ -7549,8 +7549,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.13903,
                             "0.75": 0.136247,
                             "0.85": 0.0904819,
-                            "0.95": 0.0300187
-                        }
+                            "0.95": 0.0300187,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0565316,
@@ -7566,7 +7566,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0509741,
                             "0.75": 0.0394434,
                             "0.85": 0.0315267,
-                            "0.95": 0.0258395
+                            "0.95": 0.0258395,
                         },
                         "e": {
                             "0.05": 0.046698,
@@ -7578,8 +7578,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.139611,
                             "0.75": 0.136839,
                             "0.85": 0.0909299,
-                            "0.95": 0.0302221
-                        }
+                            "0.95": 0.0302221,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.051636,
@@ -7595,7 +7595,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0465054,
                             "0.75": 0.0353537,
                             "0.85": 0.0278238,
-                            "0.95": 0.0224935
+                            "0.95": 0.0224935,
                         },
                         "e": {
                             "0.05": 0.0457988,
@@ -7607,8 +7607,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.140104,
                             "0.75": 0.137333,
                             "0.85": 0.0912834,
-                            "0.95": 0.0303651
-                        }
+                            "0.95": 0.0303651,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0459092,
@@ -7624,7 +7624,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0449151,
                             "0.75": 0.0340746,
                             "0.85": 0.0267693,
-                            "0.95": 0.0216066
+                            "0.95": 0.0216066,
                         },
                         "e": {
                             "0.05": 0.045049,
@@ -7636,8 +7636,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.140525,
                             "0.75": 0.137751,
                             "0.85": 0.0915728,
-                            "0.95": 0.0304732
-                        }
+                            "0.95": 0.0304732,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0408678,
@@ -7653,7 +7653,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.043326,
                             "0.75": 0.0328018,
                             "0.85": 0.0257231,
-                            "0.95": 0.0207291
+                            "0.95": 0.0207291,
                         },
                         "e": {
                             "0.05": 0.0444139,
@@ -7665,10 +7665,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.140889,
                             "0.75": 0.138109,
                             "0.85": 0.0918165,
-                            "0.95": 0.0305598
-                        }
-                    }
-                }
+                            "0.95": 0.0305598,
+                        },
+                    },
+                },
             },
             "0.6": {
                 "f_multi": 0.9511,
@@ -7680,7 +7680,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.393,
                     "binary_fraction": 0.373,
                     "triple_fraction": 0.178,
-                    "quadruple_fraction": 0.0563
+                    "quadruple_fraction": 0.0563,
                 },
                 "logP": {
                     "0.25": {
@@ -7697,7 +7697,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0877103,
                             "0.75": 0.0816384,
                             "0.85": 0.112913,
-                            "0.95": 0.176056
+                            "0.95": 0.176056,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -7709,8 +7709,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0451863,
@@ -7726,7 +7726,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0877103,
                             "0.75": 0.0816384,
                             "0.85": 0.112913,
-                            "0.95": 0.176056
+                            "0.95": 0.176056,
                         },
                         "e": {
                             "0.05": 0.968968,
@@ -7738,8 +7738,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.046362,
@@ -7755,7 +7755,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.086569,
                             "0.75": 0.0797305,
                             "0.85": 0.108487,
-                            "0.95": 0.167576
+                            "0.95": 0.167576,
                         },
                         "e": {
                             "0.05": 0.189656,
@@ -7767,8 +7767,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0788834,
                             "0.75": 0.00942081,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0491935,
@@ -7784,7 +7784,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0835415,
                             "0.75": 0.0749386,
                             "0.85": 0.0971765,
-                            "0.95": 0.145573
+                            "0.95": 0.145573,
                         },
                         "e": {
                             "0.05": 0.089404,
@@ -7796,8 +7796,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.140724,
                             "0.75": 0.0931392,
                             "0.85": 0.0242464,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0545914,
@@ -7813,7 +7813,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0810924,
                             "0.75": 0.0711391,
                             "0.85": 0.0866876,
-                            "0.95": 0.123718
+                            "0.95": 0.123718,
                         },
                         "e": {
                             "0.05": 0.0635493,
@@ -7825,8 +7825,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.140881,
                             "0.75": 0.124122,
                             "0.85": 0.0619764,
-                            "0.95": 0.0068415
-                        }
+                            "0.95": 0.0068415,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0637868,
@@ -7842,7 +7842,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0794936,
                             "0.75": 0.0686224,
                             "0.85": 0.0765297,
-                            "0.95": 0.100074
+                            "0.95": 0.100074,
                         },
                         "e": {
                             "0.05": 0.052797,
@@ -7854,8 +7854,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.140998,
                             "0.75": 0.133287,
                             "0.85": 0.0784447,
-                            "0.95": 0.0176434
-                        }
+                            "0.95": 0.0176434,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.074814,
@@ -7871,7 +7871,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0764456,
                             "0.75": 0.0649369,
                             "0.85": 0.0658012,
-                            "0.95": 0.0767343
+                            "0.95": 0.0767343,
                         },
                         "e": {
                             "0.05": 0.0472325,
@@ -7883,8 +7883,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.141711,
                             "0.75": 0.136922,
                             "0.85": 0.0861699,
-                            "0.95": 0.0243064
-                        }
+                            "0.95": 0.0243064,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0785307,
@@ -7900,7 +7900,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.072514,
                             "0.75": 0.0606123,
                             "0.85": 0.0552786,
-                            "0.95": 0.0549647
+                            "0.95": 0.0549647,
                         },
                         "e": {
                             "0.05": 0.0440096,
@@ -7912,8 +7912,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.142282,
                             "0.75": 0.138553,
                             "0.85": 0.0898649,
-                            "0.95": 0.0276982
-                        }
+                            "0.95": 0.0276982,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0765463,
@@ -7929,7 +7929,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0680251,
                             "0.75": 0.0560665,
                             "0.85": 0.0473518,
-                            "0.95": 0.0407552
+                            "0.95": 0.0407552,
                         },
                         "e": {
                             "0.05": 0.0418763,
@@ -7941,8 +7941,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.142931,
                             "0.75": 0.139684,
                             "0.85": 0.0918217,
-                            "0.95": 0.0295207
-                        }
+                            "0.95": 0.0295207,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0739631,
@@ -7958,7 +7958,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0622794,
                             "0.75": 0.0505491,
                             "0.85": 0.0421235,
-                            "0.95": 0.0358264
+                            "0.95": 0.0358264,
                         },
                         "e": {
                             "0.05": 0.0403651,
@@ -7970,8 +7970,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.143566,
                             "0.75": 0.140535,
                             "0.85": 0.0929468,
-                            "0.95": 0.0304539
-                        }
+                            "0.95": 0.0304539,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0718829,
@@ -7987,7 +7987,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0553033,
                             "0.75": 0.0439129,
                             "0.85": 0.0358992,
-                            "0.95": 0.0300177
+                            "0.95": 0.0300177,
                         },
                         "e": {
                             "0.05": 0.0392364,
@@ -7999,8 +7999,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.144137,
                             "0.75": 0.141201,
                             "0.85": 0.0936503,
-                            "0.95": 0.0309481
-                        }
+                            "0.95": 0.0309481,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0682327,
@@ -8016,7 +8016,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0490058,
                             "0.75": 0.0380678,
                             "0.85": 0.0305299,
-                            "0.95": 0.0250978
+                            "0.95": 0.0250978,
                         },
                         "e": {
                             "0.05": 0.0383588,
@@ -8028,8 +8028,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.144632,
                             "0.75": 0.141737,
                             "0.85": 0.0941283,
-                            "0.95": 0.0312285
-                        }
+                            "0.95": 0.0312285,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0629732,
@@ -8045,7 +8045,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0440421,
                             "0.75": 0.0334687,
                             "0.85": 0.0263321,
-                            "0.95": 0.0212816
+                            "0.95": 0.0212816,
                         },
                         "e": {
                             "0.05": 0.0376554,
@@ -8057,8 +8057,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.145058,
                             "0.75": 0.142178,
                             "0.85": 0.0944774,
-                            "0.95": 0.0314012
-                        }
+                            "0.95": 0.0314012,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0570407,
@@ -8074,7 +8074,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0408055,
                             "0.75": 0.0306032,
                             "0.85": 0.0238021,
-                            "0.95": 0.0190414
+                            "0.95": 0.0190414,
                         },
                         "e": {
                             "0.05": 0.0370779,
@@ -8086,8 +8086,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.145423,
                             "0.75": 0.142546,
                             "0.85": 0.0947484,
-                            "0.95": 0.0315176
-                        }
+                            "0.95": 0.0315176,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0504244,
@@ -8103,7 +8103,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0397788,
                             "0.75": 0.0298331,
                             "0.85": 0.0232032,
-                            "0.95": 0.0185622
+                            "0.95": 0.0185622,
                         },
                         "e": {
                             "0.05": 0.036595,
@@ -8115,8 +8115,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.145736,
                             "0.75": 0.142858,
                             "0.85": 0.0949681,
-                            "0.95": 0.0316031
-                        }
+                            "0.95": 0.0316031,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0446112,
@@ -8132,7 +8132,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0387475,
                             "0.75": 0.0290598,
                             "0.85": 0.0226016,
-                            "0.95": 0.0180811
+                            "0.95": 0.0180811,
                         },
                         "e": {
                             "0.05": 0.0361847,
@@ -8144,10 +8144,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.146007,
                             "0.75": 0.143126,
                             "0.85": 0.0951519,
-                            "0.95": 0.03167
-                        }
-                    }
-                }
