{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a4688b46-21a9-4a54-b14b-d2590067bc6a",
   "metadata": {},
   "source": [
    "# Biomolecules Identification by Raman spectroscopy\n",
    "This notebook shows an example of how to use the library to identify an unkown biomolecule from a Raman spectrum. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7a5c3f22",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Install ramanbiolib\n",
    "#!pip install ramanbiolib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e31f7e26-0fd3-4006-8aaf-54a9549ab1a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# In Windows is often necessary to set the default renderer of plotly to see the plots (Uncomment this if necessary)\n",
    "#import plotly.io as pio\n",
    "#pio.renderers.default = 'iframe'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c65d66aa-4bd4-412c-9f2e-4c6a8140fe9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.express as px\n",
    "from scipy.signal import find_peaks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d846dc16-d1c9-4b17-8e18-e57dbaa177d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ramanbiolib.search import PeakMatchingSearch, SpectraSimilaritySearch"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa24c396-3fe3-41fb-afe4-a7024d14256c",
   "metadata": {},
   "source": [
    "## Load data\n",
    "A collagen Raman specturm is used in this example. The spectrum is saved in a CSV file containing two columns: wavenumbers and intensity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9c3de3b2-6672-4491-8a93-c463794f1aa9",
   "metadata": {},
   "outputs": [],
   "source": [
    "collagen_example_df = pd.read_csv(\"collagen_example.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7945d011-283d-409e-854c-bab02e889404",
   "metadata": {},
   "outputs": [],
   "source": [
    "wavenumbers = collagen_example_df['wavenumbers'].to_numpy()\n",
    "unknown_spectrum  = collagen_example_df['intensity'].to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7d1d0f9f-b1c0-4367-a94b-7ecfe1f64d62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "px.line(collagen_example_df, x='wavenumbers', y='intensity')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66daf3e1-4639-47e1-8735-e1e9c356e022",
   "metadata": {},
   "source": [
    "## Identification search\n",
    "The identification search is performed over the loaded spectrum using both spectra similarity and peak matching search."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3cb79a6-4aa9-4a39-99e0-2837279fdfb3",
   "metadata": {},
   "source": [
    "### Spectra similarity\n",
    "Spectra similarity search uses the full spectra trace to rank the database components by its similarity to the unknown specturm.  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "318c39c1-8da3-4234-8601-8f3094c99544",
   "metadata": {},
   "source": [
    "First we need to create the search object initializing the wavenumbers list that defines the spectrum trace x values. Maximum database range is 450-1800 cm⁻¹.  \n",
    "By default the database spectra are saved using the maximum range with a 1 cm⁻¹ step.  \n",
    "Database spectra are interpolated linearly to fit the wavenumbers list if a custom value is added."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "52580ed6-8e62-40f6-aa9a-997ed6787b1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "spectra_search = SpectraSimilaritySearch(wavenumbers=wavenumbers)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e984fc4-279c-4d54-a367-b61b2a32a9ce",
   "metadata": {},
   "source": [
    "We can search using the search function passing the unkown spectrum.\n",
    "\n",
    "Parameters:\n",
    "- **unknown_spectrum**: Unknown spectrum intensity trace. The values must be interpolated to match the wavenumbers list specified when creating the SpectraSimilaritySearch object.\n",
    "- **class_filter**: List of classes to consider in the results. Default value is None, all cases considered.\n",
    "- **unique_components_in_results**: True when only the best result for each component, in the database, is shown in the results. False to have all measures in the results.\n",
    "- **similarity_method**: Similarity score used for results ranking. Values: euclidean, cosine_similarity, slk. Default: slk.\n",
    "- **similarity_params**: In SLK case, the value of the window (W) parameter. Is ignored in other cases.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "eebe868c-df2b-4c26-83fe-3ad77690ad5b",
   "metadata": {},
   "outputs": [],
   "source": [
    "search_results = spectra_search.search(\n",
    "    unknown_spectrum,\n",
    "    class_filter=None,\n",
    "    unique_components_in_results=True,\n",
    "    similarity_method=\"slk\",\n",
    "    similarity_params=25 # Window size\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db429909-0f42-4f82-b90d-2b05aea5c1a7",
   "metadata": {},
   "source": [
    "Use get_results to show the top N results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cc6fda60-f282-4601-8af0-362c9e841a4a",
   "metadata": {},
   "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>type</th>\n",
       "      <th>id</th>\n",
       "      <th>component</th>\n",
       "      <th>laser</th>\n",
       "      <th>reference</th>\n",
       "      <th>source</th>\n",
       "      <th>similarity_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>105</td>\n",
       "      <td>collagen</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.998757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>131</td>\n",
