From adffe5e47e1034f1a92a8b7d396bccd04d6e1195 Mon Sep 17 00:00:00 2001
From: David Hendriks <davidhendriks93@gmail.com>
Date: Wed, 25 Aug 2021 18:06:05 +0100
Subject: [PATCH] updated docs

---
 .../doctrees/binary_c_parameters.doctree      | Bin 916548 -> 936233 bytes
 docs/build/doctrees/environment.pickle        | Bin 536177 -> 537897 bytes
 docs/build/doctrees/functions.doctree         | Bin 209313 -> 212148 bytes
 docs/build/doctrees/grid.doctree              | Bin 107231 -> 104489 bytes
 docs/build/doctrees/index.doctree             | Bin 30144 -> 30148 bytes
 .../notebook_individual_systems.ipynb         | 121 +++++----
 .../nbsphinx/notebook_population.ipynb        |  17 +-
 .../notebook_individual_systems.doctree       | Bin 54049 -> 57802 bytes
 .../doctrees/notebook_population.doctree      | Bin 154820 -> 154083 bytes
 docs/build/doctrees/readme_link.doctree       | Bin 26888 -> 26892 bytes
 docs/build/doctrees/spacing_functions.doctree | Bin 12398 -> 12404 bytes
 .../utils/custom_logging_functions.html       |   4 +-
 .../utils/distribution_functions.html         |   4 +-
 .../binarycpython/utils/functions.html        | 253 ++++++++++--------
 .../_modules/binarycpython/utils/grid.html    | 118 ++++----
 .../utils/grid_options_defaults.html          |   4 +-
 .../binarycpython/utils/plot_functions.html   |   4 +-
 .../utils/run_system_wrapper.html             |  15 +-
 .../utils/spacing_functions.html              |   8 +-
 .../binarycpython/utils/useful_funcs.html     |   4 +-
 docs/build/html/_modules/index.html           |   4 +-
 .../html/_sources/binary_c_parameters.rst.txt |  67 ++++-
 .../notebook_individual_systems.ipynb.txt     | 121 +++++----
 .../_sources/notebook_population.ipynb.txt    |  17 +-
 docs/build/html/binary_c_parameters.html      |  82 +++++-
 docs/build/html/custom_logging_functions.html |   4 +-
 docs/build/html/distribution_functions.html   |   4 +-
 docs/build/html/example_notebooks.html        |   4 +-
 docs/build/html/functions.html                |  16 +-
 docs/build/html/genindex.html                 |   6 +-
 docs/build/html/grid.html                     |  18 +-
 docs/build/html/grid_options_defaults.html    |   4 +-
 .../build/html/grid_options_descriptions.html |   4 +-
 docs/build/html/hpc_functions.html            |   4 +-
 docs/build/html/index.html                    |   6 +-
 docs/build/html/modules.html                  |   4 +-
 .../html/notebook_api_functionality.html      |   4 +-
 docs/build/html/notebook_custom_logging.html  |   4 +-
 docs/build/html/notebook_extra_features.html  |   4 +-
 .../html/notebook_individual_systems.html     | 124 +++++----
 .../html/notebook_individual_systems.ipynb    | 121 +++++----
 docs/build/html/notebook_population.html      |  12 +-
 docs/build/html/notebook_population.ipynb     |  17 +-
 docs/build/html/objects.inv                   | Bin 5490 -> 5490 bytes
 docs/build/html/plot_functions.html           |   4 +-
 docs/build/html/py-modindex.html              |   4 +-
 docs/build/html/readme_link.html              |   6 +-
 docs/build/html/run_system_wrapper.html       |   4 +-
 docs/build/html/search.html                   |   4 +-
 docs/build/html/searchindex.js                |   2 +-
 docs/build/html/spacing_functions.html        |   6 +-
 docs/build/html/stellar_types.html            |   4 +-
 docs/build/html/useful_funcs.html             |   4 +-
 docs/source/_templates/footer.html            |   4 +-
 docs/source/binary_c_parameters.rst           |  67 ++++-
 docs/source/notebook_individual_systems.ipynb | 121 +++++----
 docs/source/notebook_population.ipynb         |  17 +-
 57 files changed, 885 insertions(+), 565 deletions(-)

diff --git a/docs/build/doctrees/binary_c_parameters.doctree b/docs/build/doctrees/binary_c_parameters.doctree
index c459014308936f8bff24b47e72c5c4d983c4405d..f6338cfabfc2f18737da714694c03fafe5132542 100644
GIT binary patch
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diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
index 8aa716a6daf4ce81ff15762358ef66b377771a6d..e0ed39a409e8733fee869823a5a3c54d0b789365 100644
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diff --git a/docs/build/doctrees/functions.doctree b/docs/build/doctrees/functions.doctree
index 4fa1fa8595d451316bf9fb81bb73e75e959634b9..404ea6de34f4477f068902d88dfe218f3316327e 100644
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diff --git a/docs/build/doctrees/grid.doctree b/docs/build/doctrees/grid.doctree
index 6954097710a726daade6683f7c30f32b46b5f6eb..36082ca3d96c82d3c7cd14d66b743fc2703a1cc2 100644
GIT binary patch
delta 5892
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YLzAuE7oqFaiuJSfb5RSeZ-x=@Kid!lod5s;

delta 6890
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Ce}}dJ

diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
index c0b1adc8cd9411e63986831be12d8da490a424fc..d7befe589c22002c2d96c3f547c3035fdae1fab4 100644
GIT binary patch
delta 51
zcmX@`n(@eMMwSMasXI5a_;52uPY&c(WVX~ZoP3qrf+K@Hc1ng|4_t8bRqofB0MNG)
AO8@`>

delta 44
ucmX@|n(@GEMwSMasarR)_;52uP7dT&WHgz4liOnQT5fh2fAdZ5*O>rnS`TFa

diff --git a/docs/build/doctrees/nbsphinx/notebook_individual_systems.ipynb b/docs/build/doctrees/nbsphinx/notebook_individual_systems.ipynb
index 19c2d29fb..21d49016f 100644
--- a/docs/build/doctrees/nbsphinx/notebook_individual_systems.ipynb
+++ b/docs/build/doctrees/nbsphinx/notebook_individual_systems.ipynb
@@ -28,6 +28,18 @@
   {
    "cell_type": "code",
    "execution_count": 1,
+   "id": "e32dcdee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "from binarycpython.utils.functions import temp_dir\n",
+    "TMP_DIR = temp_dir(\"notebooks\", \"notebook_individual_systems\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
    "id": "425efed3-d8e3-432d-829e-41d8ebe05162",
    "metadata": {},
    "outputs": [],
@@ -38,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "id": "b2abab48-433d-4936-8434-14804c52c9f6",
    "metadata": {},
    "outputs": [
@@ -46,7 +58,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "SINGLE_STAR_LIFETIME 1 12462\n",
+      "SINGLE_STAR_LIFETIME 1 12461.9\n",
       "\n"
      ]
     }
@@ -66,7 +78,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "029fc3f2-f09a-49af-a32b-248505738f2e",
    "metadata": {},
    "outputs": [
@@ -74,24 +86,25 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "      TIME      M1       M2   K1  K2           SEP   ECC  R1/ROL1 R2/ROL2  TYPE RANDOM_SEED=67365 RANDOM_COUNT=0\n",
-      "     0.0000    1.000    0.000  1  15            -1 -1.00   0.000   0.000  \"INITIAL \"\n",
-      " 11003.1302    1.000    0.000  2  15            -1 -1.00   0.000   0.000  \"OFF_MS\"\n",
-      " 11003.1302    1.000    0.000  2  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 11582.2424    1.000    0.000  3  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12325.1085    0.817    0.000  4  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12457.1300    0.783    0.000  5  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12460.8955    0.774    0.000  6  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12460.8955    0.774    0.000  6  15            -1 -1.00   0.000   0.000  \"shrinkAGB\"\n",
-      " 12461.9514    0.523    0.000 11  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 15000.0000    0.523    0.000 11  15            -1 -1.00   0.000   0.000  \"MAX_TIME\"\n",
+      "      TIME      M1       M2   K1  K2           SEP      PER    ECC  R1/ROL1 R2/ROL2  TYPE RANDOM_SEED=17089 RANDOM_COUNT=0\n",
+      "     0.0000    1.000    0.000  1  15            -1       -1  -1.00   0.000   0.000  \"INITIAL \"\n",
+      " 11003.1302    1.000    0.000  2  15            -1       -1  -1.00   0.000   0.000  \"OFF_MS\"\n",
+      " 11003.1302    1.000    0.000  2  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 11582.2424    1.000    0.000  3  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12325.1085    0.817    0.000  4  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12457.1301    0.783    0.000  5  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12460.9983    0.716    0.000  6  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12460.9983    0.716    0.000  6  15            -1       -1  -1.00   0.000   0.000  \"shrinkAGB\"\n",
+      " 12461.9458    0.518    0.000 11  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 15000.0000    0.518    0.000 11  15            -1       -1  -1.00   0.000   0.000  \"MAX_TIME\"\n",
       "\n"
      ]
     }
    ],
    "source": [
-    "output = run_system(M_1=1, log_filename='/tmp/test_logfile.txt')\n",
-    "with open('/tmp/test_logfile.txt', 'r') as f:\n",
+    "log_filename = os.path.join(TMP_DIR, 'test_logfile.txt')\n",
+    "output = run_system(M_1=1, log_filename=log_filename, api_log_filename_prefix=TMP_DIR)\n",
+    "with open(log_filename, 'r') as f:\n",
     "    print(f.read())"
    ]
   },
@@ -105,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "e6a23b55-ca42-440d-83ac-e76a24a83a67",
    "metadata": {
     "tags": []
@@ -115,7 +128,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1', 'EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1', 'EXAMPLE_MASSLOSS             1.000000000000e-06 1 1 1', 'EXAMPLE_MASSLOSS             2.000000000000e-06 1 1 1']\n"
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1\n",
+      "EXAMPLE_MASSLOSS             1.000000000000e-06 1 1 1\n",
+      "EXAMPLE_MASSLOSS             2.000000000000e-06 1 1 1\n"
      ]
     }
    ],
@@ -137,8 +153,8 @@
     "# Generate entire shared lib code around logging lines\n",
     "custom_logging_code = binary_c_log_code(custom_logging_print_statement)\n",
     "\n",
-    "output = run_system(M_1=1, custom_logging_code=custom_logging_code)\n",
-    "print(output.splitlines()[:4])"
+    "output = run_system(M_1=1, custom_logging_code=custom_logging_code, api_log_filename_prefix=TMP_DIR)\n",
+    "print('\\n'.join(output.splitlines()[:4]))"
    ]
   },
   {
@@ -151,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "3822721f-217a-495b-962e-d57137b9e290",
    "metadata": {},
    "outputs": [
@@ -201,7 +217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "654a07ed-2a88-46ff-9da0-b7759580f9f3",
    "metadata": {},
    "outputs": [
@@ -216,13 +232,13 @@
       "4       2e-06         1            1            1\n",
       "5       3e-06         1            1            1\n",
       "...       ...       ...          ...          ...\n",
-      "1612  12461.8  0.577754            1            6\n",
-      "1613    12462  0.522806            1           11\n",
-      "1614    13462  0.522806            1           11\n",
-      "1615    14462  0.522806            1           11\n",
-      "1616    15000  0.522806            1           11\n",
+      "1617  12461.8  0.546683            1            6\n",
+      "1618  12461.9  0.517749            1           11\n",
+      "1619  13461.9  0.517749            1           11\n",
+      "1620  14461.9  0.517749            1           11\n",
+      "1621    15000  0.517749            1           11\n",
       "\n",
-      "[1616 rows x 4 columns]\n"
+      "[1621 rows x 4 columns]\n"
      ]
     }
    ],
@@ -252,7 +268,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "4a98ffca-1b72-4bb8-8df1-3bf3187d882f",
    "metadata": {},
    "outputs": [],
@@ -271,7 +287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "bff1cc2e-6b32-4ba0-879f-879ffbabd223",
    "metadata": {},
    "outputs": [
@@ -279,11 +295,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "adding: api_log_filename_prefix=/tmp/binary_c_python/notebooks/notebook_individual_systems to BSE_options\n",
       "adding: M_1=10 to BSE_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "SINGLE_STAR_LIFETIME 10 27.7358\n",
+      "SINGLE_STAR_LIFETIME 10 28.4838\n",
       "\n"
      ]
     }
@@ -294,7 +311,8 @@
     "\n",
     "# Set some parameters\n",
     "example_pop.set(\n",
-    "    verbosity=1\n",
+    "    verbosity=1,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ")\n",
     "example_pop.set(\n",
     "    M_1=10\n",
@@ -315,7 +333,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "id": "dd748bab-b57e-4129-8350-9ea11fa179d0",
    "metadata": {
     "scrolled": true,
@@ -338,10 +356,13 @@
       ");\n",
       " to grid_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_eac2dfc438a14e5a9f5be98b1b6b4294.so\n",
-      "['EXAMPLE_MASSLOSS             0.000000000000e+00 10 0 10 1', 'EXAMPLE_MASSLOSS             0.000000000000e+00 10 10 10 1', 'EXAMPLE_MASSLOSS             1.000000000000e-06 10 10 10 1', 'EXAMPLE_MASSLOSS             2.000000000000e-06 10 10 10 1']\n"
+      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_8967553693ac4e11a49c42d4eef773e8.so\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 10 0 10 1\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 10 10 10 1\n",
+      "EXAMPLE_MASSLOSS             1.000000000000e-06 10 10 10 1\n",
+      "EXAMPLE_MASSLOSS             2.000000000000e-06 10 10 10 1\n"
      ]
     }
    ],
@@ -362,7 +383,7 @@
     "\n",
     "# get output and print\n",
     "output = example_pop.evolve_single()\n",
-    "print(output.splitlines()[:4])"
+    "print('\\n'.join(output.splitlines()[:4]))"
    ]
   },
   {
@@ -377,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "id": "fec39154-cce6-438c-8c2c-509d76b00f34",
    "metadata": {},
    "outputs": [],
@@ -428,7 +449,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 12,
    "id": "57347512-fd4a-434b-b13c-5e6dbd3ac415",
    "metadata": {
     "scrolled": true,
@@ -439,12 +460,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "adding: parse_function=<function object_parse_function at 0x7f9265091598> to grid_options\n",
-      "<<<< Warning: Key does not match previously known parameter:                     adding: output_dir=/tmp/ to custom_options >>>>\n",
+      "adding: parse_function=<function object_parse_function at 0x7fb4d41ebbf8> to grid_options\n",
+      "<<<< Warning: Key does not match previously known parameter:                     adding: output_dir=/tmp/binary_c_python/notebooks/notebook_individual_systems to custom_options >>>>\n",
+      "adding: api_log_filename_prefix=/tmp/binary_c_python/notebooks/notebook_individual_systems to BSE_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_e9c2bec7f15541eb847fc6013e48e7ed.so\n",
+      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_5d7779e8190e4b79b10c7e6a44cb0e7e.so\n",
       "[['time', 'mass', 'initial_mass', 'stellar_type'], [0.0, 10.0, 0.0, 10.0, 1.0], [0.0, 10.0, 10.0, 10.0, 1.0], [1e-06, 10.0, 10.0, 10.0, 1.0]]\n",
       "dict_keys(['time', 'mass', 'initial_mass', 'stellar_type'])\n"
      ]
@@ -453,7 +475,8 @@
    "source": [
     "example_pop.set(\n",
     "    parse_function=object_parse_function,\n",
-    "    output_dir='/tmp/'\n",
+    "    output_dir=TMP_DIR,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ")\n",
     "output = example_pop.evolve_single()\n",
     "print(output[:4])\n",
@@ -488,7 +511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 13,
    "id": "ec48125c-6bf5-48f4-9357-8261800b5d8b",
    "metadata": {},
    "outputs": [
@@ -496,7 +519,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "SINGLE_STAR_LIFETIME 15 14.2383\n",
+      "SINGLE_STAR_LIFETIME 15 14.9947\n",
       "\n"
      ]
     }
@@ -510,10 +533,11 @@
     "eccentricity = 0.0\n",
     "metallicity = 0.02\n",
     "max_evolution_time = 15000  # Myr. You need to include this argument.\n",
+    "api_log_filename_prefix = TMP_DIR\n",
     "\n",
     "# Here we set up the argument string that is passed to the bindings\n",
     "argstring = \"\"\"\n",
-    "binary_c M_1 {M_1} M_2 {M_2} separation {separation} orbital_period {orbital_period} eccentricity {eccentricity} metallicity {metallicity} max_evolution_time {max_evolution_time}\n",
+    "binary_c M_1 {M_1} M_2 {M_2} separation {separation} orbital_period {orbital_period} eccentricity {eccentricity} metallicity {metallicity} max_evolution_time {max_evolution_time} api_log_filename_prefix {api_log_filename_prefix}\n",
     "\"\"\".format(\n",
     "    M_1=M_1,\n",
     "    M_2=M_2,\n",
@@ -522,6 +546,7 @@
     "    eccentricity=eccentricity,\n",
     "    metallicity=metallicity,\n",
     "    max_evolution_time=max_evolution_time,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ").strip()\n",
     "\n",
     "from binarycpython import _binary_c_bindings\n",
diff --git a/docs/build/doctrees/nbsphinx/notebook_population.ipynb b/docs/build/doctrees/nbsphinx/notebook_population.ipynb
index 56f3b153c..b6a37baa8 100644
--- a/docs/build/doctrees/nbsphinx/notebook_population.ipynb
+++ b/docs/build/doctrees/nbsphinx/notebook_population.ipynb
@@ -3,7 +3,9 @@
   {
    "cell_type": "markdown",
    "id": "bbbaafbb-fd7d-4b73-a970-93506ba35d71",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "source": [
     "# Running populations with binarycpython\n",
     "This notebook will show you how to evolve a population of stars\n",
@@ -27,15 +29,6 @@
     "# help(Population) # Uncomment to see the public functions of this object"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "a081ab23-7822-4971-aa82-991548534714",
-   "metadata": {},
-   "source": [
-    "- running ensemble\n",
-    "- using M&S grid"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "f268eff3-4e08-4f6b-8b59-f22dba4d2074",
@@ -329,7 +322,7 @@
    ],
    "source": [
     "# Add grid variables\n",
-    "resolution = {\"M_1\": 20, \"q\": 20, \"per\": 40}\n",
+    "resolution = {\"M_1\": 20}\n",
     "\n",
     "# Mass\n",
     "example_pop.add_grid_variable(\n",
@@ -1125,7 +1118,7 @@
     ")\n",
     "\n",
     "# Add grid variables\n",
-    "resolution = {\"M_1\": 5, \"q\": 5, \"per\": 5}\n",
+    "resolution = {\"M_1\": 3, \"q\": 3, \"per\": 3}\n",
     "\n",
     "# Mass\n",
     "example_pop.add_grid_variable(\n",
diff --git a/docs/build/doctrees/notebook_individual_systems.doctree b/docs/build/doctrees/notebook_individual_systems.doctree
index 9d602efb727073bda11972d674aef97623b4bce7..5b53131af30bfd3e41de3be0cd1877012043cac3 100644
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delta 6199
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diff --git a/docs/build/doctrees/notebook_population.doctree b/docs/build/doctrees/notebook_population.doctree
index 2fe6b3d2cc9149c8f3a8350e8ae7e16a7bbf1060..8dc7f0c81bcae8dba9df8e55481ed6ade245f1cd 100644
GIT binary patch
delta 6019
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diff --git a/docs/build/doctrees/readme_link.doctree b/docs/build/doctrees/readme_link.doctree
index e9622f33a0658d2e097976d6d9c3fe3e5368c872..fd66cbc8cbd1f29cc2332d668bdbc6c429422a30 100644
GIT binary patch
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B5cB{5

delta 45
scmeCV#Mp6(k+p$k>felwtR?J>k(2MSD>9l)p2u#F#J1RM#c?SC0DDId%>V!Z

diff --git a/docs/build/doctrees/spacing_functions.doctree b/docs/build/doctrees/spacing_functions.doctree
index 70fd3a19e4682e01551414730b3227beb3555677..8a6ae9a3e6438a8ba8d372d68f765dd1114cded6 100644
GIT binary patch
delta 64
zcmaEt@Fjtzfn{puMwSh#j9QbW)YN&j4K=4^u*Xix5bFU8@Ph<er!-EfouZM!3K3({
LHr(u}rppBYxjqx-

delta 55
zcmey8@GgO+fn{p)MwSh#j2e^W)YK>M=VW8a5bFVRcr~ZAPHCJ{J4GXd6(X|PT}_t@
E03E{;5C8xG

diff --git a/docs/build/html/_modules/binarycpython/utils/custom_logging_functions.html b/docs/build/html/_modules/binarycpython/utils/custom_logging_functions.html
index f99e7c8e6..de6d5f80a 100644
--- a/docs/build/html/_modules/binarycpython/utils/custom_logging_functions.html
+++ b/docs/build/html/_modules/binarycpython/utils/custom_logging_functions.html
@@ -644,9 +644,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/distribution_functions.html b/docs/build/html/_modules/binarycpython/utils/distribution_functions.html
index 98d9afd43..1cddf50cc 100644
--- a/docs/build/html/_modules/binarycpython/utils/distribution_functions.html
+++ b/docs/build/html/_modules/binarycpython/utils/distribution_functions.html
@@ -2482,9 +2482,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/functions.html b/docs/build/html/_modules/binarycpython/utils/functions.html
index a4fb372e3..4e1bbc15d 100644
--- a/docs/build/html/_modules/binarycpython/utils/functions.html
+++ b/docs/build/html/_modules/binarycpython/utils/functions.html
@@ -168,6 +168,7 @@
 