+                            "0.95": 0.03167,
+                        },
+                    },
+                },
             },
             "0.7": {
                 "f_multi": 1.125,
@@ -8159,7 +8159,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.334,
                     "binary_fraction": 0.376,
                     "triple_fraction": 0.211,
-                    "quadruple_fraction": 0.0792
+                    "quadruple_fraction": 0.0792,
                 },
                 "logP": {
                     "0.25": {
@@ -8176,7 +8176,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0880047,
                             "0.75": 0.0819123,
                             "0.85": 0.111358,
-                            "0.95": 0.171121
+                            "0.95": 0.171121,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -8188,8 +8188,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0541015,
@@ -8205,7 +8205,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0880047,
                             "0.75": 0.0819123,
                             "0.85": 0.111358,
-                            "0.95": 0.171121
+                            "0.95": 0.171121,
                         },
                         "e": {
                             "0.05": 0.819461,
@@ -8217,8 +8217,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0555348,
@@ -8234,7 +8234,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0855984,
                             "0.75": 0.0781623,
                             "0.85": 0.103512,
-                            "0.95": 0.156757
+                            "0.95": 0.156757,
                         },
                         "e": {
                             "0.05": 0.11718,
@@ -8246,8 +8246,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0936844,
                             "0.75": 0.0111885,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0593772,
@@ -8263,7 +8263,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0789201,
                             "0.75": 0.0686942,
                             "0.85": 0.0836281,
-                            "0.95": 0.11972
+                            "0.95": 0.11972,
                         },
                         "e": {
                             "0.05": 0.0613499,
@@ -8275,8 +8275,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.153746,
                             "0.75": 0.101758,
                             "0.85": 0.0264899,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0667909,
@@ -8292,7 +8292,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0740089,
                             "0.75": 0.0621141,
                             "0.85": 0.0662466,
-                            "0.95": 0.0835209
+                            "0.95": 0.0835209,
                         },
                         "e": {
                             "0.05": 0.0460648,
@@ -8304,8 +8304,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.150212,
                             "0.75": 0.132344,
                             "0.85": 0.0660814,
-                            "0.95": 0.00729461
-                        }
+                            "0.95": 0.00729461,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0786553,
@@ -8321,7 +8321,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0715621,
                             "0.75": 0.0589184,
                             "0.85": 0.0541796,
-                            "0.95": 0.0555113
+                            "0.95": 0.0555113,
                         },
                         "e": {
                             "0.05": 0.0395114,
@@ -8333,8 +8333,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.1488,
                             "0.75": 0.140662,
                             "0.85": 0.082785,
-                            "0.95": 0.0186195
-                        }
+                            "0.95": 0.0186195,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.0925768,
@@ -8350,7 +8350,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0667854,
                             "0.75": 0.0539398,
                             "0.85": 0.0447563,
-                            "0.95": 0.0379204
+                            "0.95": 0.0379204,
                         },
                         "e": {
                             "0.05": 0.0361113,
@@ -8362,8 +8362,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.148668,
                             "0.75": 0.143643,
                             "0.85": 0.0904,
-                            "0.95": 0.0254995
-                        }
+                            "0.95": 0.0254995,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.0971763,
@@ -8379,7 +8379,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.059891,
                             "0.75": 0.0474509,
                             "0.85": 0.0387171,
-                            "0.95": 0.0323187
+                            "0.95": 0.0323187,
                         },
                         "e": {
                             "0.05": 0.0341872,
@@ -8391,8 +8391,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.148616,
                             "0.75": 0.144721,
                             "0.85": 0.0938653,
-                            "0.95": 0.0289313
-                        }
+                            "0.95": 0.0289313,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.0943052,
@@ -8408,7 +8408,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.054236,
                             "0.75": 0.0423963,
                             "0.85": 0.0341886,
-                            "0.95": 0.0282425
+                            "0.95": 0.0282425,
                         },
                         "e": {
                             "0.05": 0.0329135,
@@ -8420,8 +8420,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.148854,
                             "0.75": 0.145472,
                             "0.85": 0.0956265,
-                            "0.95": 0.0307439
-                        }
+                            "0.95": 0.0307439,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.0900012,
@@ -8437,7 +8437,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0499049,
                             "0.75": 0.0387485,
                             "0.85": 0.0310636,
-                            "0.95": 0.0255275
+                            "0.95": 0.0255275,
                         },
                         "e": {
                             "0.05": 0.0320119,
@@ -8449,8 +8449,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.149197,
                             "0.75": 0.146047,
                             "0.85": 0.0965928,
-                            "0.95": 0.0316487
-                        }
+                            "0.95": 0.0316487,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.0855309,
@@ -8466,7 +8466,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0450769,
                             "0.75": 0.0346643,
                             "0.85": 0.0275568,
-                            "0.95": 0.0224772
+                            "0.95": 0.0224772,
                         },
                         "e": {
                             "0.05": 0.0313381,
@@ -8478,8 +8478,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.14955,
                             "0.75": 0.146504,
                             "0.85": 0.0971677,
-                            "0.95": 0.0321107
-                        }
+                            "0.95": 0.0321107,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0793281,
@@ -8495,7 +8495,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0409344,
                             "0.75": 0.0311766,
                             "0.85": 0.0245769,
-                            "0.95": 0.0198972
+                            "0.95": 0.0198972,
                         },
                         "e": {
                             "0.05": 0.0308133,
@@ -8507,8 +8507,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.149875,
                             "0.75": 0.146875,
                             "0.85": 0.0975399,
-                            "0.95": 0.0323602
-                        }
+                            "0.95": 0.0323602,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0707152,
@@ -8524,7 +8524,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0389218,
                             "0.75": 0.0293599,
                             "0.85": 0.0229506,
-                            "0.95": 0.0184426
+                            "0.95": 0.0184426,
                         },
                         "e": {
                             "0.05": 0.0303916,
@@ -8536,8 +8536,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.150162,
                             "0.75": 0.147181,
                             "0.85": 0.0978021,
-                            "0.95": 0.0325061
-                        }
+                            "0.95": 0.0325061,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0623626,
@@ -8553,7 +8553,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0375646,
                             "0.75": 0.0281725,
                             "0.85": 0.0219116,
-                            "0.95": 0.017529
+                            "0.95": 0.017529,
                         },
                         "e": {
                             "0.05": 0.0300446,
@@ -8565,8 +8565,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.150413,
                             "0.75": 0.147437,
                             "0.85": 0.0979999,
-                            "0.95": 0.0325993
-                        }
+                            "0.95": 0.0325993,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0543633,
@@ -8582,7 +8582,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0371099,
                             "0.75": 0.0278315,
                             "0.85": 0.0216463,
-                            "0.95": 0.0173169
+                            "0.95": 0.0173169,
                         },
                         "e": {
                             "0.05": 0.0297534,
@@ -8594,8 +8594,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.15063,
                             "0.75": 0.147656,
                             "0.85": 0.0981575,
-                            "0.95": 0.0326643
-                        }
+                            "0.95": 0.0326643,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0473976,
@@ -8611,7 +8611,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.036655,
                             "0.75": 0.0274903,
                             "0.85": 0.0213811,
-                            "0.95": 0.0171046
+                            "0.95": 0.0171046,
                         },
                         "e": {
                             "0.05": 0.0295055,
@@ -8623,10 +8623,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.150819,
                             "0.75": 0.147843,
                             "0.85": 0.098288,
-                            "0.95": 0.0327138
-                        }
-                    }
-                }
+                            "0.95": 0.0327138,
+                        },
+                    },
+                },
             },
             "0.8": {
                 "f_multi": 1.3159,
@@ -8638,7 +8638,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.281,
                     "binary_fraction": 0.389,
                     "triple_fraction": 0.243,
-                    "quadruple_fraction": 0.107
+                    "quadruple_fraction": 0.107,
                 },
                 "logP": {
                     "0.25": {
@@ -8655,7 +8655,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0884176,
                             "0.75": 0.0822966,
                             "0.85": 0.109808,
-                            "0.95": 0.166002
+                            "0.95": 0.166002,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -8667,8 +8667,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0640203,
@@ -8684,7 +8684,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0884176,
                             "0.75": 0.0822966,
                             "0.85": 0.109808,
-                            "0.95": 0.166002
+                            "0.95": 0.166002,
                         },
                         "e": {
                             "0.05": 0.456345,
@@ -8696,8 +8696,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0663314,
@@ -8713,7 +8713,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0865087,
                             "0.75": 0.0784647,
                             "0.85": 0.0963177,
-                            "0.95": 0.136131
+                            "0.95": 0.136131,
                         },
                         "e": {
                             "0.05": 0.0720781,
@@ -8725,8 +8725,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.106109,
                             "0.75": 0.0126722,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0729304,
@@ -8742,7 +8742,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0804982,
                             "0.75": 0.0684377,
                             "0.85": 0.0593877,
-                            "0.95": 0.0523587
+                            "0.95": 0.0523587,
                         },
                         "e": {
                             "0.05": 0.0421728,
@@ -8754,8 +8754,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.165267,
                             "0.75": 0.109383,
                             "0.85": 0.0284751,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0814014,
@@ -8771,7 +8771,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0691883,
                             "0.75": 0.0560923,
                             "0.85": 0.046696,
-                            "0.95": 0.03968
+                            "0.95": 0.03968,
                         },
                         "e": {
                             "0.05": 0.033454,
@@ -8783,8 +8783,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.158647,
                             "0.75": 0.139775,
                             "0.85": 0.0697923,
-                            "0.95": 0.00770424
-                        }
