{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MaldiBatchKit - Quick Start\n",
    "\n",
    "Minimum end-to-end workflow: load a demo dataset, fit a ComBat corrector, run the diagnostic report, and plot a before / after summary.\n",
    "\n",
    "The notebooks use the **MALDI-Kleb-AI** dataset (Rocchi *et al.*, 2026; [Zenodo DOI 10.5281/zenodo.17405072](https://zenodo.org/records/17405072)). `notebooks/_demo.py` caches the 370 MB tarball under `~/.cache/maldibatchkit/` (or `$MALDIBATCHKIT_CACHE_DIR`) on first use.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Load the demo dataset\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-23T12:25:05.956196Z",
     "iopub.status.busy": "2026-04-23T12:25:05.956102Z",
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     "shell.execute_reply": "2026-04-23T12:25:26.894913Z"
    }
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   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6dd793a5543b41c3a6b4767db17f3bbb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Processing spectra:   0%|          | 0/743 [00:00<?, ?spectrum/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "((741, 6000),\n",
       " ['Amikacin', 'Meropenem', 'Species', 'Batch', 'SNR'],\n",
       " {'source': 'Zenodo MALDI-Kleb-AI',\n",
       "  'doi': '10.5281/zenodo.17405072',\n",
       "  'record_id': '17405072',\n",
       "  'md5_tar': 'c14b6c6b4210553962faa7f1dc27d275',\n",
       "  'n_samples': 741,\n",
       "  'n_bins': 6000,\n",
       "  'bin_width': 3,\n",
       "  'antibiotic': 'Amikacin',\n",
       "  'cache_dir': '/home/ettore/.cache/maldibatchkit/maldi-kleb-ai'})"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sys, pathlib\n",
    "sys.path.insert(0, str(pathlib.Path.cwd().parent))  # make notebooks/_demo.py importable\n",
    "from notebooks._demo import load_maldi_kleb_ai\n",
    "\n",
    "ds = load_maldi_kleb_ai(antibiotic='Amikacin', verbose=True)\n",
    "ds.X.shape, ds.meta.columns.tolist(), ds.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-23T12:25:26.897376Z",
     "iopub.status.busy": "2026-04-23T12:25:26.897137Z",
     "iopub.status.idle": "2026-04-23T12:25:26.903245Z",
     "shell.execute_reply": "2026-04-23T12:25:26.902793Z"
    }
   },
   "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>Amikacin</th>\n",
       "      <th>Meropenem</th>\n",
       "      <th>Species</th>\n",
       "      <th>Batch</th>\n",
       "      <th>SNR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1-8317003599</th>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>Klebsiella pneumoniae</td>\n",
       "      <td>Milan</td>\n",
       "      <td>128.163340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10-8320002130</th>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>Klebsiella pneumoniae</td>\n",
       "      <td>Milan</td>\n",
       "      <td>128.492364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-8660007296</th>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>Klebsiella pneumoniae</td>\n",
       "      <td>Milan</td>\n",
       "      <td>149.638040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>Klebsiella pneumoniae</td>\n",
       "      <td>Rome</td>\n",
       "      <td>70.134876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101-8140000209</th>\n",
       "      <td>S</td>\n",
       "      <td>S</td>\n",
       "      <td>Klebsiella pneumoniae</td>\n",
       "      <td>Milan</td>\n",
       "      <td>84.646561</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Amikacin Meropenem                Species  Batch         SNR\n",
       "1-8317003599          S         S  Klebsiella pneumoniae  Milan  128.163340\n",
       "10-8320002130         S         S  Klebsiella pneumoniae  Milan  128.492364\n",
       "100-8660007296        S         S  Klebsiella pneumoniae  Milan  149.638040\n",
       "1004                  R         R  Klebsiella pneumoniae   Rome   70.134876\n",
       "101-8140000209        S         S  Klebsiella pneumoniae  Milan   84.646561"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.meta.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Fit a ComBat corrector\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-23T12:25:26.904255Z",
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     "shell.execute_reply": "2026-04-23T12:25:27.807589Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(741, 6000)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from maldibatchkit import ComBat\n",
    "\n",
    "corrector = ComBat(batch=ds.batch, method='johnson')\n",
    "X_corrected = corrector.fit_transform(ds.X)\n",
