diff --git a/tests/core/test_custom_logging_code.py b/tests/core/test_custom_logging_code.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/tests/test_persistent_data.py b/tests/core/test_persistent_data.py
similarity index 100%
rename from tests/test_persistent_data.py
rename to tests/core/test_persistent_data.py
diff --git a/tests/test_return_store_memaddr.py b/tests/core/test_return_store_memaddr.py
similarity index 100%
rename from tests/test_return_store_memaddr.py
rename to tests/core/test_return_store_memaddr.py
diff --git a/tests/test_run_system.py b/tests/core/test_run_system.py
similarity index 100%
rename from tests/test_run_system.py
rename to tests/core/test_run_system.py
diff --git a/tests/extra_tests.py b/tests/extra_tests.py
new file mode 100644
index 0000000000000000000000000000000000000000..279e9d970650192dca306dc346c55b45bb33e2a4
--- /dev/null
+++ b/tests/extra_tests.py
@@ -0,0 +1,36 @@
+import subprocess
+import os
+
+# Script containing extra tests
+# TODO: store the version somewhere
+
+def test_binary_c_installed():
+    binary_c_dir = os.getenv("BINARY_C", None)
+
+    assert binary_c_dir is not None, "Error: the BINARY_C environment variable is not set."
+    assert os.path.isfile(os.path.join(binary_c_dir, 'binary_c')), "binary_c doesn't exist!"
+
+def test_binary_c_version():
+    required_binary_c_versions = ['2.1.7']
+
+    binary_c_dir = os.getenv("BINARY_C", None)
+    binary_c_config = os.path.join(binary_c_dir, "binary_c-config")
+
+    installed_binary_c_version = (
+        subprocess.run(
+            [binary_c_config, "version"], stdout=subprocess.PIPE, check=True
+        )
+        .stdout.decode("utf-8")
+        .split()
+    )[0]
+
+    message = """
+    The binary_c version that is installed ({}) does not match the binary_c versions ({}) 
+    that this release of the binary_c python module requires. 
+    """.format(installed_binary_c_version, required_binary_c_versions)
+    assert installed_binary_c_version in required_binary_c_versions, message
+###
+
+if __name__ == "__main__":
+    test_binary_c_version()
+    test_binary_c_installed()
\ No newline at end of file
diff --git a/tests/function_tests.py b/tests/function_tests.py
index 107e19008f4466940da3bbd1745a2619ab1b1095..a10e44dbe42b6315cddd3e20608b5c2a299a6f25 100644
--- a/tests/function_tests.py
+++ b/tests/function_tests.py
@@ -1,11 +1,54 @@
-from binarycpython.utils.functions import get_help_super, get_help_all, get_help
+from binarycpython.utils.functions import (
+    get_help_super, 
+    get_help_all, 
+    get_help,
+)
 
 #############################
-# File containing some tests to function. These are not unit tests where output is compared.
+# Script that contains unit tests for functions from the binarycpython.utils.functions file
 
+def test_get_help_super():
+    """
+    Function to test the get_help_super function
+    """
 
-## Help functionality
-print(get_help_super(print_help=True, return_dict=False, fail_silently=False))
-print(get_help_all(print_help=True))
-print(get_help("M_1"))
-#
+    get_help_super_output = get_help_super()
+    get_help_super_keys = get_help_super_output.keys()
+
+    assert 'stars' in get_help_super_keys, "missing section"
+    assert 'binary' in get_help_super_keys, "missing section"
+    assert 'nucsyn' in get_help_super_keys, "missing section"
+    assert 'output' in get_help_super_keys, "missing section"
+    assert 'i/o' in get_help_super_keys, "missing section"
+    assert 'algorithms' in get_help_super_keys, "missing section"
+    assert 'misc' in get_help_super_keys, "missing section"
+
+    print(get_help_super_output.keys())
+
+def test_get_help_all():
+    """
+    Function to test the get_help_all function
+    """
+
+    get_help_all_output = get_help_all(print_help=False)
+    get_help_all_keys = get_help_all_output.keys()
+
+    assert 'stars' in get_help_all_keys, "missing section"
+    assert 'binary' in get_help_all_keys, "missing section"
+    assert 'nucsyn' in get_help_all_keys, "missing section"
+    assert 'output' in get_help_all_keys, "missing section"
+    assert 'i/o' in get_help_all_keys, "missing section"
+    assert 'algorithms' in get_help_all_keys, "missing section"
+    assert 'misc' in get_help_all_keys, "missing section"
+
+def test_get_help():
+    """
+    Function to test the get_help function
+    """
+
+    assert get_help("M_1", print_help=False)['parameter_name'] == 'M_1', "get_help('M_1') should return the correct parameter name"
+
+if __name__ == "__main__":
+    test_get_help()
+    test_get_help_all()
+    test_get_help_super()
diff --git a/tests/main.py b/tests/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..728e1fa1da9c1934941c14dc36c9c4f2e5525b9d
--- /dev/null
+++ b/tests/main.py
@@ -0,0 +1 @@
+# Main file for the tests. This file imports all the combined_test functions from all files.
\ No newline at end of file
diff --git a/tests/population/grid_tests.py b/tests/population/grid_tests.py
index b1874816134afc09dbf43b6dd6af52150bc3d2ed..2b87c8f3f686e55807e7782fab5cf3d9703a37d6 100644
--- a/tests/population/grid_tests.py
+++ b/tests/population/grid_tests.py
@@ -4,218 +4,289 @@ import time
 import pickle
 import sys
 
