{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "21ff81aa-2c70-470f-8e45-47ca02741f8f",
   "metadata": {
    "tags": [
     "remove-cell"
    ]
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   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%aimport gempipe, gempipe.interface, gempipe.interface.sanity, gempipe.interface.gaps, gempipe.interface.medium\n",
    "%autoreload 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2167d1a0-e0b8-4cf6-b37b-a27e22865fd9",
   "metadata": {},
   "source": [
    "# _Tutorial:_ strain clustering\n",
    "\n",
    "Using `gempipe derive`, we generated GSMMs for 45 randomly picked strains belonging to 3 species of _Lacticaseibacillus_: _L. casei_, _L. paracasei_, _L. rhamnosus_ (15 each). During the process, the binary feature table `rpam.csv` was generated, showing the presence / absence of metabolic reactions in each strain. Moreover, since we run `gempipe derive` with the options `--cnps` and `--aux`, two other binary feature tables were produced: `cnps.csv` and `aux.csv`. The first include the ability / inability of strains in catabolizing alternative C, N, P and S sources; the second report the presence / absence of auxotrophies for specific amino acids and vitamins. \n",
    "\n",
    "These tables have always the same structure: binary metabolic features in row, strains (genome accessions) in column. As the features are binary, cells contain either 1 (feature present) or 0 (feature absent). Below we see the table for alternative substrates (`cnps.csv`): IDs are preceded by the source type (C, N, P or S), and substrates can be repeated if they are considered source of multiple types of atoms at the same time (for example, methionine `met__L`, having chemical formula `C5H11NO2S`, will be tested as C, N and S source, so it will appear in three separated rows)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "839d8c04-8081-4fc4-bf74-046cb192655d",
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GCA_025190575.1</th>\n",
       "      <th>GCA_000026525.1</th>\n",
       "      <th>GCA_005864085.1</th>\n",
       "      <th>GCA_001013375.1</th>\n",
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       "      <th>GCA_000311965.1</th>\n",
       "      <th>GCA_024329385.1</th>\n",
       "      <th>GCA_025190605.1</th>\n",
       "      <th>GCA_026427555.1</th>\n",
       "      <th>...</th>\n",
       "      <th>GCA_002091975.1</th>\n",
       "      <th>GCA_007989685.1</th>\n",
       "      <th>GCA_030224505.1</th>\n",
       "      <th>GCA_000735255.1</th>\n",
       "      <th>GCA_030480425.1</th>\n",
       "      <th>GCA_032466035.1</th>\n",
       "      <th>GCA_030215365.1</th>\n",
       "      <th>GCA_030361365.1</th>\n",
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       "      <th>GCA_002091995.1</th>\n",
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       "      <th>[C]acald</th>\n",
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       "    <tr>\n",
       "      <th>[C]serglugly</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>[S]met__L</th>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>[S]h2s</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>[S]gly_met</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>[S]taur</th>\n",
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       "    <tr>\n",
       "      <th>[S]methal_</th>\n",
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       "</table>\n",
       "<p>307 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              GCA_025190575.1  GCA_000026525.1  GCA_005864085.1   \n",
       "[C]melib                    1                1                1  \\\n",
       "[C]Larab                    0                0                0   \n",
       "[C]acald                    1                0                0   \n",
       "[C]serglugly                0                0                0   \n",
       "[C]pacald                   0                0                0   \n",
       "...                       ...              ...              ...   \n",
       "[S]met__L                   1                1                1   \n",
       "[S]h2s                      0                0                0   \n",
       "[S]gly_met                  1                1                1   \n",
       "[S]taur                     0                0                0   \n",
       "[S]methal_                  0                0                0   \n",
       "\n",
       "              GCA_001013375.1  GCA_024329605.1  GCA_959021285.1   \n",
