{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-04-13T13:46:20.019128Z",
     "start_time": "2024-04-13T13:46:15.068690Z"
    }
   },
   "source": [
    "from data import load_raw_data, interpolate_experiments\n",
    "from sklearn.model_selection import train_test_split\n",
    "import pandas as pd\n",
    "import os"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-13T13:46:22.737432Z",
     "start_time": "2024-04-13T13:46:20.019128Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df_metadata, sliced_experiments = load_raw_data()\n",
    "df_metadata = df_metadata.reset_index(drop=True)\n",
    "df_metadata"
   ],
   "id": "95ecbc6b4e8e974",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "    strain replica   phase objective substrate laser_power[%] grating  \\\n",
       "0     A390     1.0  liquid        50       alu            100    1800   \n",
       "1     A390     1.0  liquid        50       alu            100    1800   \n",
       "2     A390     1.0  liquid        50       alu            100    1800   \n",
       "3     A390     1.0  liquid        50       alu            100    1800   \n",
       "4     A390     1.0  liquid        50       alu            100    1800   \n",
       "..     ...     ...     ...       ...       ...            ...     ...   \n",
       "700   F113     2.0   solid        50       alu            100    1800   \n",
       "701   F113     2.0   solid        50       alu            100    1800   \n",
       "702   F113     2.0   solid        50       alu            100    1800   \n",
       "703   F113     2.0   solid        50       alu            100    1800   \n",
       "704   F113     2.0   solid        50       alu            100    1800   \n",
       "\n",
       "    exposition[sec] confocalhigh accumulations  \n",
       "0                20         True             2  \n",
       "1                20         True             2  \n",
       "2                20         True             2  \n",
       "3                20         True             2  \n",
       "4                20         True             2  \n",
       "..              ...          ...           ...  \n",
       "700              20         True             2  \n",
       "701              20         True             2  \n",
       "702              20         True             2  \n",
       "703              20         True             2  \n",
       "704              20         True             2  \n",
       "\n",
       "[705 rows x 10 columns]"
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>strain</th>\n",
       "      <th>replica</th>\n",
       "      <th>phase</th>\n",
       "      <th>objective</th>\n",
       "      <th>substrate</th>\n",
       "      <th>laser_power[%]</th>\n",
       "      <th>grating</th>\n",
       "      <th>exposition[sec]</th>\n",
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       "      <td>A390</td>\n",
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       "      <td>A390</td>\n",
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       "      <th>4</th>\n",
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       "      <th>700</th>\n",
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       "      <th>702</th>\n",
       "      <td>F113</td>\n",
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       "      <td>solid</td>\n",
       "      <td>50</td>\n",
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       "      <th>703</th>\n",
       "      <td>F113</td>\n",
       "      <td>2.0</td>\n",
       "      <td>solid</td>\n",
       "      <td>50</td>\n",
       "      <td>alu</td>\n",
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       "      <th>704</th>\n",
       "      <td>F113</td>\n",
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       "<p>705 rows × 10 columns</p>\n",
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      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-13T13:46:22.751007Z",
     "start_time": "2024-04-13T13:46:22.739441Z"
    }
   },
   "cell_type": "code",
   "source": "sliced_experiments[0]",
   "id": "7332ba064f82e1ab",
   "outputs": [
    {
     "data": {
      "text/plain": [
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    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-13T14:23:59.505593Z",
     "start_time": "2024-04-13T13:46:22.754522Z"
    }
   },
   "cell_type": "code",
   "source": [
    "interpolated_experiments = interpolate_experiments(sliced_experiments)\n",
    "interpolated_experiments"
   ],
   "id": "fc094205ee1a7308",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     "data": {
      "text/plain": [
       "[        #Intensity\n",
       " 181   15196.588457\n",
       " 182   15238.392893\n",
       " 183   15260.348015\n",
       " 184   15217.462044\n",
       " 185   15151.631602\n",
       " ...            ...\n",
       " 1922  34619.811769\n",
       " 1923  34739.902572\n",
       " 1924  34481.281361\n",
       " 1925  34600.945806\n",
       " 1926  34924.482502\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11541.323730\n",
       " 182   11514.042480\n",
       " 183   11496.918280\n",
       " 184   11512.973779\n",
       " 185   11497.515892\n",
       " ...            ...\n",
       " 1922  23259.160077\n",
       " 1923  23452.001384\n",
       " 1924  23237.842294\n",
       " 1925  23289.105272\n",
       " 1926  23490.181875\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   14841.336497\n",
       " 182   14791.788614\n",
       " 183   14735.185229\n",
       " 184   14655.533872\n",
       " 185   14589.036222\n",
       " ...            ...\n",
       " 1922  27759.794667\n",
       " 1923  27701.766984\n",
       " 1924  27707.542236\n",
       " 1925  27766.287448\n",
       " 1926  27838.199140\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12962.544993\n",
       " 182   12888.778360\n",
       " 183   12819.365812\n",
       " 184   12764.176613\n",
       " 185   12737.702642\n",
       " ...            ...\n",
       " 1922  24519.211765\n",
       " 1923  24573.630709\n",
       " 1924  24534.071366\n",
       " 1925  24543.687146\n",
       " 1926  24582.879296\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11218.268657\n",
       " 182   11174.286298\n",
       " 183   11138.891151\n",
       " 184   11131.547559\n",
       " 185   11115.027596\n",
       " ...            ...\n",
       " 1922  21569.532670\n",
       " 1923  21603.756959\n",
       " 1924  21496.946353\n",
       " 1925  21603.877186\n",