-import matplotlib.pyplot as plt
-
+# import matplotlib.pyplot as plt
 
 from binarycpython.utils.grid import Population
-from binarycpython.utils.functions import get_help_all, get_help
-
-## Script is intended for some testing of grid functionality. Its a bit random, not really structured tbh
-test_pop = Population()
-
-## Setting values
-# print(test_pop.bse_options['M_1'])
-# print(test_pop.bse_options['M_2'])
-# test_pop.set(M_1=10, M_2=500)
-# print(test_pop.bse_options['M_1'])
-# print(test_pop.bse_options['M_2'])
-test_pop.set(
-    M_1=10,
-    separation=0,
-    orbital_period=4580,
-    max_evolution_time=15000,
-    eccentricity=0.02,
+from binarycpython.utils.functions import (
+    get_help_all,
+    get_help,
+    output_lines,
 )
-# print(test_pop.bse_options)
 
-# print(len(test_pop.return_binary_c_defaults()))
-# print('\n\n')
-# print(len(test_pop.cleanup_defaults()))
+def test_setup_population():
+    """
+    Unit test for setting up the population object
+    """
 
-line = test_pop.return_argline(test_pop.cleanup_defaults())
+    test_pop = Population()
 
-## Testing single evolution
-# test_pop.evolve_single()
-# test_pop.test_evolve_single()
+    assert isinstance(test_pop, Population), "Population object not created properly"
 
-## Setting custom value
-# test_pop.set(data_dir=os.path.join(os.environ['BINARYC_DATA_ROOT'], 'development_example'))
-# print(test_pop.custom_options['data_dir'])
+def test_set_value_population():
+    """
+    Unit test for setting values in the population object
+    """
 
-## printing all options
-# print(json.dumps(test_pop.return_population_settings(), indent=4))
+    test_pop = Population()
+
+    test_pop.set(
+        verbosity=1,
+    )
+
+    test_pop.set(
+        M_1=10,
+        data_dir='/tmp/binary-c/output',
+        ensemble_filter_SUPERNOVAE=1,
+    )
 
-## return arglines:
-# test_pop.set(M_1=10, M_2=500)
-# print(test_pop.return_argline())
-# test_pop.return_argline()
+    assert test_pop.bse_options['M_1'] == 10, 'BSE options not correctly set'
+    assert test_pop.grid_options['verbosity'] == 1, 'Grid options not correctly set'
+    assert test_pop.custom_options['data_dir'] == '/tmp/binary-c/output', 'Custom options not correctly set'
+    assert test_pop.bse_options['ensemble_filter_SUPERNOVAE'] == 1, "Parameters are not getting caught correctly (The wildcards of parameters with %d in their name)"
 
-## return version info
-# version_info = test_pop.return_binary_c_version_info()
-# print(version_info)
+def test_set_argline_output_population():
+    """
+    Unit test for setting values in the population object
+    """
 
+    test_pop = Population()
 
-## Use custom arg file
-# test_pop.evolve_population(custom_arg_file='/home/david/projects/binary_c_root/binary_c-python/tests/population/custom_arg_file.txt')
+    test_pop.set(
+        M_1=10,
+        M_2 = 14.0,  # Msun
+        separation = 0,  # 0 = ignored, use period
+        orbital_period = 4530.0,  # days
+        eccentricity = 0.0,
+        metallicity = 0.02,
+        max_evolution_time = 15000,
+        verbosity=1,
+    )
 
-## Custom logging:
-# test_pop.set(C_auto_logging={'MY_HEADER_LINE': ['star[0].mass', 'star[1].mass', 'model.probability']})
-# test_pop.set(C_logging_code='Printf("MY_STELLAR_DATA time=%g mass=%g radius=%g\\n", stardata->model.time, stardata->star[0].mass, stardata->star[0].radius);')
-# test_pop.evolve_population()
+    argline = test_pop.return_argline()
+    assert argline == "binary_c M_1 10 M_2 14.0 eccentricity 0.0 max_evolution_time 15000 metallicity 0.02 orbital_period 4530.0 separation 0", "Argline not constructed correctly. Check if values are set properly."
 