       "[C]melib                    1                1                1  \\\n",
       "[C]Larab                    0                0                0   \n",
       "[C]acald                    1                0                0   \n",
       "[C]serglugly                0                0                0   \n",
       "[C]pacald                   0                0                0   \n",
       "...                       ...              ...              ...   \n",
       "[S]met__L                   0                1                0   \n",
       "[S]h2s                      0                0                0   \n",
       "[S]gly_met                  0                1                0   \n",
       "[S]taur                     0                0                0   \n",
       "[S]methal_                  0                0                0   \n",
       "\n",
       "              GCA_000311965.1  GCA_024329385.1  GCA_025190605.1   \n",
       "[C]melib                    1                1                1  \\\n",
       "[C]Larab                    0                0                0   \n",
       "[C]acald                    0                1                1   \n",
       "[C]serglugly                0                0                0   \n",
       "[C]pacald                   0                0                0   \n",
       "...                       ...              ...              ...   \n",
       "[S]met__L                   1                1                0   \n",
       "[S]h2s                      0                0                0   \n",
       "[S]gly_met                  1                1                0   \n",
       "[S]taur                     0                0                0   \n",
       "[S]methal_                  0                0                0   \n",
       "\n",
       "              GCA_026427555.1  ...  GCA_002091975.1  GCA_007989685.1   \n",
       "[C]melib                    1  ...                1                1  \\\n",
       "[C]Larab                    0  ...                0                0   \n",
       "[C]acald                    0  ...                1                0   \n",
       "[C]serglugly                0  ...                0                0   \n",
       "[C]pacald                   0  ...                0                0   \n",
       "...                       ...  ...              ...              ...   \n",
       "[S]met__L                   0  ...                1                0   \n",
       "[S]h2s                      0  ...                0                0   \n",
       "[S]gly_met                  0  ...                1                0   \n",
       "[S]taur                     0  ...                0                0   \n",
       "[S]methal_                  0  ...                0                0   \n",
       "\n",
       "              GCA_030224505.1  GCA_000735255.1  GCA_030480425.1   \n",
       "[C]melib                    1                1                1  \\\n",
       "[C]Larab                    0                0                0   \n",
       "[C]acald                    0                0                1   \n",
       "[C]serglugly                0                0                0   \n",
       "[C]pacald                   0                0                0   \n",
       "...                       ...              ...              ...   \n",
       "[S]met__L                   0                0                0   \n",
       "[S]h2s                      0                0                0   \n",
       "[S]gly_met                  0                0                0   \n",
       "[S]taur                     0                0                0   \n",
       "[S]methal_                  0                0                0   \n",
       "\n",
       "              GCA_032466035.1  GCA_030215365.1  GCA_030361365.1   \n",
       "[C]melib                    1                1                1  \\\n",
       "[C]Larab                    0                0                0   \n",
       "[C]acald                    0                0                0   \n",
       "[C]serglugly                0                0                0   \n",
       "[C]pacald                   0                0                0   \n",
       "...                       ...              ...              ...   \n",
       "[S]met__L                   0                0                1   \n",
       "[S]h2s                      0                0                0   \n",
       "[S]gly_met                  0                0                1   \n",