       " 1926  21826.919220\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13797.517019\n",
       " 182   13699.189902\n",
       " 183   13624.446367\n",
       " 184   13626.742532\n",
       " 185   13609.690867\n",
       " ...            ...\n",
       " 1922  25599.870205\n",
       " 1923  25666.872646\n",
       " 1924  25828.025424\n",
       " 1925  25977.235900\n",
       " 1926  26088.341561\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9500.903430\n",
       " 182    9395.398390\n",
       " 183    9327.081873\n",
       " 184    9380.247863\n",
       " 185    9372.983056\n",
       " ...            ...\n",
       " 1922  17762.395943\n",
       " 1923  17729.292606\n",
       " 1924  17631.368364\n",
       " 1925  17719.442114\n",
       " 1926  17908.803279\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9737.872920\n",
       " 182    9689.048324\n",
       " 183    9644.117090\n",
       " 184    9611.904176\n",
       " 185    9580.085679\n",
       " ...            ...\n",
       " 1922  17024.965060\n",
       " 1923  17124.649955\n",
       " 1924  17120.660056\n",
       " 1925  17098.382555\n",
       " 1926  17060.351796\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9199.072282\n",
       " 182    9192.839419\n",
       " 183    9170.494344\n",
       " 184    9095.516044\n",
       " 185    9031.298566\n",
       " ...            ...\n",
       " 1922  16020.668347\n",
       " 1923  16034.688033\n",
       " 1924  16045.178564\n",
       " 1925  16092.876008\n",
       " 1926  16147.318945\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9137.087615\n",
       " 182    9078.193966\n",
       " 183    9020.844001\n",
       " 184    8968.536739\n",
       " 185    8928.190135\n",
       " ...            ...\n",
       " 1922  15542.194813\n",
       " 1923  15555.297180\n",
       " 1924  15536.474579\n",
       " 1925  15569.354706\n",
       " 1926  15617.797227\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6145.054156\n",
       " 182    6165.116404\n",
       " 183    6169.544779\n",
       " 184    6122.902501\n",
       " 185    6085.828147\n",
       " ...            ...\n",
       " 1922  11035.333397\n",
       " 1923  10968.079272\n",
       " 1924  11095.937226\n",
       " 1925  11083.206052\n",
       " 1926  10984.066406\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8894.198163\n",
       " 182    8901.924978\n",
       " 183    8894.795759\n",
       " 184    8839.136833\n",
       " 185    8780.877258\n",
       " ...            ...\n",
       " 1922  15173.260687\n",
       " 1923  15153.206559\n",
       " 1924  15049.716659\n",
       " 1925  15105.108062\n",
       " 1926  15250.442617\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8829.150525\n",
       " 182    8758.889940\n",
       " 183    8703.307294\n",
       " 184    8695.672582\n",
       " 185    8685.443706\n",
       " ...            ...\n",
       " 1922  14332.405612\n",
       " 1923  14377.801442\n",
       " 1924  14403.740836\n",
       " 1925  14359.691425\n",
       " 1926  14271.861800\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7178.607067\n",
       " 182    7232.783983\n",
       " 183    7253.352016\n",
       " 184    7164.131032\n",
       " 185    7100.628705\n",
       " ...            ...\n",
       " 1922  11843.338965\n",
       " 1923  11811.407967\n",
       " 1924  11831.782967\n",
       " 1925  11845.856863\n",
       " 1926  11848.067542\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6143.837135\n",
       " 182    6201.889554\n",
       " 183    6225.708811\n",
       " 184    6137.699734\n",
       " 185    6076.007874\n",
       " ...            ...\n",
       " 1922  10207.088285\n",
       " 1923  10158.871636\n",
       " 1924  10083.966332\n",
       " 1925  10123.178132\n",
       " 1926  10231.898635\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10073.133750\n",
       " 182   10096.997157\n",
       " 183   10095.374439\n",
       " 184   10010.497048\n",
       " 185    9932.389724\n",
       " ...            ...\n",
       " 1922  15416.241294\n",
       " 1923  15427.569023\n",
       " 1924  15279.197179\n",
       " 1925  15328.791919\n",
       " 1926  15491.223987\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8301.595537\n",
       " 182    8279.259348\n",
       " 183    8240.649036\n",
       " 184    8148.876590\n",
       " 185    8083.420983\n",
       " ...            ...\n",
       " 1922  12698.602092\n",
       " 1923  12745.528900\n",
       " 1924  12735.734077\n",
       " 1925  12759.987996\n",
       " 1926  12792.902776\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8492.640137\n",
       " 182    8590.296387\n",
       " 183    8655.297094\n",
       " 184    8613.623031\n",
       " 185    8555.587155\n",
       " ...            ...\n",
       " 1922  13423.558228\n",
       " 1923  13446.976210\n",
       " 1924  13374.597422\n",
       " 1925  13452.279611\n",
       " 1926  13608.855780\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9812.038102\n",
       " 182    9766.555239\n",
       " 183    9716.833528\n",
       " 184    9653.264915\n",
       " 185    9592.480136\n",
       " ...            ...\n",
       " 1922  14884.632169\n",
       " 1923  14855.938156\n",
       " 1924  14978.046111\n",
       " 1925  15034.602855\n",
       " 1926  15035.317227\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10147.072778\n",
       " 182    9977.660983\n",
       " 183    9839.941393\n",
       " 184    9805.749670\n",
       " 185    9761.580077\n",
       " ...            ...\n",
       " 1922  14533.548047\n",
       " 1923  14592.073792\n",
       " 1924  14646.246140\n",
       " 1925  14671.424955\n",
       " 1926  14674.249921\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9562.504347\n",
       " 182    9544.984186\n",
       " 183    9509.783964\n",
       " 184    9416.828874\n",
       " 185    9350.190397\n",
       " ...            ...\n",
       " 1922  13981.371647\n",
       " 1923  13872.245264\n",
       " 1924  13866.778724\n",
       " 1925  13950.222968\n",
       " 1926  14072.029141\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8353.312792\n",
       " 182    8368.973578\n",
       " 183    8369.624469\n",
       " 184    8321.243040\n",
       " 185    8257.895183\n",
       " ...            ...\n",
       " 1922  12488.254015\n",
       " 1923  12418.294393\n",
       " 1924  12273.700327\n",
       " 1925  12315.092824\n",