+def test_version_info_dict_population():
+    """
+    Unit test for setting values in the population object
 
-## Custom logging with bigger print statement:
-# test_pop.set(M_1=100, M_2=1, metallicity=0.0002, orbital_period=500000000)
-# test_pop.set(
-#     C_logging_code="""
-#     if(stardata->star[0].stellar_type>=MS)
-#     {
-#         if (stardata->model.time < stardata->model.max_evolution_time)
-#         {
-#             Printf("DAVID_SCO %30.12e %g %g %g %g %d %d\\n",
-#                 //
-#                 stardata->model.time, // 1
-
-#                 stardata->star[0].mass, //2
-#                 stardata->previous_stardata->star[0].mass, //3
-
-#                 stardata->star[0].radius, //4
-#                 stardata->previous_stardata->star[0].radius, //5
-
-#                 stardata->star[0].stellar_type, //6
-#                 stardata->previous_stardata->star[0].stellar_type //7
-#           );
-#         };
-#         /* Kill the simulation to save time */
-#         // stardata->model.max_evolution_time = stardata->model.time - stardata->model.dtm;
-#     };
-# """
-# )
-# test_pop.evolve_population()
+    TODO: Add status to output of the version_info, with -1 if there are unmatched items
+    """
 
+    test_pop = Population()
 
-## Help all
-# print(get_help_all(return_dict=True))
+    # return version info
+    version_info = test_pop.return_binary_c_version_info(parsed=True)
+    version_info_keys = version_info.keys()
 
-# get_help_all()
-# print(get_help('M_1', print_help=False, return_dict=True))
+    assert "L_SUN" in version_info_keys, "Missing item in version info"
+    assert "ADAPTIVE_RLOF_LOG" in version_info_keys, "Missing item in version info"
+    assert "GSL_VERSION" in version_info_keys, "Missing item in version info"
+    assert "git_revision" in version_info_keys, "Missing item in version info"
 
+def test_settings_output_population():
+    """
+    Unit test for outputting the settings of the population dict object
+    """
+
+    test_pop = Population()
+
+    # return version info
+    population_settings = test_pop.return_population_settings()
+    population_settings_keys = population_settings.keys()
 
-## return all info:
-# print(json.dumps(test_pop.return_all_info(), indent=4))
-# test_pop.export_all_info(outfile=os.path.join(os.getcwd(), "test_output.txt"))
+    assert 'bse_options' in population_settings_keys, "Missing information in the population_settings dict"
+    assert 'grid_options' in population_settings_keys, "Missing information in the population_settings dict"
+    assert 'custom_options' in population_settings_keys, "Missing information in the population_settings dict"
 
-################# Parse function
-## Testing some stuff out with giving a parse_function.
-# test_pop.set(
-#     C_logging_code="""
-#     if(stardata->star[0].stellar_type>=NS)
-#     {
-#         if (stardata->model.time < stardata->model.max_evolution_time)
-#         {
-#             Printf("DAVID_SCO %30.12e %g %g %g %g %d %d\\n",
-#                 //
-#                 stardata->model.time, // 1
+def test_all_info_population():
+    """
+    Unit test for outputting all information of the population object
+    """
 
-#                 stardata->star[0].mass, //2
-#                 stardata->previous_stardata->star[0].mass, //3
+    test_pop = Population()
+
+    # return all info:
+    all_info_dict = test_pop.return_all_info()
+    all_info_keys = all_info_dict.keys()
 
-#                 stardata->star[0].radius, //4
-#                 stardata->previous_stardata->star[0].radius, //5
+    assert 'population_settings' in all_info_keys, "Missing information in the all_info settings dict"
+    assert 'binary_c_defaults' in all_info_keys, "Missing information in the all_info settings dict"
+    assert 'binary_c_version_info' in all_info_keys, "Missing information in the all_info settings dict"
+    assert 'binary_c_help_all' in all_info_keys, "Missing information in the all_info settings dict"
+
+def test_evolve_single_system_population():
+    """
+    Unit test for the evolve_single_system function of the population object
+    """
+
+    test_pop = Population()
+
+    test_pop.set(
+        M_1=10,
+        M_2 = 14.0,  # Msun
+        separation = 0,  # 0 = ignored, use period
+        orbital_period = 4530.0,  # days
+        eccentricity = 0.0,
+        metallicity = 0.02,
+        max_evolution_time = 15000,
+        verbosity=0,
+    )
+
+    output = test_pop.evolve_single()
+
+    assert "SINGLE_STAR_LIFETIME" in output, "Failed to evolve a system"
+
+# def test_custom_logging_memory_adress():
+
+def test_C_auto_logging_population():
+    """
+    Unit test for the creating a custom logging output by setting the 
+    C_auto_logging value with a list containing a headerline as key and a list of parameters as value
+    """
+
+    test_pop = Population()
+
+    test_pop.set(
+        M_1 = 14,
+        M_2 = 10.0,  # Msun
+        separation = 0,  # 0 = ignored, use period
+        orbital_period = 4530.0,  # days
+        eccentricity = 0.0,
+        metallicity = 0.02,
+        max_evolution_time = 15000,
+        verbosity=0,
+    )
+
+
+    test_pop.set(C_auto_logging={'MY_HEADER_LINE': ['star[0].mass', 'star[1].mass', 'model.probability']})
+
+    output = test_pop.evolve_single()
 
