diff --git "a/analysis/compare_anupam_clusters/click_on_mat_compare_anupam.ipynb" "b/analysis/compare_anupam_clusters/click_on_mat_compare_anupam.ipynb"
new file mode 100644--- /dev/null
+++ "b/analysis/compare_anupam_clusters/click_on_mat_compare_anupam.ipynb"
@@ -0,0 +1,2108 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "682a55f6-9ecd-413d-bb53-a56bee7a5650",
+   "metadata": {},
+   "source": [
+    "To enable interactive plots, run `jupyter labextension install jupyter-matplotlib` followed by:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "cb59ab52-9a6d-497c-891b-5432abc6a6a4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+      "\u001b[0m"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install --upgrade ipympl matplotlib -q\n",
+    "%matplotlib ipympl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "616a153d-bcec-4a1e-8836-d9f46015c2d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+      "\u001b[0m\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+      "\u001b[0m"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install hdbscan -q\n",
+    "!pip install pymatgen -q"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "0be7ce91-2cc8-4c8a-9029-a0149f72a6a3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import hdbscan\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn import manifold\n",
+    "from ipywidgets import interact, Output\n",
+    "from IPython.display import clear_output\n",
+    "\n",
+    "import sys\n",
+    "sys.path.append('../..')\n",
+    "sys.path.append('../../autoencoder')\n",
+    "# sys.path.append('/notebooks/Beta-VAE/')\n",
+    "from models import*\n",
+    "\n",
+    "from src.band_plotters import*\n",
+    "from src.Tiff32Image import*\n",
+    "from src.TensorImageNoised import *\n",
+    "from src.cluster_plotters import *\n",
+    "sys.path.append('/notebooks/band-fingerprint/autoencoder/resnet_autoencoder')\n",
+    "sys.path.append('/notebooks/band-fingerprint/src')\n",
+    "\n",
+    "from model import *\n",
+    "\n",
+    "from ae_misc import *\n",
+    "\n",
+    "pd.set_option('display.max_rows', 100)\n",
+    "pd.set_option('display.max_columns', 15)\n",
+    "pd.set_option('display.width', 1000)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "df2d40a7-3d45-4ddc-9f83-f177bfd538ed",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "FINGERPRINT_LENGTH = 98\n",
+    "\n",
+    "#FINGERPRINT_NAME = \"functional_10dpi_bernoulli_VAE_L={0}\".format(FINGERPRINT_LENGTH)\n",
+    "FINGERPRINT_NAME = \"224_2channel_resnet_L={0}\".format(FINGERPRINT_LENGTH)\n",
+    "# FINGERPRINT_NAME = \"all_k_branches_histogram_-8_to_8\".format(FINGERPRINT_LENGTH)\n",
+    "# FINGERPRINT_NAME = \"128x128_random_erase_resnet18_VAE_L={0}\".format(FINGERPRINT_LENGTH)\n",
+    "\n",
+    "PERPLEXITY = 30\n",
+    "FLAT_ONLY = True\n",
+    "BORING_COLUMNS = [\"flat_segments\", \"flatness_score\", \"binary_flatness\", \"horz_flat_seg\", \"exfoliation_eg\", \"A\", \"B\", \"C\", \"D\", \"E\", \"F\"]\n",
+    "INPUT_NAME = f\"{FINGERPRINT_NAME}_perplexity_{PERPLEXITY}_length_{FINGERPRINT_LENGTH}.csv\""
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81594502-7893-4d49-8df3-d88932fd59c9",
+   "metadata": {},
+   "source": [
+    "## Load Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "55431b8d-b4ed-4ac3-b6ca-cbd762fa8d74",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "[Errno 2] No such file or directory: '../fingerprints/224_2channel_resnet_L=98_perplexity_30_length_98.csv'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [6]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m../fingerprints/\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mINPUT_NAME\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindex_col\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mID\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m FLAT_ONLY:\n\u001b[1;32m      3\u001b[0m     df \u001b[38;5;241m=\u001b[39m df[df\u001b[38;5;241m.\u001b[39mhorz_flat_seg\u001b[38;5;241m>\u001b[39m\u001b[38;5;241m0\u001b[39m]\n",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/util/_decorators.py:311\u001b[0m, in \u001b[0;36mdeprecate_nonkeyword_arguments.<locals>.decorate.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    305\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(args) \u001b[38;5;241m>\u001b[39m num_allow_args:\n\u001b[1;32m    306\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m    307\u001b[0m         msg\u001b[38;5;241m.\u001b[39mformat(arguments\u001b[38;5;241m=\u001b[39marguments),\n\u001b[1;32m    308\u001b[0m         \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[1;32m    309\u001b[0m         stacklevel\u001b[38;5;241m=\u001b[39mstacklevel,\n\u001b[1;32m    310\u001b[0m     )\n\u001b[0;32m--> 311\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/io/parsers/readers.py:680\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, error_bad_lines, warn_bad_lines, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options)\u001b[0m\n\u001b[1;32m    665\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m    666\u001b[0m     dialect,\n\u001b[1;32m    667\u001b[0m     delimiter,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    676\u001b[0m     defaults\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdelimiter\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m,\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[1;32m    677\u001b[0m )\n\u001b[1;32m    678\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m--> 680\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/io/parsers/readers.py:575\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    572\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m    574\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 575\u001b[0m parser \u001b[38;5;241m=\u001b[39m \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    577\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[1;32m    578\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m parser\n",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/io/parsers/readers.py:934\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m    931\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m    933\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--> 934\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/io/parsers/readers.py:1218\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m   1214\u001b[0m     mode \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrb\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1215\u001b[0m \u001b[38;5;66;03m# error: No overload variant of \"get_handle\" matches argument types\u001b[39;00m\n\u001b[1;32m   1216\u001b[0m \u001b[38;5;66;03m# \"Union[str, PathLike[str], ReadCsvBuffer[bytes], ReadCsvBuffer[str]]\"\u001b[39;00m\n\u001b[1;32m   1217\u001b[0m \u001b[38;5;66;03m# , \"str\", \"bool\", \"Any\", \"Any\", \"Any\", \"Any\", \"Any\"\u001b[39;00m\n\u001b[0;32m-> 1218\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;241m=\u001b[39m \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# type: ignore[call-overload]\u001b[39;49;00m\n\u001b[1;32m   1219\u001b[0m \u001b[43m    \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1220\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1221\u001b[0m \u001b[43m    \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1222\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcompression\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcompression\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1223\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmemory_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmemory_map\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1224\u001b[0m \u001b[43m    \u001b[49m\u001b[43mis_text\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mis_text\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1225\u001b[0m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding_errors\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstrict\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1226\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstorage_options\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1227\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1228\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m   1229\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles\u001b[38;5;241m.\u001b[39mhandle\n",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/io/common.py:786\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m    781\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[1;32m    782\u001b[0m     \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[1;32m    783\u001b[0m     \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m    784\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[1;32m    785\u001b[0m         \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 786\u001b[0m         handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m    787\u001b[0m \u001b[43m            \u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    788\u001b[0m \u001b[43m            \u001b[49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    789\u001b[0m \u001b[43m            \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    790\u001b[0m \u001b[43m            \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    791\u001b[0m \u001b[43m            \u001b[49m\u001b[43mnewline\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    792\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    793\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    794\u001b[0m         \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[1;32m    795\u001b[0m         handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '../fingerprints/224_2channel_resnet_L=98_perplexity_30_length_98.csv'"