       " 1926  12467.393087\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6373.140976\n",
       " 182    6413.225401\n",
       " 183    6416.255066\n",
       " 184    6298.239180\n",
       " 185    6238.251482\n",
       " ...            ...\n",
       " 1922   9925.207265\n",
       " 1923   9977.497268\n",
       " 1924   9964.199920\n",
       " 1925   9986.212068\n",
       " 1926  10022.705471\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8765.868306\n",
       " 182    8755.585040\n",
       " 183    8729.031684\n",
       " 184    8649.329368\n",
       " 185    8584.775460\n",
       " ...            ...\n",
       " 1922  13001.207320\n",
       " 1923  13020.540628\n",
       " 1924  12927.213608\n",
       " 1925  12944.214951\n",
       " 1926  13018.686444\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8181.690564\n",
       " 182    8175.336229\n",
       " 183    8145.518533\n",
       " 184    8039.053858\n",
       " 185    7961.496945\n",
       " ...            ...\n",
       " 1922  12370.491355\n",
       " 1923  12296.094409\n",
       " 1924  12316.533802\n",
       " 1925  12349.589500\n",
       " 1926  12385.632734\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7991.522343\n",
       " 182    7907.831314\n",
       " 183    7844.757200\n",
       " 184    7849.031670\n",
       " 185    7841.937183\n",
       " ...            ...\n",
       " 1922  11183.674441\n",
       " 1923  11191.079200\n",
       " 1924  11308.521119\n",
       " 1925  11296.090891\n",
       " 1926  11196.005856\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9251.985139\n",
       " 182    9223.097538\n",
       " 183    9200.456259\n",
       " 184    9198.219629\n",
       " 185    9163.669322\n",
       " ...            ...\n",
       " 1922  13384.594164\n",
       " 1923  13340.255746\n",
       " 1924  13288.755114\n",
       " 1925  13361.466763\n",
       " 1926  13498.873008\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10096.986329\n",
       " 182   10086.861328\n",
       " 183   10050.456383\n",
       " 184    9928.203615\n",
       " 185    9845.627726\n",
       " ...            ...\n",
       " 1922  13867.200117\n",
       " 1923  13983.292621\n",
       " 1924  13813.836181\n",
       " 1925  13793.785766\n",
       " 1926  13860.126366\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11805.654384\n",
       " 182   11776.404888\n",
       " 183   11735.102049\n",
       " 184   11654.424961\n",
       " 185   11597.871824\n",
       " ...            ...\n",
       " 1922  15984.366345\n",
       " 1923  16120.218554\n",
       " 1924  15850.763377\n",
       " 1925  15827.799528\n",
       " 1926  15954.341484\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9702.360052\n",
       " 182    9724.846948\n",
       " 183    9726.382821\n",
       " 184    9659.478688\n",
       " 185    9591.767478\n",
       " ...            ...\n",
       " 1922  14312.556456\n",
       " 1923  14329.040168\n",
       " 1924  14310.054056\n",
       " 1925  14299.891319\n",
       " 1926  14288.552343\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9062.258149\n",
       " 182    9064.006637\n",
       " 183    9063.591886\n",
       " 184    9051.996024\n",
       " 185    9026.939491\n",
       " ...            ...\n",
       " 1922  15010.605538\n",
       " 1923  15017.176423\n",
       " 1924  14967.006179\n",
       " 1925  15021.553385\n",
       " 1926  15163.552753\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6973.791433\n",
       " 182    6954.628882\n",
       " 183    6932.324442\n",
       " 184    6893.780549\n",
       " 185    6854.930188\n",
       " ...            ...\n",
       " 1922  11493.754252\n",
       " 1923  11587.649431\n",
       " 1924  11524.503776\n",
       " 1925  11522.792132\n",
       " 1926  11572.385566\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6413.500129\n",
       " 182    6433.594635\n",
       " 183    6436.168381\n",
       " 184    6348.182766\n",
       " 185    6289.224067\n",
       " ...            ...\n",
       " 1922  10315.270892\n",
       " 1923  10385.382531\n",
       " 1924  10302.254530\n",
       " 1925  10291.359914\n",
       " 1926  10340.789207\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6090.062856\n",
       " 182   6103.453733\n",
       " 183   6110.681383\n",
       " 184   6086.053231\n",
       " 185   6063.539752\n",
       " ...           ...\n",
       " 1922  9748.502851\n",
       " 1923  9765.762924\n",
       " 1924  9725.327864\n",
       " 1925  9744.639213\n",
       " 1926  9813.846284\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5923.591866\n",
       " 182   5989.617320\n",
       " 183   6032.074690\n",
       " 184   5952.715966\n",
       " 185   5898.453102\n",
       " ...           ...\n",
       " 1922  9510.275174\n",
       " 1923  9394.603593\n",
       " 1924  9410.458575\n",
       " 1925  9470.169013\n",
       " 1926  9566.504240\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5552.502854\n",
       " 182   5561.163892\n",
       " 183   5561.172410\n",
       " 184   5516.458740\n",
       " 185   5471.891552\n",
       " ...           ...\n",
       " 1922  8470.514303\n",
       " 1923  8439.335299\n",
       " 1924  8398.724325\n",
       " 1925  8453.729886\n",
       " 1926  8588.587210\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4481.093592\n",
       " 182   4491.626354\n",
       " 183   4495.237918\n",
       " 184   4463.075962\n",
       " 185   4431.515559\n",
       " ...           ...\n",
       " 1922  6907.094830\n",
       " 1923  6899.207871\n",
       " 1924  6836.482456\n",
       " 1925  6840.885156\n",
       " 1926  6901.348225\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3778.243732\n",
       " 182   3796.690683\n",
       " 183   3805.730130\n",
       " 184   3766.145117\n",
       " 185   3734.873626\n",
       " ...           ...\n",
       " 1922  5978.312298\n",
       " 1923  5919.357519\n",
       " 1924  5848.155433\n",
       " 1925  5842.365524\n",
       " 1926  5891.202960\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3665.011590\n",
       " 182   3635.456273\n",
       " 183   3605.677536\n",
       " 184   3574.744012\n",
       " 185   3549.856445\n",
       " ...           ...\n",
       " 1922  5527.717428\n",
       " 1923  5541.153450\n",
       " 1924  5485.550671\n",
       " 1925  5502.776271\n",
       " 1926  5580.822673\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3553.386985\n",
       " 182   3543.813649\n",
       " 183   3534.995309\n",