       "[S]taur                     0                0                0   \n",
       "[S]methal_                  0                0                0   \n",
       "\n",
       "              GCA_028578865.1  GCA_002091995.1  \n",
       "[C]melib                    1                1  \n",
       "[C]Larab                    0                0  \n",
       "[C]acald                    0                0  \n",
       "[C]serglugly                0                0  \n",
       "[C]pacald                   0                0  \n",
       "...                       ...              ...  \n",
       "[S]met__L                   0                0  \n",
       "[S]h2s                      0                0  \n",
       "[S]gly_met                  0                0  \n",
       "[S]taur                     0                0  \n",
       "[S]methal_                  0                0  \n",
       "\n",
       "[307 rows x 45 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pnd\n",
    "\n",
    "aux = pnd.read_csv('tutoring_materials/lacticaseibacillus/aux.csv', index_col=0)\n",
    "cnps = pnd.read_csv('tutoring_materials/lacticaseibacillus/cnps.csv', index_col=0)\n",
    "rpam = pnd.read_csv('tutoring_materials/lacticaseibacillus/rpam.csv', index_col=0)\n",
    "\n",
    "cnps"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d95e7358-c4bf-4546-bd66-853550e422d6",
   "metadata": {},
   "source": [
    "Now we try to build a dendrogram using all these binary metabolic features. We call such dendrogram a **\"phylometabolic tree\"**, as it resembles a phylogenetic tree, but it is built by using exclusively metabolic features. Then, we split this tree into clusters, which groups metabolically homogeneous strains together. \n",
    "\n",
    "The assigned data-driven cluster can be compared with a strain-specific metadata such as the isolation niche or, like in this tutorial, the species of origin. This metadata is provided by one of the `gempipe derive` outputs, namely `derive_strains.csv`, which also summarizes reconstruction metrics and basic growth simulations before and after the strain-specific gap-filling phase:  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "820298ea-f758-49c6-9218-10e520b4e0b0",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>species</th>\n",
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       "      <th>GCA_008868595.1</th>\n",
       "      <td>Lacticaseibacillus casei</td>\n",
       "      <td>BIO5773</td>\n",
       "      <td>-</td>\n",
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       "      <td>-</td>\n",
       "      <td>{'cdm25_gempipe': 1.6898873415546019}</td>\n",
       "      <td>{'cdm25_gempipe': 'optimal'}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCA_005864085.1</th>\n",
       "      <td>Lacticaseibacillus casei</td>\n",
       "      <td>FAM 20446</td>\n",
       "      <td>-</td>\n",
       "      <td>948</td>\n",
       "      <td>1255</td>\n",
       "      <td>1212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>optimal</td>\n",
       "      <td>1256</td>\n",
       "      <td>{'cdm25_gempipe': ['ALATA_D']}</td>\n",
       "      <td>-</td>\n",
       "      <td>{'cdm25_gempipe': 1.6898873415543527}</td>\n",
       "      <td>{'cdm25_gempipe': 'optimal'}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCA_018363095.1</th>\n",
       "      <td>Lacticaseibacillus casei</td>\n",
       "      <td>FBL6</td>\n",
       "      <td>-</td>\n",
       "      <td>1018</td>\n",
       "      <td>1289</td>\n",
       "      <td>1212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>optimal</td>\n",
       "      <td>1290</td>\n",
       "      <td>{'cdm25_gempipe': ['GLUR']}</td>\n",
       "      <td>-</td>\n",
       "      <td>{'cdm25_gempipe': 1.6898873415546252}</td>\n",
       "      <td>{'cdm25_gempipe': 'optimal'}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCA_002091995.1</th>\n",
       "      <td>Lacticaseibacillus casei</td>\n",
       "      <td>GCRL 163</td>\n",
       "      <td>-</td>\n",
       "      <td>1039</td>\n",
       "      <td>1265</td>\n",
       "      <td>1212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>optimal</td>\n",
       "      <td>1266</td>\n",
       "      <td>{'cdm25_gempipe': ['GLUR']}</td>\n",
       "      <td>-</td>\n",
       "      <td>{'cdm25_gempipe': 1.7027403931953289}</td>\n",
       "      <td>{'cdm25_gempipe': 'optimal'}</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCA_037901485.1</th>\n",
       "      <td>Lacticaseibacillus casei</td>\n",
       "      <td>LC130</td>\n",