-#                 stardata->star[0].stellar_type, //6
-#                 stardata->previous_stardata->star[0].stellar_type //7
-#           );
-#         };
-#         /* Kill the simulation to save time */
-#         stardata->model.max_evolution_time = stardata->model.time - stardata->model.dtm;
-#     };
-# """
-# )
+    print(output.splitlines()[0].split())
+
+    first_line = output.splitlines()[0].split()
+
+    assert first_line[0] == "MY_HEADER_LINE" , "Failed to set the custom logging correctly"
+    assert first_line[1] == "14" , "Failed to set the custom logging correctly. First mass should be 14"
+    assert first_line[2] == "10" , "Failed to set the custom logging correctly. Second mass should be 10"
+    assert first_line[3] == "1" , "Failed to set the custom logging correctly. Probability should be 1"
+
+def test_C_logging_code_population():
+    """
+    Unit test for the creating a custom logging output by setting the 
+    C_logging_code which contains the exact print statement (including possible logic).
+    This will be evaluated and put into binary_c
+    """
+
+    test_pop = Population()
+
+    test_pop.set(
+        M_1 = 14,
+        M_2 = 10.0,  # Msun
+        separation = 10000,  # 0 = ignored, use period
+        # orbital_period = 4530.0,  # days
+        eccentricity = 0.0,
+        metallicity = 0.02,
+        max_evolution_time = 15000,
+        verbosity=0,
+    )
+
+    test_pop.set(C_logging_code='Printf("MY_STELLAR_DATA mass=%g separation=%g probability=%g\\n", stardata->star[0].mass, stardata->common.orbit.separation, stardata->model.probability);')
+
+    output = test_pop.evolve_single()
+    first_line = output.splitlines()[0].split()
+
+    assert first_line[0] == "MY_STELLAR_DATA" , "Failed to set the custom logging correctly. Headerline should be MY_STELLAR_DATA"
+    assert first_line[1] == "mass=14" , "Failed to set the custom logging correctly. First mass should be 14"
+    assert first_line[2] == "separation=10000" , "Failed to set the custom logging correctly. Separation should be 10000"
+    assert first_line[3] == "probability=1" , "Failed to set the custom logging correctly. Probability should be 1"
+
+def parse_function(self, output):
+    """
+    Dummy parse function for handling the output of a system
+    """
+
+    parameters = ['mass_1', 'separation', 'probability']
+    separator='\t'
+
+    outfilename = os.path.join(self.grid_options['tmp_dir'], 'output_parse_function_test.txt')
+    if os.path.isfile(outfilename):
+        os.remove(outfilename)
+
+    for el in output_lines(output):
+        headerline = el.split()[0]
+
+        if (headerline=='MY_STELLAR_DATA'):
+            values = el.split()[1:]
+            if not os.path.exists(outfilename):
+                with open(outfilename, 'w') as f:
+                    f.write(separator.join(parameters)+'\n')
+
+            with open(outfilename, 'a') as f:
+                f.write(separator.join(values)+'\n')
+
+def test_parse_function_population():
+    """
+    Unit test to test the ise of a parsing function for the output
+    """
+
+    test_pop = Population()
+
+    test_pop.set(
+        M_1=10,
+        M_2 = 14.0,  # Msun
+        separation = 0,  # 0 = ignored, use period
+        orbital_period = 4530.0,  # days
+        eccentricity = 0.0,
+        metallicity = 0.02,
+        max_evolution_time = 15000,
+        verbosity=0,
+    )
+
+    test_pop.set(
+        C_logging_code='Printf("MY_STELLAR_DATA mass=%g separation=%g probability=%g\\n", stardata->star[0].mass, stardata->common.orbit.separation, stardata->model.probability);'
+    )
+
+    test_pop.set(
+        parse_function=parse_function
+    )
+
+    # Run with parse function
+    test_pop.evolve_single(parse_function)
+
+    outfilename = os.path.join(test_pop.grid_options['tmp_dir'], 'output_parse_function_test.txt')
+    assert os.path.isfile(outfilename), "Output file not created!"
+
+    with open(outfilename, 'r') as outfile:
+        output = outfile.readlines()
+    first_line_split = output[0].strip().split("\t")
+
+    assert first_line_split[0] == 'mass_1', "Output header not created correctly"
+    assert first_line_split[1] == 'separation', "Output header not created correctly"
+    assert first_line_split[2] == 'probability', "Output header not created correctly"
+    assert len(output) > 1, "File doesn't seem to contain any real data"
+
+if __name__ == "__main__":
+    # test_setup_population()
+    # test_set_value_population()
+    # test_set_argline_output_population()
+    # test_version_info_dict_population()
+    # test_settings_output_population()
+    # test_all_info_population()
+    # test_evolve_single_system_population()
+    # test_C_auto_logging_population()
+    # test_C_logging_code_population()
+    # test_parse_function_population()
+    print('yo')
+
+quit()
 