+                            "0.95": 0.00770424,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.0939716,
@@ -8800,7 +8800,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0636632,
                             "0.75": 0.050509,
                             "0.85": 0.0412618,
-                            "0.95": 0.0344798
+                            "0.95": 0.0344798,
                         },
                         "e": {
                             "0.05": 0.0296171,
@@ -8812,8 +8812,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.155947,
                             "0.75": 0.147418,
                             "0.85": 0.0867615,
-                            "0.95": 0.0195137
-                        }
+                            "0.95": 0.0195137,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.109772,
@@ -8829,7 +8829,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0574048,
                             "0.75": 0.0445694,
                             "0.85": 0.0357285,
-                            "0.95": 0.0293595
+                            "0.95": 0.0293595,
                         },
                         "e": {
                             "0.05": 0.0276483,
@@ -8841,8 +8841,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.155094,
                             "0.75": 0.149852,
                             "0.85": 0.0943075,
-                            "0.95": 0.0266017
-                        }
+                            "0.95": 0.0266017,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.116658,
@@ -8858,7 +8858,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0500228,
                             "0.75": 0.0380064,
                             "0.85": 0.0298971,
-                            "0.95": 0.0241592
+                            "0.95": 0.0241592,
                         },
                         "e": {
                             "0.05": 0.0265923,
@@ -8870,8 +8870,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.154493,
                             "0.75": 0.150444,
                             "0.85": 0.0975773,
-                            "0.95": 0.0300756
-                        }
+                            "0.95": 0.0300756,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.113885,
@@ -8887,7 +8887,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0444447,
                             "0.75": 0.0333324,
                             "0.85": 0.0259249,
-                            "0.95": 0.0207394
+                            "0.95": 0.0207394,
                         },
                         "e": {
                             "0.05": 0.0259011,
@@ -8899,8 +8899,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.154369,
                             "0.75": 0.150862,
                             "0.85": 0.0991696,
-                            "0.95": 0.031883
-                        }
+                            "0.95": 0.031883,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.107834,
@@ -8916,7 +8916,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0411255,
                             "0.75": 0.0308433,
                             "0.85": 0.0239887,
-                            "0.95": 0.0191907
+                            "0.95": 0.0191907,
                         },
                         "e": {
                             "0.05": 0.025417,
@@ -8928,8 +8928,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.154455,
                             "0.75": 0.151195,
                             "0.85": 0.0999972,
-                            "0.95": 0.0327642
-                        }
+                            "0.95": 0.0327642,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.100769,
@@ -8945,7 +8945,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.037742,
                             "0.75": 0.0283054,
                             "0.85": 0.0220151,
-                            "0.95": 0.0176119
+                            "0.95": 0.0176119,
                         },
                         "e": {
                             "0.05": 0.0250575,
@@ -8957,8 +8957,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.154615,
                             "0.75": 0.151467,
                             "0.85": 0.100459,
-                            "0.95": 0.0331982
-                        }
+                            "0.95": 0.0331982,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0916901,
@@ -8974,7 +8974,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0247784,
@@ -8986,8 +8986,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.154789,
                             "0.75": 0.151691,
                             "0.85": 0.100738,
-                            "0.95": 0.0334216
-                        }
+                            "0.95": 0.0334216,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0791704,
@@ -9003,7 +9003,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0245542,
@@ -9015,8 +9015,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.154955,
                             "0.75": 0.151878,
                             "0.85": 0.100923,
-                            "0.95": 0.0335437
-                        }
+                            "0.95": 0.0335437,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0681426,
@@ -9032,7 +9032,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0243695,
@@ -9044,8 +9044,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.155104,
                             "0.75": 0.152036,
                             "0.85": 0.101056,
-                            "0.95": 0.0336158
-                        }
+                            "0.95": 0.0336158,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0586509,
@@ -9061,7 +9061,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0242143,
@@ -9073,8 +9073,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.155236,
                             "0.75": 0.15217,
                             "0.85": 0.101159,
-                            "0.95": 0.0336631
-                        }
+                            "0.95": 0.0336631,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0504813,
@@ -9090,7 +9090,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0240818,
@@ -9102,10 +9102,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.155352,
                             "0.75": 0.152286,
                             "0.85": 0.101242,
-                            "0.95": 0.033697
-                        }
-                    }
-                }
+                            "0.95": 0.033697,
+                        },
+                    },
+                },
             },
             "0.9": {
                 "f_multi": 1.4101,
@@ -9117,7 +9117,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.258,
                     "binary_fraction": 0.364,
                     "triple_fraction": 0.257,
-                    "quadruple_fraction": 0.121
+                    "quadruple_fraction": 0.121,
                 },
                 "logP": {
                     "0.25": {
@@ -9134,7 +9134,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0891732,
                             "0.75": 0.083,
                             "0.85": 0.10853,
-                            "0.95": 0.16109
+                            "0.95": 0.16109,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -9146,8 +9146,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.07474,
@@ -9163,7 +9163,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0891732,
                             "0.75": 0.083,
                             "0.85": 0.10853,
-                            "0.95": 0.16109
+                            "0.95": 0.16109,
                         },
                         "e": {
                             "0.05": 0.30542,
@@ -9175,8 +9175,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0769996,
@@ -9192,7 +9192,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0885861,
                             "0.75": 0.0803489,
                             "0.85": 0.092405,
-                            "0.95": 0.121612
+                            "0.95": 0.121612,
                         },
                         "e": {
                             "0.05": 0.0579589,
@@ -9204,8 +9204,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.111039,
                             "0.75": 0.013261,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0818065,
@@ -9221,7 +9221,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0804982,
                             "0.75": 0.0684377,
                             "0.85": 0.0593877,
-                            "0.95": 0.0523587
+                            "0.95": 0.0523587,
                         },
                         "e": {
                             "0.05": 0.0356491,
@@ -9233,8 +9233,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.170034,
                             "0.75": 0.112538,
                             "0.85": 0.0292965,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0890256,
@@ -9250,7 +9250,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0691883,
                             "0.75": 0.0560923,
                             "0.85": 0.046696,
-                            "0.95": 0.03968
+                            "0.95": 0.03968,
                         },
                         "e": {
                             "0.05": 0.0289821,
@@ -9262,8 +9262,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.16219,
                             "0.75": 0.142897,
                             "0.85": 0.0713511,
-                            "0.95": 0.00787633
-                        }
+                            "0.95": 0.00787633,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.101996,
@@ -9279,7 +9279,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0636632,
                             "0.75": 0.050509,
                             "0.85": 0.0412618,
-                            "0.95": 0.0344798
+                            "0.95": 0.0344798,
                         },
                         "e": {
                             "0.05": 0.0260227,
@@ -9291,8 +9291,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.158978,
                             "0.75": 0.150283,
                             "0.85": 0.0884474,
-                            "0.95": 0.0198931
-                        }
+                            "0.95": 0.0198931,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.118382,
@@ -9308,7 +9308,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0574048,
                             "0.75": 0.0445694,
                             "0.85": 0.0357285,
-                            "0.95": 0.0293595
+                            "0.95": 0.0293595,
                         },
                         "e": {
                             "0.05": 0.024524,
@@ -9320,8 +9320,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157834,
                             "0.75": 0.1525,
                             "0.85": 0.0959736,
-                            "0.95": 0.0270717
-                        }
+                            "0.95": 0.0270717,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.125034,
@@ -9337,7 +9337,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0500228,
                             "0.75": 0.0380064,
                             "0.85": 0.0298971,
-                            "0.95": 0.0241592
+                            "0.95": 0.0241592,
                         },
                         "e": {
                             "0.05": 0.023755,
@@ -9349,8 +9349,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157007,
                             "0.75": 0.152892,
                             "0.85": 0.0991651,
-                            "0.95": 0.0305648
-                        }
+                            "0.95": 0.0305648,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.121119,
@@ -9366,7 +9366,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0444447,
                             "0.75": 0.0333324,
                             "0.85": 0.0259249,
-                            "0.95": 0.0207394
+                            "0.95": 0.0207394,
                         },
                         "e": {
                             "0.05": 0.0232584,
@@ -9378,8 +9378,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156734,
                             "0.75": 0.153173,
                             "0.85": 0.100689,
-                            "0.95": 0.0323712
-                        }
+                            "0.95": 0.0323712,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.113527,
@@ -9395,7 +9395,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0411255,
                             "0.75": 0.0308433,
                             "0.85": 0.0239887,
-                            "0.95": 0.0191907
+                            "0.95": 0.0191907,
                         },
                         "e": {
                             "0.05": 0.0229148,
@@ -9407,8 +9407,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156715,
                             "0.75": 0.153406,
                             "0.85": 0.10146,
-                            "0.95": 0.0332431
-                        }
+                            "0.95": 0.0332431,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.104636,
@@ -9424,7 +9424,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.037742,
                             "0.75": 0.0283054,
                             "0.85": 0.0220151,
-                            "0.95": 0.0176119
+                            "0.95": 0.0176119,
                         },
                         "e": {
                             "0.05": 0.022662,
@@ -9436,8 +9436,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156795,
                             "0.75": 0.153602,
                             "0.85": 0.101875,
-                            "0.95": 0.0336661
-                        }
+                            "0.95": 0.0336661,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0942851,
@@ -9453,7 +9453,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0224666,
@@ -9465,8 +9465,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156906,
                             "0.75": 0.153766,
                             "0.85": 0.102116,
-                            "0.95": 0.0338787
