sandbox/01_test_run.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# AlphaPept Test Runs and Visualization Examples\n",
    "\n",
    "This notebooks is intended to show how a IRT File can be processed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "  0% [                                                                                  ]   0 / 166\r",
      "100% [..................................................................................] 166 / 166"
     ]
    }
   ],
   "source": [
    "import os\n",
    "try:\n",
    "    import wget\n",
    "except ModuleNotFoundError:\n",
    "    !pip install wget\n",
    "    import wget\n",
    "    \n",
    "FILE_DICT = {}\n",
    "FILE_DICT['thermo_IRT.raw'] = 'https://datashare.biochem.mpg.de/s/GpXsATZtMwgQoQt/download'\n",
    "FILE_DICT['IRT_fasta.fasta'] = 'https://datashare.biochem.mpg.de/s/p8Qu3KolzbSiCHH/download'\n",
    "\n",
    "tmp_folder = os.path.join(os.getcwd(),'/temp_test_run')\n",
    "\n",
    "if not os.path.isdir(tmp_folder):\n",
    "    os.mkdir(tmp_folder)\n",
    "    \n",
    "for file in FILE_DICT:\n",
    "    target = os.path.join(tmp_folder, file)\n",
    "    if not os.path.isfile(target):\n",
    "        wget.download(FILE_DICT[file], target)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test Run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:08:30> Logging to C:\\Users\\admin\\alphapept\\logs\\log_20230718150830.txt.\n",
      "2023-07-18 15:08:30> Code location f:\\projects\\alphapept\\alphapept\n",
      "2023-07-18 15:08:30> Python location C:\\ProgramData\\Miniconda3\\envs\\alphapept\\python.exe\n",
      "2023-07-18 15:08:30> Platform information:\n",
      "2023-07-18 15:08:30> system     - Windows\n",
      "2023-07-18 15:08:30> release    - 10\n",
      "2023-07-18 15:08:30> version    - 10.0.19044\n",
      "2023-07-18 15:08:30> machine    - AMD64\n",
      "2023-07-18 15:08:30> processor  - Intel64 Family 6 Model 85 Stepping 4, GenuineIntel\n",
      "2023-07-18 15:08:30> cpu count  - 24\n",
      "2023-07-18 15:08:30> ram memory - 109.9/127.7 Gb (available/total)\n",
      "2023-07-18 15:08:30> processor  - Intel64 Family 6 Model 85 Stepping 4, GenuineIntel\n",
      "2023-07-18 15:08:30> Python information:\n",
      "2023-07-18 15:08:30> SQLAlchemy                    - 1.4.39\n",
      "2023-07-18 15:08:30> alphapept                     - 0.5.0\n",
      "2023-07-18 15:08:30> alpharaw                      - 0.1.0\n",
      "2023-07-18 15:08:30> alphatims                     - 1.0.7\n",
      "2023-07-18 15:08:30> biopython                     - 1.79\n",
      "2023-07-18 15:08:30> bumpversion                   - 0.6.0\n",
      "2023-07-18 15:08:30> bumpversion>                  - \n",
      "2023-07-18 15:08:30> click                         - 8.1.3\n",
      "2023-07-18 15:08:30> click>                        - \n",
      "2023-07-18 15:08:30> fastcore                      - 1.5.29\n",
      "2023-07-18 15:08:30> h5py                          - 3.7.0\n",
      "2023-07-18 15:08:30> jupyter                       - 1.0.0\n",
      "2023-07-18 15:08:30> jupyter>                      - \n",
      "2023-07-18 15:08:30> jupyter_contrib_nbextensions  - \n",
      "2023-07-18 15:08:30> jupyter_contrib_nbextensions> - \n",
      "2023-07-18 15:08:30> matplotlib                    - 3.7.1\n",
      "2023-07-18 15:08:30> nbdev                         - 2.3.12\n",
      "2023-07-18 15:08:30> nbdev>                        - \n",
      "2023-07-18 15:08:30> networkx                      - 2.8.6\n",
      "2023-07-18 15:08:30> numba                         - 0.55.2\n",
      "2023-07-18 15:08:30> numpy                         - 1.20.3\n",
      "2023-07-18 15:08:30> pandas                        - 1.4.3\n",
      "2023-07-18 15:08:30> plotly_express                - 0.4.1\n",
      "2023-07-18 15:08:30> psutil                        - 5.9.0\n",
      "2023-07-18 15:08:30> pyinstaller                   - \n",
      "2023-07-18 15:08:30> pyteomics                     - 4.5.5\n",
      "2023-07-18 15:08:30> python                        - 3.8.16\n",
      "2023-07-18 15:08:30> pythonnet>                    - \n",
      "2023-07-18 15:08:30> pywin32>                      - \n",
      "2023-07-18 15:08:30> pyyaml                        - 6.0\n",
      "2023-07-18 15:08:30> scikit-learn                  - 1.1.2\n",