-# def output_lines(output):
-#     """
-#     Function that outputs the lines that were recieved from the binary_c run.
-#     """
-#     return output.splitlines()
-
-# def parse_function(self, output):
-#     # extract info from the population instance
-#     # TODO: think about whether this is smart. Passing around this object might be an overkill
-
-#     # Get some information from the
-#     data_dir = self.custom_options['data_dir']
-#     base_filename = self.custom_options['base_filename']
-#     outfilename = os.path.join(data_dir, base_filename)
-
-#     # TODO: make population settings available in this function
-#     for el in output_lines(output):
-#         headerline = el.split()[0]
-
-#         if (headerline=='DAVID_SCO'):
-#             parameters = ['time', 'mass_1', 'prev_mass_1', 'radius_1', 'prev_radius_1', 'stellar_type_1', 'prev_stellar_type_1']
-#             values = el.split()[1:]
-#             seperator='\t'
-
-#             if not os.path.exists(outfilename):
-#                 with open(outfilename, 'w') as f:
-#                     f.write(seperator.join(parameters)+'\n')
-
-#             with open(outfilename, 'a') as f:
-#                 f.write(seperator.join(values)+'\n')
-
-
-# #test_pop.evolve_single(parse_function)
-# test_pop.set(M_1=90, data_dir=os.path.join(os.environ['BINARYC_DATA_ROOT'], 'testing_python'), base_filename='test_pop.dat')
-# test_pop.evolve_single(parse_function)
-# test_pop.set(M_1=80)
-# test_pop.evolve_single(parse_function)
-# test_pop.set(M_1=70)
-# test_pop.evolve_single(parse_function)
-# test_pop.set(M_1=60)
-# test_pop.evolve_single(parse_function)
-
-##################
-## CHeck size of commands:
-## Using pickle to dump it.
-## https://stackoverflow.com/questions/563840/how-can-i-check-the-memory-usage-of-objects-in-ipython/565382#565382
-
-# def generate_commands_return_size(amt_systems):
-#     print("Doing {} systems".format(amt_systems))
-#     start_generate_time = time.time()
-#     commands = [test_pop.return_argline() for el in range(amt_systems)]
-#     stop_generate_time = time.time()
-
-#     size = sys.getsizeof(pickle.dumps(commands))
-#     size_in_mb = size/(1024*1024)
-#     return size_in_mb
-
-# amounts = [1, 10, 100, 1000, 10000, 100000, 1000000, 10000000]
-# sizes = []
-# for amount in amounts:
-#     sizes.append(generate_commands_return_size(amount))
-
-
-# plt.title('size scaling for binary_c commands with:\n`{}`'.format(test_pop.return_argline()))
-# plt.plot(amounts, sizes, 'bo', label='MB for ')
-# plt.legend()
-# plt.xlabel("Amount of systems")
-# plt.ylabel("Size in MB")
-# plt.xscale('log')
-# plt.yscale('log')
-# plt.savefig('sizes_for_commands.png')
-# plt.show()
-
-# def ding(val):
-#     return val
-# test_pop.set(extra_prob_function=ding)
-
-
-### Cleaning up custom logging code
-
-# test_pop.set(C_logging_code='Printf("MY_STELLAR_DATA time=%g mass=%g radius=%g\\n", stardata->model.time, stardata->star[0].mass, stardata->star[0].radius);')
-# print(test_pop.evolve_single())
-# quit()
+# print(len(test_pop.return_binary_c_defaults()))
+# print('\n\n')
+# print(len(test_pop.cleanup_defaults()))
+
+## Use custom arg file
+# test_pop.evolve_population(custom_arg_file='/home/david/projects/binary_c_root/binary_c-python/tests/population/custom_arg_file.txt')
 