 <span class="kn">import</span> <span class="nn">json</span>
 <span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">import</span> <span class="nn">gc</span>
 <span class="kn">import</span> <span class="nn">tempfile</span>
 <span class="kn">import</span> <span class="nn">copy</span>
 <span class="kn">import</span> <span class="nn">inspect</span>
@@ -231,6 +232,35 @@
         <span class="n">size</span> <span class="o">+=</span> <span class="nb">sum</span><span class="p">([</span><span class="n">get_size</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">seen</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">obj</span><span class="p">])</span>
     <span class="k">return</span> <span class="n">size</span></div>
 
+
+<div class="viewcode-block" id="format_ensemble_results"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.format_ensemble_results">[docs]</a><span class="k">def</span> <span class="nf">format_ensemble_results</span><span class="p">(</span><span class="n">ensemble_dictionary</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Function to handle all the steps of formatting the ensemble output again.</span>
+
+<span class="sd">    Input:</span>
+<span class="sd">        ensemble_dictionary: dictionary containing all the ensemble results</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">original_ensemble_results</span> <span class="o">=</span> <span class="n">ensemble_dictionary</span>
+
+    <span class="n">float_format_ensemble_results</span> <span class="o">=</span> <span class="n">recursive_change_key_to_float</span><span class="p">(</span><span class="n">original_ensemble_results</span><span class="p">)</span>
+    <span class="k">del</span> <span class="n">original_ensemble_results</span>
+    <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
+
+    <span class="c1"># Then sort the dictionary</span>
+    <span class="n">sorted_ensemble_results</span> <span class="o">=</span> <span class="n">custom_sort_dict</span><span class="p">(</span><span class="n">float_format_ensemble_results</span><span class="p">)</span>
+    <span class="k">del</span> <span class="n">float_format_ensemble_results</span>
+    <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
+
+    <span class="c1"># Then Change the keys back to a string but with a %g format.</span>
+    <span class="n">reformatted_ensemble_results</span> <span class="o">=</span> <span class="n">recursive_change_key_to_string</span><span class="p">(</span><span class="n">sorted_ensemble_results</span><span class="p">)</span>
+    <span class="k">del</span> <span class="n">sorted_ensemble_results</span>
+    <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
+
+    <span class="c1"># Put back in the dictionary</span>
+    <span class="k">return</span> <span class="n">reformatted_ensemble_results</span></div>
+
+
 <div class="viewcode-block" id="subtract_dicts"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.subtract_dicts">[docs]</a><span class="k">def</span> <span class="nf">subtract_dicts</span><span class="p">(</span><span class="n">dict_1</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">dict_2</span><span class="p">:</span> <span class="nb">dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Function to subtract two dictionaries.</span>
@@ -650,7 +680,7 @@
 <span class="c1">########################################################</span>
 
 
-<div class="viewcode-block" id="return_binary_c_version_info"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.return_binary_c_version_info">[docs]</a><span class="k">def</span> <span class="nf">return_binary_c_version_info</span><span class="p">(</span><span class="n">parsed</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">dict</span><span class="p">]:</span>
+<div class="viewcode-block" id="return_binary_c_version_info"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.return_binary_c_version_info">[docs]</a><span class="k">def</span> <span class="nf">return_binary_c_version_info</span><span class="p">(</span><span class="n">parsed</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">dict</span><span class="p">]:</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Function that returns the version information of binary_c. This function calls the function</span>
 <span class="sd">    _binary_c_bindings.return_version_info()</span>
@@ -804,11 +834,19 @@
     <span class="n">cleaned</span> <span class="o">=</span> <span class="n">cleaned</span> <span class="o">-</span> <span class="n">ensembles</span>
 
     <span class="n">ensemble_dict</span> <span class="o">=</span> <span class="p">{}</span>
+    <span class="n">ensemble_filter_dict</span> <span class="o">=</span> <span class="p">{}</span>
     <span class="k">for</span> <span class="n">el</span> <span class="ow">in</span> <span class="n">ensembles</span><span class="p">:</span>
         <span class="n">split_info</span> <span class="o">=</span> <span class="n">el</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;Ensemble &quot;</span><span class="p">)[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot; is &quot;</span><span class="p">)</span>
+
         <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">split_info</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
-            <span class="n">ensemble_dict</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">split_info</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">=</span> <span class="n">split_info</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+            <span class="k">if</span> <span class="ow">not</span> <span class="n">split_info</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;filter&#39;</span><span class="p">):</span>
+                <span class="n">ensemble_dict</span><span class="p">[</span><span class="nb">int</span><span class="p">(</span><span class="n">split_info</span><span class="p">[</span><span class="mi">0</span><span class="p">])]</span> <span class="o">=</span> <span class="n">split_info</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">filter_no</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">split_info</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;filter &#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">))</span>
+                <span class="n">ensemble_filter_dict</span><span class="p">[</span><span class="n">filter_no</span><span class="p">]</span> <span class="o">=</span> <span class="n">split_info</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
+
     <span class="n">version_info_dict</span><span class="p">[</span><span class="s2">&quot;ensembles&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ensemble_dict</span> <span class="k">if</span> <span class="n">ensemble_dict</span> <span class="k">else</span> <span class="kc">None</span>
+    <span class="n">version_info_dict</span><span class="p">[</span><span class="s2">&quot;ensemble_filters&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ensemble_filter_dict</span> <span class="k">if</span> <span class="n">ensemble_filter_dict</span> <span class="k">else</span> <span class="kc">None</span>
 
     <span class="c1">##########################</span>
     <span class="c1"># macros:</span>
@@ -1636,6 +1674,19 @@
     <span class="k">return</span> <span class="n">structure_dict</span></div>
 
 
+<div class="viewcode-block" id="count_keys_recursive"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.count_keys_recursive">[docs]</a><span class="k">def</span> <span class="nf">count_keys_recursive</span><span class="p">(</span><span class="n">input_dict</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Function to count the total amount of keys in a dictionary</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">local_count</span> <span class="o">=</span> <span class="mi">0</span>
+    <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">input_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
+        <span class="n">local_count</span> <span class="o">+=</span> <span class="mi">1</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="p">(</span><span class="nb">dict</span><span class="p">,</span> <span class="n">OrderedDict</span><span class="p">)):</span>
+            <span class="n">local_count</span> <span class="o">+=</span> <span class="n">count_keys_recursive</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">])</span>
+    <span class="k">return</span> <span class="n">local_count</span></div>
+
+
 <div class="viewcode-block" id="merge_dicts"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.merge_dicts">[docs]</a><span class="k">def</span> <span class="nf">merge_dicts</span><span class="p">(</span><span class="n">dict_1</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">dict_2</span><span class="p">:</span> <span class="nb">dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Function to merge two dictionaries in a custom way.</span>
@@ -1761,6 +1812,7 @@
     <span class="c1">#</span>
     <span class="k">return</span> <span class="n">new_dict</span></div>
 
+
 <div class="viewcode-block" id="update_dicts"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.update_dicts">[docs]</a><span class="k">def</span> <span class="nf">update_dicts</span><span class="p">(</span><span class="n">dict_1</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">dict_2</span><span class="p">:</span> <span class="nb">dict</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Function to update dict_1 with values of dict_2 in a recursive way.</span>
@@ -1853,70 +1905,23 @@
     <span class="k">return</span> <span class="n">new_dict</span></div>
 
 
-<div class="viewcode-block" id="count_keys_recursive"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.count_keys_recursive">[docs]</a><span class="k">def</span> <span class="nf">count_keys_recursive</span><span class="p">(</span><span class="n">input_dict</span><span class="p">):</span>
-    <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Function to count the total amount of keys in a dictionary</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="n">local_count</span> <span class="o">=</span> <span class="mi">0</span>
-    <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">input_dict</span><span class="o">.</span><span class="n">keys</span><span class="p">():</span>
-        <span class="n">local_count</span> <span class="o">+=</span> <span class="mi">1</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="p">(</span><span class="nb">dict</span><span class="p">,</span> <span class="n">OrderedDict</span><span class="p">)):</span>
-            <span class="n">local_count</span> <span class="o">+=</span> <span class="n">count_keys_recursive</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">])</span>
-    <span class="k">return</span> <span class="n">local_count</span></div>
-
-
-<div class="viewcode-block" id="recursive_change_key_to_float"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.recursive_change_key_to_float">[docs]</a><span class="k">def</span> <span class="nf">recursive_change_key_to_float</span><span class="p">(</span><span class="n">input_dict</span><span class="p">):</span>
+<div class="viewcode-block" id="multiply_values_dict"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.multiply_values_dict">[docs]</a><span class="k">def</span> <span class="nf">multiply_values_dict</span><span class="p">(</span><span class="n">input_dict</span><span class="p">,</span> <span class="n">factor</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Function to recursively change the key to float</span>
-
-<span class="sd">    This only works if the dict contains just sub-dicts or numbers/strings.</span>
-<span class="sd">    Does not work with lists as values</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="n">new_dict</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span> <span class="c1"># TODO: check if this still works</span>
-
-    <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">input_dict</span><span class="p">:</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="p">(</span><span class="nb">dict</span><span class="p">,</span> <span class="n">OrderedDict</span><span class="p">)):</span>
-            <span class="k">try</span><span class="p">:</span>
-                <span class="n">num_key</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
-                <span class="n">new_dict</span><span class="p">[</span><span class="n">num_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">recursive_change_key_to_float</span><span class="p">(</span><span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]))</span>
-            <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-                <span class="n">new_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">recursive_change_key_to_float</span><span class="p">(</span><span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]))</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">try</span><span class="p">:</span>
-                <span class="n">num_key</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
-                <span class="n">new_dict</span><span class="p">[</span><span class="n">num_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
-            <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
-                <span class="n">new_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
-
-    <span class="k">return</span> <span class="n">new_dict</span></div>
+<span class="sd">    Function that goes over dictionary recursively and multiplies the value if possible by a factor</span>
 
-<div class="viewcode-block" id="recursive_change_key_to_string"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.recursive_change_key_to_string">[docs]</a><span class="k">def</span> <span class="nf">recursive_change_key_to_string</span><span class="p">(</span><span class="n">input_dict</span><span class="p">):</span>
-    <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Function to recursively change the key back to a string but this time in a format that we decide</span>
+<span class="sd">    If the key equals &quot;general_info&quot;, the multiplication gets skipped</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
-    <span class="n">new_dict</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span> <span class="c1"># TODO: check if this still works</span>
-
     <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">input_dict</span><span class="p">:</span>
-        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="p">(</span><span class="nb">dict</span><span class="p">,</span> <span class="n">OrderedDict</span><span class="p">)):</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)):</span>
-                <span class="n">string_key</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{:g}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
-                <span class="n">new_dict</span><span class="p">[</span><span class="n">string_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">recursive_change_key_to_string</span><span class="p">(</span><span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]))</span>
-            <span class="k">else</span><span class="p">:</span>
-                <span class="n">new_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">recursive_change_key_to_string</span><span class="p">(</span><span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]))</span>
-        <span class="k">else</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)):</span>
-                <span class="n">string_key</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{:g}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
-                <span class="n">new_dict</span><span class="p">[</span><span class="n">string_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;general_info&#39;</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="p">(</span><span class="nb">dict</span><span class="p">,</span> <span class="n">OrderedDict</span><span class="p">)):</span>
+                <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">multiply_values_dict</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="n">factor</span><span class="p">)</span>
             <span class="k">else</span><span class="p">:</span>
-                <span class="n">new_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
-
-    <span class="k">return</span> <span class="n">new_dict</span></div>
+                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)):</span>
+                    <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">*</span> <span class="n">factor</span>
 
+    <span class="k">return</span> <span class="n">input_dict</span></div>
 
-<span class="c1"># New method to create a ordered dictionary</span>
 <div class="viewcode-block" id="custom_sort_dict"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.custom_sort_dict">[docs]</a><span class="k">def</span> <span class="nf">custom_sort_dict</span><span class="p">(</span><span class="n">input_dict</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Returns a dictionary that is ordered, but can handle numbers better than normal OrderedDict</span>
@@ -1968,26 +1973,58 @@
     <span class="k">return</span> <span class="n">input_dict</span></div>
 
 
-<div class="viewcode-block" id="multiply_values_dict"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.multiply_values_dict">[docs]</a><span class="k">def</span> <span class="nf">multiply_values_dict</span><span class="p">(</span><span class="n">input_dict</span><span class="p">,</span> <span class="n">factor</span><span class="p">):</span>
+<div class="viewcode-block" id="recursive_change_key_to_float"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.recursive_change_key_to_float">[docs]</a><span class="k">def</span> <span class="nf">recursive_change_key_to_float</span><span class="p">(</span><span class="n">input_dict</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Function that goes over dictionary recursively and multiplies the value if possible by a factor</span>
+<span class="sd">    Function to recursively change the key to float</span>
 
-<span class="sd">    If the key equals &quot;general_info&quot;, the multiplication gets skipped</span>
+<span class="sd">    This only works if the dict contains just sub-dicts or numbers/strings.</span>
+<span class="sd">    Does not work with lists as values</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
+    <span class="n">new_dict</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span> <span class="c1"># TODO: check if this still works</span>
+
     <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">input_dict</span><span class="p">:</span>
-        <span class="k">if</span> <span class="ow">not</span> <span class="n">key</span> <span class="o">==</span> <span class="s1">&#39;general_info&#39;</span><span class="p">:</span>
-            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="p">(</span><span class="nb">dict</span><span class="p">,</span> <span class="n">OrderedDict</span><span class="p">)):</span>
-                <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">multiply_values_dict</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="n">factor</span><span class="p">)</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="p">(</span><span class="nb">dict</span><span class="p">,</span> <span class="n">OrderedDict</span><span class="p">)):</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="n">num_key</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+                <span class="n">new_dict</span><span class="p">[</span><span class="n">num_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">recursive_change_key_to_float</span><span class="p">(</span><span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]))</span>
+            <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+                <span class="n">new_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">recursive_change_key_to_float</span><span class="p">(</span><span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">try</span><span class="p">:</span>
+                <span class="n">num_key</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+                <span class="n">new_dict</span><span class="p">[</span><span class="n">num_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+            <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span>
+                <span class="n">new_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+
+    <span class="k">return</span> <span class="n">new_dict</span></div>
+
+
+<div class="viewcode-block" id="recursive_change_key_to_string"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.recursive_change_key_to_string">[docs]</a><span class="k">def</span> <span class="nf">recursive_change_key_to_string</span><span class="p">(</span><span class="n">input_dict</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Function to recursively change the key back to a string but this time in a format that we decide</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="n">new_dict</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span> <span class="c1"># TODO: check if this still works</span>
+
+    <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">input_dict</span><span class="p">:</span>
+        <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="p">(</span><span class="nb">dict</span><span class="p">,</span> <span class="n">OrderedDict</span><span class="p">)):</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)):</span>
+                <span class="n">string_key</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{:g}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+                <span class="n">new_dict</span><span class="p">[</span><span class="n">string_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">recursive_change_key_to_string</span><span class="p">(</span><span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]))</span>
             <span class="k">else</span><span class="p">:</span>
-                <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">],</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)):</span>
-                    <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">*</span> <span class="n">factor</span>
+                <span class="n">new_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">recursive_change_key_to_string</span><span class="p">(</span><span class="n">copy</span><span class="o">.</span><span class="n">deepcopy</span><span class="p">(</span><span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]))</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">)):</span>
+                <span class="n">string_key</span> <span class="o">=</span> <span class="s2">&quot;</span><span class="si">{:g}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="p">)</span>
+                <span class="n">new_dict</span><span class="p">[</span><span class="n">string_key</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">new_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">input_dict</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
 
-    <span class="k">return</span> <span class="n">input_dict</span></div>
+    <span class="k">return</span> <span class="n">new_dict</span></div>
 
 
 <span class="c1">#####</span>
-
 <div class="viewcode-block" id="extract_ensemble_json_from_string"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.extract_ensemble_json_from_string">[docs]</a><span class="k">def</span> <span class="nf">extract_ensemble_json_from_string</span><span class="p">(</span><span class="n">binary_c_output</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Function to extract the ensemble_json information from a raw binary_c output string</span>
@@ -2033,6 +2070,44 @@
     <span class="k">return</span> <span class="n">json_dict</span></div>
 
 
+<div class="viewcode-block" id="handle_ensemble_string_to_json"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.handle_ensemble_string_to_json">[docs]</a><span class="k">def</span> <span class="nf">handle_ensemble_string_to_json</span><span class="p">(</span><span class="n">raw_output</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Function that deals with the raw output of the ensemble and</span>
+<span class="sd">    creates a working JSON dictionary out of it.</span>
+
+<span class="sd">    Having this wrapper makes it easy to</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        raw_output: raw output of the ensemble dump by binary_c</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        json.loads(raw_output, cls=binarycDecoder)</span>
+
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="c1"># return json.loads(json.dumps(ast.literal_eval(raw_output)), cls=binarycDecoder)</span>
+    <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">raw_output</span><span class="p">,</span> <span class="bp">cls</span><span class="o">=</span><span class="n">binarycDecoder</span><span class="p">)</span></div>
+
+
+<div class="viewcode-block" id="binaryc_json_serializer"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.binaryc_json_serializer">[docs]</a><span class="k">def</span> <span class="nf">binaryc_json_serializer</span><span class="p">(</span><span class="n">obj</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Custom serialiser for binary_c to use when functions are present in the dictionary</span>
+<span class="sd">    that we want to export.</span>
+
+<span class="sd">    Function objects will be turned into str representations of themselves</span>
+
+<span class="sd">    Args:</span>
+<span class="sd">        obj: The object that might not be serialisable</span>
+
+<span class="sd">    Returns:</span>
+<span class="sd">        Either string representation of object if the object is a function, or the object itself</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+
+    <span class="k">if</span> <span class="n">inspect</span><span class="o">.</span><span class="n">isfunction</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">py_rinterpolate</span><span class="o">.</span><span class="n">Rinterpolate</span><span class="p">):</span>
+        <span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">obj</span></div>
+
+
 <div class="viewcode-block" id="binarycDecoder"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.binarycDecoder">[docs]</a><span class="k">class</span> <span class="nc">binarycDecoder</span><span class="p">(</span><span class="n">json</span><span class="o">.</span><span class="n">JSONDecoder</span><span class="p">):</span>
     <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Custom decoder to transform the numbers that are strings to actual floats</span>
@@ -2089,44 +2164,6 @@
 
         <span class="c1"># Let the base class default method raise the TypeError</span>
         <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">JSONEncoder</span><span class="o">.</span><span class="n">default</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">o</span><span class="p">)</span></div></div>
-
-
-<div class="viewcode-block" id="binaryc_json_serializer"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.binaryc_json_serializer">[docs]</a><span class="k">def</span> <span class="nf">binaryc_json_serializer</span><span class="p">(</span><span class="n">obj</span><span class="p">:</span> <span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Any</span><span class="p">:</span>
-    <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Custom serialiser for binary_c to use when functions are present in the dictionary</span>
-<span class="sd">    that we want to export.</span>
-
-<span class="sd">    Function objects will be turned into str representations of themselves</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        obj: The object that might not be serialisable</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        Either string representation of object if the object is a function, or the object itself</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="k">if</span> <span class="n">inspect</span><span class="o">.</span><span class="n">isfunction</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span> <span class="ow">or</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">obj</span><span class="p">,</span> <span class="n">py_rinterpolate</span><span class="o">.</span><span class="n">Rinterpolate</span><span class="p">):</span>
-        <span class="k">return</span> <span class="nb">str</span><span class="p">(</span><span class="n">obj</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">obj</span></div>
-
-
-<div class="viewcode-block" id="handle_ensemble_string_to_json"><a class="viewcode-back" href="../../../functions.html#binarycpython.utils.functions.handle_ensemble_string_to_json">[docs]</a><span class="k">def</span> <span class="nf">handle_ensemble_string_to_json</span><span class="p">(</span><span class="n">raw_output</span><span class="p">):</span>
-    <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Function that deals with the raw output of the ensemble and</span>
-<span class="sd">    creates a working JSON dictionary out of it.</span>
-
-<span class="sd">    Having this wrapper makes it easy to</span>
-
-<span class="sd">    Args:</span>
-<span class="sd">        raw_output: raw output of the ensemble dump by binary_c</span>
-
-<span class="sd">    Returns:</span>
-<span class="sd">        json.loads(raw_output, cls=binarycDecoder)</span>
-
-<span class="sd">    &quot;&quot;&quot;</span>
-
-    <span class="c1"># return json.loads(json.dumps(ast.literal_eval(raw_output)), cls=binarycDecoder)</span>
-    <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">raw_output</span><span class="p">,</span> <span class="bp">cls</span><span class="o">=</span><span class="n">binarycDecoder</span><span class="p">)</span></div>
 </pre></div>
 
