{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "title-simple-calibration",
   "metadata": {},
   "source": [
    "# Simple calibration\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c8add6aa",
   "metadata": {},
   "source": [
    "This notebook shows how to load contrast data and perform a simple calibration.\n",
    "\n",
    "We load contrast data and fit the calibration function:\n",
    "\n",
    "contrast = f(mass) = mass*slope + intercept"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "28a3ca02",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyphotomol import (\n",
    "    PyPhotoMol,\n",
    "    plot_histogram,\n",
    "    plot_histograms_and_fits,\n",
    "    plot_calibration,\n",
    "    PlotConfig\n",
    ")\n",
    "from scripts import display_figure_static  # Only for static display, to be shown in GitHub"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d9a6123f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file = '../test_files/contrasts.csv'\n",
    "\n",
    "# Create an instance of PyPhotoMol\n",
    "# One instance of a PyPhotoMol class can handle one file at a time\n",
    "photomol = PyPhotoMol() \n",
    "\n",
    "# Import the file\n",
    "photomol.import_file(file)\n",
    "\n",
    "photomol.create_histogram(use_masses=False, window=[-0.04, 0], bin_width=0.0004)\n",
    "\n",
    "colors_hist = ['gray']\n",
    "\n",
    "# Create configuration object for contrast plotting\n",
    "plot_config = PlotConfig(contrasts=True)\n",
    "\n",
    "fig = plot_histogram(photomol, \n",
    "                     colors_hist=colors_hist, \n",
    "                     plot_config=plot_config)\n",
    "display_figure_static(fig, height=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b2e6610e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fit the multigaussian model\n",
    "initial_peak_guess = [-0.03, -0.01, -0.005]\n",
    "\n",
    "photomol.fit_histogram(mean_tolerance=0.1,  # Each mean will be within 0.1 of the initial guess\n",
    "                       peaks_guess=initial_peak_guess,  # Initial guess for the peaks\n",
    "                       std_tolerance=0.1,  # Each standard deviation will be lower than 0.1\n",
    "                       threshold=-0.0022,  # Maximum observed contrast\n",
    "                       baseline=0)  # Baseline value for the fit, useful to correct for background noise\n",
    "\n",
    "# Plot the histogram and the fit\n",
    "# Create configuration object for contrast plotting\n",
    "plot_config = PlotConfig(contrasts=True)\n",
    "\n",
    "fig = plot_histograms_and_fits(photomol, \n",
    "                               plot_config=plot_config)\n",
    "\n",
    "display_figure_static(fig, height=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ba0456e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Slope: -6.115911272669366e-05\n",
      "Intercept: 0.0004374498828378568\n",
      "R-squared: 0.9999993694482743\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "known_standards = [480, 146, 66]  # Known standards in kDa\n",
    "\n",
    "# Perform calibration\n",
    "photomol.calibrate(calibration_standards=known_standards)\n",
    "\n",
    "# Print the slope and intercept of the calibration - \n",
    "print(f\"Slope: {photomol.calibration_dic['fit_params'][0]}\")\n",
    "print(f\"Intercept: {photomol.calibration_dic['fit_params'][1]}\")\n",
    "\n",
    "# The calibration function is defined as: contrast = f(mass) = slope * mass + intercept\n",
    "\n",
    "# Print the R-squared value of the calibration\n",
    "print(f\"R-squared: {photomol.calibration_dic['fit_r2']}\")\n",
    "\n",
    "# Plot the calibration\n",
    "fig = plot_calibration(\n",
    "    mass=known_standards,\n",
    "    contrast=photomol.calibration_dic['exp_points'],\n",
    "    slope=photomol.calibration_dic['fit_params'][0],\n",
    "    intercept=photomol.calibration_dic['fit_params'][1])\n",
    "\n",
    "display_figure_static(fig,height=400)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "134c6dd3",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pyphotomol",
   "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": "python3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}