 
 ### Grid generating testing
diff --git a/tests/population/surreypc_errorlog.txt b/tests/population/surreypc_errorlog.txt
deleted file mode 100644
index 399653eacf83b1f17618043935584d0dfd7612d1..0000000000000000000000000000000000000000
--- a/tests/population/surreypc_errorlog.txt
+++ /dev/null
@@ -1,81 +0,0 @@
-adding: C_logging_code=
-if(stardata->star[0].SN_type != SN_NONE)    
-{
-    if (stardata->model.time < stardata->model.max_evolution_time)
-    {
-        Printf("DAVID_SN %30.12e %g %g %g %d\n",
-            // 
-            stardata->model.time, // 1
-            stardata->star[0].mass, //2
-            stardata->previous_stardata->star[0].mass, //3
-            stardata->star[0].pms_mass, //4
-            stardata->star[0].SN_type //5
-      );
-    };
-    /* Kill the simulation to save time */
-    stardata->model.max_evolution_time = stardata->model.time - stardata->model.dtm;
-};
- to grid_options
-adding: separation=1000000000 to BSE_options
-adding: orbital_period=400000000 to BSE_options
-adding: metallicity=0.002 to BSE_options
-!! Key doesnt match previously known parameter: adding: data_dir=/vol/ph/astro_code/dhendriks/binaryc/results/testing_python/multiprocessing2/surreypc to custom_options
-/usr/bin/ld: /tmp/ccca3KKm.o: relocation R_X86_64_32 against `.rodata.str1.1' can not be used when making a shared object; recompile with -fPIC
-/tmp/ccca3KKm.o: error adding symbols: Bad value
-collect2: error: ld returned 1 exit status
-Traceback (most recent call last):
-  File "multiprocessing_via_population_comparison.py", line 106, in <module>
-    res = test_pop.evolve_population_comparison(parse_function, amt=int(amt_systems), nodes=int(amt_nodes))
-  File "/vol/ph/astro_code/dhendriks/binaryc/binary_c-python/binarycpython/utils/grid.py", line 456, in evolve_population_comparison
-    self.set_custom_logging()
-  File "/vol/ph/astro_code/dhendriks/binaryc/binary_c-python/binarycpython/utils/grid.py", line 364, in set_custom_logging
-    ] = create_and_load_logging_function(custom_logging_code)
-  File "/vol/ph/astro_code/dhendriks/binaryc/binary_c-python/binarycpython/utils/custom_logging_functions.py", line 302, in create_and_load_logging_function
-    outfile_name=library_name,
-  File "/vol/ph/astro_code/dhendriks/binaryc/binary_c-python/binarycpython/utils/custom_logging_functions.py", line 262, in compile_shared_lib
-    res = subprocess.check_output("{command}".format(command=command), shell=True)
-  File "/user/HS128/dh00601/.pyenv/versions/3.6.4/lib/python3.6/subprocess.py", line 336, in check_output
-    **kwargs).stdout
-  File "/user/HS128/dh00601/.pyenv/versions/3.6.4/lib/python3.6/subprocess.py", line 418, in run
-    output=stdout, stderr=stderr)
-subprocess.CalledProcessError: Command 'gcc -DALIGNSIZE=8 -std=gnu99 -march=native -mtune=native -ffast-math -fno-associative-math -fno-finite-math-only -fsignaling-nans -fomit-frame-pointer -DCPUFREQ=3600 -DOPERATING_SYSTEM=linux -DLINUX -DPOSIX -DLARGEFILE_SOURCE -D_FILE_OFFSET_BITS=64 -DFPU_CONTROL -DGIT_REVISION=4797:20200127:369f3df -DGIT_URL=gitlab@gitlab.eps.surrey.ac.uk:ri0005/binary_c.git -D__HAVE_LIBC__ -D__HAVE_LIBGSL__ -I/user/HS128/dh00601/.local/include -DUSE_GSL -D__HAVE_LIBGSLCBLAS__ -D__HAVE_LIBBACKTRACE__ -D__HAVE_LIBBSD__ -D__HAVE_LIBM__ -D__HAVE_IEEE754_H__ -D__HAVE_DRAND48__ -D__HAVE_HSEARCH_DATA__ -D__HAVE_MALLOC_H__ -D__HAVE_SETITIMER__ -D__HAVE_PKG_CONFIG__ -D__HAVE_VALGRIND__ -D__SHOW_STARDATA__ -D__DIFF_STARDATA__ -O3 -shared -D_SEARCH_H -L/vol/ph/astro_code/dhendriks/binaryc/binary_c/src -L/user/HS128/dh00601/.local/lib -L/vol/ph/astro_code/dhendriks/binaryc/binary_c/src -lbinary_c -lc -lgsl -lgsl -lgslcblas -lm -lgslcblas -lbacktrace -lbsd -lm -o /tmp/binary_c_python/libcustom_logging_db727f25d8e14d4fbeaed42a32f23764.so /tmp/binary_c_python/custom_logging.c -I/vol/ph/astro_code/dhendriks/binaryc/binary_c -I/vol/ph/astro_code/dhendriks/binaryc/binary_c/src -I/usr/include -I/usr/local/include -I/vol/ph/astro_code/dhendriks/binaryc/binary_c/src' returned non-zero exit status 1.