            </div>
@@ -2153,9 +2190,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/grid.html b/docs/build/html/_modules/binarycpython/utils/grid.html
index 12f880918..12c1a2512 100644
--- a/docs/build/html/_modules/binarycpython/utils/grid.html
+++ b/docs/build/html/_modules/binarycpython/utils/grid.html
@@ -230,6 +230,7 @@
     <span class="n">custom_sort_dict</span><span class="p">,</span>
     <span class="n">recursive_change_key_to_string</span><span class="p">,</span>
     <span class="n">multiply_values_dict</span><span class="p">,</span>
+    <span class="n">format_ensemble_results</span><span class="p">,</span>
 <span class="p">)</span>
 
 
@@ -532,7 +533,7 @@
         <span class="n">probdist</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
         <span class="n">dphasevol</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">],</span>
         <span class="n">parameter_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
-        <span class="n">gridtype</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;edge&quot;</span><span class="p">,</span>
+        <span class="n">gridtype</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">&quot;centred&quot;</span><span class="p">,</span>
         <span class="n">branchpoint</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
         <span class="n">precode</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="kc">None</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
         <span class="n">condition</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="kc">None</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
@@ -555,25 +556,25 @@
 <span class="sd">            name:</span>
 <span class="sd">                name of parameter. This is evaluated as a parameter and you can use it throughout</span>
 <span class="sd">                the rest of the function</span>
-<span class="sd">                </span>
+
 <span class="sd">                Examples:</span>
 <span class="sd">                    name = &#39;lnm1&#39;</span>
 <span class="sd">            longname:</span>
 <span class="sd">                Long name of parameter</span>
-<span class="sd">                </span>
+
 <span class="sd">                Examples:</span>
 <span class="sd">                    longname = &#39;Primary mass&#39;</span>
 <span class="sd">            range:</span>
 <span class="sd">                Range of values to take. Does not get used really, the spacingfunction is used to</span>
 <span class="sd">                get the values from</span>
-<span class="sd">                </span>
+
 <span class="sd">                Examples:</span>
 <span class="sd">                    range = [math.log(m_min), math.log(m_max)]</span>
 <span class="sd">            resolution:</span>
 <span class="sd">                Resolution of the sampled range (amount of samples).</span>
 <span class="sd">                TODO: check if this is used anywhere</span>
 
-<span class="sd">                Examples: </span>
+<span class="sd">                Examples:</span>
 <span class="sd">                    resolution = resolution[&quot;M_1&quot;]</span>
 <span class="sd">            spacingfunction:</span>
 <span class="sd">                Function determining how the range is sampled. You can either use a real function,</span>
@@ -586,12 +587,12 @@
 <span class="sd">            precode:</span>
 <span class="sd">                Extra room for some code. This code will be evaluated within the loop of the</span>
 <span class="sd">                sampling function (i.e. a value for lnm1 is chosen already)</span>
-<span class="sd">                </span>
+
 <span class="sd">                Examples:</span>
 <span class="sd">                    precode = &#39;M_1=math.exp(lnm1);&#39;</span>
 <span class="sd">            probdist:</span>
 <span class="sd">                Function determining the probability that gets assigned to the sampled parameter</span>
-<span class="sd">                </span>
+
 <span class="sd">                Examples:</span>
 <span class="sd">                    probdist = &#39;Kroupa2001(M_1)*M_1&#39;</span>
 <span class="sd">            dphasevol:</span>
@@ -605,7 +606,7 @@
 <span class="sd">                    condition = &#39;self.grid_options[&#39;binary&#39;]==1&#39;</span>
 <span class="sd">            gridtype:</span>
 <span class="sd">                Method on how the value range is sampled. Can be either &#39;edge&#39; (steps starting at</span>
-<span class="sd">                the lower edge of the value range) or &#39;center&#39;</span>
+<span class="sd">                the lower edge of the value range) or &#39;centred&#39;</span>
 <span class="sd">                (steps starting at lower edge + 0.5 * stepsize).</span>
 <span class="sd">        &quot;&quot;&quot;</span>
 
@@ -628,6 +629,11 @@
             <span class="s2">&quot;grid_variable_number&quot;</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_grid_variables&quot;</span><span class="p">]),</span>
         <span class="p">}</span>
 
+        <span class="c1"># Check for gridtype input</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">gridtype</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">&#39;edge&#39;</span><span class="p">,</span> <span class="s1">&#39;centred&#39;</span><span class="p">]:</span>
+            <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Unknown gridtype value. Please start another one&quot;</span>
+            <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+
         <span class="c1"># Load it into the grid_options</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s2">&quot;_grid_variables&quot;</span><span class="p">][</span><span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">]]</span> <span class="o">=</span> <span class="n">grid_variable</span>
         <span class="n">verbose_print</span><span class="p">(</span>
@@ -949,6 +955,9 @@
             <span class="s2">&quot;zero_prob_stars_skipped&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s1">&#39;_zero_prob_stars_skipped&#39;</span><span class="p">]</span>
         <span class="p">}</span>
 
+        <span class="c1"># Add analytics dict to the metadata too:</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">grid_ensemble_results</span><span class="p">[</span><span class="s1">&#39;metadata&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">analytics_dict</span><span class="p">)</span>
+
         <span class="c1">##</span>
         <span class="c1"># Clean up code: remove files, unset values, unload interpolators etc. This is placed in the general evolve function,</span>
         <span class="c1"># because that makes for easier control</span>
@@ -1114,33 +1123,6 @@
         <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">amt_cores</span><span class="p">):</span>
             <span class="n">job_queue</span><span class="o">.</span><span class="n">put</span><span class="p">(</span><span class="s2">&quot;STOP&quot;</span><span class="p">)</span>
 
-<div class="viewcode-block" id="Population.format_ensemble_results"><a class="viewcode-back" href="../../../grid.html#binarycpython.utils.grid.Population.format_ensemble_results">[docs]</a>    <span class="k">def</span> <span class="nf">format_ensemble_results</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ensemble_dictionary</span><span class="p">):</span>
-        <span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">        Function to handle all the steps of formatting the ensemble output again.</span>
-
-<span class="sd">        Input:</span>
-<span class="sd">            ensemble_dictionary: dictionary containing all the ensemble results</span>
-<span class="sd">        &quot;&quot;&quot;</span>
-
-        <span class="n">original_ensemble_results</span> <span class="o">=</span> <span class="n">ensemble_dictionary</span>
-
-        <span class="n">float_format_ensemble_results</span> <span class="o">=</span> <span class="n">recursive_change_key_to_float</span><span class="p">(</span><span class="n">original_ensemble_results</span><span class="p">)</span>
-        <span class="k">del</span> <span class="n">original_ensemble_results</span>
-        <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
-
-        <span class="c1"># Then sort the dictionary</span>
-        <span class="n">sorted_ensemble_results</span> <span class="o">=</span> <span class="n">custom_sort_dict</span><span class="p">(</span><span class="n">float_format_ensemble_results</span><span class="p">)</span>
-        <span class="k">del</span> <span class="n">float_format_ensemble_results</span>
-        <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
-
-        <span class="c1"># Then Change the keys back to a string but with a %g format.</span>
-        <span class="n">reformatted_ensemble_results</span> <span class="o">=</span> <span class="n">recursive_change_key_to_string</span><span class="p">(</span><span class="n">sorted_ensemble_results</span><span class="p">)</span>
-        <span class="k">del</span> <span class="n">sorted_ensemble_results</span>
-        <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
-
-        <span class="c1"># Put back in the dictionary</span>
-        <span class="k">return</span> <span class="n">reformatted_ensemble_results</span></div>
-
     <span class="k">def</span> <span class="nf">_evolve_population_grid</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
         <span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Function that handles running the population using multiprocessing.</span>
@@ -1202,7 +1184,7 @@
                 <span class="k">break</span>
 
         <span class="c1"># Extra ensemble result manipulation:</span>
-        <span class="n">combined_output_dict</span><span class="p">[</span><span class="s1">&#39;ensemble_results&#39;</span><span class="p">][</span><span class="s1">&#39;ensemble&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">format_ensemble_results</span><span class="p">(</span><span class="n">combined_output_dict</span><span class="p">[</span><span class="s1">&#39;ensemble_results&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;ensemble&#39;</span><span class="p">,</span> <span class="p">{}))</span>
+        <span class="n">combined_output_dict</span><span class="p">[</span><span class="s1">&#39;ensemble_results&#39;</span><span class="p">][</span><span class="s1">&#39;ensemble&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">format_ensemble_results</span><span class="p">(</span><span class="n">combined_output_dict</span><span class="p">[</span><span class="s1">&#39;ensemble_results&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;ensemble&#39;</span><span class="p">,</span> <span class="p">{}))</span>
         <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
 
         <span class="c1"># Take into account that we run this on multiple cores</span>
@@ -1271,6 +1253,7 @@
             <span class="c1"># print(&quot;thread {}: persistent_data_memaddr: &quot;.format(self.process_ID), persistent_data_memaddr)</span>
 
         <span class="c1"># Get results binary_c</span>
+        <span class="c1"># print(&quot;running: {}&quot;.format(binary_cmdline_string))</span>
         <span class="n">out</span> <span class="o">=</span> <span class="n">_binary_c_bindings</span><span class="o">.</span><span class="n">run_system</span><span class="p">(</span>
             <span class="n">argstring</span><span class="o">=</span><span class="n">binary_cmdline_string</span><span class="p">,</span>
             <span class="n">custom_logging_func_memaddr</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span>
@@ -1563,11 +1546,6 @@
                 <span class="n">ensemble_json</span><span class="p">[</span><span class="s2">&quot;ensemble&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">extract_ensemble_json_from_string</span><span class="p">(</span>
                     <span class="n">ensemble_raw_output</span>
                 <span class="p">)</span>  <span class="c1"># Load this into a dict so that we can combine it later</span>
-
-                <span class="c1"># Extra ensemble result manipulation:</span>
-                <span class="c1"># We need to reformat and multiply by a factor</span>
-                <span class="n">ensemble_json</span><span class="p">[</span><span class="s2">&quot;ensemble&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">format_ensemble_results</span><span class="p">(</span><span class="n">ensemble_json</span><span class="p">[</span><span class="s2">&quot;ensemble&quot;</span><span class="p">])</span>
-                <span class="n">gc</span><span class="o">.</span><span class="n">collect</span><span class="p">()</span>
             <span class="k">else</span><span class="p">:</span>
                 <span class="c1"># If we do not allow this, automatically we will export this to the data_dir, in</span>
                 <span class="c1"># some formatted way</span>
@@ -1578,9 +1556,11 @@
                     <span class="p">),</span>
                 <span class="p">)</span>
 
+                <span class="c1"># TODO: consider writing this in a formatted structure</span>
                 <span class="c1"># Write to file</span>
                 <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">output_file</span><span class="p">,</span> <span class="s2">&quot;w&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
                     <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">ensemble_raw_output</span><span class="p">)</span>
+                    <span class="c1"># f.write(json.dumps(self.format_ensemble_results(ensemble_output)))</span>
 
                 <span class="nb">print</span><span class="p">(</span>
                     <span class="s2">&quot;Thread </span><span class="si">{}</span><span class="s2">: Wrote ensemble results directly to file: </span><span class="si">{}</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
@@ -2094,34 +2074,40 @@
 
             <span class="c1"># TODO: make sure this works</span>
             <span class="c1"># Adding for loop structure</span>
-            <span class="n">code_string</span> <span class="o">+=</span> <span class="p">(</span>
-                <span class="n">indent</span> <span class="o">*</span> <span class="n">depth</span>
-                <span class="o">+</span> <span class="s2">&quot;for </span><span class="si">{}</span><span class="s2"> in sampled_values_</span><span class="si">{}</span><span class="s2">:&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
-                    <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">]</span>
-                <span class="p">)</span>
-                <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
-            <span class="p">)</span>
-
             <span class="c1"># code_string += (</span>
             <span class="c1">#     indent * depth</span>
-            <span class="c1">#     + &quot;for {}_sample_number in range({}):&quot;.format(</span>
-            <span class="c1">#         grid_variable[&quot;name&quot;], grid_variable[&quot;resolution&quot;]</span>
+            <span class="c1">#     + &quot;for {} in sampled_values_{}:&quot;.format(</span>
+            <span class="c1">#         grid_variable[&quot;name&quot;], grid_variable[&quot;name&quot;]</span>
             <span class="c1">#     )</span>
             <span class="c1">#     + &quot;\n&quot;</span>
             <span class="c1"># )</span>
-            <span class="c1"># code_string += (</span>
-            <span class="c1">#     indent * (depth+1)</span>
-            <span class="c1">#     + &quot;{} = sampled_values_{}[0] + ((sampled_values_{}[-1]-sampled_values_{}[0])/{}) * {}_sample_number&quot;.format(</span>
-            <span class="c1">#         grid_variable[&quot;name&quot;], grid_variable[&quot;name&quot;], grid_variable[&quot;name&quot;], grid_variable[&quot;name&quot;], grid_variable[&quot;resolution&quot;], grid_variable[&quot;name&quot;]</span>
-            <span class="c1">#     )</span>
-            <span class="c1">#     + &quot;\n&quot;</span>
-            <span class="c1"># )</span>
-
-
-
-
-
 
+            <span class="n">code_string</span> <span class="o">+=</span> <span class="p">(</span>
+                <span class="n">indent</span> <span class="o">*</span> <span class="n">depth</span>
+                <span class="o">+</span> <span class="s2">&quot;for </span><span class="si">{}</span><span class="s2">_sample_number in range(</span><span class="si">{}</span><span class="s2">):&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                    <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;resolution&quot;</span><span class="p">]</span>
+                <span class="p">)</span>
+                <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
+            <span class="p">)</span>
+            <span class="k">if</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s1">&#39;gridtype&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;edge&#39;</span><span class="p">:</span>
+                <span class="n">code_string</span> <span class="o">+=</span> <span class="p">(</span>
+                    <span class="n">indent</span> <span class="o">*</span> <span class="p">(</span><span class="n">depth</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+                    <span class="o">+</span> <span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> = sampled_values_</span><span class="si">{}</span><span class="s2">[0] + (sampled_values_</span><span class="si">{}</span><span class="s2">[1]-sampled_values_</span><span class="si">{}</span><span class="s2">[0]) * </span><span class="si">{}</span><span class="s2">_sample_number&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                        <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">]</span>
+                    <span class="p">)</span>
+                    <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
+                <span class="p">)</span>
+            <span class="k">elif</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s1">&#39;gridtype&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;centred&#39;</span><span class="p">:</span>
+                <span class="n">code_string</span> <span class="o">+=</span> <span class="p">(</span>
+                    <span class="n">indent</span> <span class="o">*</span> <span class="p">(</span><span class="n">depth</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+                    <span class="o">+</span> <span class="s2">&quot;</span><span class="si">{}</span><span class="s2"> = sampled_values_</span><span class="si">{}</span><span class="s2">[0] + 0.5 * (sampled_values_</span><span class="si">{}</span><span class="s2">[1]-sampled_values_</span><span class="si">{}</span><span class="s2">[0]) + (sampled_values_</span><span class="si">{}</span><span class="s2">[1]-sampled_values_</span><span class="si">{}</span><span class="s2">[0]) * </span><span class="si">{}</span><span class="s2">_sample_number&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
+                        <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">],</span> <span class="n">grid_variable</span><span class="p">[</span><span class="s2">&quot;name&quot;</span><span class="p">]</span>
+                    <span class="p">)</span>
+                    <span class="o">+</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span>
+                <span class="p">)</span>
+            <span class="k">else</span><span class="p">:</span>
+                <span class="n">msg</span> <span class="o">=</span> <span class="s2">&quot;Unknown gridtype value. PLease choose a different one&quot;</span>
+                <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
 
             <span class="c1">#################################################################################</span>
             <span class="c1"># Check condition and generate for loop</span>
@@ -3746,7 +3732,7 @@
             <span class="n">parameter_name</span><span class="o">=</span><span class="s2">&quot;multiplicity&quot;</span><span class="p">,</span>
             <span class="n">longname</span><span class="o">=</span><span class="s2">&quot;multiplicity&quot;</span><span class="p">,</span>
             <span class="n">valuerange</span><span class="o">=</span><span class="p">[</span><span class="mi">1</span><span class="p">,</span> <span class="n">max_multiplicity</span><span class="p">],</span>
-            <span class="n">resolution</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+            <span class="n">resolution</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span>
             <span class="n">spacingfunc</span><span class="o">=</span><span class="s2">&quot;range(1, 5)&quot;</span><span class="p">,</span>
             <span class="n">precode</span><span class="o">=</span><span class="s1">&#39;self.grid_options[&quot;multiplicity&quot;] = multiplicity; self.bse_options[&quot;multiplicity&quot;] = multiplicity; options=</span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
                 <span class="bp">self</span><span class="o">.</span><span class="n">grid_options</span><span class="p">[</span><span class="s1">&#39;m&amp;s_options&#39;</span><span class="p">]</span>
@@ -4239,9 +4225,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/grid_options_defaults.html b/docs/build/html/_modules/binarycpython/utils/grid_options_defaults.html
index 035bea23d..e0fdf688e 100644
--- a/docs/build/html/_modules/binarycpython/utils/grid_options_defaults.html
+++ b/docs/build/html/_modules/binarycpython/utils/grid_options_defaults.html
@@ -1007,9 +1007,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/plot_functions.html b/docs/build/html/_modules/binarycpython/utils/plot_functions.html
index ba2301c60..64e1f27cc 100644
--- a/docs/build/html/_modules/binarycpython/utils/plot_functions.html
+++ b/docs/build/html/_modules/binarycpython/utils/plot_functions.html
@@ -829,9 +829,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/run_system_wrapper.html b/docs/build/html/_modules/binarycpython/utils/run_system_wrapper.html
index 535ffdf42..70d649d6a 100644
--- a/docs/build/html/_modules/binarycpython/utils/run_system_wrapper.html
+++ b/docs/build/html/_modules/binarycpython/utils/run_system_wrapper.html
@@ -209,6 +209,7 @@
 
     <span class="c1"># Load available arg keywords</span>
     <span class="n">available_binary_c_arg_keywords</span> <span class="o">=</span> <span class="n">get_arg_keys</span><span class="p">()</span>
+    <span class="n">special_keywords</span> <span class="o">=</span> <span class="p">[</span><span class="n">el</span> <span class="k">for</span> <span class="n">el</span> <span class="ow">in</span> <span class="nb">list</span><span class="p">(</span><span class="n">available_binary_c_arg_keywords</span><span class="p">)</span> <span class="k">if</span> <span class="n">el</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s2">&quot;</span><span class="si">%d</span><span class="s2">&quot;</span><span class="p">)]</span>
 
     <span class="n">other_keywords</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;custom_logging_code&quot;</span><span class="p">,</span> <span class="s2">&quot;log_filename&quot;</span><span class="p">,</span> <span class="s2">&quot;parse_function&quot;</span><span class="p">]</span>
 
@@ -224,6 +225,16 @@
         <span class="k">if</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">available_binary_c_arg_keywords</span><span class="p">:</span>
             <span class="n">binary_c_args</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">kwargs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
 
+        <span class="k">elif</span> <span class="nb">any</span><span class="p">(</span>
+                <span class="p">[</span>
+                    <span class="kc">True</span>
+                    <span class="k">if</span> <span class="p">(</span><span class="n">key</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="n">param</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">])</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">param</span><span class="p">[:</span><span class="o">-</span><span class="mi">2</span><span class="p">])</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="n">key</span><span class="p">))</span>
+                    <span class="k">else</span> <span class="kc">False</span>
+                    <span class="k">for</span> <span class="n">param</span> <span class="ow">in</span> <span class="n">special_keywords</span>
+                <span class="p">]</span>
+            <span class="p">):</span>
+            <span class="n">binary_c_args</span><span class="p">[</span><span class="n">key</span><span class="p">]</span> <span class="o">=</span> <span class="n">kwargs</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
+
         <span class="c1"># Notify user when this key wont be used</span>
         <span class="k">else</span><span class="p">:</span>
             <span class="k">if</span> <span class="ow">not</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">other_keywords</span><span class="p">:</span>
@@ -287,9 +298,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/spacing_functions.html b/docs/build/html/_modules/binarycpython/utils/spacing_functions.html
index f24e0dd94..6fa1aeaec 100644
--- a/docs/build/html/_modules/binarycpython/utils/spacing_functions.html
+++ b/docs/build/html/_modules/binarycpython/utils/spacing_functions.html
@@ -179,10 +179,10 @@
 <span class="sd">        steps: amount of segments between min_bound and max_bound</span>
 
 <span class="sd">    Returns:</span>
-<span class="sd">        np.linspace(min_bound, max_bound, steps)</span>
+<span class="sd">        np.linspace(min_bound, max_bound, steps+1)</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
-    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">min_bound</span><span class="p">,</span> <span class="n">max_bound</span><span class="p">,</span> <span class="n">steps</span><span class="p">)</span></div>
+    <span class="k">return</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="n">min_bound</span><span class="p">,</span> <span class="n">max_bound</span><span class="p">,</span> <span class="n">steps</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span></div>
 </pre></div>
 