-                        }
+                            "0.95": 0.0338787,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0814111,
@@ -9482,7 +9482,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0223102,
@@ -9494,8 +9494,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157021,
                             "0.75": 0.153903,
                             "0.85": 0.102269,
-                            "0.95": 0.0339908
-                        }
+                            "0.95": 0.0339908,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0700712,
@@ -9511,7 +9511,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0221814,
@@ -9523,8 +9523,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157129,
                             "0.75": 0.15402,
                             "0.85": 0.102375,
-                            "0.95": 0.0340549
-                        }
+                            "0.95": 0.0340549,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0603108,
@@ -9540,7 +9540,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0220732,
@@ -9552,8 +9552,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157225,
                             "0.75": 0.15412,
                             "0.85": 0.102455,
-                            "0.95": 0.0340945
-                        }
+                            "0.95": 0.0340945,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.05191,
@@ -9569,7 +9569,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0219808,
@@ -9581,10 +9581,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.157311,
                             "0.75": 0.154207,
                             "0.85": 0.102519,
-                            "0.95": 0.0341218
-                        }
-                    }
-                }
+                            "0.95": 0.0341218,
+                        },
+                    },
+                },
             },
             "1.0": {
                 "f_multi": 1.5158,
@@ -9596,7 +9596,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.236,
                     "binary_fraction": 0.357,
                     "triple_fraction": 0.271,
-                    "quadruple_fraction": 0.137
+                    "quadruple_fraction": 0.137,
                 },
                 "logP": {
                     "0.25": {
@@ -9613,7 +9613,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0899837,
                             "0.75": 0.0837542,
                             "0.85": 0.107161,
-                            "0.95": 0.155822
+                            "0.95": 0.155822,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -9625,8 +9625,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0864667,
@@ -9642,7 +9642,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0899837,
                             "0.75": 0.0837542,
                             "0.85": 0.107161,
-                            "0.95": 0.155822
+                            "0.95": 0.155822,
                         },
                         "e": {
                             "0.05": 0.30542,
@@ -9654,8 +9654,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.088031,
@@ -9671,7 +9671,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0892265,
                             "0.75": 0.0809296,
                             "0.85": 0.0911988,
-                            "0.95": 0.117137
+                            "0.95": 0.117137,
                         },
                         "e": {
                             "0.05": 0.0579589,
@@ -9683,8 +9683,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.111039,
                             "0.75": 0.013261,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.0908005,
@@ -9700,7 +9700,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0804982,
                             "0.75": 0.0684377,
                             "0.85": 0.0593877,
-                            "0.95": 0.0523587
+                            "0.95": 0.0523587,
                         },
                         "e": {
                             "0.05": 0.0356491,
@@ -9712,8 +9712,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.170034,
                             "0.75": 0.112538,
                             "0.85": 0.0292965,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.0968251,
@@ -9729,7 +9729,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0691883,
                             "0.75": 0.0560923,
                             "0.85": 0.046696,
-                            "0.95": 0.03968
+                            "0.95": 0.03968,
                         },
                         "e": {
                             "0.05": 0.0289821,
@@ -9741,8 +9741,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.16219,
                             "0.75": 0.142897,
                             "0.85": 0.0713511,
-                            "0.95": 0.00787633
-                        }
+                            "0.95": 0.00787633,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.110204,
@@ -9758,7 +9758,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0636632,
                             "0.75": 0.050509,
                             "0.85": 0.0412618,
-                            "0.95": 0.0344798
+                            "0.95": 0.0344798,
                         },
                         "e": {
                             "0.05": 0.0260227,
@@ -9770,8 +9770,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.158978,
                             "0.75": 0.150283,
                             "0.85": 0.0884474,
-                            "0.95": 0.0198931
-                        }
+                            "0.95": 0.0198931,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.127192,
@@ -9787,7 +9787,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0574048,
                             "0.75": 0.0445694,
                             "0.85": 0.0357285,
-                            "0.95": 0.0293595
+                            "0.95": 0.0293595,
                         },
                         "e": {
                             "0.05": 0.024524,
@@ -9799,8 +9799,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157834,
                             "0.75": 0.1525,
                             "0.85": 0.0959736,
-                            "0.95": 0.0270717
-                        }
+                            "0.95": 0.0270717,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.133733,
@@ -9816,7 +9816,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0500228,
                             "0.75": 0.0380064,
                             "0.85": 0.0298971,
-                            "0.95": 0.0241592
+                            "0.95": 0.0241592,
                         },
                         "e": {
                             "0.05": 0.023755,
@@ -9828,8 +9828,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157007,
                             "0.75": 0.152892,
                             "0.85": 0.0991651,
-                            "0.95": 0.0305648
-                        }
+                            "0.95": 0.0305648,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.128881,
@@ -9845,7 +9845,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0444447,
                             "0.75": 0.0333324,
                             "0.85": 0.0259249,
-                            "0.95": 0.0207394
+                            "0.95": 0.0207394,
                         },
                         "e": {
                             "0.05": 0.0232584,
@@ -9857,8 +9857,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156734,
                             "0.75": 0.153173,
                             "0.85": 0.100689,
-                            "0.95": 0.0323712
-                        }
+                            "0.95": 0.0323712,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.119981,
@@ -9874,7 +9874,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0411255,
                             "0.75": 0.0308433,
                             "0.85": 0.0239887,
-                            "0.95": 0.0191907
+                            "0.95": 0.0191907,
                         },
                         "e": {
                             "0.05": 0.0229148,
@@ -9886,8 +9886,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156715,
                             "0.75": 0.153406,
                             "0.85": 0.10146,
-                            "0.95": 0.0332431
-                        }
+                            "0.95": 0.0332431,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.109542,
@@ -9903,7 +9903,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.037742,
                             "0.75": 0.0283054,
                             "0.85": 0.0220151,
-                            "0.95": 0.0176119
+                            "0.95": 0.0176119,
                         },
                         "e": {
                             "0.05": 0.022662,
@@ -9915,8 +9915,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156795,
                             "0.75": 0.153602,
                             "0.85": 0.101875,
-                            "0.95": 0.0336661
-                        }
+                            "0.95": 0.0336661,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.0980335,
@@ -9932,7 +9932,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0224666,
@@ -9944,8 +9944,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156906,
                             "0.75": 0.153766,
                             "0.85": 0.102116,
-                            "0.95": 0.0338787
-                        }
+                            "0.95": 0.0338787,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0846476,
@@ -9961,7 +9961,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0223102,
@@ -9973,8 +9973,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157021,
                             "0.75": 0.153903,
                             "0.85": 0.102269,
-                            "0.95": 0.0339908
-                        }
+                            "0.95": 0.0339908,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0728569,
@@ -9990,7 +9990,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0221814,
@@ -10002,8 +10002,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157129,
                             "0.75": 0.15402,
                             "0.85": 0.102375,
-                            "0.95": 0.0340549
-                        }
+                            "0.95": 0.0340549,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0627085,
@@ -10019,7 +10019,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0220732,
@@ -10031,8 +10031,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157225,
                             "0.75": 0.15412,
                             "0.85": 0.102455,
-                            "0.95": 0.0340945
-                        }
+                            "0.95": 0.0340945,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0539737,
@@ -10048,7 +10048,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0219808,
@@ -10060,10 +10060,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.157311,
                             "0.75": 0.154207,
                             "0.85": 0.102519,
-                            "0.95": 0.0341218
-                        }
-                    }
-                }
+                            "0.95": 0.0341218,
+                        },
+                    },
+                },
             },
             "1.1": {
                 "f_multi": 1.6319,
@@ -10075,7 +10075,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.213,
                     "binary_fraction": 0.348,
                     "triple_fraction": 0.284,
-                    "quadruple_fraction": 0.155
+                    "quadruple_fraction": 0.155,
                 },
                 "logP": {
                     "0.25": {
@@ -10092,7 +10092,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0908489,
                             "0.75": 0.0845596,
                             "0.85": 0.105698,
-                            "0.95": 0.150198
+                            "0.95": 0.150198,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -10104,8 +10104,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.0992162,
@@ -10121,7 +10121,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0908489,
                             "0.75": 0.0845596,
                             "0.85": 0.105698,
-                            "0.95": 0.150198
+                            "0.95": 0.150198,
                         },
                         "e": {
                             "0.05": 0.30542,
@@ -10133,8 +10133,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.0999189,
@@ -10150,7 +10150,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0898632,
                             "0.75": 0.0815074,
                             "0.85": 0.0899993,
-                            "0.95": 0.112686
+                            "0.95": 0.112686,
                         },
                         "e": {
                             "0.05": 0.0579589,
@@ -10162,8 +10162,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.111039,
                             "0.75": 0.013261,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.100217,
@@ -10179,7 +10179,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0804982,
                             "0.75": 0.0684377,
                             "0.85": 0.0593877,
-                            "0.95": 0.0523587
+                            "0.95": 0.0523587,
                         },
                         "e": {
                             "0.05": 0.0356491,
@@ -10191,8 +10191,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.170034,
                             "0.75": 0.112538,
                             "0.85": 0.0292965,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.1048,
@@ -10208,7 +10208,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0691883,
                             "0.75": 0.0560923,
                             "0.85": 0.046696,
-                            "0.95": 0.03968
+                            "0.95": 0.03968,
                         },
                         "e": {