      "2023-07-18 15:08:30> scipy                         - 1.8.1\n",
      "2023-07-18 15:08:30> streamlit                     - 1.20.0\n",
      "2023-07-18 15:08:30> streamlit>                    - \n",
      "2023-07-18 15:08:30> tables                        - 3.6.1\n",
      "2023-07-18 15:08:30> tqdm                          - 4.64.0\n",
      "2023-07-18 15:08:30> twine                         - \n",
      "2023-07-18 15:08:30> twine>                        - \n",
      "2023-07-18 15:08:30> watchdog                      - 2.3.0\n",
      "2023-07-18 15:08:30> wget                          - 3.2\n",
      "2023-07-18 15:08:30> \n",
      "2023-07-18 15:08:30> Check for settings not completely implemented yet.\n",
      "2023-07-18 15:08:30> Size check:\n",
      "2023-07-18 15:08:30> Size of job (raw files) 0.07 Gb\n",
      "2023-07-18 15:08:30> Required disk space for F: - 0.07 Gb, Available 390.95 Gb OK.\n",
      "2023-07-18 15:08:30> \n",
      "2023-07-18 15:08:30> Workflow Settings:\n",
      "2023-07-18 15:08:30> align              - False\n",
      "2023-07-18 15:08:30> continue_runs      - False\n",
      "2023-07-18 15:08:30> create_database    - True\n",
      "2023-07-18 15:08:30> find_features      - True\n",
      "2023-07-18 15:08:30> import_raw_data    - True\n",
      "2023-07-18 15:08:30> lfq_quantification - True\n",
      "2023-07-18 15:08:30> match              - False\n",
      "2023-07-18 15:08:30> recalibrate_data   - True\n",
      "2023-07-18 15:08:30> search_data        - True\n",
      "2023-07-18 15:08:30> \n",
      "2023-07-18 15:08:30> Checking if files exist.\n",
      "2023-07-18 15:08:30> FASTA Files have a total size of 0.000 Mb\n",
      "2023-07-18 15:08:30> Results path was not set. Setting to F:\\temp_test_run\\results.hdf\n",
      "2023-07-18 15:08:30> Shortnames not set. Setting to filename.\n",
      "2023-07-18 15:08:30> Sample group not set. Setting to shortname.\n",
      "2023-07-18 15:08:30> Fraction not set. Setting to 1.\n",
      "2023-07-18 15:08:30> No database path set and save_db option checked. Using default path F:\\temp_test_run\\database.hdf\n",
      "2023-07-18 15:08:30> Workflow has 11 steps\n",
      "2023-07-18 15:08:30> ==== create_database ====\n",
      "2023-07-18 15:08:30> Database path F:\\temp_test_run\\database.hdf is not a file.\n",
      "2023-07-18 15:08:30> Found FASTA file F:/temp_test_run\\IRT_fasta.fasta with size 0.00 Mb.\n",
      "2023-07-18 15:08:30> Creating a new database from FASTA.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                                                                                                                                                                | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:08:30> FASTA contains 1 entries.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1.0/1 [00:26<00:00, 26.76s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:08:57> Digested 1 proteins and generated 46 spectra\n",
      "2023-07-18 15:08:57> Database saved to F:\\temp_test_run\\database.hdf. Filesize of database is 0.00 GB\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1.0/1 [00:26<00:00, 26.92s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:08:57> ==== import_raw_data ====\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  0%|                                                                                                                                                                | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:08:57> Processing 1 files for step raw_conversion\n",
      "2023-07-18 15:08:57> File F:/temp_test_run\\thermo_IRT has extension .raw - converting from Thermo.\n",
      "2023-07-18 15:09:01> File conversion complete. Extracted 2,603 precursors.\n",
      "2023-07-18 15:09:01> File conversion of file F:/temp_test_run\\thermo_IRT.raw complete.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                                                                                                                                                                | 0/1 [00:04<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:09:01> ==== feature_finding ====\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  0%|                                                                                                                                                                | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:09:04> Processing 1 files for step find_features\n",