            </div>
@@ -209,9 +209,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/binarycpython/utils/useful_funcs.html b/docs/build/html/_modules/binarycpython/utils/useful_funcs.html
index 4257a86e6..8a34e2326 100644
--- a/docs/build/html/_modules/binarycpython/utils/useful_funcs.html
+++ b/docs/build/html/_modules/binarycpython/utils/useful_funcs.html
@@ -566,9 +566,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_modules/index.html b/docs/build/html/_modules/index.html
index 2ce40dd7f..5306f95ef 100644
--- a/docs/build/html/_modules/index.html
+++ b/docs/build/html/_modules/index.html
@@ -189,9 +189,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/_sources/binary_c_parameters.rst.txt b/docs/build/html/_sources/binary_c_parameters.rst.txt
index 96a16995f..9d05193ac 100644
--- a/docs/build/html/_sources/binary_c_parameters.rst.txt
+++ b/docs/build/html/_sources/binary_c_parameters.rst.txt
@@ -4,7 +4,7 @@ The following chapter contains all the parameters that the current version of bi
 
 
 This information was obtained by the following binary_c build:
-	**binary_c git branch**: branch_david	**binary_c git revision**: 6101:20210807:c5232be5c	**Built on**: Aug  7 2021 17:32:06
+	**binary_c git branch**: branch_david	**binary_c git revision**: 6162:20210825:093caf0e9	**Built on**: Aug 25 2021 18:02:39
 
 
 Section: stars
@@ -300,6 +300,22 @@ Section: stars
 | **Default value**: 0
 | **Macros**: ['GB_WIND_REIMERS = 0', 'GB_WIND_SCHROEDER_CUNTZ_2005 = 1', 'GB_WIND_GOLDMAN_ETAL_2017 = 2', 'GB_WIND_BEASOR_ETAL_2020 = 3']
 
+| **Parameter**: postagbwind
+| **Description**: Apply special post-(A)GB prescription. Default is POSTAGB_WIND_USE_GIANT which means we just use whatever is prescribed on the giant branch. Other options include: POSTAGB_WIND_NONE = 1 (no wind on the post (A)GB), POSTAGB_WIND_KRTICKA2020 = 2 which uses Krticka, Kubát and Krticková (2020, A&A 635, A173).
+| **Parameter input type**: Integer
+| **Default value**: 0
+| **Macros**: ['POSTAGB_WIND_GIANT = 0', 'POSTAGB_WIND_NONE = 1', 'POSTAGB_WIND_KRTICKA2020 = 2']
+
+| **Parameter**: Teff_postAGB_min
+| **Description**: The minimum temperature for which we apply post-(A)GB winds. See also Teff_postAGB_max. (6000 K)
+| **Parameter input type**: Float
+| **Default value**: 6000
+
+| **Parameter**: Teff_postAGB_max
+| **Description**: The maximum temperature for which we apply post-(A)GB winds. See also Teff_postAGB_min. (120000 K)
+| **Parameter input type**: Float
+| **Default value**: 120000
+
 | **Parameter**: mattsson_Orich_tpagbwind
 | **Description**: Experimental: turns on Mattsson's TPAGB wind when the star is oxygen rich. Requires MATTSSON_MASS_LOSS.
 | **Parameter input type**: Integer
@@ -398,6 +414,11 @@ Section: stars
 | **Parameter input type**: Float
 | **Default value**: 1
 
+| **Parameter**: Tout_Pringle_1992_multiplier
+| **Description**: Multiplier for the Tout & Pringle (1992) magnetic wind. (0.0)
+| **Parameter input type**: Float
+| **Default value**: 0
+
 | **Parameter**: artificial_mass_accretion_rate%d
 | **Description**: Constant mass accretion rate for star <n>.
 | **Parameter input type**: Float(scanf)
@@ -442,10 +463,10 @@ Section: stars
 | **Default value**: 1
 
 | **Parameter**: BH_prescription
-| **Description**: Black hole mass prescrition: relates the mass of a newly formed black hole to its progenitor's (CO) core mass. 0=Hurley et al 2000/2002, 1=Belczynski (early 2000s).
+| **Description**: Black hole mass prescrition: relates the mass of a newly formed black hole to its progenitor's (CO) core mass. BH_HURLEY2002 = 0 = Hurley et al 2000/2002, BH_BELCZYNSKI = 1 = Belczynski (early 2000s), BH_SPERA2015 = Spera+ 2015, BH_FRYER12_DELAYED = 3 = Fryer et al. (2012) delayed prescription, BH_FRYER12_RAPID = 4 = Fryer et al. (2012) rapid prescription, BH_FRYER12_STARTRACK = 5 = Fryer et al. (2012) startrack prescription.
 | **Parameter input type**: Integer
 | **Default value**: 0
-| **Macros**: ['BH_HURLEY2002 = 0', 'BH_BELCZYNSKI = 1', 'BH_SPERA2015 = 2', 'BH_FRYER12_DELAYED = 3', 'BH_FRYER12_RAPID = 4']
+| **Macros**: ['BH_HURLEY2002 = 0', 'BH_BELCZYNSKI = 1', 'BH_SPERA2015 = 2', 'BH_FRYER12_DELAYED = 3', 'BH_FRYER12_RAPID = 4', 'BH_FRYER12_STARTRACK = 5']
 
 | **Parameter**: PPISN_prescription
 | **Description**: (Pulsational) Pair-Instability Supernova prescription: Relates initial helium core mass of star to whether the star undergoes PPISN or PISN. Requires PPISN flag to be True (see binary_c_parameters.h). 0=no ppisn, 1=Farmer et al 2019.
@@ -1105,6 +1126,16 @@ Section: stars
 | **Parameter input type**: Float
 | **Default value**: 600000
 
+| **Parameter**: colour%d
+| **Description**: Sets colour %d (0 to NUM_ANSI_COLOURS-1) to the extended ANSI set colour you choose (1-255, 0 means ignore). The colour numbers are defined in src/logging/ansi_colours.h
+| **Parameter input type**: Int(scanf)
+| **Default value**: NULL
+
+| **Parameter**: apply_Darwin_Radau_correction
+| **Description**: Apply Darwin-Radau correction to the moment of inertia to take rotation into account?
+| **Parameter input type**: True|False
+| **Default value**: False
+
 Section: binary
 ---------------
 
@@ -2459,6 +2490,12 @@ Section: output
 | **Default value**: /tmp/c_log.dat
 | **Extra**: 
 
+| **Parameter**: log_arrows
+| **Description**: Add arrows to the output log to show whether values are increasing or decreasing.
+| **Parameter input type**: True|False
+| **Default value**: False
+| **Extra**: 
+
 | **Parameter**: stopfile
 | **Description**: File which, when it exists, will stop the current binary_c repeat run.
 | **Parameter input type**: String
@@ -2572,6 +2609,12 @@ Section: input
 | **Default value**: NULL
 | **Extra**: 
 
+| **Parameter**: MINT_fallback_to_test_data
+| **Description**: If TRUE, use the MINT test_data directory as a fallback when data is unavailable. (FALSE)
+| **Parameter input type**: True|False
+| **Default value**: NULL
+| **Extra**: 
+
 | **Parameter**: MINT_disable_grid_load_warnings
 | **Description**: Use this to explicitly disable MINT's warnings when loading a grid with, e.g., missing or too much data.
 | **Parameter input type**: True|False
@@ -2584,6 +2627,24 @@ Section: input
 | **Default value**: NULL
 | **Extra**: 
 
+| **Parameter**: MINT_nshells
+| **Description**: Set the initial number of shells MINT uses in each star when doing nuclear burning. Note: remeshing can change this. If MINT_nshells is 0, shellular burning and other routines that require shells will not be available. (200)
+| **Parameter input type**: Integer
+| **Default value**: NULL
+| **Extra**: 
+
+| **Parameter**: MINT_maximum_nshells
+| **Description**: Set the maximum number of shells MINT uses in each star when doing nuclear burning. Note that this will be limited to MINT_HARD_MAX_NSHELLS. (1000)
+| **Parameter input type**: Integer
+| **Default value**: NULL
+| **Extra**: 
+
+| **Parameter**: MINT_minimum_nshells
+| **Description**: Set the minimum number of shells MINT uses in each star when doing nuclear burning. Note that this will be greater than or equal to MINT_HARD_MIN_NSHELLS, which is 0 by default. (0)
+| **Parameter input type**: Integer
+| **Default value**: NULL
+| **Extra**: 
+
 | **Parameter**: MINT_Kippenhahn_stellar_type
 | **Description**: Stellar type selector for Kippenhahn plots. Set to -1 to ignore, otherwise the stellar type number for which Kippenhahn plot data should be output.
 | **Parameter input type**: Integer
diff --git a/docs/build/html/_sources/notebook_individual_systems.ipynb.txt b/docs/build/html/_sources/notebook_individual_systems.ipynb.txt
index 19c2d29fb..21d49016f 100644
--- a/docs/build/html/_sources/notebook_individual_systems.ipynb.txt
+++ b/docs/build/html/_sources/notebook_individual_systems.ipynb.txt
@@ -28,6 +28,18 @@
   {
    "cell_type": "code",
    "execution_count": 1,
+   "id": "e32dcdee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "from binarycpython.utils.functions import temp_dir\n",
+    "TMP_DIR = temp_dir(\"notebooks\", \"notebook_individual_systems\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
    "id": "425efed3-d8e3-432d-829e-41d8ebe05162",
    "metadata": {},
    "outputs": [],
@@ -38,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "id": "b2abab48-433d-4936-8434-14804c52c9f6",
    "metadata": {},
    "outputs": [
@@ -46,7 +58,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "SINGLE_STAR_LIFETIME 1 12462\n",
+      "SINGLE_STAR_LIFETIME 1 12461.9\n",
       "\n"
      ]
     }
@@ -66,7 +78,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "029fc3f2-f09a-49af-a32b-248505738f2e",
    "metadata": {},
    "outputs": [
@@ -74,24 +86,25 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "      TIME      M1       M2   K1  K2           SEP   ECC  R1/ROL1 R2/ROL2  TYPE RANDOM_SEED=67365 RANDOM_COUNT=0\n",
-      "     0.0000    1.000    0.000  1  15            -1 -1.00   0.000   0.000  \"INITIAL \"\n",
-      " 11003.1302    1.000    0.000  2  15            -1 -1.00   0.000   0.000  \"OFF_MS\"\n",
-      " 11003.1302    1.000    0.000  2  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 11582.2424    1.000    0.000  3  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12325.1085    0.817    0.000  4  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12457.1300    0.783    0.000  5  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12460.8955    0.774    0.000  6  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12460.8955    0.774    0.000  6  15            -1 -1.00   0.000   0.000  \"shrinkAGB\"\n",
-      " 12461.9514    0.523    0.000 11  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 15000.0000    0.523    0.000 11  15            -1 -1.00   0.000   0.000  \"MAX_TIME\"\n",
+      "      TIME      M1       M2   K1  K2           SEP      PER    ECC  R1/ROL1 R2/ROL2  TYPE RANDOM_SEED=17089 RANDOM_COUNT=0\n",
+      "     0.0000    1.000    0.000  1  15            -1       -1  -1.00   0.000   0.000  \"INITIAL \"\n",
+      " 11003.1302    1.000    0.000  2  15            -1       -1  -1.00   0.000   0.000  \"OFF_MS\"\n",
+      " 11003.1302    1.000    0.000  2  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 11582.2424    1.000    0.000  3  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12325.1085    0.817    0.000  4  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12457.1301    0.783    0.000  5  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12460.9983    0.716    0.000  6  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12460.9983    0.716    0.000  6  15            -1       -1  -1.00   0.000   0.000  \"shrinkAGB\"\n",
+      " 12461.9458    0.518    0.000 11  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 15000.0000    0.518    0.000 11  15            -1       -1  -1.00   0.000   0.000  \"MAX_TIME\"\n",
       "\n"
      ]
     }
    ],
    "source": [
-    "output = run_system(M_1=1, log_filename='/tmp/test_logfile.txt')\n",
-    "with open('/tmp/test_logfile.txt', 'r') as f:\n",
+    "log_filename = os.path.join(TMP_DIR, 'test_logfile.txt')\n",
+    "output = run_system(M_1=1, log_filename=log_filename, api_log_filename_prefix=TMP_DIR)\n",
+    "with open(log_filename, 'r') as f:\n",
     "    print(f.read())"
    ]
   },
@@ -105,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "e6a23b55-ca42-440d-83ac-e76a24a83a67",
    "metadata": {
     "tags": []
@@ -115,7 +128,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1', 'EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1', 'EXAMPLE_MASSLOSS             1.000000000000e-06 1 1 1', 'EXAMPLE_MASSLOSS             2.000000000000e-06 1 1 1']\n"
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1\n",
+      "EXAMPLE_MASSLOSS             1.000000000000e-06 1 1 1\n",
+      "EXAMPLE_MASSLOSS             2.000000000000e-06 1 1 1\n"
      ]
     }
    ],
@@ -137,8 +153,8 @@
     "# Generate entire shared lib code around logging lines\n",
     "custom_logging_code = binary_c_log_code(custom_logging_print_statement)\n",
     "\n",
-    "output = run_system(M_1=1, custom_logging_code=custom_logging_code)\n",
-    "print(output.splitlines()[:4])"
+    "output = run_system(M_1=1, custom_logging_code=custom_logging_code, api_log_filename_prefix=TMP_DIR)\n",
+    "print('\\n'.join(output.splitlines()[:4]))"
    ]
   },
   {
@@ -151,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "3822721f-217a-495b-962e-d57137b9e290",
    "metadata": {},
    "outputs": [
@@ -201,7 +217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "654a07ed-2a88-46ff-9da0-b7759580f9f3",
    "metadata": {},
    "outputs": [
@@ -216,13 +232,13 @@
       "4       2e-06         1            1            1\n",
       "5       3e-06         1            1            1\n",
       "...       ...       ...          ...          ...\n",
-      "1612  12461.8  0.577754            1            6\n",
-      "1613    12462  0.522806            1           11\n",
-      "1614    13462  0.522806            1           11\n",
-      "1615    14462  0.522806            1           11\n",
-      "1616    15000  0.522806            1           11\n",
+      "1617  12461.8  0.546683            1            6\n",
+      "1618  12461.9  0.517749            1           11\n",
+      "1619  13461.9  0.517749            1           11\n",
+      "1620  14461.9  0.517749            1           11\n",
+      "1621    15000  0.517749            1           11\n",
       "\n",
-      "[1616 rows x 4 columns]\n"
+      "[1621 rows x 4 columns]\n"
      ]
     }
    ],
@@ -252,7 +268,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "4a98ffca-1b72-4bb8-8df1-3bf3187d882f",
    "metadata": {},
    "outputs": [],
@@ -271,7 +287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "bff1cc2e-6b32-4ba0-879f-879ffbabd223",
    "metadata": {},
    "outputs": [
@@ -279,11 +295,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "adding: api_log_filename_prefix=/tmp/binary_c_python/notebooks/notebook_individual_systems to BSE_options\n",
       "adding: M_1=10 to BSE_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "SINGLE_STAR_LIFETIME 10 27.7358\n",
+      "SINGLE_STAR_LIFETIME 10 28.4838\n",
       "\n"
      ]
     }
@@ -294,7 +311,8 @@
     "\n",
     "# Set some parameters\n",
     "example_pop.set(\n",
-    "    verbosity=1\n",
+    "    verbosity=1,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ")\n",
     "example_pop.set(\n",
     "    M_1=10\n",
@@ -315,7 +333,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "id": "dd748bab-b57e-4129-8350-9ea11fa179d0",
    "metadata": {
     "scrolled": true,
@@ -338,10 +356,13 @@
       ");\n",
       " to grid_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_eac2dfc438a14e5a9f5be98b1b6b4294.so\n",
-      "['EXAMPLE_MASSLOSS             0.000000000000e+00 10 0 10 1', 'EXAMPLE_MASSLOSS             0.000000000000e+00 10 10 10 1', 'EXAMPLE_MASSLOSS             1.000000000000e-06 10 10 10 1', 'EXAMPLE_MASSLOSS             2.000000000000e-06 10 10 10 1']\n"
+      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_8967553693ac4e11a49c42d4eef773e8.so\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 10 0 10 1\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 10 10 10 1\n",
+      "EXAMPLE_MASSLOSS             1.000000000000e-06 10 10 10 1\n",
+      "EXAMPLE_MASSLOSS             2.000000000000e-06 10 10 10 1\n"
      ]
     }
    ],
@@ -362,7 +383,7 @@
     "\n",
     "# get output and print\n",
     "output = example_pop.evolve_single()\n",
-    "print(output.splitlines()[:4])"
+    "print('\\n'.join(output.splitlines()[:4]))"
    ]
   },
   {
@@ -377,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "id": "fec39154-cce6-438c-8c2c-509d76b00f34",
    "metadata": {},
    "outputs": [],
@@ -428,7 +449,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 12,
    "id": "57347512-fd4a-434b-b13c-5e6dbd3ac415",
    "metadata": {
     "scrolled": true,
@@ -439,12 +460,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "adding: parse_function=<function object_parse_function at 0x7f9265091598> to grid_options\n",
-      "<<<< Warning: Key does not match previously known parameter:                     adding: output_dir=/tmp/ to custom_options >>>>\n",
+      "adding: parse_function=<function object_parse_function at 0x7fb4d41ebbf8> to grid_options\n",
+      "<<<< Warning: Key does not match previously known parameter:                     adding: output_dir=/tmp/binary_c_python/notebooks/notebook_individual_systems to custom_options >>>>\n",
+      "adding: api_log_filename_prefix=/tmp/binary_c_python/notebooks/notebook_individual_systems to BSE_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_e9c2bec7f15541eb847fc6013e48e7ed.so\n",
+      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_5d7779e8190e4b79b10c7e6a44cb0e7e.so\n",
       "[['time', 'mass', 'initial_mass', 'stellar_type'], [0.0, 10.0, 0.0, 10.0, 1.0], [0.0, 10.0, 10.0, 10.0, 1.0], [1e-06, 10.0, 10.0, 10.0, 1.0]]\n",
       "dict_keys(['time', 'mass', 'initial_mass', 'stellar_type'])\n"
      ]
@@ -453,7 +475,8 @@
    "source": [
     "example_pop.set(\n",
     "    parse_function=object_parse_function,\n",
-    "    output_dir='/tmp/'\n",
+    "    output_dir=TMP_DIR,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ")\n",
     "output = example_pop.evolve_single()\n",
     "print(output[:4])\n",
@@ -488,7 +511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 13,
    "id": "ec48125c-6bf5-48f4-9357-8261800b5d8b",
    "metadata": {},
    "outputs": [
@@ -496,7 +519,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "SINGLE_STAR_LIFETIME 15 14.2383\n",
+      "SINGLE_STAR_LIFETIME 15 14.9947\n",
       "\n"
      ]
     }
@@ -510,10 +533,11 @@
     "eccentricity = 0.0\n",
     "metallicity = 0.02\n",
     "max_evolution_time = 15000  # Myr. You need to include this argument.\n",
+    "api_log_filename_prefix = TMP_DIR\n",
     "\n",
     "# Here we set up the argument string that is passed to the bindings\n",
     "argstring = \"\"\"\n",
-    "binary_c M_1 {M_1} M_2 {M_2} separation {separation} orbital_period {orbital_period} eccentricity {eccentricity} metallicity {metallicity} max_evolution_time {max_evolution_time}\n",
+    "binary_c M_1 {M_1} M_2 {M_2} separation {separation} orbital_period {orbital_period} eccentricity {eccentricity} metallicity {metallicity} max_evolution_time {max_evolution_time} api_log_filename_prefix {api_log_filename_prefix}\n",
     "\"\"\".format(\n",
     "    M_1=M_1,\n",
     "    M_2=M_2,\n",
@@ -522,6 +546,7 @@
     "    eccentricity=eccentricity,\n",
     "    metallicity=metallicity,\n",
     "    max_evolution_time=max_evolution_time,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ").strip()\n",
     "\n",
     "from binarycpython import _binary_c_bindings\n",
diff --git a/docs/build/html/_sources/notebook_population.ipynb.txt b/docs/build/html/_sources/notebook_population.ipynb.txt
index 56f3b153c..b6a37baa8 100644
--- a/docs/build/html/_sources/notebook_population.ipynb.txt
+++ b/docs/build/html/_sources/notebook_population.ipynb.txt
@@ -3,7 +3,9 @@
   {
    "cell_type": "markdown",
    "id": "bbbaafbb-fd7d-4b73-a970-93506ba35d71",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "source": [
     "# Running populations with binarycpython\n",
     "This notebook will show you how to evolve a population of stars\n",
@@ -27,15 +29,6 @@
     "# help(Population) # Uncomment to see the public functions of this object"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "a081ab23-7822-4971-aa82-991548534714",
-   "metadata": {},
-   "source": [
-    "- running ensemble\n",
-    "- using M&S grid"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "f268eff3-4e08-4f6b-8b59-f22dba4d2074",
@@ -329,7 +322,7 @@
    ],
    "source": [
     "# Add grid variables\n",
-    "resolution = {\"M_1\": 20, \"q\": 20, \"per\": 40}\n",
+    "resolution = {\"M_1\": 20}\n",
     "\n",
     "# Mass\n",
     "example_pop.add_grid_variable(\n",
@@ -1125,7 +1118,7 @@
     ")\n",
     "\n",
     "# Add grid variables\n",
-    "resolution = {\"M_1\": 5, \"q\": 5, \"per\": 5}\n",
+    "resolution = {\"M_1\": 3, \"q\": 3, \"per\": 3}\n",
     "\n",
     "# Mass\n",
     "example_pop.add_grid_variable(\n",
diff --git a/docs/build/html/binary_c_parameters.html b/docs/build/html/binary_c_parameters.html
index a8132f81b..ecb6bba95 100644
--- a/docs/build/html/binary_c_parameters.html
+++ b/docs/build/html/binary_c_parameters.html
@@ -197,7 +197,7 @@
 <h1>Binary_c parameters<a class="headerlink" href="#binary-c-parameters" title="Permalink to this headline">¶</a></h1>
 <p>The following chapter contains all the parameters that the current version of binary_c can handle, along with their descriptions and other properties.</p>
 <dl class="simple">
-<dt>This information was obtained by the following binary_c build:</dt><dd><p><strong>binary_c git branch</strong>: branch_david   <strong>binary_c git revision</strong>: 6101:20210807:c5232be5c      <strong>Built on</strong>: Aug  7 2021 17:32:06</p>
+<dt>This information was obtained by the following binary_c build:</dt><dd><p><strong>binary_c git branch</strong>: branch_david   <strong>binary_c git revision</strong>: 6162:20210825:093caf0e9      <strong>Built on</strong>: Aug 25 2021 18:02:39</p>
 </dd>
 </dl>
 <div class="section" id="section-stars">
@@ -547,6 +547,25 @@
 <div class="line"><strong>Macros</strong>: [‘GB_WIND_REIMERS = 0’, ‘GB_WIND_SCHROEDER_CUNTZ_2005 = 1’, ‘GB_WIND_GOLDMAN_ETAL_2017 = 2’, ‘GB_WIND_BEASOR_ETAL_2020 = 3’]</div>
 </div>
 <div class="line-block">
+<div class="line"><strong>Parameter</strong>: postagbwind</div>
+<div class="line"><strong>Description</strong>: Apply special post-(A)GB prescription. Default is POSTAGB_WIND_USE_GIANT which means we just use whatever is prescribed on the giant branch. Other options include: POSTAGB_WIND_NONE = 1 (no wind on the post (A)GB), POSTAGB_WIND_KRTICKA2020 = 2 which uses Krticka, Kubát and Krticková (2020, A&amp;A 635, A173).</div>
+<div class="line"><strong>Parameter input type</strong>: Integer</div>
+<div class="line"><strong>Default value</strong>: 0</div>
+<div class="line"><strong>Macros</strong>: [‘POSTAGB_WIND_GIANT = 0’, ‘POSTAGB_WIND_NONE = 1’, ‘POSTAGB_WIND_KRTICKA2020 = 2’]</div>
+</div>
+<div class="line-block">
+<div class="line"><strong>Parameter</strong>: Teff_postAGB_min</div>
+<div class="line"><strong>Description</strong>: The minimum temperature for which we apply post-(A)GB winds. See also Teff_postAGB_max. (6000 K)</div>
+<div class="line"><strong>Parameter input type</strong>: Float</div>
+<div class="line"><strong>Default value</strong>: 6000</div>
+</div>
+<div class="line-block">
+<div class="line"><strong>Parameter</strong>: Teff_postAGB_max</div>
+<div class="line"><strong>Description</strong>: The maximum temperature for which we apply post-(A)GB winds. See also Teff_postAGB_min. (120000 K)</div>
+<div class="line"><strong>Parameter input type</strong>: Float</div>
+<div class="line"><strong>Default value</strong>: 120000</div>
+</div>
+<div class="line-block">
 <div class="line"><strong>Parameter</strong>: mattsson_Orich_tpagbwind</div>
 <div class="line"><strong>Description</strong>: Experimental: turns on Mattsson’s TPAGB wind when the star is oxygen rich. Requires MATTSSON_MASS_LOSS.</div>
 <div class="line"><strong>Parameter input type</strong>: Integer</div>
@@ -664,6 +683,12 @@
 <div class="line"><strong>Default value</strong>: 1</div>
 </div>
 <div class="line-block">
+<div class="line"><strong>Parameter</strong>: Tout_Pringle_1992_multiplier</div>
+<div class="line"><strong>Description</strong>: Multiplier for the Tout &amp; Pringle (1992) magnetic wind. (0.0)</div>
+<div class="line"><strong>Parameter input type</strong>: Float</div>
+<div class="line"><strong>Default value</strong>: 0</div>
+</div>
+<div class="line-block">
 <div class="line"><strong>Parameter</strong>: artificial_mass_accretion_rate%d</div>
 <div class="line"><strong>Description</strong>: Constant mass accretion rate for star &lt;n&gt;.</div>
 <div class="line"><strong>Parameter input type</strong>: Float(scanf)</div>
@@ -716,10 +741,10 @@
 </div>
 <div class="line-block">
 <div class="line"><strong>Parameter</strong>: BH_prescription</div>
-<div class="line"><strong>Description</strong>: Black hole mass prescrition: relates the mass of a newly formed black hole to its progenitor’s (CO) core mass. 0=Hurley et al 2000/2002, 1=Belczynski (early 2000s).</div>
+<div class="line"><strong>Description</strong>: Black hole mass prescrition: relates the mass of a newly formed black hole to its progenitor’s (CO) core mass. BH_HURLEY2002 = 0 = Hurley et al 2000/2002, BH_BELCZYNSKI = 1 = Belczynski (early 2000s), BH_SPERA2015 = Spera+ 2015, BH_FRYER12_DELAYED = 3 = Fryer et al. (2012) delayed prescription, BH_FRYER12_RAPID = 4 = Fryer et al. (2012) rapid prescription, BH_FRYER12_STARTRACK = 5 = Fryer et al. (2012) startrack prescription.</div>
 <div class="line"><strong>Parameter input type</strong>: Integer</div>
 <div class="line"><strong>Default value</strong>: 0</div>
-<div class="line"><strong>Macros</strong>: [‘BH_HURLEY2002 = 0’, ‘BH_BELCZYNSKI = 1’, ‘BH_SPERA2015 = 2’, ‘BH_FRYER12_DELAYED = 3’, ‘BH_FRYER12_RAPID = 4’]</div>
+<div class="line"><strong>Macros</strong>: [‘BH_HURLEY2002 = 0’, ‘BH_BELCZYNSKI = 1’, ‘BH_SPERA2015 = 2’, ‘BH_FRYER12_DELAYED = 3’, ‘BH_FRYER12_RAPID = 4’, ‘BH_FRYER12_STARTRACK = 5’]</div>
 </div>
 <div class="line-block">
 <div class="line"><strong>Parameter</strong>: PPISN_prescription</div>
@@ -1500,6 +1525,18 @@
 <div class="line"><strong>Parameter input type</strong>: Float</div>
 <div class="line"><strong>Default value</strong>: 600000</div>
 </div>
+<div class="line-block">
+<div class="line"><strong>Parameter</strong>: colour%d</div>
+<div class="line"><strong>Description</strong>: Sets colour %d (0 to NUM_ANSI_COLOURS-1) to the extended ANSI set colour you choose (1-255, 0 means ignore). The colour numbers are defined in src/logging/ansi_colours.h</div>
+<div class="line"><strong>Parameter input type</strong>: Int(scanf)</div>
+<div class="line"><strong>Default value</strong>: NULL</div>
+</div>
+<div class="line-block">
+<div class="line"><strong>Parameter</strong>: apply_Darwin_Radau_correction</div>
+<div class="line"><strong>Description</strong>: Apply Darwin-Radau correction to the moment of inertia to take rotation into account?</div>
+<div class="line"><strong>Parameter input type</strong>: True|False</div>
+<div class="line"><strong>Default value</strong>: False</div>
+</div>
 </div>
 <div class="section" id="section-binary">
 <h2>Section: binary<a class="headerlink" href="#section-binary" title="Permalink to this headline">¶</a></h2>
@@ -3112,6 +3149,13 @@
 <div class="line"><strong>Extra</strong>:</div>
 </div>
 <div class="line-block">
+<div class="line"><strong>Parameter</strong>: log_arrows</div>
+<div class="line"><strong>Description</strong>: Add arrows to the output log to show whether values are increasing or decreasing.</div>
+<div class="line"><strong>Parameter input type</strong>: True|False</div>
+<div class="line"><strong>Default value</strong>: False</div>
+<div class="line"><strong>Extra</strong>:</div>
+</div>
+<div class="line-block">
 <div class="line"><strong>Parameter</strong>: stopfile</div>
 <div class="line"><strong>Description</strong>: File which, when it exists, will stop the current binary_c repeat run.</div>
 <div class="line"><strong>Parameter input type</strong>: String</div>
@@ -3244,6 +3288,13 @@
 <div class="line"><strong>Extra</strong>:</div>
 </div>
 <div class="line-block">
+<div class="line"><strong>Parameter</strong>: MINT_fallback_to_test_data</div>
+<div class="line"><strong>Description</strong>: If TRUE, use the MINT test_data directory as a fallback when data is unavailable. (FALSE)</div>
+<div class="line"><strong>Parameter input type</strong>: True|False</div>
+<div class="line"><strong>Default value</strong>: NULL</div>
+<div class="line"><strong>Extra</strong>:</div>
+</div>
+<div class="line-block">
 <div class="line"><strong>Parameter</strong>: MINT_disable_grid_load_warnings</div>
 <div class="line"><strong>Description</strong>: Use this to explicitly disable MINT’s warnings when loading a grid with, e.g., missing or too much data.</div>
 <div class="line"><strong>Parameter input type</strong>: True|False</div>
@@ -3258,6 +3309,27 @@
 <div class="line"><strong>Extra</strong>:</div>
 </div>
 <div class="line-block">
+<div class="line"><strong>Parameter</strong>: MINT_nshells</div>
+<div class="line"><strong>Description</strong>: Set the initial number of shells MINT uses in each star when doing nuclear burning. Note: remeshing can change this. If MINT_nshells is 0, shellular burning and other routines that require shells will not be available. (200)</div>
+<div class="line"><strong>Parameter input type</strong>: Integer</div>
+<div class="line"><strong>Default value</strong>: NULL</div>
+<div class="line"><strong>Extra</strong>:</div>
+</div>
+<div class="line-block">
+<div class="line"><strong>Parameter</strong>: MINT_maximum_nshells</div>
+<div class="line"><strong>Description</strong>: Set the maximum number of shells MINT uses in each star when doing nuclear burning. Note that this will be limited to MINT_HARD_MAX_NSHELLS. (1000)</div>
+<div class="line"><strong>Parameter input type</strong>: Integer</div>
+<div class="line"><strong>Default value</strong>: NULL</div>
+<div class="line"><strong>Extra</strong>:</div>
+</div>
+<div class="line-block">
+<div class="line"><strong>Parameter</strong>: MINT_minimum_nshells</div>
+<div class="line"><strong>Description</strong>: Set the minimum number of shells MINT uses in each star when doing nuclear burning. Note that this will be greater than or equal to MINT_HARD_MIN_NSHELLS, which is 0 by default. (0)</div>
+<div class="line"><strong>Parameter input type</strong>: Integer</div>
+<div class="line"><strong>Default value</strong>: NULL</div>
+<div class="line"><strong>Extra</strong>:</div>
+</div>
+<div class="line-block">
 <div class="line"><strong>Parameter</strong>: MINT_Kippenhahn_stellar_type</div>
 <div class="line"><strong>Description</strong>: Stellar type selector for Kippenhahn plots. Set to -1 to ignore, otherwise the stellar type number for which Kippenhahn plot data should be output.</div>
 <div class="line"><strong>Parameter input type</strong>: Integer</div>
@@ -3483,9 +3555,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/custom_logging_functions.html b/docs/build/html/custom_logging_functions.html
index 9999d221b..c7e8dfe67 100644
--- a/docs/build/html/custom_logging_functions.html
+++ b/docs/build/html/custom_logging_functions.html
@@ -420,9 +420,9 @@ I recommend using this in function in combination with a function that generates
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/distribution_functions.html b/docs/build/html/distribution_functions.html
index e2b054585..2ab05aaf8 100644
--- a/docs/build/html/distribution_functions.html
+++ b/docs/build/html/distribution_functions.html
@@ -911,9 +911,9 @@ and is be given by dp/dlogP ~ (logP)^p for all other binary configurations (defa
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/example_notebooks.html b/docs/build/html/example_notebooks.html
index 111d819a6..57f157057 100644
--- a/docs/build/html/example_notebooks.html
+++ b/docs/build/html/example_notebooks.html
@@ -267,9 +267,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/functions.html b/docs/build/html/functions.html
index 9a3260db3..5974c283c 100644
--- a/docs/build/html/functions.html
+++ b/docs/build/html/functions.html
@@ -453,6 +453,16 @@ process)</p></li>
 </dl>
 </dd></dl>
 