       " 184   3530.079316\n",
       " 185   3526.221403\n",
       " ...           ...\n",
       " 1922  5439.653651\n",
       " 1923  5461.690807\n",
       " 1924  5437.377123\n",
       " 1925  5486.489571\n",
       " 1926  5596.922020\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3675.081951\n",
       " 182   3668.855641\n",
       " 183   3657.435079\n",
       " 184   3619.167044\n",
       " 185   3589.061442\n",
       " ...           ...\n",
       " 1922  5598.488833\n",
       " 1923  5660.456365\n",
       " 1924  5688.334677\n",
       " 1925  5754.955345\n",
       " 1926  5853.930724\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3778.538897\n",
       " 182   3786.988241\n",
       " 183   3783.647686\n",
       " 184   3719.368805\n",
       " 185   3671.718483\n",
       " ...           ...\n",
       " 1922  5749.793521\n",
       " 1923  5741.197467\n",
       " 1924  5682.491284\n",
       " 1925  5704.012341\n",
       " 1926  5792.533174\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3684.371084\n",
       " 182   3628.824209\n",
       " 183   3583.000492\n",
       " 184   3587.432758\n",
       " 185   3582.186781\n",
       " ...           ...\n",
       " 1922  5576.265018\n",
       " 1923  5631.287710\n",
       " 1924  5554.830579\n",
       " 1925  5534.101732\n",
       " 1926  5559.912970\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3399.753926\n",
       " 182   3416.156143\n",
       " 183   3423.042191\n",
       " 184   3380.742119\n",
       " 185   3344.335599\n",
       " ...           ...\n",
       " 1922  5226.515788\n",
       " 1923  5226.788060\n",
       " 1924  5212.876332\n",
       " 1925  5221.156991\n",
       " 1926  5247.971070\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3131.833418\n",
       " 182   3141.538560\n",
       " 183   3143.348671\n",
       " 184   3104.351827\n",
       " 185   3074.273489\n",
       " ...           ...\n",
       " 1922  4728.444859\n",
       " 1923  4692.556546\n",
       " 1924  4667.097213\n",
       " 1925  4666.097303\n",
       " 1926  4685.524072\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3471.296498\n",
       " 182   3376.400203\n",
       " 183   3304.956851\n",
       " 184   3354.734472\n",
       " 185   3390.906627\n",
       " ...           ...\n",
       " 1922  5035.247080\n",
       " 1923  5060.136068\n",
       " 1924  5026.379130\n",
       " 1925  5023.337178\n",
       " 1926  5045.946079\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3618.237115\n",
       " 182   3598.673858\n",
       " 183   3573.804978\n",
       " 184   3521.512979\n",
       " 185   3485.245869\n",
       " ...           ...\n",
       " 1922  5257.035191\n",
       " 1923  5331.752792\n",
       " 1924  5334.548189\n",
       " 1925  5337.915201\n",
       " 1926  5341.759582\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3676.144213\n",
       " 182   3680.582217\n",
       " 183   3679.503966\n",
       " 184   3649.913908\n",
       " 185   3622.135514\n",
       " ...           ...\n",
       " 1922  5315.315095\n",
       " 1923  5325.196162\n",
       " 1924  5292.517723\n",
       " 1925  5337.812719\n",
       " 1926  5448.225282\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3583.546907\n",
       " 182   3578.642799\n",
       " 183   3569.734750\n",
       " 184   3540.131573\n",
       " 185   3514.306048\n",
       " ...           ...\n",
       " 1922  5279.432173\n",
       " 1923  5270.318780\n",
       " 1924  5186.510765\n",
       " 1925  5176.074536\n",
       " 1926  5226.912920\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3189.099247\n",
       " 182   3177.482815\n",
       " 183   3167.378183\n",
       " 184   3165.087567\n",
       " 185   3158.713489\n",
       " ...           ...\n",
       " 1922  4623.336510\n",
       " 1923  4678.747593\n",
       " 1924  4678.326093\n",
       " 1925  4653.990689\n",
       " 1926  4609.684187\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3066.873394\n",
       " 182   3046.577779\n",
       " 183   3033.092820\n",
       " 184   3054.810024\n",
       " 185   3063.070047\n",
       " ...           ...\n",
       " 1922  4403.451902\n",
       " 1923  4344.607166\n",
       " 1924  4347.271100\n",
       " 1925  4378.975121\n",
       " 1926  4434.931245\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2976.370999\n",
       " 182   2980.725460\n",
       " 183   2978.914541\n",
       " 184   2945.236693\n",
       " 185   2916.243458\n",
       " ...           ...\n",
       " 1922  4289.904075\n",
       " 1923  4271.421939\n",
       " 1924  4200.000748\n",
       " 1925  4198.546533\n",
       " 1926  4255.523490\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3112.702936\n",
       " 182   3137.735446\n",
       " 183   3153.686607\n",
       " 184   3122.699096\n",
       " 185   3102.748083\n",
       " ...           ...\n",
       " 1922  4557.507369\n",
       " 1923  4552.334480\n",
       " 1924  4582.152263\n",
       " 1925  4595.485513\n",
       " 1926  4595.052116\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3257.808341\n",
       " 182   3184.214843\n",
       " 183   3119.691092\n",
       " 184   3102.046038\n",
       " 185   3087.121270\n",
       " ...           ...\n",
       " 1922  4614.982081\n",
       " 1923  4676.393227\n",
       " 1924  4719.790771\n",
       " 1925  4696.042260\n",
       " 1926  4616.218396\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3410.437257\n",
       " 182   3391.515634\n",
       " 183   3367.504931\n",
       " 184   3317.190353\n",
       " 185   3279.573792\n",
       " ...           ...\n",
       " 1922  4958.003226\n",
       " 1923  5011.272758\n",
       " 1924  5007.765507\n",
       " 1925  5008.240413\n",
       " 1926  5012.040918\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3214.485959\n",
       " 182   3185.543419\n",
       " 183   3167.087671\n",
       " 184   3202.834894\n",
       " 185   3224.067771\n",
       " ...           ...\n",
       " 1922  4703.267046\n",
       " 1923  4679.179025\n",
       " 1924  4769.526132\n",
       " 1925  4778.535953\n",
       " 1926  4719.618971\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3093.425539\n",
       " 182   3080.464728\n",
       " 183   3067.933548\n",
       " 184   3057.623004\n",
       " 185   3042.472009\n",
       " ...           ...\n",
       " 1922  4372.958994\n",
       " 1923  4368.932284\n",
       " 1924  4441.501647\n",