+     ]
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(f\"../fingerprints/{INPUT_NAME}\", index_col=\"ID\")\n",
+    "if FLAT_ONLY:\n",
+    "    df = df[df.horz_flat_seg>0]\n",
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ad3cfbf5-260a-4ac1-8a88-99717ea68eb2",
+   "metadata": {},
+   "source": [
+    "## Cluster"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "52c35b16-e5c3-482f-aa34-02e9a4849f94",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "fingerprint_cols = [str(i) for i in range(FINGERPRINT_LENGTH)]\n",
+    "BORING_COLUMNS += fingerprint_cols"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "cecc8c1c-fdcc-4d40-be79-f0fee9efcc92",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# clusterer = hdbscan.HDBSCAN(algorithm='best', alpha=1.0, approx_min_span_tree=True,\\\n",
+    "#                         gen_min_span_tree=True, leaf_size=40, metric='minkowski', cluster_selection_method='leaf', min_cluster_size=6, min_samples=2, p=0.2)\n",
+    "\n",
+    "clusterer = hdbscan.HDBSCAN(algorithm='best', alpha=0.8, approx_min_span_tree=True,\\\n",
+    "gen_min_span_tree=False, leaf_size=40, metric='minkowski', cluster_selection_method='leaf', min_cluster_size=4, min_samples=4, p=0.2)\n",
+    "\n",
+    "clusterer.fit(df[fingerprint_cols])\n",
+    "\n",
+    "\n",
+    "df[\"labels\"] = clusterer.labels_\n",
+    "df[\"member_strength\"] = clusterer.probabilities_\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ebf112c0-157f-4bdc-95bc-15c01db4d0c1",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "# View cluster for bernoulli auto-encoded fingerprint\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "f0485027-a25c-4708-a597-805919ea4a89",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'BetaVAE_B' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [7]\u001b[0m, in \u001b[0;36m<cell line: 12>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# old static model\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;66;03m# # change path to the location of the desired trained model\u001b[39;00m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;66;03m# model_path = \"../autoencoder/trained_models/nearest_12_v1_length_{0}.pkl\".format(FINGERPRINT_LENGTH)\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[38;5;66;03m# # load the model that we have already trained on the data\u001b[39;00m\n\u001b[1;32m      7\u001b[0m \u001b[38;5;66;03m# trained_model = load_learner(model_path)\u001b[39;00m\n\u001b[1;32m     10\u001b[0m bernoulli_input_file_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mno_dos_bw_2/dpi_10\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m---> 12\u001b[0m bernoulli_model \u001b[38;5;241m=\u001b[39m \u001b[43mBetaVAE_B\u001b[49m(z_dim\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m64\u001b[39m, nc\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m3\u001b[39m)\n\u001b[1;32m     14\u001b[0m checkpoint \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mload(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/notebooks/Beta-VAE/checkpoints/BW_B_gamma100_z64/last\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     15\u001b[0m bernoulli_model\u001b[38;5;241m.\u001b[39mload_state_dict(checkpoint[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmodel_states\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnet\u001b[39m\u001b[38;5;124m'\u001b[39m])\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'BetaVAE_B' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "# old static model\n",
+    "# # change path to the location of the desired trained model\n",
+    "# model_path = \"../autoencoder/trained_models/nearest_12_v1_length_{0}.pkl\".format(FINGERPRINT_LENGTH)\n",
+    "# # name of the energy{name} folder which holds the input band tensors\n",
+    "# CNN_input_file_index = \"_12_nearest_bands\"\n",
+    "# # load the model that we have already trained on the data\n",
+    "# trained_model = load_learner(model_path)\n",
+    "\n",
+    "\n",
+    "bernoulli_input_file_index=\"no_dos_bw_2/dpi_10\"\n",
+    "    \n",
+    "bernoulli_model = BetaVAE_B(z_dim=64, nc=3)\n",
+    "\n",
+    "checkpoint = torch.load(\"/notebooks/Beta-VAE/checkpoints/BW_B_gamma100_z64/last\")\n",
+    "bernoulli_model.load_state_dict(checkpoint['model_states']['net'])\n",
+    "\n",
+    "bernoulli_model.eval()\n",
+    "\n",
+    "\n",
+    "def view_cluster(label):\n",
+    "    display(df[df.labels==label].drop(BORING_COLUMNS, axis=1).head(100))\n",
+    "\n",
+    "    num_plots = len(df[df.labels==label])\n",
+    "    print(num_plots)\n",
+    "    fig, ax = plt.subplots(num_plots, 1, figsize=(4, 1*num_plots))\n",
+    "\n",
+    "    for i, index in enumerate(df[df.labels==label].index):\n",
+    "        ax[i].plot(np.linspace(0, FINGERPRINT_LENGTH, FINGERPRINT_LENGTH), df.loc[index][fingerprint_cols])\n",
+    "        # plot version with some print from cluster 0 subtracted, to better visualise the fingerprint differences\n",
+    "        #ax[i].plot(np.linspace(0, FINGERPRINT_LENGTH, FINGERPRINT_LENGTH), df.loc[index][fingerprint_cols]-np.array(df[df.labels==1][fingerprint_cols])[0])\n",
+    "        \n",
+    "        ax[i].set_xlabel(index)\n",
+    "        \n",
+    "    for i, index in enumerate(df[df.labels==label].index):\n",
+    "        #plot(index)\n",
+    "        # old static model\n",
+    "        #view_prediction(index, trained_model.model, -17, 20, width=128)\n",
+    "        # VAE model\n",
+    "        view_prediction_images(index, bernoulli_model, image_directory=\"../../../storage/2dmatpedia/images/{0}\".format(bernoulli_input_file_index), width=64, height=64, height_mode=\"pad\", act_func=F.sigmoid)\n",
+    "\n",
+    "#interact(view_cluster, label=(-1, len(np.unique(df.labels))-2, 1))\n",
+    "interact(view_cluster, label=(-1, len(np.unique(df.labels))-2, 1))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0cf2b5f4-9886-4ea3-b927-dde95c9a032e",
+   "metadata": {
+    "jupyter": {
+     "source_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "# old static model\n",
+    "# # change path to the location of the desired trained model\n",
+    "# model_path = \"../autoencoder/trained_models/nearest_12_v1_length_{0}.pkl\".format(FINGERPRINT_LENGTH)\n",
+    "# # name of the energy{name} folder which holds the input band tensors\n",
+    "# CNN_input_file_index = \"_12_nearest_bands\"\n",
+    "# # load the model that we have already trained on the data\n",
+    "# trained_model = load_learner(model_path)\n",
+    "\n",
+    "\n",
+    "VAE_input_file_index=\"energies4\"\n",
+    "    \n",
+    "VAE_model = BetaVAE_B(z_dim=32)\n",
+    "\n",
+    "checkpoint = torch.load(\"/notebooks/Beta-VAE/checkpoints/energies4_B_beta10_z32/last\")\n",
+    "VAE_model.load_state_dict(checkpoint['model_states']['net'])\n",
+    "\n",
+    "VAE_model.eval()\n",
+    "\n",
+    "\n",
+    "def view_cluster(label):\n",
+    "    display(df[df.labels==label].drop(BORING_COLUMNS, axis=1).head(100))\n",
+    "\n",
+    "    num_plots = len(df[df.labels==label])\n",
+    "\n",
+    "    fig, ax = plt.subplots(num_plots, 1, figsize=(4, 1*num_plots))\n",
+    "\n",
+    "    for i, index in enumerate(df[df.labels==label].index):\n",
+    "        ax[i].plot(np.linspace(0, FINGERPRINT_LENGTH, FINGERPRINT_LENGTH), df.loc[index][fingerprint_cols])\n",
+    "        # plot version with some print from cluster 0 subtracted, to better visualise the fingerprint differences\n",
+    "        #ax[i].plot(np.linspace(0, FINGERPRINT_LENGTH, FINGERPRINT_LENGTH), df.loc[index][fingerprint_cols]-np.array(df[df.labels==1][fingerprint_cols])[0])\n",
+    "        \n",
+    "        ax[i].set_xlabel(index)\n",
+    "        \n",