+<dl class="py function">
+<dt id="binarycpython.utils.functions.format_ensemble_results">
+<code class="sig-prename descclassname">binarycpython.utils.functions.</code><code class="sig-name descname">format_ensemble_results</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">ensemble_dictionary</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#format_ensemble_results"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#binarycpython.utils.functions.format_ensemble_results" title="Permalink to this definition">¶</a></dt>
+<dd><p>Function to handle all the steps of formatting the ensemble output again.</p>
+<dl class="simple">
+<dt>Input:</dt><dd><p>ensemble_dictionary: dictionary containing all the ensemble results</p>
+</dd>
+</dl>
+</dd></dl>
+
 <dl class="py function">
 <dt id="binarycpython.utils.functions.get_arg_keys">
 <code class="sig-prename descclassname">binarycpython.utils.functions.</code><code class="sig-name descname">get_arg_keys</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#get_arg_keys"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#binarycpython.utils.functions.get_arg_keys" title="Permalink to this definition">¶</a></dt>
@@ -780,7 +790,7 @@ Does not work with lists as values</p>
 
 <dl class="py function">
 <dt id="binarycpython.utils.functions.return_binary_c_version_info">
-<code class="sig-prename descclassname">binarycpython.utils.functions.</code><code class="sig-name descname">return_binary_c_version_info</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">parsed</span><span class="o">=</span><span class="default_value">False</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#return_binary_c_version_info"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#binarycpython.utils.functions.return_binary_c_version_info" title="Permalink to this definition">¶</a></dt>
+<code class="sig-prename descclassname">binarycpython.utils.functions.</code><code class="sig-name descname">return_binary_c_version_info</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">parsed</span><span class="o">=</span><span class="default_value">True</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/functions.html#return_binary_c_version_info"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#binarycpython.utils.functions.return_binary_c_version_info" title="Permalink to this definition">¶</a></dt>
 <dd><p>Function that returns the version information of binary_c. This function calls the function
 _binary_c_bindings.return_version_info()</p>
 <dl class="field-list simple">
@@ -975,9 +985,9 @@ of all the binary_c parameters.</p>
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index 96bac49dd..eae56de59 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -412,7 +412,7 @@
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="distribution_functions.html#binarycpython.utils.distribution_functions.flatsections">flatsections() (in module binarycpython.utils.distribution_functions)</a>
 </li>
-      <li><a href="grid.html#binarycpython.utils.grid.Population.format_ensemble_results">format_ensemble_results() (binarycpython.utils.grid.Population method)</a>
+      <li><a href="functions.html#binarycpython.utils.functions.format_ensemble_results">format_ensemble_results() (in module binarycpython.utils.functions)</a>
 </li>
       <li><a href="custom_logging_functions.html#binarycpython.utils.custom_logging_functions.from_binary_c_config">from_binary_c_config() (in module binarycpython.utils.custom_logging_functions)</a>
 </li>
@@ -760,9 +760,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/grid.html b/docs/build/html/grid.html
index a62bb9964..35540c71a 100644
--- a/docs/build/html/grid.html
+++ b/docs/build/html/grid.html
@@ -241,7 +241,7 @@ then set the distribution functions</p>
 
 <dl class="py method">
 <dt id="binarycpython.utils.grid.Population.add_grid_variable">
-<code class="sig-name descname">add_grid_variable</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">name</span></em>, <em class="sig-param"><span class="n">longname</span></em>, <em class="sig-param"><span class="n">valuerange</span></em>, <em class="sig-param"><span class="n">resolution</span></em>, <em class="sig-param"><span class="n">spacingfunc</span></em>, <em class="sig-param"><span class="n">probdist</span></em>, <em class="sig-param"><span class="n">dphasevol</span></em>, <em class="sig-param"><span class="n">parameter_name</span></em>, <em class="sig-param"><span class="n">gridtype</span><span class="o">=</span><span class="default_value">'edge'</span></em>, <em class="sig-param"><span class="n">branchpoint</span><span class="o">=</span><span class="default_value">0</span></em>, <em class="sig-param"><span class="n">precode</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">condition</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/grid.html#Population.add_grid_variable"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#binarycpython.utils.grid.Population.add_grid_variable" title="Permalink to this definition">¶</a></dt>
+<code class="sig-name descname">add_grid_variable</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">name</span></em>, <em class="sig-param"><span class="n">longname</span></em>, <em class="sig-param"><span class="n">valuerange</span></em>, <em class="sig-param"><span class="n">resolution</span></em>, <em class="sig-param"><span class="n">spacingfunc</span></em>, <em class="sig-param"><span class="n">probdist</span></em>, <em class="sig-param"><span class="n">dphasevol</span></em>, <em class="sig-param"><span class="n">parameter_name</span></em>, <em class="sig-param"><span class="n">gridtype</span><span class="o">=</span><span class="default_value">'centred'</span></em>, <em class="sig-param"><span class="n">branchpoint</span><span class="o">=</span><span class="default_value">0</span></em>, <em class="sig-param"><span class="n">precode</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="n">condition</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/grid.html#Population.add_grid_variable"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#binarycpython.utils.grid.Population.add_grid_variable" title="Permalink to this definition">¶</a></dt>
 <dd><p>Function to add grid variables to the grid_options.</p>
 <p>The execution of the grid generation will be through a nested for loop.
 Each of the grid variables will get create a deeper for loop.</p>
@@ -302,7 +302,7 @@ if you want to ignore any dphasevol calculations and set the value to 1
 <p>condition = ‘self.grid_options[‘binary’]==1’</p>
 </p></li>
 <li><p><strong>gridtype</strong> (<code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code>) – Method on how the value range is sampled. Can be either ‘edge’ (steps starting at
-the lower edge of the value range) or ‘center’
+the lower edge of the value range) or ‘centred’
 (steps starting at lower edge + 0.5 * stepsize).</p></li>
 </ul>
 </dd>
@@ -398,16 +398,6 @@ simulation_&lt;date+time&gt;_settings.json will be created</p></li>
 </dl>
 </dd></dl>
 
-<dl class="py method">
-<dt id="binarycpython.utils.grid.Population.format_ensemble_results">
-<code class="sig-name descname">format_ensemble_results</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">ensemble_dictionary</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/grid.html#Population.format_ensemble_results"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#binarycpython.utils.grid.Population.format_ensemble_results" title="Permalink to this definition">¶</a></dt>
-<dd><p>Function to handle all the steps of formatting the ensemble output again.</p>
-<dl class="simple">
-<dt>Input:</dt><dd><p>ensemble_dictionary: dictionary containing all the ensemble results</p>
-</dd>
-</dl>
-</dd></dl>
-
 <dl class="py method">
 <dt id="binarycpython.utils.grid.Population.parse_cmdline">
 <code class="sig-name descname">parse_cmdline</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="_modules/binarycpython/utils/grid.html#Population.parse_cmdline"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#binarycpython.utils.grid.Population.parse_cmdline" title="Permalink to this definition">¶</a></dt>
@@ -585,9 +575,9 @@ like m1,m2,sep, orb-per, ecc, probability etc.</p>
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/grid_options_defaults.html b/docs/build/html/grid_options_defaults.html
index f0ca1669d..151d7f683 100644
--- a/docs/build/html/grid_options_defaults.html
+++ b/docs/build/html/grid_options_defaults.html
@@ -308,9 +308,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/grid_options_descriptions.html b/docs/build/html/grid_options_descriptions.html
index 1c33c6433..65faf9f07 100644
--- a/docs/build/html/grid_options_descriptions.html
+++ b/docs/build/html/grid_options_descriptions.html
@@ -479,9 +479,9 @@ q extrapolation (below 0.15) method
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/hpc_functions.html b/docs/build/html/hpc_functions.html
index 44e026619..eaeff7cea 100644
--- a/docs/build/html/hpc_functions.html
+++ b/docs/build/html/hpc_functions.html
@@ -239,9 +239,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index 5274adf9b..66993241b 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -192,7 +192,7 @@
 <p>Test coverage:</p>
 <a class="reference external image-reference" href="./badges/test_coverage.svg"><img alt="test coverage" src="_images/test_coverage.svg" /></a>
 <p>Binary population synthesis code that interfaces with binary_c. Based on a original work by Jeff Andrews (can be found in old_solution/ directory). Updated and extended for Python3 by David Hendriks, Robert Izzard.</p>
-<p>The current release is version 0.4, make sure to use that version number when installing!</p>
+<p>The current release is version 0.9.1, make sure to use that version number when installing!</p>
 <div class="section" id="requirements">
 <h2>Requirements<a class="headerlink" href="#requirements" title="Permalink to this headline">¶</a></h2>
 <p>To run this code you need to at least have installations of:</p>
@@ -382,9 +382,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/modules.html b/docs/build/html/modules.html
index 4451ca255..076e1dc8c 100644
--- a/docs/build/html/modules.html
+++ b/docs/build/html/modules.html
@@ -250,9 +250,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/notebook_api_functionality.html b/docs/build/html/notebook_api_functionality.html
index 4f4782007..c4b2e364a 100644
--- a/docs/build/html/notebook_api_functionality.html
+++ b/docs/build/html/notebook_api_functionality.html
@@ -1347,9 +1347,9 @@ MAXIMUM MASS RATIO 0.0141
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/notebook_custom_logging.html b/docs/build/html/notebook_custom_logging.html
index 513172b9a..1c8c66116 100644
--- a/docs/build/html/notebook_custom_logging.html
+++ b/docs/build/html/notebook_custom_logging.html
@@ -902,9 +902,9 @@ EXAMPLE_SN             9.878236827680e+00 1.61349 8.38063 20 12 13 5 1 6.74037 4
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/notebook_extra_features.html b/docs/build/html/notebook_extra_features.html
index ee66bbf25..bd6f0c339 100644
--- a/docs/build/html/notebook_extra_features.html
+++ b/docs/build/html/notebook_extra_features.html
@@ -646,9 +646,9 @@ get_defaults(filter_values:bool=False) -&gt; dict
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/notebook_individual_systems.html b/docs/build/html/notebook_individual_systems.html
index 628bedab3..f2110d005 100644
--- a/docs/build/html/notebook_individual_systems.html
+++ b/docs/build/html/notebook_individual_systems.html
@@ -456,13 +456,24 @@ div.rendered_html tbody tr:hover {
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
+<span></span><span class="kn">import</span> <span class="nn">os</span>
+<span class="kn">from</span> <span class="nn">binarycpython.utils.functions</span> <span class="kn">import</span> <span class="n">temp_dir</span>
+<span class="n">TMP_DIR</span> <span class="o">=</span> <span class="n">temp_dir</span><span class="p">(</span><span class="s2">&quot;notebooks&quot;</span><span class="p">,</span> <span class="s2">&quot;notebook_individual_systems&quot;</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+<div class="nbinput nblast docutils container">
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
+</pre></div>
+</div>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
 <span></span><span class="kn">from</span> <span class="nn">binarycpython.utils.run_system_wrapper</span> <span class="kn">import</span> <span class="n">run_system</span>
 <span class="c1"># help(run_system) # Uncomment to see the docstring</span>
 </pre></div>
 </div>
 </div>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -476,18 +487,19 @@ div.rendered_html tbody tr:hover {
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-SINGLE_STAR_LIFETIME 1 12462
+SINGLE_STAR_LIFETIME 1 12461.9
 