    "X_corrected.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`ComBat` stores `batch` at construction. For a species-aware correction (Fortin variant) use `SpeciesAwareComBat(batch=ds.batch, species=ds.species)` one-liner instead."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Run the diagnostic report\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-23T12:25:27.811184Z",
     "iopub.status.busy": "2026-04-23T12:25:27.810911Z",
     "iopub.status.idle": "2026-04-23T12:25:29.720774Z",
     "shell.execute_reply": "2026-04-23T12:25:29.720112Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        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>metric</th>\n",
       "      <th>scope</th>\n",
       "      <th>value_before</th>\n",
       "      <th>value_after</th>\n",
       "      <th>delta</th>\n",
       "      <th>better</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>silhouette_batch</td>\n",
       "      <td>overall</td>\n",
       "      <td>0.147457</td>\n",
       "      <td>-0.011313</td>\n",
       "      <td>-0.158770</td>\n",
       "      <td>lower</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>kbet_acceptance_rate</td>\n",
       "      <td>overall</td>\n",
       "      <td>0.020243</td>\n",
       "      <td>0.260459</td>\n",
       "      <td>0.240216</td>\n",
       "      <td>higher</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>kbet_mean_chi2</td>\n",
       "      <td>overall</td>\n",
       "      <td>54.016409</td>\n",
       "      <td>14.849020</td>\n",
       "      <td>-39.167389</td>\n",
       "      <td>lower</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>lisi</td>\n",
       "      <td>overall</td>\n",
       "      <td>1.014542</td>\n",
       "      <td>1.265755</td>\n",
       "      <td>0.251213</td>\n",
       "      <td>higher</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 metric    scope  value_before  value_after      delta  better\n",
       "0      silhouette_batch  overall      0.147457    -0.011313  -0.158770   lower\n",
       "1  kbet_acceptance_rate  overall      0.020243     0.260459   0.240216  higher\n",
       "2        kbet_mean_chi2  overall     54.016409    14.849020 -39.167389   lower\n",
       "3                  lisi  overall      1.014542     1.265755   0.251213  higher"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from maldibatchkit.diagnostics import diagnostic_report\n",
    "\n",
    "report = diagnostic_report(ds.X, X_corrected, ds.batch, mz_values=ds.mz, top_k_peaks=20)\n",
    "report[report['scope'] == 'overall']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Plot the before / after summary\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-23T12:25:29.722500Z",
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     "iopub.status.idle": "2026-04-23T12:25:30.105967Z",
     "shell.execute_reply": "2026-04-23T12:25:30.105319Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1280x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from maldibatchkit.viz import plot_diagnostic_summary, plot_peak_shift\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, axes = plot_diagnostic_summary(report, scope='overall')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-23T12:25:30.107548Z",
     "iopub.status.busy": "2026-04-23T12:25:30.107340Z",
     "iopub.status.idle": "2026-04-23T12:25:30.499340Z",
     "shell.execute_reply": "2026-04-23T12:25:30.498401Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_peak_shift(ds.batch, ds.X, mz_values=ds.mz, max_batches=None)\n",
    "ax.set_xlim(2000, 12000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-23T12:25:30.501377Z",
     "iopub.status.busy": "2026-04-23T12:25:30.501183Z",
     "iopub.status.idle": "2026-04-23T12:25:30.916325Z",
     "shell.execute_reply": "2026-04-23T12:25:30.915396Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_peak_shift(ds.batch, X_corrected, mz_values=ds.mz, max_batches=None)\n",
    "ax.set_xlim(2000, 12000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Where next\n",
    "\n",
    "* [02_correction_methods.ipynb](02_correction_methods.ipynb) - side-by-side comparison of every corrector.\n",
    "* [03_quality_weighted_combat.ipynb](03_quality_weighted_combat.ipynb) - deep dive into the quality-weighted empirical-Bayes extension.\n",
    "* [04_maldiset_integration.ipynb](04_maldiset_integration.ipynb) - end-to-end workflow using `maldiamrkit.MaldiSet`.\n"
   ]
  }
 ],
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    "name": "ipython",
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   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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