+    "    for i, index in enumerate(df[df.labels==label].index):\n",
+    "        #plot(index)\n",
+    "        # old static model\n",
+    "        #view_prediction(index, trained_model.model, -17, 20, width=128)\n",
+    "        # VAE model\n",
+    "        view_prediction(index, VAE_model, -7, 7, image_directory=\"energies4\", width=64, height=64, height_mode=\"pad\", act_func=F.sigmoid)\n",
+    "\n",
+    "\n",
+    "#interact(view_cluster, label=(-1, len(np.unique(df.labels))-2, 1))\n",
+    "interact(view_cluster, label=(111))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e26469dc-dea3-40aa-a664-e7020f38ec62",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "# View cluster for any fingerprint"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "8b906d02-262c-461e-9312-c39bfbd44546",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "c044ced2ada14d0abc17e5ae27e34eb1",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(IntSlider(value=23, description='label', max=47, min=-1), Output()), _dom_classes=('widg…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<function __main__.view_cluster(label)>"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%matplotlib inline\n",
+    "def view_cluster(label):\n",
+    "    display(df[df.labels==label].drop(BORING_COLUMNS, axis=1).head(100))\n",
+    "\n",
+    "    num_plots = len(df[df.labels==label])\n",
+    "\n",
+    "    #fig, ax = plt.subplots(num_plots, 1, figsize=(4, 1*num_plots))\n",
+    "\n",
+    "    for i, index in enumerate(df[df.labels==label].index):\n",
+    "        plt.plot(np.linspace(0, FINGERPRINT_LENGTH, FINGERPRINT_LENGTH), df.loc[index][fingerprint_cols])\n",
+    "        # # plot version with some print from cluster 0 subtracted, to better visualise the fingerprint differences\n",
+    "        # ax[i].plot(np.linspace(0, FINGERPRINT_LENGTH, FINGERPRINT_LENGTH), df.loc[index][fingerprint_cols]-np.array(df[df.labels==1][fingerprint_cols])[0])\n",
+    "        plt.xlabel(index)\n",
+    "        plt.title(\"fingerprint\")\n",
+    "        plt.show()\n",
+    "        #plot(index)\n",
+    "\n",
+    "interact(view_cluster, label=(-1, len(np.unique(df.labels))-2, 1))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "13aeb5bf-7240-44da-bf22-f0cebfc82358",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "# VIEW cluster for resnet AE or VAE (must change model import below, and the .predict function in view_cluster!)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "f961b56a-3b81-4524-a199-5c8a5235e615",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting mpimg\n",
+      "  Downloading mpimg-0.0.1.tar.gz (1.0 kB)\n",
+      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25hRequirement already satisfied: click in /usr/local/lib/python3.9/dist-packages (from mpimg) (8.1.3)\n",
+      "Requirement already satisfied: pillow in /usr/local/lib/python3.9/dist-packages (from mpimg) (9.2.0)\n",
+      "Building wheels for collected packages: mpimg\n",
+      "  Building wheel for mpimg (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25h  Created wheel for mpimg: filename=mpimg-0.0.1-py3-none-any.whl size=1328 sha256=45008a28539b4455e465642a894d841f7761b964abed89a03ccfaabd13539820\n",
+      "  Stored in directory: /root/.cache/pip/wheels/e3/29/51/8e9a0f15f2b8e885d912e8ce4cda2fb4646f6692c7b14d98a1\n",
+      "Successfully built mpimg\n",
+      "Installing collected packages: mpimg\n",
+      "Successfully installed mpimg-0.0.1\n",
+      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip install mpimg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "7b85755c-4782-4a10-98d3-abdab37b1ebc",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "class Binarize(Transform):\n",
+    "    def __init__(self, threshold=0.8):self.threshold=threshold\n",
+    "    def encodes(self, o): \n",
+    "        # print(o)\n",
+    "        mask = (o > (255 * self.threshold))\n",
+    "        return mask * 255"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "ed7103d9-50ce-4d95-b334-5bddb465232d",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "def bce_loss(pred, targ):\n",
+    "    x_recon, mu, logvar = pred\n",
+    "    \n",
+    "    return nn.BCEWithLogitsLoss()(x_recon, targ) + 0.05 * kld_mean_loss(mu, logvar)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "26e6af98-6022-4e94-9893-f4763d99f5c9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "findfont: Font family ['Times New Roman'] not found. Falling back to DejaVu Sans.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x612 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot(\"2dm-1\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "96f3440b-bb6e-4aed-b1d1-48e5b7e63983",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "    /* Turns off some styling */\n",
+       "    progress {\n",
+       "        /* gets rid of default border in Firefox and Opera. */\n",
+       "        border: none;\n",
+       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
+       "        background-size: auto;\n",
+       "    }\n",
+       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
+       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
+       "    }\n",
+       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
+       "        background: #F44336;\n",
+       "    }\n",
+       "</style>\n"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(1,2, figsize=(10,5))\n",
+    "input_bands = Image.open(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/2dm-1.png\")\n",
+    "ax[0].imshow(input_bands)\n",
+    "\n",
+    "# FOR NORMAL AE\n",
+    "out = learn.predict(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/2dm-1.png\")\n",
+    "ax[1].imshow(1-torch.sigmoid(out[1][0]), cmap=\"Greys\")\n",
+    "\n",
+    "ax[0].set_title(\"(a)     Input\")\n",
+    "ax[1].set_title(\"(b)     Reconstruction\")\n",
+    "# FOR VAE\n",
+    "#x_recon, mu, sigma = predict(learn,DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{index}.png\")\n",
+    "#show_image(torch.sigmoid(x_recon[0]))\n",
+    "#x_recon.size()\n",
+    "ax[0].set_xticks([])\n",
+    "ax[1].set_xticks([])\n",
+    "ax[0].set_yticks([])\n",
+    "ax[1].set_yticks([])\n",
+    "fig.savefig(\"recon\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "52de4ae0-a391-4944-93fc-82d98a7da656",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "45c7c2b99e894c45bbc172ae928bf6f2",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "interactive(children=(IntSlider(value=104, description='label', max=312, min=-104), Output()), _dom_classes=('…"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<function __main__.view_cluster(label)>"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# MUST CHANGE FOR DIFFERENT LATENT LENGTH MODEL!\n",
+    "learn = load_learner(\"../autoencoder/trained_models/resnet18_size224_lossbce_channels2.pkl\")\n",
+    "\n",
+    "#model_path = \"../autoencoder/trained_models/vae_resnet18_size128_lossbcekl_randerase_channels4.pkl\"\n",
+    "#learn = load_learner(model_path)\n",
+    "\n",
+    "def view_cluster(label):\n",
+    "    display(df[df.labels==label].drop(BORING_COLUMNS, axis=1).head(200))\n",
+    "\n",
+    "    num_plots = len(df[df.labels==label])\n",
+    "\n",
+    "    #fig, ax = plt.subplots(num_plots, 1, figsize=(4, 1*num_plots))\n",
+    "\n",
+    "    for i, index in enumerate(df[df.labels==label].index):\n",
+    "        plt.plot(np.linspace(0, FINGERPRINT_LENGTH, FINGERPRINT_LENGTH), df.loc[index][fingerprint_cols])\n",
+    "        plt.xlabel(index)\n",
+    "        plt.title(\"fingerprint\")\n",
+    "        plt.show()\n",
+    "        \n",
+    "        # full 2d matpedia plot:\n",
+    "        #plot(index)\n",
+    "        #plt.show()\n",
+    "        print(df.loc[index][\"member_strength\"])\n",
+    "        # just plot the input bands:\n",
+    "        input_bands = Image.open(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{index}.png\")\n",
+    "        input_bands.show()\n",
+    "        \n",
+    "        # FOR NORMAL AE\n",
+    "        out = learn.predict(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{index}.png\")\n",
+    "        show_image(torch.sigmoid(out[1]))\n",
+    "        \n",
+    "        # FOR VAE\n",
+    "        #x_recon, mu, sigma = predict(learn,DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{index}.png\")\n",
+    "        #show_image(torch.sigmoid(x_recon[0]))\n",
+    "        #x_recon.size()\n",
+    "        \n",
+    "        plt.show()\n",
+    "        \n",
+    "#interact(view_cluster, label=(-1, len(np.unique(df.labels))-2, 1))\n",
+    "\n",
+    "interact(view_cluster, label=104)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "56a283fc-15dc-47a7-ad2f-328be4331e98",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>formula</th>\n",