-
-
-
-### 
-https://github.com/pybind/pybind11/issues/1234 might be useful
-
-
-(binaryc_py3.6.4) ➜  population git:(population) ✗ machine_overview 
-System:    Host: phws71 Kernel: 4.4.0-171-generic x86_64 (64 bit gcc: 5.4.0) Desktop: Xfce 4.12.3 (Gtk 2.24.28)
-           Distro: Ubuntu 16.04 xenial
-Machine:   System: Dell product: OptiPlex 7050
-           Mobo: Dell model: 0XHGV1 v: A01 Bios: Dell v: 1.8.3 date: 03/23/2018
-CPU:       Quad core Intel Core i5-6500 (-MCP-) cache: 6144 KB
-           flags: (lm nx sse sse2 sse3 sse4_1 sse4_2 ssse3 vmx) bmips: 25536
-           clock speeds: max: 3600 MHz 1: 864 MHz 2: 881 MHz 3: 863 MHz 4: 849 MHz
-Graphics:  Card: Intel HD Graphics 530 bus-ID: 00:02.0
-           Display Server: X.Org 1.18.4 drivers: intel (unloaded: fbdev,vesa)
-           Resolution: 1920x1080@60.00hz, 1920x1080@60.00hz
-           GLX Renderer: Mesa DRI Intel HD Graphics 530 (Skylake GT2)
-           GLX Version: 3.0 Mesa 18.0.5 Direct Rendering: Yes
-Audio:     Card Intel 200 Series PCH HD Audio driver: snd_hda_intel bus-ID: 00:1f.3
-           Sound: Advanced Linux Sound Architecture v: k4.4.0-171-generic
-Network:   Card: Intel Ethernet Connection (5) I219-LM driver: e1000e v: 3.2.6-k bus-ID: 00:1f.6
-           IF: enp0s31f6 state: up speed: 1000 Mbps duplex: full mac: 8c:ec:4b:7b:54:21
-Drives:    HDD Total Size: 512.1GB (25.5% used) ID-1: /dev/sda model: ADATA_SSD_DM900 size: 512.1GB
-Partition: ID-1: / size: 184G used: 55G (32%) fs: ext4 dev: /dev/dm-0
-           ID-2: /tmp size: 9.1G used: 38M (1%) fs: ext4 dev: /dev/dm-2
-           ID-3: swap-1 size: 8.19GB used: 0.24GB (3%) fs: swap dev: /dev/dm-1
-RAID:      No RAID devices: /proc/mdstat, md_mod kernel module present
-Sensors:   System Temperatures: cpu: 29.8C mobo: 27.8C
-           Fan Speeds (in rpm): cpu: N/A
-Info:      Processes: 308 Uptime: 10 days Memory: 6456.8/15911.6MB Init: systemd runlevel: 5 Gcc sys: 5.4.0
-           Client: Shell (zsh 5.6.2) inxi: 2.2.35 
-
-(binaryc_py3.6.4) ➜  population git:(population) ✗ gcc --version
-gcc (Ubuntu 5.4.0-6ubuntu1~16.04.12) 5.4.0 20160609
-Copyright (C) 2015 Free Software Foundation, Inc.
-This is free software; see the source for copying conditions.  There is NO
-warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
-
diff --git a/tests/population/profiling/profile_run.txt b/tests/profiling/profile_run.txt
similarity index 100%
rename from tests/population/profiling/profile_run.txt
rename to tests/profiling/profile_run.txt
diff --git a/tests/population/profiling/profile_test.txt b/tests/profiling/profile_test.txt
similarity index 100%
rename from tests/population/profiling/profile_test.txt
rename to tests/profiling/profile_test.txt
diff --git a/tests/population/profiling/readout_profile.py b/tests/profiling/readout_profile.py
similarity index 100%
rename from tests/population/profiling/readout_profile.py
rename to tests/profiling/readout_profile.py
diff --git a/tests/population/scaling/argparse_setup.py b/tests/scaling/argparse_setup.py
similarity index 100%
rename from tests/population/scaling/argparse_setup.py
rename to tests/scaling/argparse_setup.py
diff --git a/tests/population/scaling/plot_scaling.py b/tests/scaling/plot_scaling.py
similarity index 100%
rename from tests/population/scaling/plot_scaling.py
rename to tests/scaling/plot_scaling.py
diff --git a/tests/population/scaling/scaling_functions.py b/tests/scaling/scaling_functions.py
similarity index 100%
rename from tests/population/scaling/scaling_functions.py
rename to tests/scaling/scaling_functions.py
diff --git a/tests/scaling/scaling_plots/speedup_scaling_Astro1.eps b/tests/scaling/scaling_plots/speedup_scaling_Astro1.eps