                             "0.05": 0.0289821,
@@ -10220,8 +10220,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.16219,
                             "0.75": 0.142897,
                             "0.85": 0.0713511,
-                            "0.95": 0.00787633
-                        }
+                            "0.95": 0.00787633,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.118597,
@@ -10237,7 +10237,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0636632,
                             "0.75": 0.050509,
                             "0.85": 0.0412618,
-                            "0.95": 0.0344798
+                            "0.95": 0.0344798,
                         },
                         "e": {
                             "0.05": 0.0260227,
@@ -10249,8 +10249,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.158978,
                             "0.75": 0.150283,
                             "0.85": 0.0884474,
-                            "0.95": 0.0198931
-                        }
+                            "0.95": 0.0198931,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.136201,
@@ -10266,7 +10266,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0574048,
                             "0.75": 0.0445694,
                             "0.85": 0.0357285,
-                            "0.95": 0.0293595
+                            "0.95": 0.0293595,
                         },
                         "e": {
                             "0.05": 0.024524,
@@ -10278,8 +10278,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157834,
                             "0.75": 0.1525,
                             "0.85": 0.0959736,
-                            "0.95": 0.0270717
-                        }
+                            "0.95": 0.0270717,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.142756,
@@ -10295,7 +10295,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0500228,
                             "0.75": 0.0380064,
                             "0.85": 0.0298971,
-                            "0.95": 0.0241592
+                            "0.95": 0.0241592,
                         },
                         "e": {
                             "0.05": 0.023755,
@@ -10307,8 +10307,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157007,
                             "0.75": 0.152892,
                             "0.85": 0.0991651,
-                            "0.95": 0.0305648
-                        }
+                            "0.95": 0.0305648,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.137171,
@@ -10324,7 +10324,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0444447,
                             "0.75": 0.0333324,
                             "0.85": 0.0259249,
-                            "0.95": 0.0207394
+                            "0.95": 0.0207394,
                         },
                         "e": {
                             "0.05": 0.0232584,
@@ -10336,8 +10336,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156734,
                             "0.75": 0.153173,
                             "0.85": 0.100689,
-                            "0.95": 0.0323712
-                        }
+                            "0.95": 0.0323712,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.127195,
@@ -10353,7 +10353,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0411255,
                             "0.75": 0.0308433,
                             "0.85": 0.0239887,
-                            "0.95": 0.0191907
+                            "0.95": 0.0191907,
                         },
                         "e": {
                             "0.05": 0.0229148,
@@ -10365,8 +10365,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156715,
                             "0.75": 0.153406,
                             "0.85": 0.10146,
-                            "0.95": 0.0332431
-                        }
+                            "0.95": 0.0332431,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.115487,
@@ -10382,7 +10382,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.037742,
                             "0.75": 0.0283054,
                             "0.85": 0.0220151,
-                            "0.95": 0.0176119
+                            "0.95": 0.0176119,
                         },
                         "e": {
                             "0.05": 0.022662,
@@ -10394,8 +10394,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156795,
                             "0.75": 0.153602,
                             "0.85": 0.101875,
-                            "0.95": 0.0336661
-                        }
+                            "0.95": 0.0336661,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.102935,
@@ -10411,7 +10411,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0224666,
@@ -10423,8 +10423,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156906,
                             "0.75": 0.153766,
                             "0.85": 0.102116,
-                            "0.95": 0.0338787
-                        }
+                            "0.95": 0.0338787,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.08888,
@@ -10440,7 +10440,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0223102,
@@ -10452,8 +10452,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157021,
                             "0.75": 0.153903,
                             "0.85": 0.102269,
-                            "0.95": 0.0339908
-                        }
+                            "0.95": 0.0339908,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0764997,
@@ -10469,7 +10469,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0221814,
@@ -10481,8 +10481,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157129,
                             "0.75": 0.15402,
                             "0.85": 0.102375,
-                            "0.95": 0.0340549
-                        }
+                            "0.95": 0.0340549,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0658439,
@@ -10498,7 +10498,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0220732,
@@ -10510,8 +10510,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157225,
                             "0.75": 0.15412,
                             "0.85": 0.102455,
-                            "0.95": 0.0340945
-                        }
+                            "0.95": 0.0340945,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0566724,
@@ -10527,7 +10527,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0219808,
@@ -10539,10 +10539,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.157311,
                             "0.75": 0.154207,
                             "0.85": 0.102519,
-                            "0.95": 0.0341218
-                        }
-                    }
-                }
+                            "0.95": 0.0341218,
+                        },
+                    },
+                },
             },
             "1.2": {
                 "f_multi": 1.7587,
@@ -10554,7 +10554,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.192,
                     "binary_fraction": 0.337,
                     "triple_fraction": 0.297,
-                    "quadruple_fraction": 0.174
+                    "quadruple_fraction": 0.174,
                 },
                 "logP": {
                     "0.25": {
@@ -10571,7 +10571,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0919401,
                             "0.75": 0.0855755,
                             "0.85": 0.103854,
-                            "0.95": 0.143104
+                            "0.95": 0.143104,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -10583,8 +10583,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.113077,
@@ -10600,7 +10600,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0919401,
                             "0.75": 0.0855755,
                             "0.85": 0.103854,
-                            "0.95": 0.143104
+                            "0.95": 0.143104,
                         },
                         "e": {
                             "0.05": 0.30542,
@@ -10612,8 +10612,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.112675,
@@ -10629,7 +10629,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0904968,
                             "0.75": 0.0820819,
                             "0.85": 0.0888061,
-                            "0.95": 0.108258
+                            "0.95": 0.108258,
                         },
                         "e": {
                             "0.05": 0.0579589,
@@ -10641,8 +10641,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.111039,
                             "0.75": 0.013261,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.110055,
@@ -10658,7 +10658,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0804982,
                             "0.75": 0.0684377,
                             "0.85": 0.0593877,
-                            "0.95": 0.0523587
+                            "0.95": 0.0523587,
                         },
                         "e": {
                             "0.05": 0.0356491,
@@ -10670,8 +10670,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.170034,
                             "0.75": 0.112538,
                             "0.85": 0.0292965,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.11295,
@@ -10687,7 +10687,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0691883,
                             "0.75": 0.0560923,
                             "0.85": 0.046696,
-                            "0.95": 0.03968
+                            "0.95": 0.03968,
                         },
                         "e": {
                             "0.05": 0.0289821,
@@ -10699,8 +10699,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.16219,
                             "0.75": 0.142897,
                             "0.85": 0.0713511,
-                            "0.95": 0.00787633
-                        }
+                            "0.95": 0.00787633,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.127174,
@@ -10716,7 +10716,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0636632,
                             "0.75": 0.050509,
                             "0.85": 0.0412618,
-                            "0.95": 0.0344798
+                            "0.95": 0.0344798,
                         },
                         "e": {
                             "0.05": 0.0260227,
@@ -10728,8 +10728,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.158978,
                             "0.75": 0.150283,
                             "0.85": 0.0884474,
-                            "0.95": 0.0198931
-                        }
+                            "0.95": 0.0198931,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.14541,
@@ -10745,7 +10745,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0574048,
                             "0.75": 0.0445694,
                             "0.85": 0.0357285,
-                            "0.95": 0.0293595
+                            "0.95": 0.0293595,
                         },
                         "e": {
                             "0.05": 0.024524,
@@ -10757,8 +10757,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157834,
                             "0.75": 0.1525,
                             "0.85": 0.0959736,
-                            "0.95": 0.0270717
-                        }
+                            "0.95": 0.0270717,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.152103,
@@ -10774,7 +10774,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0500228,
                             "0.75": 0.0380064,
                             "0.85": 0.0298971,
-                            "0.95": 0.0241592
+                            "0.95": 0.0241592,
                         },
                         "e": {
                             "0.05": 0.023755,
@@ -10786,8 +10786,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157007,
                             "0.75": 0.152892,
                             "0.85": 0.0991651,
-                            "0.95": 0.0305648
-                        }
+                            "0.95": 0.0305648,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.14599,
@@ -10803,7 +10803,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0444447,
                             "0.75": 0.0333324,
                             "0.85": 0.0259249,
-                            "0.95": 0.0207394
+                            "0.95": 0.0207394,
                         },
                         "e": {
                             "0.05": 0.0232584,
@@ -10815,8 +10815,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156734,
                             "0.75": 0.153173,
                             "0.85": 0.100689,
-                            "0.95": 0.0323712
-                        }
+                            "0.95": 0.0323712,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.135171,
@@ -10832,7 +10832,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0411255,
                             "0.75": 0.0308433,
                             "0.85": 0.0239887,
-                            "0.95": 0.0191907
+                            "0.95": 0.0191907,
                         },
                         "e": {
                             "0.05": 0.0229148,
@@ -10844,8 +10844,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156715,
                             "0.75": 0.153406,
                             "0.85": 0.10146,
-                            "0.95": 0.0332431
-                        }
+                            "0.95": 0.0332431,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.12247,
@@ -10861,7 +10861,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.037742,
                             "0.75": 0.0283054,
                             "0.85": 0.0220151,
-                            "0.95": 0.0176119
+                            "0.95": 0.0176119,
                         },
                         "e": {
                             "0.05": 0.022662,
@@ -10873,8 +10873,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156795,
                             "0.75": 0.153602,
                             "0.85": 0.101875,
-                            "0.95": 0.0336661