+       "      <th>gen_formula</th>\n",
+       "      <th>space_group</th>\n",
+       "      <th>segments</th>\n",
+       "      <th>flat_segments</th>\n",
+       "      <th>flatness_score</th>\n",
+       "      <th>discovery</th>\n",
+       "      <th>binary_flatness</th>\n",
+       "      <th>horz_flat_seg</th>\n",
+       "      <th>exfoliation_eg</th>\n",
+       "      <th>...</th>\n",
+       "      <th>92</th>\n",
+       "      <th>93</th>\n",
+       "      <th>94</th>\n",
+       "      <th>95</th>\n",
+       "      <th>96</th>\n",
+       "      <th>97</th>\n",
+       "      <th>fx</th>\n",
+       "      <th>fy</th>\n",
+       "      <th>labels</th>\n",
+       "      <th>member_strength</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ID</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2dm-1072</th>\n",
+       "      <td>Bi2O3</td>\n",
+       "      <td>A2B3</td>\n",
+       "      <td>11</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.88806</td>\n",
+       "      <td>bottom-up</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.203813</td>\n",
+       "      <td>2.638345</td>\n",
+       "      <td>2.657903</td>\n",
+       "      <td>2.613274</td>\n",
+       "      <td>2.274567</td>\n",
+       "      <td>2.316475</td>\n",
+       "      <td>60.562157</td>\n",
+       "      <td>-66.353140</td>\n",
+       "      <td>104</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2dm-1153</th>\n",
+       "      <td>Bi2O3</td>\n",
+       "      <td>A2B3</td>\n",
+       "      <td>31</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.84826</td>\n",
+       "      <td>bottom-up</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.357018</td>\n",
+       "      <td>2.550502</td>\n",
+       "      <td>2.829175</td>\n",
+       "      <td>2.316096</td>\n",
+       "      <td>2.447521</td>\n",
+       "      <td>2.269403</td>\n",
+       "      <td>62.161316</td>\n",
+       "      <td>-72.882416</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2dm-2454</th>\n",
+       "      <td>Bi2O3</td>\n",
+       "      <td>A2B3</td>\n",
+       "      <td>51</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0.96008</td>\n",
+       "      <td>bottom-up</td>\n",
+       "      <td>1</td>\n",
+       "      <td>4</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.475220</td>\n",
+       "      <td>2.269154</td>\n",
+       "      <td>2.114693</td>\n",
+       "      <td>2.416147</td>\n",
+       "      <td>2.305240</td>\n",
+       "      <td>2.548356</td>\n",
+       "      <td>-36.869950</td>\n",
+       "      <td>-52.004105</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2dm-3155</th>\n",
+       "      <td>Bi2O3</td>\n",
+       "      <td>A2B3</td>\n",
+       "      <td>156</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.98685</td>\n",
+       "      <td>top-down</td>\n",
+       "      <td>1</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.35363</td>\n",
+       "      <td>...</td>\n",
+       "      <td>2.470235</td>\n",
+       "      <td>2.609576</td>\n",
+       "      <td>2.587575</td>\n",
+       "      <td>2.146076</td>\n",
+       "      <td>2.711693</td>\n",
+       "      <td>2.497561</td>\n",
+       "      <td>38.132248</td>\n",
+       "      <td>-86.028206</td>\n",
+       "      <td>-1</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4 rows × 128 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         formula gen_formula  space_group  segments  flat_segments  \\\n",
+       "ID                                                                   \n",
+       "2dm-1072   Bi2O3        A2B3           11         4              4   \n",
+       "2dm-1153   Bi2O3        A2B3           31         4              4   \n",
+       "2dm-2454   Bi2O3        A2B3           51         4              4   \n",
+       "2dm-3155   Bi2O3        A2B3          156         3              3   \n",
+       "\n",
+       "          flatness_score  discovery  binary_flatness  horz_flat_seg  \\\n",
+       "ID                                                                    \n",
+       "2dm-1072         0.88806  bottom-up                1              3   \n",
+       "2dm-1153         0.84826  bottom-up                1              4   \n",
+       "2dm-2454         0.96008  bottom-up                1              4   \n",
+       "2dm-3155         0.98685   top-down                1              3   \n",
+       "\n",
+       "          exfoliation_eg  ...        92        93        94        95  \\\n",
+       "ID                        ...                                           \n",
+       "2dm-1072             NaN  ...  2.203813  2.638345  2.657903  2.613274   \n",
+       "2dm-1153             NaN  ...  2.357018  2.550502  2.829175  2.316096   \n",
+       "2dm-2454             NaN  ...  2.475220  2.269154  2.114693  2.416147   \n",
+       "2dm-3155         0.35363  ...  2.470235  2.609576  2.587575  2.146076   \n",
+       "\n",
+       "                96        97         fx         fy  labels  member_strength  \n",
+       "ID                                                                           \n",
+       "2dm-1072  2.274567  2.316475  60.562157 -66.353140     104              1.0  \n",
+       "2dm-1153  2.447521  2.269403  62.161316 -72.882416      -1              0.0  \n",
+       "2dm-2454  2.305240  2.548356 -36.869950 -52.004105      -1              0.0  \n",
+       "2dm-3155  2.711693  2.497561  38.132248 -86.028206      -1              0.0  \n",
+       "\n",
+       "[4 rows x 128 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[df.formula==\"Bi2O3\"].head()\n",
+    "\n",
+    "#df.index"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "26eadfd2-e949-47a2-8d47-b47989de09d6",
+   "metadata": {},
+   "source": [
+    "## Rerun TSNE (ONLY IF ON FLAT SUBSET)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "5469bfac-e693-4669-8603-9e0e457124b1",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[t-SNE] Computing 31 nearest neighbors...\n",
+      "[t-SNE] Indexed 2005 samples in 0.001s...\n",
+      "[t-SNE] Computed neighbors for 2005 samples in 0.092s...\n",
+      "[t-SNE] Computed conditional probabilities for sample 1000 / 2005\n",
+      "[t-SNE] Computed conditional probabilities for sample 2000 / 2005\n",
+      "[t-SNE] Computed conditional probabilities for sample 2005 / 2005\n",
+      "[t-SNE] Mean sigma: 1.019422\n",
+      "[t-SNE] Computed conditional probabilities in 0.019s\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/dist-packages/sklearn/manifold/_t_sne.py:991: FutureWarning: The PCA initialization in TSNE will change to have the standard deviation of PC1 equal to 1e-4 in 1.2. This will ensure better convergence.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[t-SNE] Iteration 50: error = 74.6053772, gradient norm = 0.0123159 (50 iterations in 1.259s)\n",
+      "[t-SNE] Iteration 100: error = 75.4825821, gradient norm = 0.0099334 (50 iterations in 1.130s)\n",
+      "[t-SNE] Iteration 150: error = 76.0996323, gradient norm = 0.0045396 (50 iterations in 1.281s)\n",
+      "[t-SNE] Iteration 200: error = 76.4148102, gradient norm = 0.0026537 (50 iterations in 1.280s)\n",
+      "[t-SNE] Iteration 250: error = 76.4638977, gradient norm = 0.0028607 (50 iterations in 1.142s)\n",
+      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 76.463898\n",
+      "[t-SNE] Iteration 300: error = 2.3112350, gradient norm = 0.0024505 (50 iterations in 1.212s)\n",
+      "[t-SNE] Iteration 350: error = 1.8639212, gradient norm = 0.0010709 (50 iterations in 1.185s)\n",
+      "[t-SNE] Iteration 400: error = 1.6555761, gradient norm = 0.0006331 (50 iterations in 1.266s)\n",
+      "[t-SNE] Iteration 450: error = 1.5371760, gradient norm = 0.0004404 (50 iterations in 1.133s)\n",
+      "[t-SNE] Iteration 500: error = 1.4631188, gradient norm = 0.0003249 (50 iterations in 1.102s)\n",
+      "[t-SNE] Iteration 550: error = 1.4140843, gradient norm = 0.0002526 (50 iterations in 1.168s)\n",
+      "[t-SNE] Iteration 600: error = 1.3795326, gradient norm = 0.0002080 (50 iterations in 1.201s)\n",
+      "[t-SNE] Iteration 650: error = 1.3547398, gradient norm = 0.0001779 (50 iterations in 1.291s)\n",
+      "[t-SNE] Iteration 700: error = 1.3358970, gradient norm = 0.0001561 (50 iterations in 0.346s)\n",
+      "[t-SNE] Iteration 750: error = 1.3215603, gradient norm = 0.0001442 (50 iterations in 0.286s)\n",
+      "[t-SNE] Iteration 800: error = 1.3105338, gradient norm = 0.0001301 (50 iterations in 0.252s)\n",
+      "[t-SNE] Iteration 850: error = 1.3020016, gradient norm = 0.0001184 (50 iterations in 0.352s)\n",