       "      <td>pepsin</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.792926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>141</td>\n",
       "      <td>superoxide dismutases</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.771907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>191</td>\n",
       "      <td>elastin</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>https://doi.org/10.1074/jbc.270.44.26099</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.770450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>146</td>\n",
       "      <td>trypsin inhibitor</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.754353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>158</td>\n",
       "      <td>ubiquitin</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.733471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>139</td>\n",
       "      <td>major proteinase</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.723487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>144</td>\n",
       "      <td>trypsinogen</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.720730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>156</td>\n",
       "      <td>trypsin</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.716173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>151</td>\n",
       "      <td>thaumatin</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.688435</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       type   id              component   laser  \\\n",
       "0  Proteins  105               collagen   488.0   \n",
       "1  Proteins  131                 pepsin   488.0   \n",
       "2  Proteins  141  superoxide dismutases   532.0   \n",
       "3  Proteins  191                elastin  1064.0   \n",
       "4  Proteins  146      trypsin inhibitor   488.0   \n",
       "5  Proteins  158              ubiquitin   488.0   \n",
       "6  Proteins  139       major proteinase  1064.0   \n",
       "7  Proteins  144            trypsinogen   532.0   \n",
       "8  Proteins  156                trypsin   532.0   \n",
       "9  Proteins  151              thaumatin  1064.0   \n",
       "\n",
       "                                  reference     source  similarity_score  \n",
       "0          https://doi.org/10.1002/jrs.4335  digitized          0.998757  \n",
       "1          https://doi.org/10.1002/jrs.4335  digitized          0.792926  \n",
       "2          https://doi.org/10.1002/jrs.4335  digitized          0.771907  \n",
       "3  https://doi.org/10.1074/jbc.270.44.26099  digitized          0.770450  \n",
       "4          https://doi.org/10.1002/jrs.4335  digitized          0.754353  \n",
       "5          https://doi.org/10.1002/jrs.4335  digitized          0.733471  \n",
       "6          https://doi.org/10.1002/jrs.4335  digitized          0.723487  \n",
       "7          https://doi.org/10.1002/jrs.4335  digitized          0.720730  \n",
       "8          https://doi.org/10.1002/jrs.4335  digitized          0.716173  \n",
       "9          https://doi.org/10.1002/jrs.4335  digitized          0.688435  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "search_results.get_results(limit=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a90fac1c-744a-4cd3-9beb-cb5917a4f506",
   "metadata": {},
   "source": [
    "Use plot_results to compare search query spectrum with top N results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "497b6a12-fc0e-4455-9420-e85cfdaa96f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "search_results.plot_results(n=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d10dd98e-7fc6-4b29-8c29-d12c7df31ab7",
   "metadata": {},
   "source": [
    "Use plot_score to display the score decrement over the ranked results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b6463554-5677-4cb4-a096-0d81ea55897c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "search_results.plot_scores()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3f4c3a3-576e-40dc-90f7-4d438441db91",
   "metadata": {},
   "source": [
    "### Peak matching\n",
    "Peak matching calculate the matching between the specturm extracted peaks positions and each database components peaks positions,   calculating the matching ratio (MR), reverse matching ratio (RMR), ntersection over the union ratio (IUR), and the penalized intersection over the union ratio (PIUR)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d60c9743-42fa-457e-baa6-7e1eb4420a8b",
   "metadata": {},
   "source": [
    "First we need to create the search object initializing the wavenumbers (integer) list that defines the considered wavenumbers range. Maximum database range is 450-1800 cm⁻¹ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bcd1e8d7-d638-40cd-b4f1-a3445ae7066c",
   "metadata": {},
   "outputs": [],
   "source": [
    "pm_search = PeakMatchingSearch(wavenumbers=wavenumbers)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26476db9-0b67-4ac2-85c3-95e8ab43abc3",
   "metadata": {},
   "source": [
    "Then we need to extract the most relevants peaks positions (in wavenumbers) of the unknown spectrum. Any tool can be used, in this example scipy find_peaks functions setting a minimum prominence of 0.1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "50a0564e-8d01-4989-a742-ce759e66c41f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 458.,  536.,  586.,  820.,  860.,  884.,  944., 1005., 1031.,\n",