-                        }
+                            "0.95": 0.0336661,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.10899,
@@ -10890,7 +10890,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0224666,
@@ -10902,8 +10902,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156906,
                             "0.75": 0.153766,
                             "0.85": 0.102116,
-                            "0.95": 0.0338787
-                        }
+                            "0.95": 0.0338787,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.0941082,
@@ -10919,7 +10919,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0223102,
@@ -10931,8 +10931,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157021,
                             "0.75": 0.153903,
                             "0.85": 0.102269,
-                            "0.95": 0.0339908
-                        }
+                            "0.95": 0.0339908,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0809997,
@@ -10948,7 +10948,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0221814,
@@ -10960,8 +10960,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157129,
                             "0.75": 0.15402,
                             "0.85": 0.102375,
-                            "0.95": 0.0340549
-                        }
+                            "0.95": 0.0340549,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0697171,
@@ -10977,7 +10977,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0220732,
@@ -10989,8 +10989,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157225,
                             "0.75": 0.15412,
                             "0.85": 0.102455,
-                            "0.95": 0.0340945
-                        }
+                            "0.95": 0.0340945,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0600061,
@@ -11006,7 +11006,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0219808,
@@ -11018,10 +11018,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.157311,
                             "0.75": 0.154207,
                             "0.85": 0.102519,
-                            "0.95": 0.0341218
-                        }
-                    }
-                }
+                            "0.95": 0.0341218,
+                        },
+                    },
+                },
             },
             "1.3": {
                 "f_multi": 1.8962,
@@ -11033,7 +11033,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.172,
                     "binary_fraction": 0.2325,
                     "triple_fraction": 0.308,
-                    "quadruple_fraction": 0.195
+                    "quadruple_fraction": 0.195,
                 },
                 "logP": {
                     "0.25": {
@@ -11050,7 +11050,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0931179,
                             "0.75": 0.0866718,
                             "0.85": 0.101863,
-                            "0.95": 0.135448
+                            "0.95": 0.135448,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -11062,8 +11062,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.12803,
@@ -11079,7 +11079,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0931179,
                             "0.75": 0.0866718,
                             "0.85": 0.101863,
-                            "0.95": 0.135448
+                            "0.95": 0.135448,
                         },
                         "e": {
                             "0.05": 0.30542,
@@ -11091,8 +11091,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.126299,
@@ -11108,7 +11108,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0911267,
                             "0.75": 0.0826534,
                             "0.85": 0.0876195,
-                            "0.95": 0.103856
+                            "0.95": 0.103856,
                         },
                         "e": {
                             "0.05": 0.0579589,
@@ -11120,8 +11120,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.111039,
                             "0.75": 0.013261,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.120316,
@@ -11137,7 +11137,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0804982,
                             "0.75": 0.0684377,
                             "0.85": 0.0593877,
-                            "0.95": 0.0523587
+                            "0.95": 0.0523587,
                         },
                         "e": {
                             "0.05": 0.0356491,
@@ -11149,8 +11149,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.170034,
                             "0.75": 0.112538,
                             "0.85": 0.0292965,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.121275,
@@ -11166,7 +11166,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0691883,
                             "0.75": 0.0560923,
                             "0.85": 0.046696,
-                            "0.95": 0.03968
+                            "0.95": 0.03968,
                         },
                         "e": {
                             "0.05": 0.0289821,
@@ -11178,8 +11178,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.16219,
                             "0.75": 0.142897,
                             "0.85": 0.0713511,
-                            "0.95": 0.00787633
-                        }
+                            "0.95": 0.00787633,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.135936,
@@ -11195,7 +11195,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0636632,
                             "0.75": 0.050509,
                             "0.85": 0.0412618,
-                            "0.95": 0.0344798
+                            "0.95": 0.0344798,
                         },
                         "e": {
                             "0.05": 0.0260227,
@@ -11207,8 +11207,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.158978,
                             "0.75": 0.150283,
                             "0.85": 0.0884474,
-                            "0.95": 0.0198931
-                        }
+                            "0.95": 0.0198931,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.154819,
@@ -11224,7 +11224,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0574048,
                             "0.75": 0.0445694,
                             "0.85": 0.0357285,
-                            "0.95": 0.0293595
+                            "0.95": 0.0293595,
                         },
                         "e": {
                             "0.05": 0.024524,
@@ -11236,8 +11236,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157834,
                             "0.75": 0.1525,
                             "0.85": 0.0959736,
-                            "0.95": 0.0270717
-                        }
+                            "0.95": 0.0270717,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.161772,
@@ -11253,7 +11253,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0500228,
                             "0.75": 0.0380064,
                             "0.85": 0.0298971,
-                            "0.95": 0.0241592
+                            "0.95": 0.0241592,
                         },
                         "e": {
                             "0.05": 0.023755,
@@ -11265,8 +11265,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157007,
                             "0.75": 0.152892,
                             "0.85": 0.0991651,
-                            "0.95": 0.0305648
-                        }
+                            "0.95": 0.0305648,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.155338,
@@ -11282,7 +11282,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0444447,
                             "0.75": 0.0333324,
                             "0.85": 0.0259249,
-                            "0.95": 0.0207394
+                            "0.95": 0.0207394,
                         },
                         "e": {
                             "0.05": 0.0232584,
@@ -11294,8 +11294,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156734,
                             "0.75": 0.153173,
                             "0.85": 0.100689,
-                            "0.95": 0.0323712
-                        }
+                            "0.95": 0.0323712,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.143908,
@@ -11311,7 +11311,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0411255,
                             "0.75": 0.0308433,
                             "0.85": 0.0239887,
-                            "0.95": 0.0191907
+                            "0.95": 0.0191907,
                         },
                         "e": {
                             "0.05": 0.0229148,
@@ -11323,8 +11323,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156715,
                             "0.75": 0.153406,
                             "0.85": 0.10146,
-                            "0.95": 0.0332431
-                        }
+                            "0.95": 0.0332431,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.130492,
@@ -11340,7 +11340,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.037742,
                             "0.75": 0.0283054,
                             "0.85": 0.0220151,
-                            "0.95": 0.0176119
+                            "0.95": 0.0176119,
                         },
                         "e": {
                             "0.05": 0.022662,
@@ -11352,8 +11352,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156795,
                             "0.75": 0.153602,
                             "0.85": 0.101875,
-                            "0.95": 0.0336661
-                        }
+                            "0.95": 0.0336661,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.116198,
@@ -11369,7 +11369,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0224666,
@@ -11381,8 +11381,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156906,
                             "0.75": 0.153766,
                             "0.85": 0.102116,
-                            "0.95": 0.0338787
-                        }
+                            "0.95": 0.0338787,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.100332,
@@ -11398,7 +11398,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0223102,
@@ -11410,8 +11410,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157021,
                             "0.75": 0.153903,
                             "0.85": 0.102269,
-                            "0.95": 0.0339908
-                        }
+                            "0.95": 0.0339908,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0863568,
@@ -11427,7 +11427,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0221814,
@@ -11439,8 +11439,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157129,
                             "0.75": 0.15402,
                             "0.85": 0.102375,
-                            "0.95": 0.0340549
-                        }
+                            "0.95": 0.0340549,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.074328,
@@ -11456,7 +11456,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0220732,
@@ -11468,8 +11468,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157225,
                             "0.75": 0.15412,
                             "0.85": 0.102455,
-                            "0.95": 0.0340945
-                        }
+                            "0.95": 0.0340945,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0639747,
@@ -11485,7 +11485,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0219808,
@@ -11497,10 +11497,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.157311,
                             "0.75": 0.154207,
                             "0.85": 0.102519,
-                            "0.95": 0.0341218
-                        }
-                    }
-                }
+                            "0.95": 0.0341218,
+                        },
+                    },
+                },
             },
             "1.4": {
                 "f_multi": 2.0442,
@@ -11512,7 +11512,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.152,
                     "binary_fraction": 0.312,
                     "triple_fraction": 0.319,
-                    "quadruple_fraction": 0.217
+                    "quadruple_fraction": 0.217,
                 },
                 "logP": {
                     "0.25": {
@@ -11529,7 +11529,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.094286,
                             "0.75": 0.087759,
                             "0.85": 0.0998883,
-                            "0.95": 0.127855
+                            "0.95": 0.127855,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -11541,8 +11541,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.144054,
@@ -11558,7 +11558,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.094286,
                             "0.75": 0.087759,
                             "0.85": 0.0998883,
-                            "0.95": 0.127855
+                            "0.95": 0.127855,
                         },
                         "e": {
                             "0.05": 0.30542,
@@ -11570,8 +11570,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.140794,
@@ -11587,7 +11587,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0917534,
                             "0.75": 0.0832216,
                             "0.85": 0.0864391,
-                            "0.95": 0.0994763
+                            "0.95": 0.0994763,
                         },
                         "e": {
                             "0.05": 0.0579589,
@@ -11599,8 +11599,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.111039,
                             "0.75": 0.013261,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.130999,
@@ -11616,7 +11616,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0804982,
                             "0.75": 0.0684377,
                             "0.85": 0.0593877,
-                            "0.95": 0.0523587
+                            "0.95": 0.0523587,
                         },
                         "e": {
                             "0.05": 0.0356491,
@@ -11628,8 +11628,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.170034,