      "2023-07-18 15:09:04> No *.hdf file with features found for F:/temp_test_run\\thermo_IRT.ms_data.hdf. Adding to feature finding list.\n",
      "2023-07-18 15:09:04> Feature finding on F:/temp_test_run\\thermo_IRT.raw\n",
      "2023-07-18 15:09:04> Hill extraction with centroid_tol 8 and max_gap 2\n",
      "2023-07-18 15:09:08> Number of hills 45,516, len = 20.18\n",
      "2023-07-18 15:09:08> Repeating hill extraction with centroid_tol 5.10\n",
      "2023-07-18 15:09:09> Number of hills 52,919, len = 21.29\n",
      "2023-07-18 15:09:12> After duplicate removal of hills 43,950\n",
      "2023-07-18 15:09:19> After split hill_ptrs 61,693\n",
      "2023-07-18 15:09:20> After filter hill_ptrs 60,175\n",
      "2023-07-18 15:09:33> Extracting hill stats complete\n",
      "2023-07-18 15:09:35> Found 7,045 pre isotope patterns.\n",
      "2023-07-18 15:09:55> Extracted 6,428 isotope patterns.\n",
      "2023-07-18 15:10:05> Report complete.\n",
      "2023-07-18 15:10:05> Matching features to query data.\n",
      "2023-07-18 15:10:05> Saving feature table.\n",
      "2023-07-18 15:10:05> Feature table saved to F:/temp_test_run\\thermo_IRT.ms_data.hdf\n",
      "2023-07-18 15:10:05> Saving features.\n",
      "2023-07-18 15:10:05> Feature finding of file F:/temp_test_run\\thermo_IRT.raw complete.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                                                                                                                                                                | 0/1 [01:01<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:10:05> ==== search_data ====\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  0%|                                                                                                                                                                | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:10:05> Starting first search.\n",
      "2023-07-18 15:10:05> Processing 1 files for step search_db\n",
      "2023-07-18 15:10:05> Calibrating fragments\n",
      "2023-07-18 15:10:06> Performing search on 2,969 query and 46 db entries with frag_tol = 50.00 and prec_tol = 20.00.\n",
      "2023-07-18 15:10:09> Found 16 psms.\n",
      "2023-07-18 15:10:09> Extracting columns for scoring.\n",
      "2023-07-18 15:10:14> Extracted columns from 16 spectra.\n",
      "2023-07-18 15:10:14> Saving first_search results to F:/temp_test_run\\thermo_IRT.ms_data.hdf\n",
      "2023-07-18 15:10:15> Search of file F:/temp_test_run\\thermo_IRT.raw complete.\n",
      "2023-07-18 15:10:15> First search complete.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                                                                                                                                                                | 0/1 [00:09<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:10:15> ==== recalibrate_data ====\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  0%|                                                                                                                                                                | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:10:15> Processing 1 files for step calibrate_hdf\n",
      "2023-07-18 15:10:15> Recalibrating file F:/temp_test_run\\thermo_IRT.raw.\n",
      "2023-07-18 15:10:15> Scoring using generic score\n",
      "2023-07-18 15:10:15> Last q_value 0.000 of dataset is smaller than fdr_level 0.010\n",
      "2023-07-18 15:10:15> 9 target (0 decoy) of 9 PSMs. FDR 0.000000 for a cutoff of 10.17 (set FDR was 0.01).\n",
      "2023-07-18 15:10:15> Precursor mass calibration for file F:/temp_test_run\\thermo_IRT.raw.\n",
      "2023-07-18 15:10:15> Not enough data points present. Skipping recalibration.\n",
      "2023-07-18 15:10:15> Precursor calibration of file F:/temp_test_run\\thermo_IRT.ms_data.hdf complete.\n",
      "2023-07-18 15:10:15> Starting fragment calibration.\n",
      "2023-07-18 15:10:15> Calibrating fragments with neighbors\n",
      "2023-07-18 15:10:15> Scoring using generic score\n",
      "2023-07-18 15:10:15> Last q_value 0.000 of dataset is smaller than fdr_level 0.010\n",