       " 1925  4433.856403\n",
       " 1926  4359.221933\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3193.171756\n",
       " 182   3183.555324\n",
       " 183   3169.609308\n",
       " 184   3133.285017\n",
       " 185   3102.552416\n",
       " ...           ...\n",
       " 1922  4512.075836\n",
       " 1923  4456.867628\n",
       " 1924  4467.893166\n",
       " 1925  4466.402542\n",
       " 1926  4454.459360\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3333.200276\n",
       " 182   3303.605392\n",
       " 183   3274.544340\n",
       " 184   3248.242500\n",
       " 185   3227.987105\n",
       " ...           ...\n",
       " 1922  4767.720999\n",
       " 1923  4739.507476\n",
       " 1924  4715.097638\n",
       " 1925  4721.411281\n",
       " 1926  4753.382872\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3421.695476\n",
       " 182   3412.106388\n",
       " 183   3395.699506\n",
       " 184   3344.053571\n",
       " 185   3304.046916\n",
       " ...           ...\n",
       " 1922  4754.158050\n",
       " 1923  4699.103052\n",
       " 1924  4812.405394\n",
       " 1925  4862.611372\n",
       " 1926  4860.123999\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9062.258149\n",
       " 182    9064.006637\n",
       " 183    9063.591886\n",
       " 184    9051.996024\n",
       " 185    9026.939491\n",
       " ...            ...\n",
       " 1922  15010.605538\n",
       " 1923  15017.176423\n",
       " 1924  14967.006179\n",
       " 1925  15021.553385\n",
       " 1926  15163.552753\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6973.791433\n",
       " 182    6954.628882\n",
       " 183    6932.324442\n",
       " 184    6893.780549\n",
       " 185    6854.930188\n",
       " ...            ...\n",
       " 1922  11493.754252\n",
       " 1923  11587.649431\n",
       " 1924  11524.503776\n",
       " 1925  11522.792132\n",
       " 1926  11572.385566\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6413.500129\n",
       " 182    6433.594635\n",
       " 183    6436.168381\n",
       " 184    6348.182766\n",
       " 185    6289.224067\n",
       " ...            ...\n",
       " 1922  10315.270892\n",
       " 1923  10385.382531\n",
       " 1924  10302.254530\n",
       " 1925  10291.359914\n",
       " 1926  10340.789207\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6090.062856\n",
       " 182   6103.453733\n",
       " 183   6110.681383\n",
       " 184   6086.053231\n",
       " 185   6063.539752\n",
       " ...           ...\n",
       " 1922  9748.502851\n",
       " 1923  9765.762924\n",
       " 1924  9725.327864\n",
       " 1925  9744.639213\n",
       " 1926  9813.846284\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5923.591866\n",
       " 182   5989.617320\n",
       " 183   6032.074690\n",
       " 184   5952.715966\n",
       " 185   5898.453102\n",
       " ...           ...\n",
       " 1922  9510.275174\n",
       " 1923  9394.603593\n",
       " 1924  9410.458575\n",
       " 1925  9470.169013\n",
       " 1926  9566.504240\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5552.502854\n",
       " 182   5561.163892\n",
       " 183   5561.172410\n",
       " 184   5516.458740\n",
       " 185   5471.891552\n",
       " ...           ...\n",
       " 1922  8470.514303\n",
       " 1923  8439.335299\n",
       " 1924  8398.724325\n",
       " 1925  8453.729886\n",
       " 1926  8588.587210\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4481.093592\n",
       " 182   4491.626354\n",
       " 183   4495.237918\n",
       " 184   4463.075962\n",
       " 185   4431.515559\n",
       " ...           ...\n",
       " 1922  6907.094830\n",
       " 1923  6899.207871\n",
       " 1924  6836.482456\n",
       " 1925  6840.885156\n",
       " 1926  6901.348225\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3778.243732\n",
       " 182   3796.690683\n",
       " 183   3805.730130\n",
       " 184   3766.145117\n",
       " 185   3734.873626\n",
       " ...           ...\n",
       " 1922  5978.312298\n",
       " 1923  5919.357519\n",
       " 1924  5848.155433\n",
       " 1925  5842.365524\n",
       " 1926  5891.202960\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3665.011590\n",
       " 182   3635.456273\n",
       " 183   3605.677536\n",
       " 184   3574.744012\n",
       " 185   3549.856445\n",
       " ...           ...\n",
       " 1922  5527.717428\n",
       " 1923  5541.153450\n",
       " 1924  5485.550671\n",
       " 1925  5502.776271\n",
       " 1926  5580.822673\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3553.386985\n",
       " 182   3543.813649\n",
       " 183   3534.995309\n",
       " 184   3530.079316\n",
       " 185   3526.221403\n",
       " ...           ...\n",
       " 1922  5439.653651\n",
       " 1923  5461.690807\n",
       " 1924  5437.377123\n",
       " 1925  5486.489571\n",
       " 1926  5596.922020\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3675.081951\n",
       " 182   3668.855641\n",
       " 183   3657.435079\n",
       " 184   3619.167044\n",
       " 185   3589.061442\n",
       " ...           ...\n",
       " 1922  5598.488833\n",
       " 1923  5660.456365\n",
       " 1924  5688.334677\n",
       " 1925  5754.955345\n",
       " 1926  5853.930724\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3778.538897\n",
       " 182   3786.988241\n",
       " 183   3783.647686\n",
       " 184   3719.368805\n",
       " 185   3671.718483\n",
       " ...           ...\n",
       " 1922  5749.793521\n",
       " 1923  5741.197467\n",
       " 1924  5682.491284\n",
       " 1925  5704.012341\n",
       " 1926  5792.533174\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3684.371084\n",
       " 182   3628.824209\n",
       " 183   3583.000492\n",
       " 184   3587.432758\n",
       " 185   3582.186781\n",
       " ...           ...\n",
       " 1922  5576.265018\n",
       " 1923  5631.287710\n",
       " 1924  5554.830579\n",
       " 1925  5534.101732\n",
       " 1926  5559.912970\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3399.753926\n",
       " 182   3416.156143\n",
       " 183   3423.042191\n",
       " 184   3380.742119\n",
       " 185   3344.335599\n",
       " ...           ...\n",
       " 1922  5226.515788\n",
       " 1923  5226.788060\n",
       " 1924  5212.876332\n",
       " 1925  5221.156991\n",
       " 1926  5247.971070\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3131.833418\n",
       " 182   3141.538560\n",
       " 183   3143.348671\n",