       "       1083., 1175., 1249., 1453., 1576., 1680.])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "peaks, _ = find_peaks(unknown_spectrum, prominence=0.1)\n",
    "peaks_wavenumbers = wavenumbers[peaks]\n",
    "peaks_wavenumbers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77578985-a895-4210-839c-e25888ea689e",
   "metadata": {},
   "source": [
    "Finally, we can search using the search function passing the extracted peaks positions.  \n",
    "  \n",
    "Parameters:\n",
    "- **peaks_wavenumbers**: list of unknown spectrum peaks positions in wavenumbers (integer).\n",
    "- **tolerance**: Simmetrical maximum distance tolerance for peak matching. Default 0, only exact match.\n",
    "- **class_filter**: List of classes to consider in the results. Default value is None, all cases considered.\n",
    "- **sort_score**: Matching score metric to use for the results ranking. Values: MR, RMR, IUR, PIUR. Default IUR.\n",
    "  - Considering query spectrum peaks Pa and DB spectrum peaks Pb: \n",
    "    - MR (Matching Ratio) = intersection(Pa, Pb)/len(Pa) \n",
    "    - RMR (Reverse Matching Ratio) = intersection(Pa, Pb)/len(Pb) \n",
    "    - IUR (Intersection Union Ratio) = intersection(Pa, Pb)/union(Pa, Pb) \n",
    "    - PIUR (Penalized Intersection Union Ratio) = penalized_intersection(Pa, Pb)/union(Pa, Pb) \n",
    "- **min_peak_intensity**: Minimum intensity value for database peaks considering the the matching (between 0-1). Default value 0.\n",
    "- **tol_penalty**: Type of penalty function applied for PIUR calculation. Values: linear or inverse_power. Default linear.\n",
    "- **unique_components_in_results**: True when only the best result for each component, in the database, is shown in the results. False to have all measures in the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "37ec04b0-0f13-4f48-b8bc-5d9f73276a89",
   "metadata": {},
   "outputs": [],
   "source": [
    "pm_search_results = pm_search.search(\n",
    "        peaks_wavenumbers,\n",
    "        tolerance=5,\n",
    "        class_filter=None,\n",
    "        sort_score='IUR',\n",
    "        min_peak_intensity=0,\n",
    "        tol_penalty=\"linear\",\n",
    "        unique_components_in_results=True\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e346f015-e1c4-4fb1-aeb7-0fe0a8c0cac9",
   "metadata": {},
   "source": [
    "Use get_results to show the top N results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "bed828a7-8b77-4d2f-b77a-080382a2c35c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>id</th>\n",
       "      <th>component</th>\n",
       "      <th>laser</th>\n",
       "      <th>reference</th>\n",
       "      <th>source</th>\n",
       "      <th>MR</th>\n",
       "      <th>RMR</th>\n",
       "      <th>IUR</th>\n",
       "      <th>PIUR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>106.0</td>\n",
       "      <td>collagen</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.615385</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.370370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>141.0</td>\n",
       "      <td>superoxide dismutases</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.533333</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.516129</td>\n",
       "      <td>0.322581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>134.0</td>\n",
       "      <td>pepsinogen</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.211111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>123.0</td>\n",
       "      <td>lectin</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>0.406250</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Saccharides/Monosaccharides</td>\n",
       "      <td>187.0</td>\n",
       "      <td>d-(-)-ribose</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>https://doi.org/10.1016/j.saa.2017.05.045</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.388889</td>\n",
       "      <td>0.268519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>131.0</td>\n",
       "      <td>pepsin</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.387097</td>\n",
       "      <td>0.215054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>157.0</td>\n",
       "      <td>trypsin</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.379310</td>\n",
       "      <td>0.275862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>104.0</td>\n",
       "      <td>carbonic anhydrase</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.239583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>149.0</td>\n",
       "      <td>thaumatin</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.218750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Proteins</td>\n",
       "      <td>113.0</td>\n",
       "      <td>elastase</td>\n",
       "      <td>1064.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.352941</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.182796</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          type     id              component   laser  \\\n",
       "0                     Proteins  106.0               collagen   532.0   \n",
       "1                     Proteins  141.0  superoxide dismutases   532.0   \n",
       "2                     Proteins  134.0             pepsinogen   488.0   \n",
       "3                     Proteins  123.0                 lectin   488.0   \n",
       "4  Saccharides/Monosaccharides  187.0           d-(-)-ribose  1064.0   \n",