      "2023-07-18 15:10:15> 9 target (0 decoy) of 9 PSMs. FDR 0.000000 for a cutoff of 10.17 (set FDR was 0.01).\n",
      "2023-07-18 15:10:15> Minimum hits for fragments before score 7.27.\n",
      "2023-07-18 15:10:15> Minimum hits for fragments after score 8.32.\n",
      "2023-07-18 15:10:15> Not enough datapoints 104 for fragment calibration. Minimum is set to 400. Skipping fragment calibration.\n",
      "2023-07-18 15:10:15> Fragment calibration of file F:/temp_test_run\\thermo_IRT.ms_data.hdf complete.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                                                                                                                                                                | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:10:15> ==== search_data ====\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  0%|                                                                                                                                                                | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:10:15> Starting second search with DB.\n",
      "2023-07-18 15:10:15> Processing 1 files for step search_db\n",
      "2023-07-18 15:10:15> Found calibrated prec_tol with value 7.91\n",
      "2023-07-18 15:10:15> 'Dataset estimated_max_fragment_ppm does not exist for group / of <HDF_File F:\\\\temp_test_run\\\\thermo_IRT.ms_data.hdf>.'\n",
      "2023-07-18 15:10:15> Performing search on 2,969 query and 46 db entries with frag_tol = 50.00 and prec_tol = 7.91.\n",
      "2023-07-18 15:10:15> Found 15 psms.\n",
      "2023-07-18 15:10:15> Extracting columns for scoring.\n",
      "2023-07-18 15:10:15> Extracted columns from 15 spectra.\n",
      "2023-07-18 15:10:15> Saving second_search results to F:/temp_test_run\\thermo_IRT.ms_data.hdf\n",
      "2023-07-18 15:10:16> Search of file F:/temp_test_run\\thermo_IRT.raw complete.\n",
      "2023-07-18 15:10:16> Second search complete.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "  0%|                                                                                                                                                                | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:10:16> ==== score ====\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "  0%|                                                                                                                                                                | 0/1 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-07-18 15:10:16> Processing 1 files for step score_hdf\n",
      "2023-07-18 15:10:16> Calling score_hdf\n",
      "2023-07-18 15:10:16> Found second search psms for scoring.\n",
      "2023-07-18 15:10:16> Last q_value 0.000 of dataset is smaller than fdr_level 0.100\n",
      "2023-07-18 15:10:16> 9 target (0 decoy) of 9 PSMs. FDR 0.000000 for a cutoff of 10.17 (set FDR was 0.1).\n",
      "2023-07-18 15:10:16> The total number of available decoys is lower than the initial set of high scoring targets.\n",
      "2023-07-18 15:10:16> ML failed. Defaulting to morpheus score\n",
      "2023-07-18 15:10:16> There are fewer high scoring targets or decoys than required by 'min_train'.\n",
      "2023-07-18 15:10:16> Converting morpheus score to probabilities\n",
      "2023-07-18 15:10:16> Last q_value 0.000 of dataset is smaller than fdr_level 0.010\n",
      "2023-07-18 15:10:16> 14 target (0 decoy) of 14 PSMs. FDR 0.000000 for a cutoff of 0.74 (set FDR was 0.01).\n",
      "2023-07-18 15:10:16> Saving identifications to ms_data file.\n"
     ]
    }
   ],
   "source": [
    "from alphapept.settings import load_settings\n",
    "from alphapept.paths import DEFAULT_SETTINGS_PATH\n",
    "\n",
    "settings = load_settings(DEFAULT_SETTINGS_PATH)\n",
    "\n",
    "settings['experiment']['file_paths'] =  [os.path.join(tmp_folder, 'thermo_IRT.raw')]\n",
    "settings['experiment']['fasta_paths'] = [os.path.join(tmp_folder, 'IRT_fasta.fasta')]\n",
    "    \n",
    "import alphapept.interface\n",
    "\n",
    "settings_ = alphapept.interface.run_complete_workflow(settings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basic file access\n",
    "\n",
    "Files can be read via the alphapept.io class and displayed as pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "settings['summary']['timing']['total (min)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import alphapept.io\n",