       "      <td>-</td>\n",
       "      <td>877</td>\n",
       "      <td>1229</td>\n",
       "      <td>1212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>optimal</td>\n",
       "      <td>1230</td>\n",
       "      <td>{'cdm25_gempipe': ['GLUR']}</td>\n",
       "      <td>-</td>\n",
       "      <td>{'cdm25_gempipe': 1.1298198948419083}</td>\n",
       "      <td>{'cdm25_gempipe': 'optimal'}</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  species     strain niche     G     R     M   \n",
       "accession                                                                      \n",
       "GCA_008868595.1  Lacticaseibacillus casei    BIO5773     -  1039  1312  1212  \\\n",
       "GCA_005864085.1  Lacticaseibacillus casei  FAM 20446     -   948  1255  1212   \n",
       "GCA_018363095.1  Lacticaseibacillus casei       FBL6     -  1018  1289  1212   \n",
       "GCA_002091995.1  Lacticaseibacillus casei   GCRL 163     -  1039  1265  1212   \n",
       "GCA_037901485.1  Lacticaseibacillus casei      LC130     -   877  1229  1212   \n",
       "\n",
       "                 obj_value   status   R.1                   inserted_rids   \n",
       "accession                                                                   \n",
       "GCA_008868595.1        0.0  optimal  1313     {'cdm25_gempipe': ['GLUR']}  \\\n",
       "GCA_005864085.1        0.0  optimal  1256  {'cdm25_gempipe': ['ALATA_D']}   \n",
       "GCA_018363095.1        0.0  optimal  1290     {'cdm25_gempipe': ['GLUR']}   \n",
       "GCA_002091995.1        0.0  optimal  1266     {'cdm25_gempipe': ['GLUR']}   \n",
       "GCA_037901485.1        0.0  optimal  1230     {'cdm25_gempipe': ['GLUR']}   \n",
       "\n",
       "                solver_error                           obj_value_gf   \n",
       "accession                                                             \n",
       "GCA_008868595.1            -  {'cdm25_gempipe': 1.6898873415546019}  \\\n",
       "GCA_005864085.1            -  {'cdm25_gempipe': 1.6898873415543527}   \n",
       "GCA_018363095.1            -  {'cdm25_gempipe': 1.6898873415546252}   \n",
       "GCA_002091995.1            -  {'cdm25_gempipe': 1.7027403931953289}   \n",
       "GCA_037901485.1            -  {'cdm25_gempipe': 1.1298198948419083}   \n",
       "\n",
       "                                    status_gf  \n",
       "accession                                      \n",
       "GCA_008868595.1  {'cdm25_gempipe': 'optimal'}  \n",
       "GCA_005864085.1  {'cdm25_gempipe': 'optimal'}  \n",
       "GCA_018363095.1  {'cdm25_gempipe': 'optimal'}  \n",
       "GCA_002091995.1  {'cdm25_gempipe': 'optimal'}  \n",
       "GCA_037901485.1  {'cdm25_gempipe': 'optimal'}  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "report = pnd.read_csv('tutoring_materials/lacticaseibacillus/derive_strains.csv', index_col=0)\n",
    "report.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b49417f6-77df-4c5f-b84b-b5c223ece198",
   "metadata": {},
   "source": [
    "Now we have all the necessary inputs for building the phylometabolic tree, splitting the tree into data-driven clusters, and comparing clusters with a biologically relevant metadata.\n",
    "\n",
    "First of all, the phylometabolic tree must be built, and the strains assigned to clusters. To this aim, we use the [gempipe.silhouette_analysis](https://gempipe.readthedocs.io/en/latest/autoapi/gempipe/interface/clusters/index.html#gempipe.interface.clusters.silhouette_analysis) function, which performs a [Silhouette analysis](https://doi.org/10.1016/0377-0427(87)90125-7). This evaluates the quality of clustering by measuring how well each data point fits within its own cluster compared to neighboring clusters. The _Silhouette Coefficient_ quantifies the cohesion and separation of individual data points, ranging from -1 (misclassified) to +1 (well-clustered), providing insight into the suitability of cluster assignments. The _Average Silhouette Score_, calculated across all data points, gives an overall measure of the clustering efficacy, helping identify optimal cluster numbers and detect poorly formed clusters. \n",
    "\n",
    "In the range considered (`ctotest`), the _Average Silhouette score_ have a peak at 4, but higher values can be reached: to avoid the risk of everfitting, and to work with a manageable number of clusters, we extract 4 clusters (`forcen`).\n",
    "\n",
    "💡 **Tip!** Binary metabolic features can be thought as divided in \"layers\": in this example we have 3 layers (reactions, auxotrophies, alternative substrates). However, the Gempipe API can manage any number of layers at the same time (`tables`): for example, it would be possible to add layers derived from \"classic genomics\", indicating the presence/absence of key/marker genes. \n",
