{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0",
   "metadata": {},
   "source": [
    "# F-factor systematics files "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tables\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from lstcam_calib.io import get_dataset_keys\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2",
   "metadata": {},
   "source": [
    "## HDF5 format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3",
   "metadata": {},
   "outputs": [],
   "source": [
    "file = \"../../../test_data/real/service/PixelCalibration/Cat-A/ffactor_systematics/20200725/pro/ffactor_systematics_20200725.h5\"\n",
    "hdf5_f=tables.open_file(file, \"r\")\n",
    "hdf5_f"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4",
   "metadata": {},
   "source": [
    "### Data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data used for calibration are:\n",
    "# - B_term : quadratic coefficient in the LST f-factor formula per channel and pixel (2, 1855)\n",
    "\n",
    "B_term = hdf5_f.root.B_term\n",
    "B_term\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.array(B_term)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7",
   "metadata": {},
   "outputs": [],
   "source": [
    "np.array(hdf5_f.root.runs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8",
   "metadata": {},
   "source": [
    "### Meta-data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9",
   "metadata": {},
   "outputs": [],
   "source": [
    "hdf5_f.root._v_attrs "
   ]
  }
 ],
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   "file_extension": ".py",
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