 </pre></div></div>
 </div>
 <p>Lets try adding a log filename now:</p>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[4]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
-<span></span><span class="n">output</span> <span class="o">=</span> <span class="n">run_system</span><span class="p">(</span><span class="n">M_1</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">log_filename</span><span class="o">=</span><span class="s1">&#39;/tmp/test_logfile.txt&#39;</span><span class="p">)</span>
-<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s1">&#39;/tmp/test_logfile.txt&#39;</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
+<span></span><span class="n">log_filename</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">TMP_DIR</span><span class="p">,</span> <span class="s1">&#39;test_logfile.txt&#39;</span><span class="p">)</span>
+<span class="n">output</span> <span class="o">=</span> <span class="n">run_system</span><span class="p">(</span><span class="n">M_1</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">log_filename</span><span class="o">=</span><span class="n">log_filename</span><span class="p">,</span> <span class="n">api_log_filename_prefix</span><span class="o">=</span><span class="n">TMP_DIR</span><span class="p">)</span>
+<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">log_filename</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
     <span class="nb">print</span><span class="p">(</span><span class="n">f</span><span class="o">.</span><span class="n">read</span><span class="p">())</span>
 </pre></div>
 </div>
@@ -497,23 +509,23 @@ SINGLE_STAR_LIFETIME 1 12462
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-      TIME      M1       M2   K1  K2           SEP   ECC  R1/ROL1 R2/ROL2  TYPE RANDOM_SEED=67365 RANDOM_COUNT=0
-     0.0000    1.000    0.000  1  15            -1 -1.00   0.000   0.000  &#34;INITIAL &#34;
- 11003.1302    1.000    0.000  2  15            -1 -1.00   0.000   0.000  &#34;OFF_MS&#34;
- 11003.1302    1.000    0.000  2  15            -1 -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
- 11582.2424    1.000    0.000  3  15            -1 -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
- 12325.1085    0.817    0.000  4  15            -1 -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
- 12457.1300    0.783    0.000  5  15            -1 -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
- 12460.8955    0.774    0.000  6  15            -1 -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
- 12460.8955    0.774    0.000  6  15            -1 -1.00   0.000   0.000  &#34;shrinkAGB&#34;
- 12461.9514    0.523    0.000 11  15            -1 -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
- 15000.0000    0.523    0.000 11  15            -1 -1.00   0.000   0.000  &#34;MAX_TIME&#34;
+      TIME      M1       M2   K1  K2           SEP      PER    ECC  R1/ROL1 R2/ROL2  TYPE RANDOM_SEED=17089 RANDOM_COUNT=0
+     0.0000    1.000    0.000  1  15            -1       -1  -1.00   0.000   0.000  &#34;INITIAL &#34;
+ 11003.1302    1.000    0.000  2  15            -1       -1  -1.00   0.000   0.000  &#34;OFF_MS&#34;
+ 11003.1302    1.000    0.000  2  15            -1       -1  -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
+ 11582.2424    1.000    0.000  3  15            -1       -1  -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
+ 12325.1085    0.817    0.000  4  15            -1       -1  -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
+ 12457.1301    0.783    0.000  5  15            -1       -1  -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
+ 12460.9983    0.716    0.000  6  15            -1       -1  -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
+ 12460.9983    0.716    0.000  6  15            -1       -1  -1.00   0.000   0.000  &#34;shrinkAGB&#34;
+ 12461.9458    0.518    0.000 11  15            -1       -1  -1.00   0.000   0.000  &#34;TYPE_CHNGE&#34;
+ 15000.0000    0.518    0.000 11  15            -1       -1  -1.00   0.000   0.000  &#34;MAX_TIME&#34;
 
 </pre></div></div>
 </div>
 <p>To get more useful output we can include a custom_logging snippet (see notebook_custom_logging):</p>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[5]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -534,8 +546,8 @@ SINGLE_STAR_LIFETIME 1 12462
 <span class="c1"># Generate entire shared lib code around logging lines</span>
 <span class="n">custom_logging_code</span> <span class="o">=</span> <span class="n">binary_c_log_code</span><span class="p">(</span><span class="n">custom_logging_print_statement</span><span class="p">)</span>
 
-<span class="n">output</span> <span class="o">=</span> <span class="n">run_system</span><span class="p">(</span><span class="n">M_1</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">custom_logging_code</span><span class="o">=</span><span class="n">custom_logging_code</span><span class="p">)</span>
-<span class="nb">print</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">splitlines</span><span class="p">()[:</span><span class="mi">4</span><span class="p">])</span>
+<span class="n">output</span> <span class="o">=</span> <span class="n">run_system</span><span class="p">(</span><span class="n">M_1</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">custom_logging_code</span><span class="o">=</span><span class="n">custom_logging_code</span><span class="p">,</span> <span class="n">api_log_filename_prefix</span><span class="o">=</span><span class="n">TMP_DIR</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">splitlines</span><span class="p">()[:</span><span class="mi">4</span><span class="p">]))</span>
 </pre></div>
 </div>
 </div>
@@ -544,12 +556,15 @@ SINGLE_STAR_LIFETIME 1 12462
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-[&#39;EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1&#39;, &#39;EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1&#39;, &#39;EXAMPLE_MASSLOSS             1.000000000000e-06 1 1 1&#39;, &#39;EXAMPLE_MASSLOSS             2.000000000000e-06 1 1 1&#39;]
+EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1
+EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1
+EXAMPLE_MASSLOSS             1.000000000000e-06 1 1 1
+EXAMPLE_MASSLOSS             2.000000000000e-06 1 1 1
 </pre></div></div>
 </div>
 <p>Now we have some actual output, it is time to create a parse_function which parses the output. Adding a parse_function to the run_system will make run_system run the output of binary_c through the parse_function.</p>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -591,7 +606,7 @@ SINGLE_STAR_LIFETIME 1 12462
 </div>
 <p>This output can now be turned into e.g. an Numpy array or Pandas dataframe (my favorite: makes querying the data very easy)</p>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -620,13 +635,13 @@ SINGLE_STAR_LIFETIME 1 12462
 4       2e-06         1            1            1
 5       3e-06         1            1            1
 ...       ...       ...          ...          ...
-1612  12461.8  0.577754            1            6
-1613    12462  0.522806            1           11
-1614    13462  0.522806            1           11
-1615    14462  0.522806            1           11
-1616    15000  0.522806            1           11
+1617  12461.8  0.546683            1            6
+1618  12461.9  0.517749            1           11
+1619  13461.9  0.517749            1           11
+1620  14461.9  0.517749            1           11
+1621    15000  0.517749            1           11
 
-[1616 rows x 4 columns]
+[1621 rows x 4 columns]
 </pre></div></div>
 </div>
 </div>
@@ -634,7 +649,7 @@ SINGLE_STAR_LIFETIME 1 12462
 <h2>Single system via population object<a class="headerlink" href="#Single-system-via-population-object" title="Permalink to this headline">¶</a></h2>
 <p>When setting up your population object (see notebook_population), and configuring all the parameters, it is possible to run a single system using that same configuration. It will use the parse_function if set, and running a single system is a good method to test if everything works accordingly.</p>
 <div class="nbinput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -645,7 +660,7 @@ SINGLE_STAR_LIFETIME 1 12462
 </div>
 <p>First, let’s try this without any custom logging or parsing functionality</p>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -654,7 +669,8 @@ SINGLE_STAR_LIFETIME 1 12462
 
 <span class="c1"># Set some parameters</span>
 <span class="n">example_pop</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
-    <span class="n">verbosity</span><span class="o">=</span><span class="mi">1</span>
+    <span class="n">verbosity</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
+    <span class="n">api_log_filename_prefix</span><span class="o">=</span><span class="n">TMP_DIR</span>
 <span class="p">)</span>
 <span class="n">example_pop</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
     <span class="n">M_1</span><span class="o">=</span><span class="mi">10</span>
@@ -671,17 +687,18 @@ SINGLE_STAR_LIFETIME 1 12462
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
+adding: api_log_filename_prefix=/tmp/binary_c_python/notebooks/notebook_individual_systems to BSE_options
 adding: M_1=10 to BSE_options
 Creating and loading custom logging functionality
-Running binary_c M_1 10
+Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems
 Cleaning up the custom logging stuff. type: single
-SINGLE_STAR_LIFETIME 10 27.7358
+SINGLE_STAR_LIFETIME 10 28.4838
 
 </pre></div></div>
 </div>
 <p>Now lets add some actual output with the custom logging</p>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[13]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -701,7 +718,7 @@ SINGLE_STAR_LIFETIME 10 27.7358
 
 <span class="c1"># get output and print</span>
 <span class="n">output</span> <span class="o">=</span> <span class="n">example_pop</span><span class="o">.</span><span class="n">evolve_single</span><span class="p">()</span>
-<span class="nb">print</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">splitlines</span><span class="p">()[:</span><span class="mi">4</span><span class="p">])</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">output</span><span class="o">.</span><span class="n">splitlines</span><span class="p">()[:</span><span class="mi">4</span><span class="p">]))</span>
 </pre></div>
 </div>
 </div>
@@ -722,16 +739,19 @@ Printf(&#34;EXAMPLE_MASSLOSS %30.12e %g %g %g %d\n&#34;,
 );
  to grid_options
 Creating and loading custom logging functionality
-Running binary_c M_1 10
+Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems
 Cleaning up the custom logging stuff. type: single
-Removed /tmp/binary_c_python/custom_logging/libcustom_logging_eac2dfc438a14e5a9f5be98b1b6b4294.so
-[&#39;EXAMPLE_MASSLOSS             0.000000000000e+00 10 0 10 1&#39;, &#39;EXAMPLE_MASSLOSS             0.000000000000e+00 10 10 10 1&#39;, &#39;EXAMPLE_MASSLOSS             1.000000000000e-06 10 10 10 1&#39;, &#39;EXAMPLE_MASSLOSS             2.000000000000e-06 10 10 10 1&#39;]
+Removed /tmp/binary_c_python/custom_logging/libcustom_logging_8967553693ac4e11a49c42d4eef773e8.so
+EXAMPLE_MASSLOSS             0.000000000000e+00 10 0 10 1
+EXAMPLE_MASSLOSS             0.000000000000e+00 10 10 10 1
+EXAMPLE_MASSLOSS             1.000000000000e-06 10 10 10 1
+EXAMPLE_MASSLOSS             2.000000000000e-06 10 10 10 1
 </pre></div></div>
 </div>
 <p>Lastly we can add a parse_function to handle parsing the output again.</p>
 <p>Because the parse_function will now be part of the population object, it can access information of the object. We need to make a new parse function that is fit for an object: we the arguments now need to be (self, output). Returning the data is useful when running evolve_single(), but won’t be used in a population evolution.</p>
 <div class="nbinput nblast docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[14]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[11]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -781,13 +801,14 @@ Removed /tmp/binary_c_python/custom_logging/libcustom_logging_eac2dfc438a14e5a9f
 </div>
 </div>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[15]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[12]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
 <span></span><span class="n">example_pop</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
     <span class="n">parse_function</span><span class="o">=</span><span class="n">object_parse_function</span><span class="p">,</span>
-    <span class="n">output_dir</span><span class="o">=</span><span class="s1">&#39;/tmp/&#39;</span>
+    <span class="n">output_dir</span><span class="o">=</span><span class="n">TMP_DIR</span><span class="p">,</span>
+    <span class="n">api_log_filename_prefix</span><span class="o">=</span><span class="n">TMP_DIR</span>
 <span class="p">)</span>
 <span class="n">output</span> <span class="o">=</span> <span class="n">example_pop</span><span class="o">.</span><span class="n">evolve_single</span><span class="p">()</span>
 <span class="nb">print</span><span class="p">(</span><span class="n">output</span><span class="p">[:</span><span class="mi">4</span><span class="p">])</span>
@@ -805,12 +826,13 @@ Removed /tmp/binary_c_python/custom_logging/libcustom_logging_eac2dfc438a14e5a9f
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-adding: parse_function=&lt;function object_parse_function at 0x7f9265091598&gt; to grid_options
-&lt;&lt;&lt;&lt; Warning: Key does not match previously known parameter:                     adding: output_dir=/tmp/ to custom_options &gt;&gt;&gt;&gt;
+adding: parse_function=&lt;function object_parse_function at 0x7fb4d41ebbf8&gt; to grid_options
+&lt;&lt;&lt;&lt; Warning: Key does not match previously known parameter:                     adding: output_dir=/tmp/binary_c_python/notebooks/notebook_individual_systems to custom_options &gt;&gt;&gt;&gt;
+adding: api_log_filename_prefix=/tmp/binary_c_python/notebooks/notebook_individual_systems to BSE_options
 Creating and loading custom logging functionality
-Running binary_c M_1 10
+Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems
 Cleaning up the custom logging stuff. type: single
-Removed /tmp/binary_c_python/custom_logging/libcustom_logging_e9c2bec7f15541eb847fc6013e48e7ed.so
+Removed /tmp/binary_c_python/custom_logging/libcustom_logging_5d7779e8190e4b79b10c7e6a44cb0e7e.so
 [[&#39;time&#39;, &#39;mass&#39;, &#39;initial_mass&#39;, &#39;stellar_type&#39;], [0.0, 10.0, 0.0, 10.0, 1.0], [0.0, 10.0, 10.0, 10.0, 1.0], [1e-06, 10.0, 10.0, 10.0, 1.0]]
 dict_keys([&#39;time&#39;, &#39;mass&#39;, &#39;initial_mass&#39;, &#39;stellar_type&#39;])
 </pre></div></div>
@@ -823,7 +845,7 @@ dict_keys([&#39;time&#39;, &#39;mass&#39;, &#39;initial_mass&#39;, &#39;stellar_
 <p>for more details on this API function see <code class="docutils literal notranslate"><span class="pre">notebook_api_functions</span></code></p>
 <p>First we must construct the argument string that we pass to binary_c</p>
 <div class="nbinput docutils container">
-<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[16]:
+<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[13]:
 </pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
@@ -835,10 +857,11 @@ dict_keys([&#39;time&#39;, &#39;mass&#39;, &#39;initial_mass&#39;, &#39;stellar_
 <span class="n">eccentricity</span> <span class="o">=</span> <span class="mf">0.0</span>
 <span class="n">metallicity</span> <span class="o">=</span> <span class="mf">0.02</span>
 <span class="n">max_evolution_time</span> <span class="o">=</span> <span class="mi">15000</span>  <span class="c1"># Myr. You need to include this argument.</span>
+<span class="n">api_log_filename_prefix</span> <span class="o">=</span> <span class="n">TMP_DIR</span>
 
 <span class="c1"># Here we set up the argument string that is passed to the bindings</span>
 <span class="n">argstring</span> <span class="o">=</span> <span class="s2">&quot;&quot;&quot;</span>
-<span class="s2">binary_c M_1 </span><span class="si">{M_1}</span><span class="s2"> M_2 </span><span class="si">{M_2}</span><span class="s2"> separation </span><span class="si">{separation}</span><span class="s2"> orbital_period </span><span class="si">{orbital_period}</span><span class="s2"> eccentricity </span><span class="si">{eccentricity}</span><span class="s2"> metallicity </span><span class="si">{metallicity}</span><span class="s2"> max_evolution_time </span><span class="si">{max_evolution_time}</span><span class="s2"></span>
+<span class="s2">binary_c M_1 </span><span class="si">{M_1}</span><span class="s2"> M_2 </span><span class="si">{M_2}</span><span class="s2"> separation </span><span class="si">{separation}</span><span class="s2"> orbital_period </span><span class="si">{orbital_period}</span><span class="s2"> eccentricity </span><span class="si">{eccentricity}</span><span class="s2"> metallicity </span><span class="si">{metallicity}</span><span class="s2"> max_evolution_time </span><span class="si">{max_evolution_time}</span><span class="s2"> api_log_filename_prefix </span><span class="si">{api_log_filename_prefix}</span><span class="s2"></span>
 <span class="s2">&quot;&quot;&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
     <span class="n">M_1</span><span class="o">=</span><span class="n">M_1</span><span class="p">,</span>
     <span class="n">M_2</span><span class="o">=</span><span class="n">M_2</span><span class="p">,</span>
@@ -847,6 +870,7 @@ dict_keys([&#39;time&#39;, &#39;mass&#39;, &#39;initial_mass&#39;, &#39;stellar_
     <span class="n">eccentricity</span><span class="o">=</span><span class="n">eccentricity</span><span class="p">,</span>
     <span class="n">metallicity</span><span class="o">=</span><span class="n">metallicity</span><span class="p">,</span>
     <span class="n">max_evolution_time</span><span class="o">=</span><span class="n">max_evolution_time</span><span class="p">,</span>
+    <span class="n">api_log_filename_prefix</span><span class="o">=</span><span class="n">TMP_DIR</span>
 <span class="p">)</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
 
 <span class="kn">from</span> <span class="nn">binarycpython</span> <span class="kn">import</span> <span class="n">_binary_c_bindings</span>
@@ -861,7 +885,7 @@ dict_keys([&#39;time&#39;, &#39;mass&#39;, &#39;initial_mass&#39;, &#39;stellar_
 </div>
 <div class="output_area docutils container">
 <div class="highlight"><pre>
-SINGLE_STAR_LIFETIME 15 14.2383
+SINGLE_STAR_LIFETIME 15 14.9947
 