    "\n",
    "To compare data-driven clusters with the species of origin (and not with the environmental niche), we use `report_key='species'`. Doing so, clusetering appears mostly concordant with the species of origin:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3abdb50b-cd78-4aa1-8990-b82f49e34587",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: auxotrophies: replacing NA values for the following rows: {'[aux]cbl1', '[aux]pydx', '[aux]ascb__L'}.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import gempipe\n",
    "\n",
    "fig, acc_to_cluster, cluster_to_color = gempipe.silhouette_analysis(\n",
    "    derive_report=report, report_key='species',\n",
    "    tables={'auxotrophies': aux, 'C/N/P/S substrates': cnps, 'reactions': rpam},\n",
    "    ctotest=range(2,31,1), forcen=4, \n",
    "    outfile='tutoring_materials/lacticaseibacillus/silhouette_analysis.png',\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6110c529-7c84-463a-84b7-99ca9656ab48",
   "metadata": {},
   "source": [
    "Now, the phylometabolic tree can also be represented as a \"heatmap\" (or, better, a presence/absence matrix using a different color for each layer of binary feature): to do so, we use the [gempipe.heatmap_multilayer](https://gempipe.readthedocs.io/en/latest/autoapi/gempipe/interface/clusters/index.html#gempipe.interface.clusters.heatmap_multilayer) function, specifying the same layers and two dictionaries created by the previous function: accession-to-cluster and cluster-to-color. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "13ef6226-7910-4e05-9713-7c7ce0af3bf0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: auxotrophies: replacing NA values for the following rows: {'[aux]cbl1', '[aux]pydx', '[aux]ascb__L'}.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ord_data_bool = gempipe.heatmap_multilayer(\n",
    "    derive_report=report, report_key='species',\n",
    "    tables = {'auxotrophies': aux, 'C/N/P/S substrates': cnps, 'reactions': rpam},\n",
    "    acc_to_cluster=acc_to_cluster, cluster_to_color=cluster_to_color,\n",
    "    outfile='tutoring_materials/lacticaseibacillus/phylomet_dendro.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67a665e1-be1f-48e5-b148-b9b5fb5da2de",
   "metadata": {},
   "source": [
    "With the above figure, it is evident that specific features are characterizing clusters. But which features? To extract the most discriminative features, we use the [gempipe.discriminant_feat](https://gempipe.readthedocs.io/en/latest/autoapi/gempipe/interface/clusters/index.html#gempipe.interface.clusters.discriminant_feat) function. This plots the features consistently present or absent in at least a cluster, meaning that their relative frequency of presence is ≥0.90 or ≤0.10 in a cluster. \n",
    "\n",
    "Features are named as in their original tables (in this case, `rpam.csv`, `cnps.csv` and `aux.csv`). Therefore, features without prefixes (`[C]`, `[N]`, `[P]`, `[S]` or `[aux]`) are simply modeled reactions, so they can be visualized on an [Escher map](https://escher.github.io).  To give some examples, looking at `[C]xyl__D` we see that strains in Cluster_1 are mostly uncapable of utilizing xylitol as alternative C source; strains in Cluster_4 are consistently auxotroph for histidine (`[aux]his__L`), while strains in Cluster_3 are characterized by a self-production of folate (`[aux]fol`); strains in Cluster_2 are the only able to directly convert aspartate into alanine, having an aspartate 4-decarboxylase (`ASP4DC`). \n",
    "\n",
    "Please note that these analysis are highly dependant on:\n",
    "* the accuracy and completeness of the draft pan-GSMM given in input to [`gempipe derive`](part_3_gempipe_derive.ipynb) (which in turn determines the accuracy and completeness of the strain-specific GSMMs);\n",
    "* the number of genomes included in the analysis (in this tutorial as little as 45)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a82bd3bf-44b4-40e1-8e6f-f67136457f86",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 200x3150 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, df_relfreq = gempipe.discriminant_feat(ord_data_bool, acc_to_cluster, cluster_to_color)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9dbd507-7e79-46e7-9e1f-dc0580a78f82",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.9.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}