                             "0.75": 0.112538,
                             "0.85": 0.0292965,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.129776,
@@ -11645,7 +11645,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0691883,
                             "0.75": 0.0560923,
                             "0.85": 0.046696,
-                            "0.95": 0.03968
+                            "0.95": 0.03968,
                         },
                         "e": {
                             "0.05": 0.0289821,
@@ -11657,8 +11657,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.16219,
                             "0.75": 0.142897,
                             "0.85": 0.0713511,
-                            "0.95": 0.00787633
-                        }
+                            "0.95": 0.00787633,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.144882,
@@ -11674,7 +11674,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0636632,
                             "0.75": 0.050509,
                             "0.85": 0.0412618,
-                            "0.95": 0.0344798
+                            "0.95": 0.0344798,
                         },
                         "e": {
                             "0.05": 0.0260227,
@@ -11686,8 +11686,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.158978,
                             "0.75": 0.150283,
                             "0.85": 0.0884474,
-                            "0.95": 0.0198931
-                        }
+                            "0.95": 0.0198931,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.164428,
@@ -11703,7 +11703,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0574048,
                             "0.75": 0.0445694,
                             "0.85": 0.0357285,
-                            "0.95": 0.0293595
+                            "0.95": 0.0293595,
                         },
                         "e": {
                             "0.05": 0.024524,
@@ -11715,8 +11715,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157834,
                             "0.75": 0.1525,
                             "0.85": 0.0959736,
-                            "0.95": 0.0270717
-                        }
+                            "0.95": 0.0270717,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.171766,
@@ -11732,7 +11732,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0500228,
                             "0.75": 0.0380064,
                             "0.85": 0.0298971,
-                            "0.95": 0.0241592
+                            "0.95": 0.0241592,
                         },
                         "e": {
                             "0.05": 0.023755,
@@ -11744,8 +11744,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157007,
                             "0.75": 0.152892,
                             "0.85": 0.0991651,
-                            "0.95": 0.0305648
-                        }
+                            "0.95": 0.0305648,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.165213,
@@ -11761,7 +11761,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0444447,
                             "0.75": 0.0333324,
                             "0.85": 0.0259249,
-                            "0.95": 0.0207394
+                            "0.95": 0.0207394,
                         },
                         "e": {
                             "0.05": 0.0232584,
@@ -11773,8 +11773,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156734,
                             "0.75": 0.153173,
                             "0.85": 0.100689,
-                            "0.95": 0.0323712
-                        }
+                            "0.95": 0.0323712,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.153406,
@@ -11790,7 +11790,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0411255,
                             "0.75": 0.0308433,
                             "0.85": 0.0239887,
-                            "0.95": 0.0191907
+                            "0.95": 0.0191907,
                         },
                         "e": {
                             "0.05": 0.0229148,
@@ -11802,8 +11802,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156715,
                             "0.75": 0.153406,
                             "0.85": 0.10146,
-                            "0.95": 0.0332431
-                        }
+                            "0.95": 0.0332431,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.139553,
@@ -11819,7 +11819,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.037742,
                             "0.75": 0.0283054,
                             "0.85": 0.0220151,
-                            "0.95": 0.0176119
+                            "0.95": 0.0176119,
                         },
                         "e": {
                             "0.05": 0.022662,
@@ -11831,8 +11831,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156795,
                             "0.75": 0.153602,
                             "0.85": 0.101875,
-                            "0.95": 0.0336661
-                        }
+                            "0.95": 0.0336661,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.12456,
@@ -11848,7 +11848,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0224666,
@@ -11860,8 +11860,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156906,
                             "0.75": 0.153766,
                             "0.85": 0.102116,
-                            "0.95": 0.0338787
-                        }
+                            "0.95": 0.0338787,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.107552,
@@ -11877,7 +11877,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0223102,
@@ -11889,8 +11889,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157021,
                             "0.75": 0.153903,
                             "0.85": 0.102269,
-                            "0.95": 0.0339908
-                        }
+                            "0.95": 0.0339908,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0925711,
@@ -11906,7 +11906,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0221814,
@@ -11918,8 +11918,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157129,
                             "0.75": 0.15402,
                             "0.85": 0.102375,
-                            "0.95": 0.0340549
-                        }
+                            "0.95": 0.0340549,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0796767,
@@ -11935,7 +11935,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0220732,
@@ -11947,8 +11947,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157225,
                             "0.75": 0.15412,
                             "0.85": 0.102455,
-                            "0.95": 0.0340945
-                        }
+                            "0.95": 0.0340945,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0685783,
@@ -11964,7 +11964,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0219808,
@@ -11976,10 +11976,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.157311,
                             "0.75": 0.154207,
                             "0.85": 0.102519,
-                            "0.95": 0.0341218
-                        }
-                    }
-                }
+                            "0.95": 0.0341218,
+                        },
+                    },
+                },
             },
             "1.5": {
                 "f_multi": 2.2029,
@@ -11991,7 +11991,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.135,
                     "binary_fraction": 0.297,
                     "triple_fraction": 0.327,
-                    "quadruple_fraction": 0.24
+                    "quadruple_fraction": 0.24,
                 },
                 "logP": {
                     "0.25": {
@@ -12008,7 +12008,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0954445,
                             "0.75": 0.0888371,
                             "0.85": 0.0979304,
-                            "0.95": 0.120325
+                            "0.95": 0.120325,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -12020,8 +12020,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.161161,
@@ -12037,7 +12037,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0954445,
                             "0.75": 0.0888371,
                             "0.85": 0.0979304,
-                            "0.95": 0.120325
+                            "0.95": 0.120325,
                         },
                         "e": {
                             "0.05": 0.30542,
@@ -12049,8 +12049,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.156167,
@@ -12066,7 +12066,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0923766,
                             "0.75": 0.083787,
                             "0.85": 0.0852654,
-                            "0.95": 0.0951205
+                            "0.95": 0.0951205,
                         },
                         "e": {
                             "0.05": 0.0579589,
@@ -12078,8 +12078,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.111039,
                             "0.75": 0.013261,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.142104,
@@ -12095,7 +12095,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0804982,
                             "0.75": 0.0684377,
                             "0.85": 0.0593877,
-                            "0.95": 0.0523587
+                            "0.95": 0.0523587,
                         },
                         "e": {
                             "0.05": 0.0356491,
@@ -12107,8 +12107,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.170034,
                             "0.75": 0.112538,
                             "0.85": 0.0292965,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.138452,
@@ -12124,7 +12124,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0691883,
                             "0.75": 0.0560923,
                             "0.85": 0.046696,
-                            "0.95": 0.03968
+                            "0.95": 0.03968,
                         },
                         "e": {
                             "0.05": 0.0289821,
@@ -12136,8 +12136,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.16219,
                             "0.75": 0.142897,
                             "0.85": 0.0713511,
-                            "0.95": 0.00787633
-                        }
+                            "0.95": 0.00787633,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.154013,
@@ -12153,7 +12153,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0636632,
                             "0.75": 0.050509,
                             "0.85": 0.0412618,
-                            "0.95": 0.0344798
+                            "0.95": 0.0344798,
                         },
                         "e": {
                             "0.05": 0.0260227,
@@ -12165,8 +12165,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.158978,
                             "0.75": 0.150283,
                             "0.85": 0.0884474,
-                            "0.95": 0.0198931
-                        }
+                            "0.95": 0.0198931,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.174237,
@@ -12182,7 +12182,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0574048,
                             "0.75": 0.0445694,
                             "0.85": 0.0357285,
-                            "0.95": 0.0293595
+                            "0.95": 0.0293595,
                         },
                         "e": {
                             "0.05": 0.024524,
@@ -12194,8 +12194,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157834,
                             "0.75": 0.1525,
                             "0.85": 0.0959736,
-                            "0.95": 0.0270717
-                        }
+                            "0.95": 0.0270717,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.182082,
@@ -12211,7 +12211,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0500228,
                             "0.75": 0.0380064,
                             "0.85": 0.0298971,
-                            "0.95": 0.0241592
+                            "0.95": 0.0241592,
                         },
                         "e": {
                             "0.05": 0.023755,
@@ -12223,8 +12223,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157007,
                             "0.75": 0.152892,
                             "0.85": 0.0991651,
-                            "0.95": 0.0305648
-                        }
+                            "0.95": 0.0305648,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.175617,
@@ -12240,7 +12240,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0444447,
                             "0.75": 0.0333324,
                             "0.85": 0.0259249,
-                            "0.95": 0.0207394
+                            "0.95": 0.0207394,
                         },
                         "e": {
                             "0.05": 0.0232584,
@@ -12252,8 +12252,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156734,
                             "0.75": 0.153173,
                             "0.85": 0.100689,
-                            "0.95": 0.0323712
-                        }
+                            "0.95": 0.0323712,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.163665,
@@ -12269,7 +12269,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0411255,
                             "0.75": 0.0308433,
                             "0.85": 0.0239887,
-                            "0.95": 0.0191907
+                            "0.95": 0.0191907,
                         },
                         "e": {
                             "0.05": 0.0229148,
@@ -12281,8 +12281,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156715,
                             "0.75": 0.153406,
                             "0.85": 0.10146,
-                            "0.95": 0.0332431
-                        }
+                            "0.95": 0.0332431,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.149652,
@@ -12298,7 +12298,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.037742,