    "\n",
    "_ = settings['experiment']['file_paths'][0]\n",
    "base, ext = os.path.splitext(_)\n",
    "\n",
    "ms_file = alphapept.io.MS_Data_File(base+'.ms_data.hdf')\n",
    "\n",
    "print(ms_file.read())\n",
    "\n",
    "df = ms_file.read(dataset_name='peptide_fdr')\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MS2 Spectrum\n",
    "\n",
    "Visualize PSMS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "try:\n",
    "    import matplotlib.pyplot as plt\n",
    "except ModuleNotFoundError:\n",
    "    !pip install matplotlib\n",
    "    import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_psms(precursor, ms_file):\n",
    "\n",
    "    df = ms_file.read(dataset_name='peptide_fdr')\n",
    "    \n",
    "    ion_dict = {}\n",
    "    ion_dict[0] = ''\n",
    "    ion_dict[1] = '-H20'\n",
    "    ion_dict[2] = '-NH3'\n",
    "\n",
    "    spectrum = df[df['precursor'] == precursor].iloc[0]\n",
    "    start = spectrum['fragment_ion_idx']\n",
    "    end = spectrum['n_fragments_matched'] + start\n",
    "\n",
    "    query_data = ms_file.read_DDA_query_data()\n",
    "    ions = ms_file.read(dataset_name=\"fragment_ions\")\n",
    "\n",
    "    ion = [('b'+str(int(_))).replace('b-','y') for _ in ions.iloc[start:end]['ion_index']]\n",
    "    losses = [ion_dict[int(_)] for _ in ions.iloc[start:end]['fragment_ion_type']]\n",
    "    ion = [a+b for a,b in zip(ion, losses)]\n",
    "    ints = ions.iloc[start:end]['fragment_ion_int'].astype('int').values\n",
    "    masses = ions.iloc[start:end]['fragment_ion_mass'].astype('float').values\n",
    "    ion_type = ions.iloc[start:end]['fragment_ion_type'].abs().values\n",
    "\n",
    "    query_idx = spectrum['raw_idx']\n",
    "\n",
    "    query_indices = query_data[\"indices_ms2\"]\n",
    "    query_charges = query_data['charge2']\n",
    "    query_frags = query_data['mass_list_ms2']\n",
    "    query_ints = query_data['int_list_ms2']\n",
    "\n",
    "    query_idx_start = query_indices[query_idx]\n",
    "    query_idx_end = query_indices[query_idx + 1]\n",
    "    query_frag = query_frags[query_idx_start:query_idx_end]\n",
    "    query_int = query_ints[query_idx_start:query_idx_end]\n",
    "\n",
    "    ax = plt.figure(figsize=(15, 5))\n",
    "\n",
    "    plt.vlines(query_frag, 0, query_int, \"k\", label=\"Query\", alpha=0.5)\n",
    "\n",
    "    plt.vlines(masses, ints, max(query_int)*(1+0.1*ion_type), \"k\", alpha=0.5, linestyle=':')\n",
    "\n",
    "    plt.vlines(masses, 0, ints, \"r\", label=\"Hits\", alpha=0.5)\n",
    "\n",
    "    for i in range(len(masses)):\n",
    "        plt.text(masses[i], (1+0.1*ion_type[i])*max(query_int), ion[i], rotation=45)\n",
    "\n",
    "    figure_title = f\"{spectrum['precursor']} - b-hits {spectrum['hits_b']}, y-hits {spectrum['hits_y']}, matched int {spectrum['fragments_matched_int_ratio']*100:.2f} %\"\n",
    "\n",
    "    plt.xlabel(\"m/z\")\n",
    "    plt.ylabel('Intensity')\n",
    "    plt.ylim([0, (1+0.2*max(ion_type)+0.1)*max(query_int)])\n",
    "    plt.legend()\n",
    "    plt.title(figure_title)\n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "for index in range(3):\n",
    "    precursor = df['precursor'].iloc[index]\n",
    "    print(f\" Plotting PSMS for {precursor}\")\n",
    "    plot_psms(precursor, ms_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MS1 Cluster Annotation\n",
    "\n",
    "We add additional information from feature finding to the results dataframe, e.g. the intensities of each ms1 peak in the isotope pattern."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_mapping = ms_file.read(dataset_name='feature_cluster_mapping')\n",
    "display(feature_mapping.head())\n",
    "feature_table = ms_file.read(dataset_name='feature_table')\n",
    "feature_table['isotope_mzs'] = feature_mapping.groupby('feature_id')['mz_average'].apply(list)\n",
    "feature_table['isotope_ints'] = feature_mapping.groupby('feature_id')['int_sum'].apply(list)\n",
    "\n",
    "df[['isotope_mzs','isotope_ints']] = feature_table.loc[df['feature_idx'].tolist()][['isotope_mzs','isotope_ints']].values\n",
    "\n",
    "display(df[['sequence','ms1_int_max_apex','isotope_mzs','isotope_ints']])"
   ]
  }
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