       " 184   3104.351827\n",
       " 185   3074.273489\n",
       " ...           ...\n",
       " 1922  4728.444859\n",
       " 1923  4692.556546\n",
       " 1924  4667.097213\n",
       " 1925  4666.097303\n",
       " 1926  4685.524072\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3471.296498\n",
       " 182   3376.400203\n",
       " 183   3304.956851\n",
       " 184   3354.734472\n",
       " 185   3390.906627\n",
       " ...           ...\n",
       " 1922  5035.247080\n",
       " 1923  5060.136068\n",
       " 1924  5026.379130\n",
       " 1925  5023.337178\n",
       " 1926  5045.946079\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3618.237115\n",
       " 182   3598.673858\n",
       " 183   3573.804978\n",
       " 184   3521.512979\n",
       " 185   3485.245869\n",
       " ...           ...\n",
       " 1922  5257.035191\n",
       " 1923  5331.752792\n",
       " 1924  5334.548189\n",
       " 1925  5337.915201\n",
       " 1926  5341.759582\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3676.144213\n",
       " 182   3680.582217\n",
       " 183   3679.503966\n",
       " 184   3649.913908\n",
       " 185   3622.135514\n",
       " ...           ...\n",
       " 1922  5315.315095\n",
       " 1923  5325.196162\n",
       " 1924  5292.517723\n",
       " 1925  5337.812719\n",
       " 1926  5448.225282\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3583.546907\n",
       " 182   3578.642799\n",
       " 183   3569.734750\n",
       " 184   3540.131573\n",
       " 185   3514.306048\n",
       " ...           ...\n",
       " 1922  5279.432173\n",
       " 1923  5270.318780\n",
       " 1924  5186.510765\n",
       " 1925  5176.074536\n",
       " 1926  5226.912920\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3189.099247\n",
       " 182   3177.482815\n",
       " 183   3167.378183\n",
       " 184   3165.087567\n",
       " 185   3158.713489\n",
       " ...           ...\n",
       " 1922  4623.336510\n",
       " 1923  4678.747593\n",
       " 1924  4678.326093\n",
       " 1925  4653.990689\n",
       " 1926  4609.684187\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3066.873394\n",
       " 182   3046.577779\n",
       " 183   3033.092820\n",
       " 184   3054.810024\n",
       " 185   3063.070047\n",
       " ...           ...\n",
       " 1922  4403.451902\n",
       " 1923  4344.607166\n",
       " 1924  4347.271100\n",
       " 1925  4378.975121\n",
       " 1926  4434.931245\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2976.370999\n",
       " 182   2980.725460\n",
       " 183   2978.914541\n",
       " 184   2945.236693\n",
       " 185   2916.243458\n",
       " ...           ...\n",
       " 1922  4289.904075\n",
       " 1923  4271.421939\n",
       " 1924  4200.000748\n",
       " 1925  4198.546533\n",
       " 1926  4255.523490\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3112.702936\n",
       " 182   3137.735446\n",
       " 183   3153.686607\n",
       " 184   3122.699096\n",
       " 185   3102.748083\n",
       " ...           ...\n",
       " 1922  4557.507369\n",
       " 1923  4552.334480\n",
       " 1924  4582.152263\n",
       " 1925  4595.485513\n",
       " 1926  4595.052116\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3257.808341\n",
       " 182   3184.214843\n",
       " 183   3119.691092\n",
       " 184   3102.046038\n",
       " 185   3087.121270\n",
       " ...           ...\n",
       " 1922  4614.982081\n",
       " 1923  4676.393227\n",
       " 1924  4719.790771\n",
       " 1925  4696.042260\n",
       " 1926  4616.218396\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3410.437257\n",
       " 182   3391.515634\n",
       " 183   3367.504931\n",
       " 184   3317.190353\n",
       " 185   3279.573792\n",
       " ...           ...\n",
       " 1922  4958.003226\n",
       " 1923  5011.272758\n",
       " 1924  5007.765507\n",
       " 1925  5008.240413\n",
       " 1926  5012.040918\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3214.485959\n",
       " 182   3185.543419\n",
       " 183   3167.087671\n",
       " 184   3202.834894\n",
       " 185   3224.067771\n",
       " ...           ...\n",
       " 1922  4703.267046\n",
       " 1923  4679.179025\n",
       " 1924  4769.526132\n",
       " 1925  4778.535953\n",
       " 1926  4719.618971\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3093.425539\n",
       " 182   3080.464728\n",
       " 183   3067.933548\n",
       " 184   3057.623004\n",
       " 185   3042.472009\n",
       " ...           ...\n",
       " 1922  4372.958994\n",
       " 1923  4368.932284\n",
       " 1924  4441.501647\n",
       " 1925  4433.856403\n",
       " 1926  4359.221933\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3193.171756\n",
       " 182   3183.555324\n",
       " 183   3169.609308\n",
       " 184   3133.285017\n",
       " 185   3102.552416\n",
       " ...           ...\n",
       " 1922  4512.075836\n",
       " 1923  4456.867628\n",
       " 1924  4467.893166\n",
       " 1925  4466.402542\n",
       " 1926  4454.459360\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3333.200276\n",
       " 182   3303.605392\n",
       " 183   3274.544340\n",
       " 184   3248.242500\n",
       " 185   3227.987105\n",
       " ...           ...\n",
       " 1922  4767.720999\n",
       " 1923  4739.507476\n",
       " 1924  4715.097638\n",
       " 1925  4721.411281\n",
       " 1926  4753.382872\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3421.695476\n",
       " 182   3412.106388\n",
       " 183   3395.699506\n",
       " 184   3344.053571\n",
       " 185   3304.046916\n",
       " ...           ...\n",
       " 1922  4754.158050\n",
       " 1923  4699.103052\n",
       " 1924  4812.405394\n",
       " 1925  4862.611372\n",
       " 1926  4860.123999\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   19959.902670\n",
       " 182   19934.934963\n",
       " 183   19926.002522\n",
       " 184   19951.714215\n",
       " 185   19912.638510\n",
       " ...            ...\n",
       " 1922  57282.226895\n",
       " 1923  57384.770113\n",
       " 1924  57419.565567\n",
       " 1925  57646.858710\n",
       " 1926  57887.832877\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   16102.243794\n",
       " 182   16026.110601\n",
       " 183   15963.490567\n",
       " 184   15930.065668\n",
       " 185   15897.621774\n",
       " ...            ...\n",
       " 1922  37304.424488\n",
       " 1923  37321.521246\n",
       " 1924  36956.700539\n",