       "5                     Proteins  131.0                 pepsin   488.0   \n",
       "6                     Proteins  157.0                trypsin  1064.0   \n",
       "7                     Proteins  104.0     carbonic anhydrase  1064.0   \n",
       "8                     Proteins  149.0              thaumatin   488.0   \n",
       "9                     Proteins  113.0               elastase  1064.0   \n",
       "\n",
       "                                   reference     source        MR       RMR  \\\n",
       "0           https://doi.org/10.1002/jrs.4335  digitized  0.533333  0.615385   \n",
       "1           https://doi.org/10.1002/jrs.4335  digitized  0.533333  0.500000   \n",
       "2           https://doi.org/10.1002/jrs.4335  digitized  0.466667  0.466667   \n",
       "3           https://doi.org/10.1002/jrs.4335  digitized  0.466667  0.388889   \n",
       "4  https://doi.org/10.1016/j.saa.2017.05.045  digitized  0.466667  0.333333   \n",
       "5           https://doi.org/10.1002/jrs.4335  digitized  0.400000  0.375000   \n",
       "6           https://doi.org/10.1002/jrs.4335  digitized  0.400000  0.400000   \n",
       "7           https://doi.org/10.1002/jrs.4335  digitized  0.400000  0.352941   \n",
       "8           https://doi.org/10.1002/jrs.4335  digitized  0.400000  0.352941   \n",
       "9           https://doi.org/10.1002/jrs.4335  digitized  0.400000  0.352941   \n",
       "\n",
       "        IUR      PIUR  \n",
       "0  0.555556  0.370370  \n",
       "1  0.516129  0.322581  \n",
       "2  0.466667  0.211111  \n",
       "3  0.406250  0.166667  \n",
       "4  0.388889  0.268519  \n",
       "5  0.387097  0.215054  \n",
       "6  0.379310  0.275862  \n",
       "7  0.375000  0.239583  \n",
       "8  0.375000  0.218750  \n",
       "9  0.354839  0.182796  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm_search_results.get_results(limit=10, sort_col='IUR')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3fd2c2d-f409-4009-9413-4af389f02e0f",
   "metadata": {},
   "source": [
    "Use plot_results to compare search query spectrum peaks position with top N results spectra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4d6d16aa-6309-4c2c-ad20-284036b05f5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm_search_results.plot_results(n=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3d94b93-c283-4464-ad7f-53cffaf7135e",
   "metadata": {},
   "source": [
    "If is available, it is possible to add the trace of the unknown_specturm. The trace should have intensity values for the wavenumbers defined when creating PeakMatchingSearch object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a13a67b5-1c70-4aa0-9d1b-964b07d3c23e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm_search_results.plot_results(n=5, query_spectrum=unknown_spectrum)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7656d614-c55f-44bc-ad30-24d15c5fb28a",
   "metadata": {},
   "source": [
    "Use plot_score to display the score decrement over the ranked results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "35bc2995-9bea-4887-af68-532f62dbad03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm_search_results.plot_scores(metric='IUR')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f10127e3-1a70-48e2-af05-7c8ff3093b0f",
   "metadata": {},
   "source": [
    "Use plot_pm_scores_matrix to display the peak matching scores for each unkown spectrum extracted peak position for the top N results.  \n",
    "The matching scores are between 0 and 1 based on the matching distance and the penalization function defined in the search."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "549a0b83-a513-4ee6-8ba2-d558e5252f12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pm_search_results.plot_pm_scores_matrix(limit=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab821941-85ac-49e7-a19e-419ae0690e77",
   "metadata": {},
   "source": [
    "Use get_assignments to display the detail of the peak matched assignments for each extracted peak for a database component.  \n",
    "If default is set the top result component is displayed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7ae4609a-01a8-4be9-8b36-f9c8d11c973d",
   "metadata": {},
   "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>id</th>\n",
       "      <th>component</th>\n",
       "      <th>laser</th>\n",
       "      <th>reference</th>\n",
       "      <th>source</th>\n",
       "      <th>peak_query</th>\n",
       "      <th>peak_db</th>\n",
       "      <th>distance</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>106.0</td>\n",
       "      <td>collagen</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>536.0</td>\n",
       "      <td>537.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>106.0</td>\n",
       "      <td>collagen</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>820.0</td>\n",
       "      <td>820.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>106.0</td>\n",
       "      <td>collagen</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>860.0</td>\n",
       "      <td>859.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>106.0</td>\n",
       "      <td>collagen</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>884.0</td>\n",
       "      <td>881.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>106.0</td>\n",
       "      <td>collagen</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>944.0</td>\n",