 </pre></div></div>
 </div>
@@ -903,9 +927,9 @@ SINGLE_STAR_LIFETIME 15 14.2383
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/notebook_individual_systems.ipynb b/docs/build/html/notebook_individual_systems.ipynb
index 19c2d29fb..21d49016f 100644
--- a/docs/build/html/notebook_individual_systems.ipynb
+++ b/docs/build/html/notebook_individual_systems.ipynb
@@ -28,6 +28,18 @@
   {
    "cell_type": "code",
    "execution_count": 1,
+   "id": "e32dcdee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "from binarycpython.utils.functions import temp_dir\n",
+    "TMP_DIR = temp_dir(\"notebooks\", \"notebook_individual_systems\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
    "id": "425efed3-d8e3-432d-829e-41d8ebe05162",
    "metadata": {},
    "outputs": [],
@@ -38,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "id": "b2abab48-433d-4936-8434-14804c52c9f6",
    "metadata": {},
    "outputs": [
@@ -46,7 +58,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "SINGLE_STAR_LIFETIME 1 12462\n",
+      "SINGLE_STAR_LIFETIME 1 12461.9\n",
       "\n"
      ]
     }
@@ -66,7 +78,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "029fc3f2-f09a-49af-a32b-248505738f2e",
    "metadata": {},
    "outputs": [
@@ -74,24 +86,25 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "      TIME      M1       M2   K1  K2           SEP   ECC  R1/ROL1 R2/ROL2  TYPE RANDOM_SEED=67365 RANDOM_COUNT=0\n",
-      "     0.0000    1.000    0.000  1  15            -1 -1.00   0.000   0.000  \"INITIAL \"\n",
-      " 11003.1302    1.000    0.000  2  15            -1 -1.00   0.000   0.000  \"OFF_MS\"\n",
-      " 11003.1302    1.000    0.000  2  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 11582.2424    1.000    0.000  3  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12325.1085    0.817    0.000  4  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12457.1300    0.783    0.000  5  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12460.8955    0.774    0.000  6  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12460.8955    0.774    0.000  6  15            -1 -1.00   0.000   0.000  \"shrinkAGB\"\n",
-      " 12461.9514    0.523    0.000 11  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 15000.0000    0.523    0.000 11  15            -1 -1.00   0.000   0.000  \"MAX_TIME\"\n",
+      "      TIME      M1       M2   K1  K2           SEP      PER    ECC  R1/ROL1 R2/ROL2  TYPE RANDOM_SEED=17089 RANDOM_COUNT=0\n",
+      "     0.0000    1.000    0.000  1  15            -1       -1  -1.00   0.000   0.000  \"INITIAL \"\n",
+      " 11003.1302    1.000    0.000  2  15            -1       -1  -1.00   0.000   0.000  \"OFF_MS\"\n",
+      " 11003.1302    1.000    0.000  2  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 11582.2424    1.000    0.000  3  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12325.1085    0.817    0.000  4  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12457.1301    0.783    0.000  5  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12460.9983    0.716    0.000  6  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12460.9983    0.716    0.000  6  15            -1       -1  -1.00   0.000   0.000  \"shrinkAGB\"\n",
+      " 12461.9458    0.518    0.000 11  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 15000.0000    0.518    0.000 11  15            -1       -1  -1.00   0.000   0.000  \"MAX_TIME\"\n",
       "\n"
      ]
     }
    ],
    "source": [
-    "output = run_system(M_1=1, log_filename='/tmp/test_logfile.txt')\n",
-    "with open('/tmp/test_logfile.txt', 'r') as f:\n",
+    "log_filename = os.path.join(TMP_DIR, 'test_logfile.txt')\n",
+    "output = run_system(M_1=1, log_filename=log_filename, api_log_filename_prefix=TMP_DIR)\n",
+    "with open(log_filename, 'r') as f:\n",
     "    print(f.read())"
    ]
   },
@@ -105,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "e6a23b55-ca42-440d-83ac-e76a24a83a67",
    "metadata": {
     "tags": []
@@ -115,7 +128,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1', 'EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1', 'EXAMPLE_MASSLOSS             1.000000000000e-06 1 1 1', 'EXAMPLE_MASSLOSS             2.000000000000e-06 1 1 1']\n"
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1\n",
+      "EXAMPLE_MASSLOSS             1.000000000000e-06 1 1 1\n",
+      "EXAMPLE_MASSLOSS             2.000000000000e-06 1 1 1\n"
      ]
     }
    ],
@@ -137,8 +153,8 @@
     "# Generate entire shared lib code around logging lines\n",
     "custom_logging_code = binary_c_log_code(custom_logging_print_statement)\n",
     "\n",
-    "output = run_system(M_1=1, custom_logging_code=custom_logging_code)\n",
-    "print(output.splitlines()[:4])"
+    "output = run_system(M_1=1, custom_logging_code=custom_logging_code, api_log_filename_prefix=TMP_DIR)\n",
+    "print('\\n'.join(output.splitlines()[:4]))"
    ]
   },
   {
@@ -151,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "3822721f-217a-495b-962e-d57137b9e290",
    "metadata": {},
    "outputs": [
@@ -201,7 +217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "654a07ed-2a88-46ff-9da0-b7759580f9f3",
    "metadata": {},
    "outputs": [
@@ -216,13 +232,13 @@
       "4       2e-06         1            1            1\n",
       "5       3e-06         1            1            1\n",
       "...       ...       ...          ...          ...\n",
-      "1612  12461.8  0.577754            1            6\n",
-      "1613    12462  0.522806            1           11\n",
-      "1614    13462  0.522806            1           11\n",
-      "1615    14462  0.522806            1           11\n",
-      "1616    15000  0.522806            1           11\n",
+      "1617  12461.8  0.546683            1            6\n",
+      "1618  12461.9  0.517749            1           11\n",
+      "1619  13461.9  0.517749            1           11\n",
+      "1620  14461.9  0.517749            1           11\n",
+      "1621    15000  0.517749            1           11\n",
       "\n",
-      "[1616 rows x 4 columns]\n"
+      "[1621 rows x 4 columns]\n"
      ]
     }
    ],
@@ -252,7 +268,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "4a98ffca-1b72-4bb8-8df1-3bf3187d882f",
    "metadata": {},
    "outputs": [],
@@ -271,7 +287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "bff1cc2e-6b32-4ba0-879f-879ffbabd223",
    "metadata": {},
    "outputs": [
@@ -279,11 +295,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "adding: api_log_filename_prefix=/tmp/binary_c_python/notebooks/notebook_individual_systems to BSE_options\n",
       "adding: M_1=10 to BSE_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "SINGLE_STAR_LIFETIME 10 27.7358\n",
+      "SINGLE_STAR_LIFETIME 10 28.4838\n",
       "\n"
      ]
     }
@@ -294,7 +311,8 @@
     "\n",
     "# Set some parameters\n",
     "example_pop.set(\n",
-    "    verbosity=1\n",
+    "    verbosity=1,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ")\n",
     "example_pop.set(\n",
     "    M_1=10\n",
@@ -315,7 +333,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "id": "dd748bab-b57e-4129-8350-9ea11fa179d0",
    "metadata": {
     "scrolled": true,
@@ -338,10 +356,13 @@
       ");\n",
       " to grid_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_eac2dfc438a14e5a9f5be98b1b6b4294.so\n",
-      "['EXAMPLE_MASSLOSS             0.000000000000e+00 10 0 10 1', 'EXAMPLE_MASSLOSS             0.000000000000e+00 10 10 10 1', 'EXAMPLE_MASSLOSS             1.000000000000e-06 10 10 10 1', 'EXAMPLE_MASSLOSS             2.000000000000e-06 10 10 10 1']\n"
+      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_8967553693ac4e11a49c42d4eef773e8.so\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 10 0 10 1\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 10 10 10 1\n",
+      "EXAMPLE_MASSLOSS             1.000000000000e-06 10 10 10 1\n",
+      "EXAMPLE_MASSLOSS             2.000000000000e-06 10 10 10 1\n"
      ]
     }
    ],
@@ -362,7 +383,7 @@
     "\n",
     "# get output and print\n",
     "output = example_pop.evolve_single()\n",
-    "print(output.splitlines()[:4])"
+    "print('\\n'.join(output.splitlines()[:4]))"
    ]
   },
   {
@@ -377,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "id": "fec39154-cce6-438c-8c2c-509d76b00f34",
    "metadata": {},
    "outputs": [],
@@ -428,7 +449,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 12,
    "id": "57347512-fd4a-434b-b13c-5e6dbd3ac415",
    "metadata": {
     "scrolled": true,
@@ -439,12 +460,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "adding: parse_function=<function object_parse_function at 0x7f9265091598> to grid_options\n",
-      "<<<< Warning: Key does not match previously known parameter:                     adding: output_dir=/tmp/ to custom_options >>>>\n",
+      "adding: parse_function=<function object_parse_function at 0x7fb4d41ebbf8> to grid_options\n",
+      "<<<< Warning: Key does not match previously known parameter:                     adding: output_dir=/tmp/binary_c_python/notebooks/notebook_individual_systems to custom_options >>>>\n",
+      "adding: api_log_filename_prefix=/tmp/binary_c_python/notebooks/notebook_individual_systems to BSE_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_e9c2bec7f15541eb847fc6013e48e7ed.so\n",
+      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_5d7779e8190e4b79b10c7e6a44cb0e7e.so\n",
       "[['time', 'mass', 'initial_mass', 'stellar_type'], [0.0, 10.0, 0.0, 10.0, 1.0], [0.0, 10.0, 10.0, 10.0, 1.0], [1e-06, 10.0, 10.0, 10.0, 1.0]]\n",
       "dict_keys(['time', 'mass', 'initial_mass', 'stellar_type'])\n"
      ]
@@ -453,7 +475,8 @@
    "source": [
     "example_pop.set(\n",
     "    parse_function=object_parse_function,\n",
-    "    output_dir='/tmp/'\n",
+    "    output_dir=TMP_DIR,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ")\n",
     "output = example_pop.evolve_single()\n",
     "print(output[:4])\n",
@@ -488,7 +511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 13,
    "id": "ec48125c-6bf5-48f4-9357-8261800b5d8b",
    "metadata": {},
    "outputs": [
@@ -496,7 +519,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "SINGLE_STAR_LIFETIME 15 14.2383\n",
+      "SINGLE_STAR_LIFETIME 15 14.9947\n",
       "\n"
      ]
     }
@@ -510,10 +533,11 @@
     "eccentricity = 0.0\n",
     "metallicity = 0.02\n",
     "max_evolution_time = 15000  # Myr. You need to include this argument.\n",
+    "api_log_filename_prefix = TMP_DIR\n",
     "\n",
     "# Here we set up the argument string that is passed to the bindings\n",
     "argstring = \"\"\"\n",
-    "binary_c M_1 {M_1} M_2 {M_2} separation {separation} orbital_period {orbital_period} eccentricity {eccentricity} metallicity {metallicity} max_evolution_time {max_evolution_time}\n",
+    "binary_c M_1 {M_1} M_2 {M_2} separation {separation} orbital_period {orbital_period} eccentricity {eccentricity} metallicity {metallicity} max_evolution_time {max_evolution_time} api_log_filename_prefix {api_log_filename_prefix}\n",
     "\"\"\".format(\n",
     "    M_1=M_1,\n",
     "    M_2=M_2,\n",
@@ -522,6 +546,7 @@
     "    eccentricity=eccentricity,\n",
     "    metallicity=metallicity,\n",
     "    max_evolution_time=max_evolution_time,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ").strip()\n",
     "\n",
     "from binarycpython import _binary_c_bindings\n",
diff --git a/docs/build/html/notebook_population.html b/docs/build/html/notebook_population.html
index 7f15a864f..5336a7fdf 100644
--- a/docs/build/html/notebook_population.html
+++ b/docs/build/html/notebook_population.html
@@ -464,10 +464,6 @@ div.rendered_html tbody tr:hover {
 </pre></div>
 </div>
 </div>
-<ul class="simple">
-<li><p>running ensemble</p></li>
-<li><p>using M&amp;S grid</p></li>
-</ul>
 <div class="section" id="Setting-up-the-Population-object">
 <h2>Setting up the Population object<a class="headerlink" href="#Setting-up-the-Population-object" title="Permalink to this headline">¶</a></h2>
 <p>To set up and configure the population object we need to make an object instance of the <code class="docutils literal notranslate"><span class="pre">Population</span></code> object, and add configuration via the <code class="docutils literal notranslate"><span class="pre">.set()</span></code> function.</p>
@@ -679,7 +675,7 @@ add_grid_variable(name:str, longname:str, valuerange:Union[list, str], resolutio
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre>
 <span></span><span class="c1"># Add grid variables</span>
-<span class="n">resolution</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;M_1&quot;</span><span class="p">:</span> <span class="mi">20</span><span class="p">,</span> <span class="s2">&quot;q&quot;</span><span class="p">:</span> <span class="mi">20</span><span class="p">,</span> <span class="s2">&quot;per&quot;</span><span class="p">:</span> <span class="mi">40</span><span class="p">}</span>
+<span class="n">resolution</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;M_1&quot;</span><span class="p">:</span> <span class="mi">20</span><span class="p">}</span>
 
 <span class="c1"># Mass</span>
 <span class="n">example_pop</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
@@ -1353,7 +1349,7 @@ time mass zams_mass probability radius stellar_type
 <span class="p">)</span>
 
 <span class="c1"># Add grid variables</span>
-<span class="n">resolution</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;M_1&quot;</span><span class="p">:</span> <span class="mi">5</span><span class="p">,</span> <span class="s2">&quot;q&quot;</span><span class="p">:</span> <span class="mi">5</span><span class="p">,</span> <span class="s2">&quot;per&quot;</span><span class="p">:</span> <span class="mi">5</span><span class="p">}</span>
+<span class="n">resolution</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;M_1&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;q&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;per&quot;</span><span class="p">:</span> <span class="mi">3</span><span class="p">}</span>
 
 <span class="c1"># Mass</span>
 <span class="n">example_pop</span><span class="o">.</span><span class="n">add_grid_variable</span><span class="p">(</span>
@@ -1546,9 +1542,9 @@ time mass_1 zams_mass_1 mass_2 zams_mass_2 stellar_type_1 prev_stellar_type_1 st
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/notebook_population.ipynb b/docs/build/html/notebook_population.ipynb
index 56f3b153c..b6a37baa8 100644
--- a/docs/build/html/notebook_population.ipynb
+++ b/docs/build/html/notebook_population.ipynb
@@ -3,7 +3,9 @@
   {
    "cell_type": "markdown",
    "id": "bbbaafbb-fd7d-4b73-a970-93506ba35d71",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "source": [
     "# Running populations with binarycpython\n",
     "This notebook will show you how to evolve a population of stars\n",
@@ -27,15 +29,6 @@
     "# help(Population) # Uncomment to see the public functions of this object"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "a081ab23-7822-4971-aa82-991548534714",
-   "metadata": {},
-   "source": [
-    "- running ensemble\n",
-    "- using M&S grid"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "f268eff3-4e08-4f6b-8b59-f22dba4d2074",
@@ -329,7 +322,7 @@
    ],
    "source": [
     "# Add grid variables\n",
-    "resolution = {\"M_1\": 20, \"q\": 20, \"per\": 40}\n",
+    "resolution = {\"M_1\": 20}\n",
     "\n",
     "# Mass\n",
     "example_pop.add_grid_variable(\n",
@@ -1125,7 +1118,7 @@
     ")\n",
     "\n",
     "# Add grid variables\n",
-    "resolution = {\"M_1\": 5, \"q\": 5, \"per\": 5}\n",
+    "resolution = {\"M_1\": 3, \"q\": 3, \"per\": 3}\n",
     "\n",
     "# Mass\n",
     "example_pop.add_grid_variable(\n",
diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv
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diff --git a/docs/build/html/plot_functions.html b/docs/build/html/plot_functions.html
index c279c2da4..119716b2c 100644
--- a/docs/build/html/plot_functions.html
+++ b/docs/build/html/plot_functions.html
@@ -473,9 +473,9 @@ This is not included in all the plotting routines.</p></li>
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/py-modindex.html b/docs/build/html/py-modindex.html
index 943827786..cafb1a786 100644
--- a/docs/build/html/py-modindex.html
+++ b/docs/build/html/py-modindex.html
@@ -255,9 +255,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/readme_link.html b/docs/build/html/readme_link.html
index d21f3c957..27d15ae84 100644
--- a/docs/build/html/readme_link.html
+++ b/docs/build/html/readme_link.html
@@ -206,7 +206,7 @@
 <p>Test coverage:</p>
 <a class="reference external image-reference" href="./badges/test_coverage.svg"><img alt="test coverage" src="_images/test_coverage.svg" /></a>
 <p>Binary population synthesis code that interfaces with binary_c. Based on a original work by Jeff Andrews (can be found in old_solution/ directory). Updated and extended for Python3 by David Hendriks, Robert Izzard.</p>
-<p>The current release is version 0.4, make sure to use that version number when installing!</p>
+<p>The current release is version 0.9.1, make sure to use that version number when installing!</p>
 <div class="section" id="requirements">
 <h2>Requirements<a class="headerlink" href="#requirements" title="Permalink to this headline">¶</a></h2>
 <p>To run this code you need to at least have installations of:</p>
@@ -334,9 +334,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/run_system_wrapper.html b/docs/build/html/run_system_wrapper.html
index 0367bfe4b..98017ad46 100644
--- a/docs/build/html/run_system_wrapper.html
+++ b/docs/build/html/run_system_wrapper.html
@@ -283,9 +283,9 @@ and returns what the parse_function returns</p>
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/search.html b/docs/build/html/search.html
index 5f2db9ccd..c131aef39 100644
--- a/docs/build/html/search.html
+++ b/docs/build/html/search.html
@@ -194,9 +194,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index c0a0e92d5..4d686578b 100644
--- a/docs/build/html/searchindex.js
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parameters","custom_logging_functions module","distribution_functions module","Example notebooks","functions module","grid_class module","Grid options and descriptions","Population grid code options","hpc_functions module","Welcome to binary_c-python\u2019s documentation!","Binarycpython code","Using the API functionality of binarycpython","Using custom logging routines with binarycpython","Extra features and functionality of binarycpython","Running individual systems with binarycpython","Running populations with binarycpython","plot_functions module","Python module for binary_c","run_system_wrapper module","spacing_functions module","stellar_types module","useful_funcs module"],titleterms:{"function":[4,11,13,14,15],"public":7,Adding:15,Using:[11,12],about:13,after:[9,17],algorithm:0,api:[11,12,14],binari:0,binary_c:[0,9,11,13,17],binarycpython:[10,11,12,13,14,15],build:[9,13,17],code:[7,10],compact:12,custom:12,custom_logging_funct:1,descript:6,dictionari:13,directli:12,distribution_funct:2,document:[9,17],environ:[9,17],evolut:12,evolv:15,exampl:[3,9,11,12,13,15,17],extra:13,faq:[9,17],featur:13,free:11,from:[9,11,12,17],full:15,get:[11,13],grid:[6,7,15],grid_class:5,handl:15,help:13,hpc_function:8,indic:9,individu:14,inform:[11,13],input:0,instal:[9,17],instruct:[9,17],issu:[9,17],log:[12,15],mass:12,misc:0,modif:13,modul:[1,2,4,5,8,9,16,17,18,19,20,21],moe:7,note:[9,17],notebook:3,noteworthi:15,nucsyn:0,object:[12,14,15],option:[6,7],output:[0,15],paramet:[0,13],pars:13,pip:[9,17],plot_funct:16,popul:[7,12,14,15],privat:7,python:[9,17],requir:[9,17],routin:12,run:[12,14,15],run_system_wrapp:18,run_wrapp:14,sampler:7,script:15,section:0,set:[11,15],singl:14,sourc:[9,17],spacing_funct:19,star:0,stefano:7,stellar_typ:20,store:11,string:12,supernova:12,system:14,tabl:9,usag:[9,11,12,17],useful_func:21,using:11,variabl:[9,15,17],via:[9,14,17],welcom:9,when:12}})
\ No newline at end of file
diff --git a/docs/build/html/spacing_functions.html b/docs/build/html/spacing_functions.html
index 7135c33d0..f9d19b5a8 100644
--- a/docs/build/html/spacing_functions.html
+++ b/docs/build/html/spacing_functions.html
@@ -221,7 +221,7 @@
 <dd class="field-even"><p><code class="xref py py-class docutils literal notranslate"><span class="pre">list</span></code></p>
 </dd>
 <dt class="field-odd">Returns</dt>
-<dd class="field-odd"><p>np.linspace(min_bound, max_bound, steps)</p>
+<dd class="field-odd"><p>np.linspace(min_bound, max_bound, steps+1)</p>
 </dd>
 </dl>
 </dd></dl>
@@ -262,9 +262,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/stellar_types.html b/docs/build/html/stellar_types.html
index 08e2cbbc5..c10033199 100644
--- a/docs/build/html/stellar_types.html
+++ b/docs/build/html/stellar_types.html
@@ -243,9 +243,9 @@
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/build/html/useful_funcs.html b/docs/build/html/useful_funcs.html
index a4282e5c1..c2e0dcaca 100644
--- a/docs/build/html/useful_funcs.html
+++ b/docs/build/html/useful_funcs.html
@@ -441,9 +441,9 @@ determine if two stars collide on the ZAMS</p>
     
     provided by <a href="https://readthedocs.org">Read the Docs</a>.
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 
 
diff --git a/docs/source/_templates/footer.html b/docs/source/_templates/footer.html
index 60cba1cd1..614d6567d 100644
--- a/docs/source/_templates/footer.html
+++ b/docs/source/_templates/footer.html
@@ -2,8 +2,8 @@
 
 {%- block extrafooter %}
 <br><br>
-Generated on binarycpython git branch: development_version/2.1.7 git revision b3e29831acaa0f53ec69dc9f97f9d49b48d0c6c9 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/development_version/2.1.7">git url</a>.
+Generated on binarycpython git branch: master git revision cac51a6dc71daeeb943b70d5598350ab43901299 url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c-python/-/tree/master">git url</a>.
 <br><br>
-Using binary_c with bit branch branch_david: git revision: "6101:20210807:c5232be5c" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
+Using binary_c with bit branch branch_david: git revision: "6162:20210825:093caf0e9" url: <a href="https://gitlab.eps.surrey.ac.uk/ri0005/binary_c/-/tree/branch_david">git url</a>.
 