+      "[t-SNE] Iteration 900: error = 1.2948147, gradient norm = 0.0001115 (50 iterations in 0.325s)\n",
+      "[t-SNE] Iteration 950: error = 1.2887100, gradient norm = 0.0001115 (50 iterations in 0.281s)\n",
+      "[t-SNE] Iteration 1000: error = 1.2837914, gradient norm = 0.0001057 (50 iterations in 0.300s)\n",
+      "[t-SNE] Iteration 1050: error = 1.2796940, gradient norm = 0.0001029 (50 iterations in 0.291s)\n",
+      "[t-SNE] Iteration 1100: error = 1.2761728, gradient norm = 0.0000928 (50 iterations in 0.260s)\n",
+      "[t-SNE] Iteration 1150: error = 1.2733612, gradient norm = 0.0000886 (50 iterations in 0.300s)\n",
+      "[t-SNE] Iteration 1200: error = 1.2706268, gradient norm = 0.0000922 (50 iterations in 0.340s)\n",
+      "[t-SNE] Iteration 1250: error = 1.2679243, gradient norm = 0.0000849 (50 iterations in 0.302s)\n",
+      "[t-SNE] Iteration 1300: error = 1.2652583, gradient norm = 0.0000781 (50 iterations in 0.298s)\n",
+      "[t-SNE] Iteration 1350: error = 1.2631369, gradient norm = 0.0000814 (50 iterations in 0.264s)\n",
+      "[t-SNE] Iteration 1400: error = 1.2613952, gradient norm = 0.0000817 (50 iterations in 0.386s)\n",
+      "[t-SNE] Iteration 1450: error = 1.2597880, gradient norm = 0.0000781 (50 iterations in 0.248s)\n",
+      "[t-SNE] Iteration 1500: error = 1.2583581, gradient norm = 0.0000698 (50 iterations in 0.676s)\n",
+      "[t-SNE] Iteration 1550: error = 1.2569566, gradient norm = 0.0000679 (50 iterations in 0.291s)\n",
+      "[t-SNE] Iteration 1600: error = 1.2556126, gradient norm = 0.0000699 (50 iterations in 0.304s)\n",
+      "[t-SNE] Iteration 1650: error = 1.2544862, gradient norm = 0.0000701 (50 iterations in 0.303s)\n",
+      "[t-SNE] Iteration 1700: error = 1.2534099, gradient norm = 0.0000642 (50 iterations in 0.691s)\n",
+      "[t-SNE] Iteration 1750: error = 1.2523789, gradient norm = 0.0000677 (50 iterations in 1.132s)\n",
+      "[t-SNE] Iteration 1800: error = 1.2513664, gradient norm = 0.0000629 (50 iterations in 1.126s)\n",
+      "[t-SNE] Iteration 1850: error = 1.2504057, gradient norm = 0.0000635 (50 iterations in 1.155s)\n",
+      "[t-SNE] Iteration 1900: error = 1.2494432, gradient norm = 0.0000570 (50 iterations in 1.195s)\n",
+      "[t-SNE] Iteration 1950: error = 1.2485187, gradient norm = 0.0000631 (50 iterations in 1.060s)\n",
+      "[t-SNE] Iteration 2000: error = 1.2476736, gradient norm = 0.0000556 (50 iterations in 1.253s)\n",
+      "[t-SNE] Iteration 2050: error = 1.2468323, gradient norm = 0.0000547 (50 iterations in 1.355s)\n",
+      "[t-SNE] Iteration 2100: error = 1.2458929, gradient norm = 0.0000566 (50 iterations in 1.370s)\n",
+      "[t-SNE] Iteration 2150: error = 1.2450926, gradient norm = 0.0000640 (50 iterations in 1.123s)\n",
+      "[t-SNE] Iteration 2200: error = 1.2443625, gradient norm = 0.0000615 (50 iterations in 0.942s)\n",
+      "[t-SNE] Iteration 2250: error = 1.2437528, gradient norm = 0.0000508 (50 iterations in 0.933s)\n",
+      "[t-SNE] Iteration 2300: error = 1.2430481, gradient norm = 0.0000568 (50 iterations in 1.246s)\n",
+      "[t-SNE] Iteration 2350: error = 1.2423574, gradient norm = 0.0000502 (50 iterations in 1.245s)\n",
+      "[t-SNE] Iteration 2400: error = 1.2417052, gradient norm = 0.0000562 (50 iterations in 1.167s)\n",
+      "[t-SNE] Iteration 2450: error = 1.2411352, gradient norm = 0.0000491 (50 iterations in 0.727s)\n",
+      "[t-SNE] Iteration 2500: error = 1.2407289, gradient norm = 0.0000589 (50 iterations in 0.924s)\n",
+      "[t-SNE] Iteration 2550: error = 1.2402582, gradient norm = 0.0000522 (50 iterations in 1.238s)\n",
+      "[t-SNE] Iteration 2600: error = 1.2396370, gradient norm = 0.0000545 (50 iterations in 1.177s)\n",
+      "[t-SNE] Iteration 2650: error = 1.2391428, gradient norm = 0.0000487 (50 iterations in 1.201s)\n",
+      "[t-SNE] Iteration 2700: error = 1.2386833, gradient norm = 0.0000486 (50 iterations in 1.252s)\n",
+      "[t-SNE] Iteration 2750: error = 1.2383358, gradient norm = 0.0000539 (50 iterations in 1.185s)\n",
+      "[t-SNE] Iteration 2800: error = 1.2379731, gradient norm = 0.0000534 (50 iterations in 1.175s)\n",
+      "[t-SNE] Iteration 2850: error = 1.2376573, gradient norm = 0.0000538 (50 iterations in 1.184s)\n",
+      "[t-SNE] Iteration 2900: error = 1.2373788, gradient norm = 0.0000469 (50 iterations in 1.137s)\n",
+      "[t-SNE] Iteration 2950: error = 1.2370456, gradient norm = 0.0000429 (50 iterations in 1.091s)\n",
+      "[t-SNE] Iteration 3000: error = 1.2367060, gradient norm = 0.0000473 (50 iterations in 1.188s)\n",
+      "[t-SNE] Iteration 3050: error = 1.2363195, gradient norm = 0.0000494 (50 iterations in 0.863s)\n",
+      "[t-SNE] Iteration 3100: error = 1.2359146, gradient norm = 0.0000443 (50 iterations in 0.298s)\n",
+      "[t-SNE] Iteration 3150: error = 1.2354560, gradient norm = 0.0000442 (50 iterations in 0.311s)\n",
+      "[t-SNE] Iteration 3200: error = 1.2351526, gradient norm = 0.0000412 (50 iterations in 0.785s)\n",
+      "[t-SNE] Iteration 3250: error = 1.2347713, gradient norm = 0.0000447 (50 iterations in 1.211s)\n",
+      "[t-SNE] Iteration 3300: error = 1.2343727, gradient norm = 0.0000417 (50 iterations in 1.172s)\n",
+      "[t-SNE] Iteration 3350: error = 1.2339239, gradient norm = 0.0000433 (50 iterations in 1.024s)\n",
+      "[t-SNE] Iteration 3400: error = 1.2334484, gradient norm = 0.0000439 (50 iterations in 1.192s)\n",
+      "[t-SNE] Iteration 3450: error = 1.2331855, gradient norm = 0.0000476 (50 iterations in 0.828s)\n",
+      "[t-SNE] Iteration 3500: error = 1.2327991, gradient norm = 0.0000583 (50 iterations in 1.173s)\n",
+      "[t-SNE] Iteration 3550: error = 1.2326120, gradient norm = 0.0000403 (50 iterations in 1.196s)\n",
+      "[t-SNE] Iteration 3600: error = 1.2323292, gradient norm = 0.0000417 (50 iterations in 1.243s)\n",
+      "[t-SNE] Iteration 3650: error = 1.2321404, gradient norm = 0.0000398 (50 iterations in 1.336s)\n",
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+      "[t-SNE] KL divergence after 10000 iterations: 1.219314\n"
+     ]
+    }
+   ],
+   "source": [
+    "if FLAT_ONLY:\n",
+    "    tsne = manifold.TSNE(n_components=2, early_exaggeration=12.0, init=\"pca\",learning_rate=\"auto\", random_state=0, perplexity=10,n_iter=10000, verbose=2, metric=\"minkowski\")\n",
+    "    fingerprint_2d = tsne.fit_transform(df[fingerprint_cols])\n",
+    "    df.fx, df.fy = fingerprint_2d[:, 0], fingerprint_2d[:, 1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "e7e9860e-5243-4396-a66b-38dbc5afcd8c",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_1666/1740458782.py:9: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
+      "  cmap = plt.cm.get_cmap('turbo')\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "2e657b34ad164b1f94b25a242216413a",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "image/png": 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",
+      "text/html": [
+       "\n",
+       "            <div style=\"display: inline-block;\">\n",
+       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
+       "                    Figure\n",
+       "                </div>\n",
+       "                <img 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' width=800.0/>\n",
+       "            </div>\n",
+       "        "
+      ],
+      "text/plain": [
+       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%matplotlib ipympl\n",
+    "labels = clusterer.labels_\n",
+    "\n",
+    "fig = plt.figure(figsize=(8,8))\n",
+    "size=np.ones((len(labels),1))*15\n",
+    "size[labels==-1]=0.2\n",
+    " \n",
+    "unique_label,cluster_rep_index, counts = np.unique(labels, return_index=True, return_counts=True)\n",
+    "cmap = plt.cm.get_cmap('turbo')\n",
+    "norm = matplotlib.colors.Normalize(vmin=min(labels), vmax=max(labels))\n",
+    "    \n",
+    "for rep_id in cluster_rep_index:\n",
+    "        col=cmap(norm(labels[rep_id]))\n",
+    "        plt.annotate(labels[rep_id],fingerprint_2d[rep_id,:]+[-10,0],color=col,alpha=1, weight='normal', ha='center', va='center', size=10).draggable()\n",
+    "\n",
+    "plt.scatter(fingerprint_2d[:,0], fingerprint_2d[:,1],s=size, c=labels*5, cmap=\"turbo\")\n",
+    "\n",
+    "\n",
+    "plt.show()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "169429b3-98a9-4a3d-a7b0-ae8e1424d275",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plt.savefig(\"resnet_2_channel_L=96_tsne.png\", dpi=200, bbox_inches=\"tight\")\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "67548815-1875-4e9e-af14-d3f07b82c8df",
+   "metadata": {},
+   "source": [
+    "## Plots"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c0fea021-0908-4f4c-8c75-ca7f79e6bde6",
+   "metadata": {},
+   "source": [