       "      <td>943.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>106.0</td>\n",
       "      <td>collagen</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>1005.0</td>\n",
       "      <td>1007.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>106.0</td>\n",
       "      <td>collagen</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>1031.0</td>\n",
       "      <td>1035.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>106.0</td>\n",
       "      <td>collagen</td>\n",
       "      <td>532.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>1453.0</td>\n",
       "      <td>1456.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id component  laser                         reference     source  \\\n",
       "0  106.0  collagen  532.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "1  106.0  collagen  532.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "2  106.0  collagen  532.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "3  106.0  collagen  532.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "4  106.0  collagen  532.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "5  106.0  collagen  532.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "6  106.0  collagen  532.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "7  106.0  collagen  532.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "\n",
       "   peak_query  peak_db  distance      type  \n",
       "0       536.0    537.0       1.0  Proteins  \n",
       "1       820.0    820.0       0.0  Proteins  \n",
       "2       860.0    859.0       1.0  Proteins  \n",
       "3       884.0    881.0       3.0  Proteins  \n",
       "4       944.0    943.0       1.0  Proteins  \n",
       "5      1005.0   1007.0       2.0  Proteins  \n",
       "6      1031.0   1035.0       4.0  Proteins  \n",
       "7      1453.0   1456.0       3.0  Proteins  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm_search_results.get_assignments(component='default')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1233d79a-cbf6-41db-8668-996c52c2d72e",
   "metadata": {},
   "source": [
    "Also any other database component can be displayed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "055feb03-312e-4d0a-b58e-ea439ac8ffc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>id</th>\n",
       "      <th>component</th>\n",
       "      <th>laser</th>\n",
       "      <th>reference</th>\n",
       "      <th>source</th>\n",
       "      <th>peak_query</th>\n",
       "      <th>peak_db</th>\n",
       "      <th>distance</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>134.0</td>\n",
       "      <td>pepsinogen</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>860.0</td>\n",
       "      <td>858.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>134.0</td>\n",
       "      <td>pepsinogen</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>944.0</td>\n",
       "      <td>945.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>134.0</td>\n",
       "      <td>pepsinogen</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>1005.0</td>\n",
       "      <td>1010.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>134.0</td>\n",
       "      <td>pepsinogen</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>1031.0</td>\n",
       "      <td>1036.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>134.0</td>\n",
       "      <td>pepsinogen</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>1249.0</td>\n",
       "      <td>1247.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>134.0</td>\n",
       "      <td>pepsinogen</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>1453.0</td>\n",
       "      <td>1457.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>134.0</td>\n",
       "      <td>pepsinogen</td>\n",
       "      <td>488.0</td>\n",
       "      <td>https://doi.org/10.1002/jrs.4335</td>\n",
       "      <td>digitized</td>\n",
       "      <td>1680.0</td>\n",
       "      <td>1676.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Proteins</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id   component  laser                         reference     source  \\\n",
       "0  134.0  pepsinogen  488.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "1  134.0  pepsinogen  488.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "2  134.0  pepsinogen  488.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "3  134.0  pepsinogen  488.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "4  134.0  pepsinogen  488.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "5  134.0  pepsinogen  488.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "6  134.0  pepsinogen  488.0  https://doi.org/10.1002/jrs.4335  digitized   \n",
       "\n",
       "   peak_query  peak_db  distance      type  \n",
       "0       860.0    858.0       2.0  Proteins  \n",
       "1       944.0    945.0       1.0  Proteins  \n",
       "2      1005.0   1010.0       5.0  Proteins  \n",
       "3      1031.0   1036.0       5.0  Proteins  \n",
       "4      1249.0   1247.0       2.0  Proteins  \n",
       "5      1453.0   1457.0       4.0  Proteins  \n",
       "6      1680.0   1676.0       4.0  Proteins  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm_search_results.get_assignments(component='pepsinogen')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b03ace3-3d79-4cf1-ba4f-e3e3174c2eed",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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