new file mode 100644
index 0000000000000000000000000000000000000000..db04cdb492269bb70a5f374dd791b1b24f254d19
--- /dev/null
+++ b/tests/scaling/scaling_plots/speedup_scaling_Astro1.eps
@@ -0,0 +1,2382 @@
+%!PS-Adobe-3.0 EPSF-3.0
+%%Title: scaling_plots/speedup_scaling_Astro1.eps
+%%Creator: matplotlib version 3.1.2, http://matplotlib.org/
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--- /dev/null
+++ b/tests/scaling/scaling_results/david-Lenovo-IdeaPad-S340-14IWL_100_systems.json
@@ -0,0 +1 @@
+{"amt_systems": 100, "linear": [19.72011685371399, 19.587830066680908, 19.708610773086548, 19.45118284225464, 20.126941442489624], "mp": {"1": [18.83211064338684, 17.930497884750366, 17.592474222183228, 19.59392213821411, 17.999958276748657], "2": [9.893681287765503, 9.778665542602539, 9.639752388000488, 9.601866722106934, 9.518643379211426], "3": [8.624024391174316, 8.044230937957764, 7.8276495933532715, 8.299225568771362, 8.205702066421509], "4": [8.024757623672485, 8.07252287864685, 7.411813259124756, 7.60955548286438, 7.499555349349976]}}
\ No newline at end of file
diff --git a/tests/scaling/scaling_results/david-Lenovo-IdeaPad-S340-14IWL_200_systems.json b/tests/scaling/scaling_results/david-Lenovo-IdeaPad-S340-14IWL_200_systems.json
new file mode 100644
index 0000000000000000000000000000000000000000..2ec5e535e94d686ad897976e5ffcf8cd1b229c69
--- /dev/null
+++ b/tests/scaling/scaling_results/david-Lenovo-IdeaPad-S340-14IWL_200_systems.json
@@ -0,0 +1,24 @@
+{
+    "amt_systems": 200,
+    "hostname": "david-Lenovo-IdeaPad-S340-14IWL",
+    "amt_logical_cores": 4,
+    "amt_of_physical_cores": 2,
+    "testcase": "linear vs MP batched",
+    "linear": [
+        16.011094570159912
+    ],
+    "mp": {
+        "1": [
+            14.876800060272217
+        ],
+        "2": [
+            8.265092372894287
+        ],
+        "3": [
+            9.207342624664307
+        ],
+        "4": [
+            8.85547423362732
+        ]
+    }
+}
\ No newline at end of file
diff --git a/tests/scaling/scaling_results/david-Lenovo-IdeaPad-S340-14IWL_2500_systems.json b/tests/scaling/scaling_results/david-Lenovo-IdeaPad-S340-14IWL_2500_systems.json
new file mode 100644
index 0000000000000000000000000000000000000000..3c1be948716bfe135295f9d641f3e84382ab7747
--- /dev/null
+++ b/tests/scaling/scaling_results/david-Lenovo-IdeaPad-S340-14IWL_2500_systems.json
@@ -0,0 +1 @@
+{"amt_systems": 2500, "linear": [535.2446541786194, 531.679586648941, 503.9523551464081, 516.4467158317566, 419.0196635723114], "mp": {"1": [324.1483242511749, 324.7180655002594, 308.04840874671936, 320.5808265209198, 269.06056094169617], "2": [198.5036120414734, 200.80192279815674, 200.7008581161499, 201.11187481880188, 195.4440987110138], "3": [177.40493178367615, 185.3030173778534, 185.9845471382141, 167.43135380744934, 176.51506352424622], "4": [168.93674492835999, 170.39990496635437, 170.85545444488525, 166.5380687713623, 154.52895426750183]}}
\ No newline at end of file
diff --git a/tests/scaling/scaling_results/speedup_scaling_Example.pdf b/tests/scaling/scaling_results/speedup_scaling_Example.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..a7cd4fe2086a19953427c09d82dd38a5bb63aac5
Binary files /dev/null and b/tests/scaling/scaling_results/speedup_scaling_Example.pdf differ
diff --git a/tests/scaling/scaling_results/speedup_scaling_Example.png b/tests/scaling/scaling_results/speedup_scaling_Example.png
new file mode 100644
index 0000000000000000000000000000000000000000..20859bdc4cf27d5fa19c60c82513460cf9e828f1
Binary files /dev/null and b/tests/scaling/scaling_results/speedup_scaling_Example.png differ
diff --git a/tests/population/scaling/scaling_script.py b/tests/scaling/scaling_script.py
similarity index 100%
rename from tests/population/scaling/scaling_script.py
rename to tests/scaling/scaling_script.py