+    "# Output table of all clusters with exemplar mat formulae"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "0ddaea12-00f5-4864-a2f5-d2d960bef022",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from pandas.plotting import table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "fce875ca-2ba1-4d90-96d6-1939d7475b84",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sorted_cluster_df = df[df.labels!=-1].sort_values(by=['labels','member_strength'], ascending=[True, False])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "4a0c3d6f-f233-4675-a8f1-5b9b438e64ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "347"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(sorted_cluster_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "d31c6417-c189-483a-ad4c-ded36199cf4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "49\n"
+     ]
+    }
+   ],
+   "source": [
+    "N_clusters = len(np.unique(clusterer.labels_))-1\n",
+    "print(N_clusters)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "34b431e5-3990-431f-9722-cf9a323294ba",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x12348 with 98 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "#N_clusters = 3\n",
+    "num_bands = 3\n",
+    "fig, axs = plt.subplots(N_clusters, 2, figsize=(8,3.5*N_clusters))\n",
+    "\n",
+    "# for i in range(1,num_bands+1):\n",
+    "#     axs[0, i].set_title('exemplar_{0}'.format(i))\n",
+    "\n",
+    "for i in range(0, N_clusters):\n",
+    "    #print(i)\n",
+    "    df_part1 = sorted_cluster_df[sorted_cluster_df.labels==i][\"formula\"]\n",
+    "    # min table size of 15\n",
+    "    if(len(df_part1)>=15):\n",
+    "        df_part1 = df_part1.head(15)\n",
+    "    \n",
+    "    axs[i, 0].set_title('Cluster_ID={0}'.format(i), y=0.95)\n",
+    "    axs[i, 0].axis(\"off\")\n",
+    "    axs[i, 1].axis(\"off\")\n",
+    "\n",
+    "    #print(df.loc[index][\"member_strength\"])\n",
+    "    # just plot the input bands:\n",
+    "#     input_bands_1 = Image.open(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{df_part1.index[0]}.png\")\n",
+    "#     input_bands_2 = Image.open(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{df_part1.index[1]}.png\")\n",
+    "#     input_bands_3 = Image.open(DATA_DIRECTORY/f\"images/grayscale_4ev_linewidth3/{df_part1.index[2]}.png\")\n",
+    "\n",
+    "#     axs[i,1].imshow(input_bands_1, extent=[-4, 4, -4, 4], aspect=1)\n",
+    "#     axs[i,2].imshow(input_bands_2, extent=[-4, 4, -4, 4], aspect=1)\n",
+    "#     axs[i,3].imshow(input_bands_3, extent=[-4, 4, -4, 4], aspect=1)\n",
+    "    \n",
+    "    table(axs[i,0], df_part1, loc=\"center\")  # where df is your data frame\n",
+    "    fig.tight_layout()\n",
+    "#plt.subplots_adjust(wspace=0.2)   \n",
+    "plt.savefig(\"OLD_PRINT_MCS_4_MS_3_clusters_big_table\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "5af09883-4262-41ad-9d6f-19e2bd93111c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 432x288 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1ad7aae0-34ef-4b69-9a42-f24e3f7aa2f7",
+   "metadata": {},
+   "source": [
+    "# HIERARCHY dendogram"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "61112fb1-6ce7-42ee-ace6-a25132cd1e76",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting ete3\n",
+      "  Downloading ete3-3.1.3.tar.gz (4.8 MB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m4.8/4.8 MB\u001b[0m \u001b[31m52.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m:00:01\u001b[0m\n",
+      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25hBuilding wheels for collected packages: ete3\n",
+      "  Building wheel for ete3 (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25h  Created wheel for ete3: filename=ete3-3.1.3-py3-none-any.whl size=2273785 sha256=b8a67c2db1fec423ed54040546b76cb5bfd46d16eaf1b1866d0493d967936f95\n",
+      "  Stored in directory: /root/.cache/pip/wheels/ad/2e/cc/edcca721b423e1604c84f480a1e8e0547a223bfc068d373259\n",
+      "Successfully built ete3\n",
+      "Installing collected packages: ete3\n",
+      "Successfully installed ete3-3.1.3\n",
+      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip install ete3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "3876c619-2101-45e3-b031-717cb371a770",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting PyQt5\n",
+      "  Downloading PyQt5-5.15.10-cp37-abi3-manylinux_2_17_x86_64.whl (8.2 MB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.2/8.2 MB\u001b[0m \u001b[31m55.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
+      "\u001b[?25hCollecting PyQt5-Qt5>=5.15.2\n",
+      "  Downloading PyQt5_Qt5-5.15.2-py3-none-manylinux2014_x86_64.whl (59.9 MB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m59.9/59.9 MB\u001b[0m \u001b[31m20.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
+      "\u001b[?25hCollecting PyQt5-sip<13,>=12.13\n",
+      "  Downloading PyQt5_sip-12.13.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.whl (335 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m335.7/335.7 kB\u001b[0m \u001b[31m38.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hInstalling collected packages: PyQt5-Qt5, PyQt5-sip, PyQt5\n",
+      "Successfully installed PyQt5-5.15.10 PyQt5-Qt5-5.15.2 PyQt5-sip-12.13.0\n",
+      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip install PyQt5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "46684096-1ad9-467b-9585-cbc46630f607",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from ete3 import Tree, TreeStyle\n",
+    "min_spanning_tree = clusterer.minimum_spanning_tree_.to_networkx()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "403cbc37-5979-427d-88c5-55c05494a431",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'ete3' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [64]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mete3\u001b[49m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__file__\u001b[39m\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'ete3' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "ete3.__file__"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e97225a0-eea4-4afa-b31b-cbb6692c38e9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Create a new ETE Tree instance\n",
+    "ete_tree = Tree()\n",
+    "\n",
+    "# Create a dictionary to store ETE nodes for quick access\n",
+    "ete_nodes = {}\n",
+    "\n",
+    "# Add nodes to the ETE Tree\n",
+    "for node in min_spanning_tree.nodes():\n",
+    "    ete_node = ete_tree.add_child(name=str(node))\n",
+    "    ete_nodes[node] = ete_node\n",
+    "\n",
+    "# Add edges to the ETE Tree\n",
+    "for edge in min_spanning_tree.edges():\n",
+    "    node1, node2 = edge\n",
+    "    ete_node1 = ete_nodes[node1]\n",
+    "    ete_node2 = ete_nodes[node2]\n",
+    "    ete_node1.add_child(ete_node2)\n",
+    "\n",
+    "# Render the tree\n",
+    "ete_tree.render(\"tree.png\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "5ee9e163-f278-4b74-a043-bf9e25bc0764",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'clusterer' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [1]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m min_spanning_tree \u001b[38;5;241m=\u001b[39m \u001b[43mclusterer\u001b[49m\u001b[38;5;241m.\u001b[39mminimum_spanning_tree_\u001b[38;5;241m.\u001b[39mto_networkx()\n\u001b[1;32m      3\u001b[0m ete_tree \u001b[38;5;241m=\u001b[39m Tree()\n\u001b[1;32m      5\u001b[0m \u001b[38;5;66;03m# Create a dictionary to store ETE nodes for quick access\u001b[39;00m\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'clusterer' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "min_spanning_tree = clusterer.minimum_spanning_tree_.to_networkx()\n",
+    "\n",
+    "ete_tree = Tree()\n",
+    "\n",
+    "# Create a dictionary to store ETE nodes for quick access\n",
+    "ete_nodes = {}\n",
+    "\n",
+    "# Add nodes to the ETE Tree\n",
+    "for node in min_spanning_tree.nodes():\n",
+    "    ete_node = ete_tree.add_child(name=str(node))\n",
+    "    ete_nodes[node] = ete_node\n",
+    "\n",
+    "# Add edges to the ETE Tree\n",
+    "for edge in min_spanning_tree.edges():\n",
+    "    node1, node2 = edge\n",
+    "    ete_node1 = ete_nodes[node1]\n",
+    "    ete_node2 = ete_nodes[node2]\n",
+    "    ete_node1.add_child(ete_node2)\n",
+    "\n",
+    "# Render the tree\n",
+    "ts = TreeStyle()\n",
+    "ts.mode = \"c\"  # Circular layout\n",
+    "ts.show_leaf_name = True\n",
+    "ts.arc_start = -180 # 0 degrees = 3 o'clock\n",
+    "ts.arc_span = 180\n",
+    "\n",
+    "#ete_tree.render(\"tree.png\", tree_style=ts)\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "401ebb27-38cb-4864-b8ed-136ec4ad0f3e",
+   "metadata": {},
+   "source": [
+    "# UMAP"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "0c57666e-49de-4f1b-a8f7-0b1d5628336e",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting umap-learn\n",