       " 1925  37072.652063\n",
       " 1926  37354.943110\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   15502.306853\n",
       " 182   15484.144897\n",
       " 183   15428.439601\n",
       " 184   15291.622061\n",
       " 185   15207.335193\n",
       " ...            ...\n",
       " 1922  35324.276805\n",
       " 1923  35523.197676\n",
       " 1924  35135.154747\n",
       " 1925  35238.379492\n",
       " 1926  35481.774664\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   15055.132515\n",
       " 182   14927.503360\n",
       " 183   14827.528671\n",
       " 184   14787.301352\n",
       " 185   14752.352710\n",
       " ...            ...\n",
       " 1922  32098.396526\n",
       " 1923  32196.758741\n",
       " 1924  32054.799146\n",
       " 1925  32207.484271\n",
       " 1926  32421.510117\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13759.376945\n",
       " 182   13633.593906\n",
       " 183   13543.691777\n",
       " 184   13531.310225\n",
       " 185   13481.954050\n",
       " ...            ...\n",
       " 1922  29652.742532\n",
       " 1923  29535.871067\n",
       " 1924  29438.474602\n",
       " 1925  29464.244820\n",
       " 1926  29501.235889\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13074.080233\n",
       " 182   12959.557536\n",
       " 183   12852.226383\n",
       " 184   12760.432532\n",
       " 185   12718.679881\n",
       " ...            ...\n",
       " 1922  28638.917955\n",
       " 1923  28538.743634\n",
       " 1924  28454.795402\n",
       " 1925  28573.112017\n",
       " 1926  28736.495688\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13566.345427\n",
       " 182   13407.181462\n",
       " 183   13292.552487\n",
       " 184   13274.141197\n",
       " 185   13236.977767\n",
       " ...            ...\n",
       " 1922  26858.881715\n",
       " 1923  26843.468947\n",
       " 1924  26876.289654\n",
       " 1925  26914.018893\n",
       " 1926  26903.328789\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11615.153939\n",
       " 182   11597.861811\n",
       " 183   11560.322822\n",
       " 184   11479.040564\n",
       " 185   11411.859327\n",
       " ...            ...\n",
       " 1922  22887.661956\n",
       " 1923  22819.495808\n",
       " 1924  22720.161212\n",
       " 1925  22901.485024\n",
       " 1926  23136.639225\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11532.423064\n",
       " 182   11489.102178\n",
       " 183   11458.866633\n",
       " 184   11456.901915\n",
       " 185   11421.769941\n",
       " ...            ...\n",
       " 1922  21720.318834\n",
       " 1923  21789.469840\n",
       " 1924  21566.736254\n",
       " 1925  21652.624399\n",
       " 1926  21835.453343\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12678.054341\n",
       " 182   12677.568468\n",
       " 183   12659.575004\n",
       " 184   12603.756456\n",
       " 185   12564.594411\n",
       " ...            ...\n",
       " 1922  23606.881436\n",
       " 1923  23635.010647\n",
       " 1924  23459.528323\n",
       " 1925  23514.985538\n",
       " 1926  23626.891964\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11478.909078\n",
       " 182   11474.276889\n",
       " 183   11437.794108\n",
       " 184   11332.498240\n",
       " 185   11227.862941\n",
       " ...            ...\n",
       " 1922  21214.224856\n",
       " 1923  21184.450752\n",
       " 1924  21315.755045\n",
       " 1925  21392.497912\n",
       " 1926  21410.123952\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12954.456195\n",
       " 182   12964.677688\n",
       " 183   12935.030678\n",
       " 184   12819.247917\n",
       " 185   12716.520933\n",
       " ...            ...\n",
       " 1922  26642.053378\n",
       " 1923  26665.629276\n",
       " 1924  26727.675994\n",
       " 1925  26914.331586\n",
       " 1926  27075.807050\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12893.931537\n",
       " 182   12807.407829\n",
       " 183   12719.211514\n",
       " 184   12627.401534\n",
       " 185   12559.303179\n",
       " ...            ...\n",
       " 1922  27221.077844\n",
       " 1923  27257.113594\n",
       " 1924  27334.907787\n",
       " 1925  27386.123330\n",
       " 1926  27380.983248\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11361.945114\n",
       " 182   11313.266005\n",
       " 183   11262.064156\n",
       " 184   11205.411939\n",
       " 185   11136.301065\n",
       " ...            ...\n",
       " 1922  19614.170606\n",
       " 1923  19695.029597\n",
       " 1924  19670.490456\n",
       " 1925  19810.435774\n",
       " 1926  19962.577439\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11868.161704\n",
       " 182   11830.218215\n",
       " 183   11814.640337\n",
       " 184   11847.383281\n",
       " 185   11862.941302\n",
       " ...            ...\n",
       " 1922  20862.683152\n",
       " 1923  20790.228453\n",
       " 1924  20645.705726\n",
       " 1925  20767.829718\n",
       " 1926  20970.213070\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10359.260977\n",
       " 182   10327.808406\n",
       " 183   10279.697458\n",
       " 184   10195.596147\n",
       " 185   10141.036415\n",
       " ...            ...\n",
       " 1922  18551.847507\n",
       " 1923  18633.867183\n",
       " 1924  18536.065415\n",
       " 1925  18624.426682\n",
       " 1926  18751.369287\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11206.812719\n",
       " 182   11106.077105\n",
       " 183   11021.178929\n",
       " 184   10970.497477\n",
       " 185   10894.198210\n",
       " ...            ...\n",
       " 1922  19412.428673\n",
       " 1923  19254.055806\n",
       " 1924  19207.520452\n",
       " 1925  19269.467633\n",
       " 1926  19344.310188\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11602.632452\n",
       " 182   11592.010858\n",
       " 183   11550.383428\n",
       " 184   11441.768005\n",
       " 185   11378.114665\n",
       " ...            ...\n",
       " 1922  20869.325605\n",
       " 1923  20925.941270\n",
       " 1924  20781.436219\n",
       " 1925  20928.776936\n",
       " 1926  21149.377229\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11132.916511\n",
       " 182   11082.209147\n",
       " 183   11027.291768\n",
       " 184   10963.278663\n",
       " 185   10895.660778\n",
       " ...            ...\n",
       " 1922  19505.703737\n",
       " 1923  19456.491892\n",
       " 1924  19404.760832\n",
       " 1925  19517.507465\n",