 {% endblock %}
\ No newline at end of file
diff --git a/docs/source/binary_c_parameters.rst b/docs/source/binary_c_parameters.rst
index 96a16995f..9d05193ac 100644
--- a/docs/source/binary_c_parameters.rst
+++ b/docs/source/binary_c_parameters.rst
@@ -4,7 +4,7 @@ The following chapter contains all the parameters that the current version of bi
 
 
 This information was obtained by the following binary_c build:
-	**binary_c git branch**: branch_david	**binary_c git revision**: 6101:20210807:c5232be5c	**Built on**: Aug  7 2021 17:32:06
+	**binary_c git branch**: branch_david	**binary_c git revision**: 6162:20210825:093caf0e9	**Built on**: Aug 25 2021 18:02:39
 
 
 Section: stars
@@ -300,6 +300,22 @@ Section: stars
 | **Default value**: 0
 | **Macros**: ['GB_WIND_REIMERS = 0', 'GB_WIND_SCHROEDER_CUNTZ_2005 = 1', 'GB_WIND_GOLDMAN_ETAL_2017 = 2', 'GB_WIND_BEASOR_ETAL_2020 = 3']
 
+| **Parameter**: postagbwind
+| **Description**: Apply special post-(A)GB prescription. Default is POSTAGB_WIND_USE_GIANT which means we just use whatever is prescribed on the giant branch. Other options include: POSTAGB_WIND_NONE = 1 (no wind on the post (A)GB), POSTAGB_WIND_KRTICKA2020 = 2 which uses Krticka, Kubát and Krticková (2020, A&A 635, A173).
+| **Parameter input type**: Integer
+| **Default value**: 0
+| **Macros**: ['POSTAGB_WIND_GIANT = 0', 'POSTAGB_WIND_NONE = 1', 'POSTAGB_WIND_KRTICKA2020 = 2']
+
+| **Parameter**: Teff_postAGB_min
+| **Description**: The minimum temperature for which we apply post-(A)GB winds. See also Teff_postAGB_max. (6000 K)
+| **Parameter input type**: Float
+| **Default value**: 6000
+
+| **Parameter**: Teff_postAGB_max
+| **Description**: The maximum temperature for which we apply post-(A)GB winds. See also Teff_postAGB_min. (120000 K)
+| **Parameter input type**: Float
+| **Default value**: 120000
+
 | **Parameter**: mattsson_Orich_tpagbwind
 | **Description**: Experimental: turns on Mattsson's TPAGB wind when the star is oxygen rich. Requires MATTSSON_MASS_LOSS.
 | **Parameter input type**: Integer
@@ -398,6 +414,11 @@ Section: stars
 | **Parameter input type**: Float
 | **Default value**: 1
 
+| **Parameter**: Tout_Pringle_1992_multiplier
+| **Description**: Multiplier for the Tout & Pringle (1992) magnetic wind. (0.0)
+| **Parameter input type**: Float
+| **Default value**: 0
+
 | **Parameter**: artificial_mass_accretion_rate%d
 | **Description**: Constant mass accretion rate for star <n>.
 | **Parameter input type**: Float(scanf)
@@ -442,10 +463,10 @@ Section: stars
 | **Default value**: 1
 
 | **Parameter**: BH_prescription
-| **Description**: Black hole mass prescrition: relates the mass of a newly formed black hole to its progenitor's (CO) core mass. 0=Hurley et al 2000/2002, 1=Belczynski (early 2000s).
+| **Description**: Black hole mass prescrition: relates the mass of a newly formed black hole to its progenitor's (CO) core mass. BH_HURLEY2002 = 0 = Hurley et al 2000/2002, BH_BELCZYNSKI = 1 = Belczynski (early 2000s), BH_SPERA2015 = Spera+ 2015, BH_FRYER12_DELAYED = 3 = Fryer et al. (2012) delayed prescription, BH_FRYER12_RAPID = 4 = Fryer et al. (2012) rapid prescription, BH_FRYER12_STARTRACK = 5 = Fryer et al. (2012) startrack prescription.
 | **Parameter input type**: Integer
 | **Default value**: 0
-| **Macros**: ['BH_HURLEY2002 = 0', 'BH_BELCZYNSKI = 1', 'BH_SPERA2015 = 2', 'BH_FRYER12_DELAYED = 3', 'BH_FRYER12_RAPID = 4']
+| **Macros**: ['BH_HURLEY2002 = 0', 'BH_BELCZYNSKI = 1', 'BH_SPERA2015 = 2', 'BH_FRYER12_DELAYED = 3', 'BH_FRYER12_RAPID = 4', 'BH_FRYER12_STARTRACK = 5']
 
 | **Parameter**: PPISN_prescription
 | **Description**: (Pulsational) Pair-Instability Supernova prescription: Relates initial helium core mass of star to whether the star undergoes PPISN or PISN. Requires PPISN flag to be True (see binary_c_parameters.h). 0=no ppisn, 1=Farmer et al 2019.
@@ -1105,6 +1126,16 @@ Section: stars
 | **Parameter input type**: Float
 | **Default value**: 600000
 
+| **Parameter**: colour%d
+| **Description**: Sets colour %d (0 to NUM_ANSI_COLOURS-1) to the extended ANSI set colour you choose (1-255, 0 means ignore). The colour numbers are defined in src/logging/ansi_colours.h
+| **Parameter input type**: Int(scanf)
+| **Default value**: NULL
+
+| **Parameter**: apply_Darwin_Radau_correction
+| **Description**: Apply Darwin-Radau correction to the moment of inertia to take rotation into account?
+| **Parameter input type**: True|False
+| **Default value**: False
+
 Section: binary
 ---------------
 
@@ -2459,6 +2490,12 @@ Section: output
 | **Default value**: /tmp/c_log.dat
 | **Extra**: 
 
+| **Parameter**: log_arrows
+| **Description**: Add arrows to the output log to show whether values are increasing or decreasing.
+| **Parameter input type**: True|False
+| **Default value**: False
+| **Extra**: 
+
 | **Parameter**: stopfile
 | **Description**: File which, when it exists, will stop the current binary_c repeat run.
 | **Parameter input type**: String
@@ -2572,6 +2609,12 @@ Section: input
 | **Default value**: NULL
 | **Extra**: 
 
+| **Parameter**: MINT_fallback_to_test_data
+| **Description**: If TRUE, use the MINT test_data directory as a fallback when data is unavailable. (FALSE)
+| **Parameter input type**: True|False
+| **Default value**: NULL
+| **Extra**: 
+
 | **Parameter**: MINT_disable_grid_load_warnings
 | **Description**: Use this to explicitly disable MINT's warnings when loading a grid with, e.g., missing or too much data.
 | **Parameter input type**: True|False
@@ -2584,6 +2627,24 @@ Section: input
 | **Default value**: NULL
 | **Extra**: 
 
+| **Parameter**: MINT_nshells
+| **Description**: Set the initial number of shells MINT uses in each star when doing nuclear burning. Note: remeshing can change this. If MINT_nshells is 0, shellular burning and other routines that require shells will not be available. (200)
+| **Parameter input type**: Integer
+| **Default value**: NULL
+| **Extra**: 
+
+| **Parameter**: MINT_maximum_nshells
+| **Description**: Set the maximum number of shells MINT uses in each star when doing nuclear burning. Note that this will be limited to MINT_HARD_MAX_NSHELLS. (1000)
+| **Parameter input type**: Integer
+| **Default value**: NULL
+| **Extra**: 
+
+| **Parameter**: MINT_minimum_nshells
+| **Description**: Set the minimum number of shells MINT uses in each star when doing nuclear burning. Note that this will be greater than or equal to MINT_HARD_MIN_NSHELLS, which is 0 by default. (0)
+| **Parameter input type**: Integer
+| **Default value**: NULL
+| **Extra**: 
+
 | **Parameter**: MINT_Kippenhahn_stellar_type
 | **Description**: Stellar type selector for Kippenhahn plots. Set to -1 to ignore, otherwise the stellar type number for which Kippenhahn plot data should be output.
 | **Parameter input type**: Integer
diff --git a/docs/source/notebook_individual_systems.ipynb b/docs/source/notebook_individual_systems.ipynb
index 19c2d29fb..21d49016f 100644
--- a/docs/source/notebook_individual_systems.ipynb
+++ b/docs/source/notebook_individual_systems.ipynb
@@ -28,6 +28,18 @@
   {
    "cell_type": "code",
    "execution_count": 1,
+   "id": "e32dcdee",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "from binarycpython.utils.functions import temp_dir\n",
+    "TMP_DIR = temp_dir(\"notebooks\", \"notebook_individual_systems\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
    "id": "425efed3-d8e3-432d-829e-41d8ebe05162",
    "metadata": {},
    "outputs": [],
@@ -38,7 +50,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "id": "b2abab48-433d-4936-8434-14804c52c9f6",
    "metadata": {},
    "outputs": [
@@ -46,7 +58,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "SINGLE_STAR_LIFETIME 1 12462\n",
+      "SINGLE_STAR_LIFETIME 1 12461.9\n",
       "\n"
      ]
     }
@@ -66,7 +78,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "029fc3f2-f09a-49af-a32b-248505738f2e",
    "metadata": {},
    "outputs": [
@@ -74,24 +86,25 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "      TIME      M1       M2   K1  K2           SEP   ECC  R1/ROL1 R2/ROL2  TYPE RANDOM_SEED=67365 RANDOM_COUNT=0\n",
-      "     0.0000    1.000    0.000  1  15            -1 -1.00   0.000   0.000  \"INITIAL \"\n",
-      " 11003.1302    1.000    0.000  2  15            -1 -1.00   0.000   0.000  \"OFF_MS\"\n",
-      " 11003.1302    1.000    0.000  2  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 11582.2424    1.000    0.000  3  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12325.1085    0.817    0.000  4  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12457.1300    0.783    0.000  5  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12460.8955    0.774    0.000  6  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 12460.8955    0.774    0.000  6  15            -1 -1.00   0.000   0.000  \"shrinkAGB\"\n",
-      " 12461.9514    0.523    0.000 11  15            -1 -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
-      " 15000.0000    0.523    0.000 11  15            -1 -1.00   0.000   0.000  \"MAX_TIME\"\n",
+      "      TIME      M1       M2   K1  K2           SEP      PER    ECC  R1/ROL1 R2/ROL2  TYPE RANDOM_SEED=17089 RANDOM_COUNT=0\n",
+      "     0.0000    1.000    0.000  1  15            -1       -1  -1.00   0.000   0.000  \"INITIAL \"\n",
+      " 11003.1302    1.000    0.000  2  15            -1       -1  -1.00   0.000   0.000  \"OFF_MS\"\n",
+      " 11003.1302    1.000    0.000  2  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 11582.2424    1.000    0.000  3  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12325.1085    0.817    0.000  4  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12457.1301    0.783    0.000  5  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12460.9983    0.716    0.000  6  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 12460.9983    0.716    0.000  6  15            -1       -1  -1.00   0.000   0.000  \"shrinkAGB\"\n",
+      " 12461.9458    0.518    0.000 11  15            -1       -1  -1.00   0.000   0.000  \"TYPE_CHNGE\"\n",
+      " 15000.0000    0.518    0.000 11  15            -1       -1  -1.00   0.000   0.000  \"MAX_TIME\"\n",
       "\n"
      ]
     }
    ],
    "source": [
-    "output = run_system(M_1=1, log_filename='/tmp/test_logfile.txt')\n",
-    "with open('/tmp/test_logfile.txt', 'r') as f:\n",
+    "log_filename = os.path.join(TMP_DIR, 'test_logfile.txt')\n",
+    "output = run_system(M_1=1, log_filename=log_filename, api_log_filename_prefix=TMP_DIR)\n",
+    "with open(log_filename, 'r') as f:\n",
     "    print(f.read())"
    ]
   },
@@ -105,7 +118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "id": "e6a23b55-ca42-440d-83ac-e76a24a83a67",
    "metadata": {
     "tags": []
@@ -115,7 +128,10 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1', 'EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1', 'EXAMPLE_MASSLOSS             1.000000000000e-06 1 1 1', 'EXAMPLE_MASSLOSS             2.000000000000e-06 1 1 1']\n"
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 1 1 1\n",
+      "EXAMPLE_MASSLOSS             1.000000000000e-06 1 1 1\n",
+      "EXAMPLE_MASSLOSS             2.000000000000e-06 1 1 1\n"
      ]
     }
    ],
@@ -137,8 +153,8 @@
     "# Generate entire shared lib code around logging lines\n",
     "custom_logging_code = binary_c_log_code(custom_logging_print_statement)\n",
     "\n",
-    "output = run_system(M_1=1, custom_logging_code=custom_logging_code)\n",
-    "print(output.splitlines()[:4])"
+    "output = run_system(M_1=1, custom_logging_code=custom_logging_code, api_log_filename_prefix=TMP_DIR)\n",
+    "print('\\n'.join(output.splitlines()[:4]))"
    ]
   },
   {
@@ -151,7 +167,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "id": "3822721f-217a-495b-962e-d57137b9e290",
    "metadata": {},
    "outputs": [
@@ -201,7 +217,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "id": "654a07ed-2a88-46ff-9da0-b7759580f9f3",
    "metadata": {},
    "outputs": [
@@ -216,13 +232,13 @@
       "4       2e-06         1            1            1\n",
       "5       3e-06         1            1            1\n",
       "...       ...       ...          ...          ...\n",
-      "1612  12461.8  0.577754            1            6\n",
-      "1613    12462  0.522806            1           11\n",
-      "1614    13462  0.522806            1           11\n",
-      "1615    14462  0.522806            1           11\n",
-      "1616    15000  0.522806            1           11\n",
+      "1617  12461.8  0.546683            1            6\n",
+      "1618  12461.9  0.517749            1           11\n",
+      "1619  13461.9  0.517749            1           11\n",
+      "1620  14461.9  0.517749            1           11\n",
+      "1621    15000  0.517749            1           11\n",
       "\n",
-      "[1616 rows x 4 columns]\n"
+      "[1621 rows x 4 columns]\n"
      ]
     }
    ],
@@ -252,7 +268,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "id": "4a98ffca-1b72-4bb8-8df1-3bf3187d882f",
    "metadata": {},
    "outputs": [],
@@ -271,7 +287,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "id": "bff1cc2e-6b32-4ba0-879f-879ffbabd223",
    "metadata": {},
    "outputs": [
@@ -279,11 +295,12 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
+      "adding: api_log_filename_prefix=/tmp/binary_c_python/notebooks/notebook_individual_systems to BSE_options\n",
       "adding: M_1=10 to BSE_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "SINGLE_STAR_LIFETIME 10 27.7358\n",
+      "SINGLE_STAR_LIFETIME 10 28.4838\n",
       "\n"
      ]
     }
@@ -294,7 +311,8 @@
     "\n",
     "# Set some parameters\n",
     "example_pop.set(\n",
-    "    verbosity=1\n",
+    "    verbosity=1,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ")\n",
     "example_pop.set(\n",
     "    M_1=10\n",
@@ -315,7 +333,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "id": "dd748bab-b57e-4129-8350-9ea11fa179d0",
    "metadata": {
     "scrolled": true,
@@ -338,10 +356,13 @@
       ");\n",
       " to grid_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_eac2dfc438a14e5a9f5be98b1b6b4294.so\n",
-      "['EXAMPLE_MASSLOSS             0.000000000000e+00 10 0 10 1', 'EXAMPLE_MASSLOSS             0.000000000000e+00 10 10 10 1', 'EXAMPLE_MASSLOSS             1.000000000000e-06 10 10 10 1', 'EXAMPLE_MASSLOSS             2.000000000000e-06 10 10 10 1']\n"
+      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_8967553693ac4e11a49c42d4eef773e8.so\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 10 0 10 1\n",
+      "EXAMPLE_MASSLOSS             0.000000000000e+00 10 10 10 1\n",
+      "EXAMPLE_MASSLOSS             1.000000000000e-06 10 10 10 1\n",
+      "EXAMPLE_MASSLOSS             2.000000000000e-06 10 10 10 1\n"
      ]
     }
    ],
@@ -362,7 +383,7 @@
     "\n",
     "# get output and print\n",
     "output = example_pop.evolve_single()\n",
-    "print(output.splitlines()[:4])"
+    "print('\\n'.join(output.splitlines()[:4]))"
    ]
   },
   {
@@ -377,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "id": "fec39154-cce6-438c-8c2c-509d76b00f34",
    "metadata": {},
    "outputs": [],
@@ -428,7 +449,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 12,
    "id": "57347512-fd4a-434b-b13c-5e6dbd3ac415",
    "metadata": {
     "scrolled": true,
@@ -439,12 +460,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "adding: parse_function=<function object_parse_function at 0x7f9265091598> to grid_options\n",
-      "<<<< Warning: Key does not match previously known parameter:                     adding: output_dir=/tmp/ to custom_options >>>>\n",
+      "adding: parse_function=<function object_parse_function at 0x7fb4d41ebbf8> to grid_options\n",
+      "<<<< Warning: Key does not match previously known parameter:                     adding: output_dir=/tmp/binary_c_python/notebooks/notebook_individual_systems to custom_options >>>>\n",
+      "adding: api_log_filename_prefix=/tmp/binary_c_python/notebooks/notebook_individual_systems to BSE_options\n",
       "Creating and loading custom logging functionality\n",
-      "Running binary_c M_1 10\n",
+      "Running binary_c M_1 10 api_log_filename_prefix /tmp/binary_c_python/notebooks/notebook_individual_systems\n",
       "Cleaning up the custom logging stuff. type: single\n",
-      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_e9c2bec7f15541eb847fc6013e48e7ed.so\n",
+      "Removed /tmp/binary_c_python/custom_logging/libcustom_logging_5d7779e8190e4b79b10c7e6a44cb0e7e.so\n",
       "[['time', 'mass', 'initial_mass', 'stellar_type'], [0.0, 10.0, 0.0, 10.0, 1.0], [0.0, 10.0, 10.0, 10.0, 1.0], [1e-06, 10.0, 10.0, 10.0, 1.0]]\n",
       "dict_keys(['time', 'mass', 'initial_mass', 'stellar_type'])\n"
      ]
@@ -453,7 +475,8 @@
    "source": [
     "example_pop.set(\n",
     "    parse_function=object_parse_function,\n",
-    "    output_dir='/tmp/'\n",
+    "    output_dir=TMP_DIR,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ")\n",
     "output = example_pop.evolve_single()\n",
     "print(output[:4])\n",
@@ -488,7 +511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 13,
    "id": "ec48125c-6bf5-48f4-9357-8261800b5d8b",
    "metadata": {},
    "outputs": [
@@ -496,7 +519,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "SINGLE_STAR_LIFETIME 15 14.2383\n",
+      "SINGLE_STAR_LIFETIME 15 14.9947\n",
       "\n"
      ]
     }
@@ -510,10 +533,11 @@
     "eccentricity = 0.0\n",
     "metallicity = 0.02\n",
     "max_evolution_time = 15000  # Myr. You need to include this argument.\n",
+    "api_log_filename_prefix = TMP_DIR\n",
     "\n",
     "# Here we set up the argument string that is passed to the bindings\n",
     "argstring = \"\"\"\n",
-    "binary_c M_1 {M_1} M_2 {M_2} separation {separation} orbital_period {orbital_period} eccentricity {eccentricity} metallicity {metallicity} max_evolution_time {max_evolution_time}\n",
+    "binary_c M_1 {M_1} M_2 {M_2} separation {separation} orbital_period {orbital_period} eccentricity {eccentricity} metallicity {metallicity} max_evolution_time {max_evolution_time} api_log_filename_prefix {api_log_filename_prefix}\n",
     "\"\"\".format(\n",
     "    M_1=M_1,\n",
     "    M_2=M_2,\n",
@@ -522,6 +546,7 @@
     "    eccentricity=eccentricity,\n",
     "    metallicity=metallicity,\n",
     "    max_evolution_time=max_evolution_time,\n",
+    "    api_log_filename_prefix=TMP_DIR\n",
     ").strip()\n",
     "\n",
     "from binarycpython import _binary_c_bindings\n",
diff --git a/docs/source/notebook_population.ipynb b/docs/source/notebook_population.ipynb
index 56f3b153c..b6a37baa8 100644
--- a/docs/source/notebook_population.ipynb
+++ b/docs/source/notebook_population.ipynb
@@ -3,7 +3,9 @@
   {
    "cell_type": "markdown",
    "id": "bbbaafbb-fd7d-4b73-a970-93506ba35d71",
-   "metadata": {},
+   "metadata": {
+    "tags": []
+   },
    "source": [
     "# Running populations with binarycpython\n",
     "This notebook will show you how to evolve a population of stars\n",
@@ -27,15 +29,6 @@
     "# help(Population) # Uncomment to see the public functions of this object"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "a081ab23-7822-4971-aa82-991548534714",
-   "metadata": {},
-   "source": [
-    "- running ensemble\n",
-    "- using M&S grid"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "f268eff3-4e08-4f6b-8b59-f22dba4d2074",
@@ -329,7 +322,7 @@
    ],
    "source": [
     "# Add grid variables\n",
-    "resolution = {\"M_1\": 20, \"q\": 20, \"per\": 40}\n",
+    "resolution = {\"M_1\": 20}\n",
     "\n",
     "# Mass\n",
     "example_pop.add_grid_variable(\n",
@@ -1125,7 +1118,7 @@
     ")\n",
     "\n",
     "# Add grid variables\n",
-    "resolution = {\"M_1\": 5, \"q\": 5, \"per\": 5}\n",
+    "resolution = {\"M_1\": 3, \"q\": 3, \"per\": 3}\n",
     "\n",
     "# Mass\n",
     "example_pop.add_grid_variable(\n",
-- 
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