+      "  Downloading umap-learn-0.5.5.tar.gz (90 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m90.9/90.9 kB\u001b[0m \u001b[31m12.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.9/dist-packages (from umap-learn) (1.26.2)\n",
+      "Requirement already satisfied: scipy>=1.3.1 in /usr/local/lib/python3.9/dist-packages (from umap-learn) (1.11.4)\n",
+      "Requirement already satisfied: scikit-learn>=0.22 in /usr/local/lib/python3.9/dist-packages (from umap-learn) (1.1.1)\n",
+      "Collecting numba>=0.51.2\n",
+      "  Downloading numba-0.58.1-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (3.6 MB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.6/3.6 MB\u001b[0m \u001b[31m59.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0mta \u001b[36m0:00:01\u001b[0m\n",
+      "\u001b[?25hCollecting pynndescent>=0.5\n",
+      "  Downloading pynndescent-0.5.11-py3-none-any.whl (55 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m55.8/55.8 kB\u001b[0m \u001b[31m13.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hRequirement already satisfied: tqdm in /usr/local/lib/python3.9/dist-packages (from umap-learn) (4.64.0)\n",
+      "Collecting llvmlite<0.42,>=0.41.0dev0\n",
+      "  Downloading llvmlite-0.41.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (43.6 MB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m43.6/43.6 MB\u001b[0m \u001b[31m29.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
+      "\u001b[?25hRequirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.9/dist-packages (from pynndescent>=0.5->umap-learn) (1.1.0)\n",
+      "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.9/dist-packages (from scikit-learn>=0.22->umap-learn) (3.1.0)\n",
+      "Building wheels for collected packages: umap-learn\n",
+      "  Building wheel for umap-learn (setup.py) ... \u001b[?25ldone\n",
+      "\u001b[?25h  Created wheel for umap-learn: filename=umap_learn-0.5.5-py3-none-any.whl size=86839 sha256=8ec437bdfc416736a4bd97b4130f730a424ed1d6b0edf40cdcc3c195c6636a52\n",
+      "  Stored in directory: /root/.cache/pip/wheels/0f/01/17/26951217a11fb724b7027c6dd5b620b6d368104f7e6d4171fc\n",
+      "Successfully built umap-learn\n",
+      "Installing collected packages: llvmlite, numba, pynndescent, umap-learn\n",
+      "Successfully installed llvmlite-0.41.1 numba-0.58.1 pynndescent-0.5.11 umap-learn-0.5.5\n",
+      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip install umap-learn"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "483ae985-9786-4d37-9a22-8588893e531b",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'umap'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [49]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mumap\u001b[39;00m\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'umap'"
+     ]
+    }
+   ],
+   "source": [
+    "import umap"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "e12ebe45-5e09-47f8-a1a8-9e324afb9e9c",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.9/dist-packages/umap/umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
+      "  warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Create a UMAP model\n",
+    "umap_model = umap.UMAP(n_components=2, random_state=42, metric=\"minkowski\", min_dist=0.0, n_neighbors=20)\n",
+    "\n",
+    "# Fit and transform the data\n",
+    "fingerprint_umap = umap_model.fit_transform(df[fingerprint_cols])\n",
+    "\n",
+    "# Assign the UMAP coordinates to the DataFrame\n",
+    "df['umap_x'], df['umap_y'] = fingerprint_umap[:, 0], fingerprint_umap[:, 1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "fa2d4934-9c99-4a74-83bc-5a253c11486f",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "'cluster_label'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/core/indexes/base.py:3621\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   3620\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3621\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/_libs/index.pyx:136\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/_libs/index.pyx:163\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5198\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5206\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mKeyError\u001b[0m: 'cluster_label'",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "Input \u001b[0;32mIn [30]\u001b[0m, in \u001b[0;36m<cell line: 3>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# Scatter plot with different colors for each cluster\u001b[39;00m\n\u001b[1;32m      2\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m10\u001b[39m, \u001b[38;5;241m8\u001b[39m))\n\u001b[0;32m----> 3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m cluster \u001b[38;5;129;01min\u001b[39;00m \u001b[43mdf\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mcluster_label\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39munique():\n\u001b[1;32m      4\u001b[0m     cluster_data \u001b[38;5;241m=\u001b[39m df[df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcluster_label\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m==\u001b[39m cluster]\n\u001b[1;32m      5\u001b[0m     plt\u001b[38;5;241m.\u001b[39mscatter(cluster_data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mumap_x\u001b[39m\u001b[38;5;124m'\u001b[39m], cluster_data[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mumap_y\u001b[39m\u001b[38;5;124m'\u001b[39m], label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCluster \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcluster\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m)\n",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/core/frame.py:3505\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3503\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m   3504\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3505\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   3506\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m   3507\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m [indexer]\n",
+      "File \u001b[0;32m/usr/local/lib/python3.9/dist-packages/pandas/core/indexes/base.py:3623\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   3621\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[1;32m   3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m-> 3623\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m   3624\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m   3625\u001b[0m     \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m   3626\u001b[0m     \u001b[38;5;66;03m#  InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m   3627\u001b[0m     \u001b[38;5;66;03m#  the TypeError.\u001b[39;00m\n\u001b[1;32m   3628\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n",
+      "\u001b[0;31mKeyError\u001b[0m: 'cluster_label'"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 720x576 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Scatter plot with different colors for each cluster\n",
+    "plt.figure(figsize=(10, 8))\n",
+    "for cluster in df['cluster_label'].unique():\n",
+    "    cluster_data = df[df['cluster_label'] == cluster]\n",
+    "    plt.scatter(cluster_data['umap_x'], cluster_data['umap_y'], label=f'Cluster {cluster}')\n",
+    "\n",
+    "    \n",
+    "    \n",
+    "    \n",
+    "plt.title('UMAP Clustering')\n",
+    "plt.xlabel('UMAP Dimension 1')\n",
+    "plt.ylabel('UMAP Dimension 2')\n",
+    "plt.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "id": "b0090b03-e178-4d20-8fe9-41583d46d81a",
+   "metadata": {
+    "collapsed": true,
+    "jupyter": {
+     "outputs_hidden": true
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "labels = clusterer.labels_\n",
+    "\n",
+    "\n",
+    "fig = plt.figure(figsize=(8, 8))\n",
+    "size = np.ones((len(labels), 1)) * 13\n",
+    "size[labels == -1] = 0.2\n",
+    "\n",
+    "unique_label, cluster_rep_index, counts = np.unique(labels, return_index=True, return_counts=True)\n",
+    "cmap = plt.cm.get_cmap('turbo')\n",
+    "norm = matplotlib.colors.Normalize(vmin=min(labels), vmax=max(labels))\n",
+    "\n",
+    "#df[df['umap_x'].to_numpy()<=0] = df[df['umap_x'].to_numpy()<=0]*-2\n",
+    "#df[df['umap_y'].to_numpy()<=0] = df[df['umap_y'].to_numpy()<=0]*-1\n",
+    "plt.scatter(df['umap_x'], df['umap_y'], s=size, c=labels * 5, cmap=\"turbo\")\n",
+    "\n",
+    "# Assuming fingerprint_2d is replaced by UMAP coordinates 'umap_x' and 'umap_y'\n",
+    "for rep_id in cluster_rep_index:\n",
+    "    col = cmap(norm(labels[rep_id]))\n",
+    "    plt.annotate(labels[rep_id], df[['umap_x', 'umap_y']].values[rep_id, :] + [-0.4, -0.0],\n",
+    "                 color=col, alpha=1, weight='normal', ha='center', va='center', size=10).draggable()\n",
