{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "aed1b95b",
   "metadata": {},
   "source": [
    "# Maser Data Analyzer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b7c3410e",
   "metadata": {},
   "outputs": [],
   "source": [
    "SourcePath = '/media/HD2/Vineeth/PostDoc_Simulations/Github/PyOR_V1/PyOR_Combined/PyOR/Source_Doc'\n",
    "\n",
    "# Add source path\n",
    "import sys\n",
    "sys.path.append(SourcePath)\n",
    "import time\n",
    "%matplotlib ipympl\n",
    "\n",
    "from PyOR_MaserDataAnalyzer import MaserDataAnalyzer\n",
    "import PyOR_MaserDataAnalyzer as MDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d50cd8c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\nBruker2Ddata will create fid1.csv (first fid with index 0) from the \"ser\" file with TD F1 (indirect dimension) = 200\\n'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Bruker2Ddata will create fid1.csv (first fid with index 0) from the \"ser\" file with TD F1 (indirect dimension) = 200\n",
    "\"\"\"\n",
    "\n",
    "# MDA.Bruker2Ddata(\"/media/HD2/Vineeth/PostDoc_Simulations/Github/PyOR_V1/PyOR_Combined/Working_Examples/Maser_Data_Analysis/Maser_2D_data/ser\", 200, 0, 'fid1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "855d3ad9",
   "metadata": {},
   "outputs": [],
   "source": [
    "Data1 = MaserDataAnalyzer(\"/media/HD2/Vineeth/PostDoc_Simulations/Github/PyOR_V1/PyOR_Combined/PyOR/Examples/Nonlinear_NMR/Maser_DataAnalyzer_Bruker/fid1.csv\", 20.e-6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "34a27059",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "14fe7858212b400381a24f5967d2916f",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1200.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Data1.Plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d2713837",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4ff61791dd334fe9a7f725abca3f8fc2",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Data1.Plot_FFT()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "99313ab1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "053fd324ab1f4a8bb5809055f198feaf",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=1000.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Data1.Plot_Signal()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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