                             "0.75": 0.0283054,
                             "0.85": 0.0220151,
-                            "0.95": 0.0176119
+                            "0.95": 0.0176119,
                         },
                         "e": {
                             "0.05": 0.022662,
@@ -12310,8 +12310,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156795,
                             "0.75": 0.153602,
                             "0.85": 0.101875,
-                            "0.95": 0.0336661
-                        }
+                            "0.95": 0.0336661,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.134075,
@@ -12327,7 +12327,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0224666,
@@ -12339,8 +12339,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156906,
                             "0.75": 0.153766,
                             "0.85": 0.102116,
-                            "0.95": 0.0338787
-                        }
+                            "0.95": 0.0338787,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.115768,
@@ -12356,7 +12356,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0223102,
@@ -12368,8 +12368,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157021,
                             "0.75": 0.153903,
                             "0.85": 0.102269,
-                            "0.95": 0.0339908
-                        }
+                            "0.95": 0.0339908,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.0996425,
@@ -12385,7 +12385,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0221814,
@@ -12397,8 +12397,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157129,
                             "0.75": 0.15402,
                             "0.85": 0.102375,
-                            "0.95": 0.0340549
-                        }
+                            "0.95": 0.0340549,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0857631,
@@ -12414,7 +12414,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0220732,
@@ -12426,8 +12426,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157225,
                             "0.75": 0.15412,
                             "0.85": 0.102455,
-                            "0.95": 0.0340945
-                        }
+                            "0.95": 0.0340945,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.073817,
@@ -12443,7 +12443,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0219808,
@@ -12455,10 +12455,10 @@ moe_distefano_2017_data = {
                             "0.65": 0.157311,
                             "0.75": 0.154207,
                             "0.85": 0.102519,
-                            "0.95": 0.0341218
-                        }
-                    }
-                }
+                            "0.95": 0.0341218,
+                        },
+                    },
+                },
             },
             "1.6": {
                 "f_multi": 2.3722,
@@ -12470,7 +12470,7 @@ moe_distefano_2017_data = {
                     "single_fraction": 0.119,
                     "binary_fraction": 0.282,
                     "triple_fraction": 0.335,
-                    "quadruple_fraction": 0.265
+                    "quadruple_fraction": 0.265,
                 },
                 "logP": {
                     "0.25": {
@@ -12487,7 +12487,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0965932,
                             "0.75": 0.0899064,
                             "0.85": 0.0959885,
-                            "0.95": 0.112858
+                            "0.95": 0.112858,
                         },
                         "e": {
                             "0.05": 1.0,
@@ -12499,8 +12499,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "0.75": {
                         "periodfrac": 0.179363,
@@ -12516,7 +12516,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0965932,
                             "0.75": 0.0899064,
                             "0.85": 0.0959885,
-                            "0.95": 0.112858
+                            "0.95": 0.112858,
                         },
                         "e": {
                             "0.05": 0.30542,
@@ -12528,8 +12528,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.0,
                             "0.75": 0.0,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.25": {
                         "periodfrac": 0.172423,
@@ -12545,7 +12545,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0929965,
                             "0.75": 0.0843491,
                             "0.85": 0.0840978,
-                            "0.95": 0.0907882
+                            "0.95": 0.0907882,
                         },
                         "e": {
                             "0.05": 0.0579589,
@@ -12557,8 +12557,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.111039,
                             "0.75": 0.013261,
                             "0.85": 0.0,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "1.75": {
                         "periodfrac": 0.153631,
@@ -12574,7 +12574,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0804982,
                             "0.75": 0.0684377,
                             "0.85": 0.0593877,
-                            "0.95": 0.0523587
+                            "0.95": 0.0523587,
                         },
                         "e": {
                             "0.05": 0.0356491,
@@ -12586,8 +12586,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.170034,
                             "0.75": 0.112538,
                             "0.85": 0.0292965,
-                            "0.95": 0.0
-                        }
+                            "0.95": 0.0,
+                        },
                     },
                     "2.25": {
                         "periodfrac": 0.147303,
@@ -12603,7 +12603,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0691883,
                             "0.75": 0.0560923,
                             "0.85": 0.046696,
-                            "0.95": 0.03968
+                            "0.95": 0.03968,
                         },
                         "e": {
                             "0.05": 0.0289821,
@@ -12615,8 +12615,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.16219,
                             "0.75": 0.142897,
                             "0.85": 0.0713511,
-                            "0.95": 0.00787633
-                        }
+                            "0.95": 0.00787633,
+                        },
                     },
                     "2.75": {
                         "periodfrac": 0.163328,
@@ -12632,7 +12632,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0636632,
                             "0.75": 0.050509,
                             "0.85": 0.0412618,
-                            "0.95": 0.0344798
+                            "0.95": 0.0344798,
                         },
                         "e": {
                             "0.05": 0.0260227,
@@ -12644,8 +12644,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.158978,
                             "0.75": 0.150283,
                             "0.85": 0.0884474,
-                            "0.95": 0.0198931
-                        }
+                            "0.95": 0.0198931,
+                        },
                     },
                     "3.25": {
                         "periodfrac": 0.184245,
@@ -12661,7 +12661,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0574048,
                             "0.75": 0.0445694,
                             "0.85": 0.0357285,
-                            "0.95": 0.0293595
+                            "0.95": 0.0293595,
                         },
                         "e": {
                             "0.05": 0.024524,
@@ -12673,8 +12673,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157834,
                             "0.75": 0.1525,
                             "0.85": 0.0959736,
-                            "0.95": 0.0270717
-                        }
+                            "0.95": 0.0270717,
+                        },
                     },
                     "3.75": {
                         "periodfrac": 0.192722,
@@ -12690,7 +12690,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0500228,
                             "0.75": 0.0380064,
                             "0.85": 0.0298971,
-                            "0.95": 0.0241592
+                            "0.95": 0.0241592,
                         },
                         "e": {
                             "0.05": 0.023755,
@@ -12702,8 +12702,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157007,
                             "0.75": 0.152892,
                             "0.85": 0.0991651,
-                            "0.95": 0.0305648
-                        }
+                            "0.95": 0.0305648,
+                        },
                     },
                     "4.25": {
                         "periodfrac": 0.186549,
@@ -12719,7 +12719,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0444447,
                             "0.75": 0.0333324,
                             "0.85": 0.0259249,
-                            "0.95": 0.0207394
+                            "0.95": 0.0207394,
                         },
                         "e": {
                             "0.05": 0.0232584,
@@ -12731,8 +12731,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156734,
                             "0.75": 0.153173,
                             "0.85": 0.100689,
-                            "0.95": 0.0323712
-                        }
+                            "0.95": 0.0323712,
+                        },
                     },
                     "4.75": {
                         "periodfrac": 0.174686,
@@ -12748,7 +12748,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0411255,
                             "0.75": 0.0308433,
                             "0.85": 0.0239887,
-                            "0.95": 0.0191907
+                            "0.95": 0.0191907,
                         },
                         "e": {
                             "0.05": 0.0229148,
@@ -12760,8 +12760,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156715,
                             "0.75": 0.153406,
                             "0.85": 0.10146,
-                            "0.95": 0.0332431
-                        }
+                            "0.95": 0.0332431,
+                        },
                     },
                     "5.25": {
                         "periodfrac": 0.160789,
@@ -12777,7 +12777,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.037742,
                             "0.75": 0.0283054,
                             "0.85": 0.0220151,
-                            "0.95": 0.0176119
+                            "0.95": 0.0176119,
                         },
                         "e": {
                             "0.05": 0.022662,
@@ -12789,8 +12789,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156795,
                             "0.75": 0.153602,
                             "0.85": 0.101875,
-                            "0.95": 0.0336661
-                        }
+                            "0.95": 0.0336661,
+                        },
                     },
                     "5.75": {
                         "periodfrac": 0.144744,
@@ -12806,7 +12806,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0224666,
@@ -12818,8 +12818,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.156906,
                             "0.75": 0.153766,
                             "0.85": 0.102116,
-                            "0.95": 0.0338787
-                        }
+                            "0.95": 0.0338787,
+                        },
                     },
                     "6.25": {
                         "periodfrac": 0.12498,
@@ -12835,7 +12835,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0223102,
@@ -12847,8 +12847,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157021,
                             "0.75": 0.153903,
                             "0.85": 0.102269,
-                            "0.95": 0.0339908
-                        }
+                            "0.95": 0.0339908,
+                        },
                     },
                     "6.75": {
                         "periodfrac": 0.107571,
@@ -12864,7 +12864,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0221814,
@@ -12876,8 +12876,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157129,
                             "0.75": 0.15402,
                             "0.85": 0.102375,
-                            "0.95": 0.0340549
-                        }
+                            "0.95": 0.0340549,
+                        },
                     },
                     "7.25": {
                         "periodfrac": 0.0925872,
@@ -12893,7 +12893,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0220732,
@@ -12905,8 +12905,8 @@ moe_distefano_2017_data = {
                             "0.65": 0.157225,
                             "0.75": 0.15412,
                             "0.85": 0.102455,
-                            "0.95": 0.0340945
-                        }
+                            "0.95": 0.0340945,
+                        },
                     },
                     "7.75": {
                         "periodfrac": 0.0796906,
@@ -12922,7 +12922,7 @@ moe_distefano_2017_data = {
                             "0.65": 0.0350173,
                             "0.75": 0.026262,
                             "0.85": 0.0204257,
-                            "0.95": 0.0163404
+                            "0.95": 0.0163404,
                         },
                         "e": {
                             "0.05": 0.0219808,
@@ -12934,11 +12934,11 @@ moe_distefano_2017_data = {
                             "0.65": 0.157311,
                             "0.75": 0.154207,
                             "0.85": 0.102519,
-                            "0.95": 0.0341218
-                        }
-                    }
-                }
-            }
+                            "0.95": 0.0341218,
+                        },
+                    },
+                },
+            },
         }
-    ]
-}
\ No newline at end of file
+    ],
+}
-- 
GitLab