+    "\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "ec671cca-90b1-48c5-800d-ebcd691dad4a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting colorcet\n",
+      "  Downloading colorcet-3.0.1-py2.py3-none-any.whl (1.7 MB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.7/1.7 MB\u001b[0m \u001b[31m60.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hCollecting pyct>=0.4.4\n",
+      "  Downloading pyct-0.5.0-py2.py3-none-any.whl (15 kB)\n",
+      "Collecting param>=1.7.0\n",
+      "  Downloading param-2.0.1-py3-none-any.whl (113 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m113.4/113.4 kB\u001b[0m \u001b[31m30.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+      "\u001b[?25hInstalling collected packages: param, pyct, colorcet\n",
+      "Successfully installed colorcet-3.0.1 param-2.0.1 pyct-0.5.0\n",
+      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
+      "\u001b[0mNote: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "pip install colorcet"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "93806fb5-3911-4c95-b739-a5d9a8e25a46",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "537357764da94388944dd4d397f2c89e",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "out = Output()\n",
+    "\n",
+    "@out.capture()\n",
+    "def onclick(event):\n",
+    "    clear_output()\n",
+    "    closest = np.sqrt((event.xdata-df.fx)**2 + (event.ydata-df.fy)**2).idxmin()\n",
+    "    label = df.labels.loc[closest]\n",
+    "    print(f\"Clicked on material {closest} in cluster {label}\")\n",
+    "    display(df[df.labels == label].drop(BORING_COLUMNS, axis=1))\n",
+    "display(out)\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(12, 12))\n",
+    "ax = plot_groups(df,\"labels\", ax=ax)\n",
+    "ax = plot_cluster_ellipses(df, ax=ax, color=\"black\")\n",
+    "# ax.legend()\n",
+    "\n",
+    "fig.canvas.mpl_connect('button_press_event', onclick)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "868e8982",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "8bc519fec5e14e0f8638b70d6feb9156",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "out = Output()\n",
+    "\n",
+    "@out.capture()\n",
+    "def onclick(event):\n",
+    "    clear_output()\n",
+    "    closest = np.sqrt((event.xdata-df.fx)**2 + (event.ydata-df.fy)**2).idxmin()\n",
+    "    label = df.labels.loc[closest]\n",
+    "    print(f\"Clicked on material {closest} in cluster {label}\")\n",
+    "    display(df[df.labels == label].drop(BORING_COLUMNS, axis=1))\n",
+    "display(out)\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(10, 10))\n",
+    "ax = plot_groups(df,\"labels\", ax=ax)\n",
+    "#ax = plot_cluster_ellipses(df, ax=ax, color=\"black\")\n",
+    "# ax.legend()\n",
+    "\n",
+    "fig.canvas.mpl_connect('button_press_event', onclick)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f392762c-35fe-4032-ad88-7d808c11dbdc",
+   "metadata": {},
+   "source": [
+    "# 2D HISTOGRAM FOR HDBSCAN PARAMETER OPTIMISATION"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "b41393be-da46-420c-8b3a-dc1d167c955a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "MS_vals = np.arange(2,12,1)\n",
+    "MCS_vals = np.arange(2,12,1)\n",
+    "\n",
+    "DBCV_vals = np.zeros((len(MS_vals),len(MCS_vals)))\n",
+    "N_cluster_vals = np.zeros((len(MS_vals),len(MCS_vals)))\n",
+    "N_uncluster_vals = np.zeros((len(MS_vals),len(MCS_vals)))\n",
+    "\n",
+    "for i,MS in enumerate(MS_vals):\n",
+    "    for j,MCS in enumerate(MCS_vals):\n",
+    "        #print(MS,MCS)\n",
+    "        #print(i,j)\n",
+    "        clusterer = hdbscan.HDBSCAN(algorithm='best', alpha=1.0, approx_min_span_tree=True,\\\n",
+    "                                gen_min_span_tree=True, leaf_size=40, metric='manhattan', cluster_selection_method='leaf', min_cluster_size=MCS, min_samples=MS, p=0.2)\n",
+    "        #clusterer.fit(30*np.tanh(df[fingerprint_cols])/30)\n",
+    "        clusterer.fit(df[fingerprint_cols])\n",
+    "\n",
+    "        df[\"labels\"] = clusterer.labels_\n",
+    "        \n",
+    "        DBCV_vals[-(j+1),i] = clusterer.relative_validity_ \n",
+    "        N_cluster_vals[-(j+1),i] = len(np.unique(clusterer.labels_))-1\n",
+    "        N_uncluster_vals[-(j+1),i] = len(df[df[\"labels\"]==-1])\n",
+    "\n",
+    "        "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "049606b3-c967-466f-83e6-ee43ccad57b4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, '[[0.07408321 0.05719583 0.02683594 0.02088851 0.0214418  0.01430383\\n  0.01363748 0.01201069 0.00675515 0.00635515]\\n [0.0721241  0.05719583 0.03163518 0.02551871 0.0214418  0.02067047\\n  0.01363748 0.01201069 0.00675515 0.00635515]\\n [0.07654506 0.06111259 0.03566593 0.02551871 0.0312092  0.02067047\\n  0.01911904 0.01201069 0.01064017 0.00635515]\\n [0.07786822 0.06488722 0.03944247 0.03656153 0.03492427 0.02422886\\n  0.01911904 0.01201069 0.01064017 0.00635515]\\n [0.09179331 0.07460552 0.04893343 0.03985142 0.03820086 0.03080423\\n  0.01911904 0.01781102 0.01064017 0.00635515]\\n [0.0778927  0.09393872 0.0545307  0.03516922 0.04101874 0.0363882\\n  0.03163183 0.0206466  0.01636958 0.01439212]\\n [0.08311159 0.06688069 0.05916007 0.04210127 0.04101874 0.0363882\\n  0.03395227 0.02295781 0.02162625 0.01697509]\\n [0.07766967 0.07191693 0.05731166 0.04578998 0.04101874 0.0363882\\n  0.03395227 0.0266888  0.02162625 0.0206336 ]\\n [0.13138373 0.075194   0.06322128 0.0468562  0.04664897 0.0391199\\n  0.03395227 0.02809151 0.02295619 0.0206336 ]\\n [0.13895739 0.08610767 0.06113493 0.04274556 0.03619375 0.04472236\\n  0.03759201 0.03725995 0.02316555 0.02250098]]')"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x216 with 4 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "parameter_mesh = np.meshgrid(MS_vals, MCS_vals)\n",
+    "#plt.contourf(MS_vals,MCS_vals,DBCV_vals,5)\n",
+    "#plt.show()\n",
+    "#plt.imshow(DBCV_vals, extent=[2,12,2,12])\n",
+    "names = [DBCV_vals, N_cluster_vals, N_uncluster_vals]\n",
+    "\n",
+    "fig, (ax1, ax2, ax3) = plt.subplots(figsize=(13, 3), ncols=3)\n",
+    "\n",
+    "D = ax1.imshow(name, extent=[1.5,11.5,1.5,11.5])\n",
+    "fig.colorbar(D, ax=ax1, extend='both')\n",
+    "\n",
+    "ax1.set_xlabel(\"Min Sample Size\")\n",
+    "ax1.set_ylabel(\"Min Cluster Size\")\n",
+    "\n",
+    "ax1.grid()\n",
+    "ax1.set_title(\"{0}\".format(name))\n",
+    "#plt.show()\n",
+    "\n",
+    "#plt.imshow(DBCV_vals, extent=[1.5,11.5,1.5,11.5])\n",
+    "\n",
+    "\n",
+    "#plt.imshow(N_uncluster_vals, extent=[1.5,11.5,1.5,11.5])\n",
+    "\n",
+    "\n",
+    "#plt.imshow(DBCV_vals, interpolation='bilinear')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "3d149bd7-0806-41d6-ba3b-2b0805bc3cc9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x216 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, (ax1, ax2, ax3) = plt.subplots(figsize=(13, 3), ncols=3)\n",
+    "\n",
+    "\n",
+    "# plot just the positive data and save the\n",
+    "# color \"mappable\" object returned by ax1.imshow\n",
+    "pos = ax1.imshow(DBCV_vals, extent=[1.5,11.5,1.5,11.5])\n",
+    "\n",
+    "# add the colorbar using the figure's method,\n",
+    "# telling which mappable we're talking about and\n",
+    "# which axes object it should be near\n",
+    "cbar3 = fig.colorbar(pos, ax=ax1, extend='both')\n",
+    "\n",
+    "# repeat everything above for the negative data\n",
+    "# you can specify location, anchor and shrink the colorbar\n",
+    "neg = ax2.imshow(N_cluster_vals, extent=[1.5,11.5,1.5,11.5])\n",
+    "cbar2 = fig.colorbar(neg, ax=ax2, extend='both')\n",
+    "\n",
+    "\n",
+    "\n",
+    "# Plot both positive and negative values between +/- 1.2\n",
+    "pos_neg_clipped = ax3.imshow(N_uncluster_vals, extent=[1.5,11.5,1.5,11.5])\n",
+    "# Add minorticks on the colorbar to make it easy to read the\n",
+    "# values off the colorbar.\n",
+    "cbar1 = fig.colorbar(pos_neg_clipped, ax=ax3, extend='both')\n",
+    "cbar1.minorticks_on()\n",
+    "cbar2.minorticks_on()\n",
+    "cbar3.minorticks_on()\n",
+    "\n",
+    "ax1.set_xlabel(\"Min Sample Size\")\n",
+    "ax1.set_ylabel(\"Min Cluster Size\")\n",
+    "ax1.grid()\n",
+    "ax1.set_title(\"DBCV index\")\n",
+    "\n",
+    "ax2.set_xlabel(\"Min Sample Size\")\n",
+    "ax2.set_ylabel(\"Min Cluster Size\")\n",
+    "ax2.grid()\n",
+    "ax2.set_title(\"Number of Clusters\")\n",
+    "\n",
+    "ax3.set_xlabel(\"Min Sample Size\")\n",
+    "ax3.set_ylabel(\"Min Cluster Size\")\n",
+    "ax3.grid()\n",
+    "ax3.set_title(\"Number of Unclustered Materials\")\n",
+    "\n",
+    "plt.savefig(\"2d_hist_hdbscan_params\", dpi=100, bbox_inches=\"tight\")\n",
+    "plt.show()\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}