       " 1926  19636.280310\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9909.448200\n",
       " 182    9891.285235\n",
       " 183    9841.695901\n",
       " 184    9724.210014\n",
       " 185    9657.500985\n",
       " ...            ...\n",
       " 1922  17168.805616\n",
       " 1923  17100.018517\n",
       " 1924  17207.797557\n",
       " 1925  17305.107374\n",
       " 1926  17356.864206\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9873.391244\n",
       " 182    9896.587508\n",
       " 183    9884.553562\n",
       " 184    9796.404872\n",
       " 185    9705.894800\n",
       " ...            ...\n",
       " 1922  17082.008985\n",
       " 1923  17024.961405\n",
       " 1924  17032.450041\n",
       " 1925  17168.732873\n",
       " 1926  17305.712763\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11462.393950\n",
       " 182   11484.445916\n",
       " 183   11455.658567\n",
       " 184   11317.033063\n",
       " 185   11219.037669\n",
       " ...            ...\n",
       " 1922  19707.102066\n",
       " 1923  19741.312687\n",
       " 1924  19520.394757\n",
       " 1925  19648.697355\n",
       " 1926  19889.478182\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11640.371173\n",
       " 182   11595.061388\n",
       " 183   11519.384699\n",
       " 184   11378.100424\n",
       " 185   11284.279268\n",
       " ...            ...\n",
       " 1922  18655.816318\n",
       " 1923  18619.432372\n",
       " 1924  18551.922271\n",
       " 1925  18687.381619\n",
       " 1926  18843.989917\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11122.674677\n",
       " 182   11128.674172\n",
       " 183   11108.938568\n",
       " 184   11033.602379\n",
       " 185   10970.853650\n",
       " ...            ...\n",
       " 1922  19796.204764\n",
       " 1923  19760.667527\n",
       " 1924  19658.836719\n",
       " 1925  19828.563699\n",
       " 1926  20049.101694\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11737.808016\n",
       " 182   11720.530520\n",
       " 183   11693.341981\n",
       " 184   11644.740670\n",
       " 185   11614.828342\n",
       " ...            ...\n",
       " 1922  20171.051655\n",
       " 1923  20242.045051\n",
       " 1924  20326.216768\n",
       " 1925  20308.216921\n",
       " 1926  20235.685734\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10732.658722\n",
       " 182   10599.842888\n",
       " 183   10502.065130\n",
       " 184   10479.987005\n",
       " 185   10471.306208\n",
       " ...            ...\n",
       " 1922  17617.036610\n",
       " 1923  17555.790018\n",
       " 1924  17679.298856\n",
       " 1925  17753.844178\n",
       " 1926  17788.675417\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11948.875429\n",
       " 182   11928.954644\n",
       " 183   11899.966982\n",
       " 184   11851.390370\n",
       " 185   11755.931553\n",
       " ...            ...\n",
       " 1922  19780.957966\n",
       " 1923  19745.491544\n",
       " 1924  19685.443564\n",
       " 1925  19753.471644\n",
       " 1926  19842.241406\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9889.820676\n",
       " 182    9829.624413\n",
       " 183    9781.250697\n",
       " 184    9758.419548\n",
       " 185    9752.529644\n",
       " ...            ...\n",
       " 1922  17065.980243\n",
       " 1923  17144.940410\n",
       " 1924  17161.845713\n",
       " 1925  17238.252270\n",
       " 1926  17301.911237\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9633.718687\n",
       " 182    9607.516872\n",
       " 183    9576.257091\n",
       " 184    9534.069591\n",
       " 185    9480.196528\n",
       " ...            ...\n",
       " 1922  16014.767339\n",
       " 1923  16005.047718\n",
       " 1924  16122.083072\n",
       " 1925  16284.648169\n",
       " 1926  16407.413390\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10116.220383\n",
       " 182   10037.370237\n",
       " 183    9954.526053\n",
       " 184    9863.052767\n",
       " 185    9813.519611\n",
       " ...            ...\n",
       " 1922  17101.048324\n",
       " 1923  17075.044805\n",
       " 1924  17082.539754\n",
       " 1925  17157.233293\n",
       " 1926  17230.815430\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   19959.902670\n",
       " 182   19934.934963\n",
       " 183   19926.002522\n",
       " 184   19951.714215\n",
       " 185   19912.638510\n",
       " ...            ...\n",
       " 1922  57282.226895\n",
       " 1923  57384.770113\n",
       " 1924  57419.565567\n",
       " 1925  57646.858710\n",
       " 1926  57887.832877\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   16102.243794\n",
       " 182   16026.110601\n",
       " 183   15963.490567\n",
       " 184   15930.065668\n",
       " 185   15897.621774\n",
       " ...            ...\n",
       " 1922  37304.424488\n",
       " 1923  37321.521246\n",
       " 1924  36956.700539\n",
       " 1925  37072.652063\n",
       " 1926  37354.943110\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   15502.306853\n",
       " 182   15484.144897\n",
       " 183   15428.439601\n",
       " 184   15291.622061\n",
       " 185   15207.335193\n",
       " ...            ...\n",
       " 1922  35324.276805\n",
       " 1923  35523.197676\n",
       " 1924  35135.154747\n",
       " 1925  35238.379492\n",
       " 1926  35481.774664\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   15055.132515\n",
       " 182   14927.503360\n",
       " 183   14827.528671\n",
       " 184   14787.301352\n",
       " 185   14752.352710\n",
       " ...            ...\n",
       " 1922  32098.396526\n",
       " 1923  32196.758741\n",
       " 1924  32054.799146\n",
       " 1925  32207.484271\n",
       " 1926  32421.510117\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13759.376945\n",
       " 182   13633.593906\n",
       " 183   13543.691777\n",
       " 184   13531.310225\n",
       " 185   13481.954050\n",
       " ...            ...\n",
       " 1922  29652.742532\n",
       " 1923  29535.871067\n",
       " 1924  29438.474602\n",
       " 1925  29464.244820\n",
       " 1926  29501.235889\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13074.080233\n",
       " 182   12959.557536\n",
       " 183   12852.226383\n",
       " 184   12760.432532\n",
       " 185   12718.679881\n",
       " ...            ...\n",
       " 1922  28638.917955\n",
       " 1923  28538.743634\n",
       " 1924  28454.795402\n",
       " 1925  28573.112017\n",
       " 1926  28736.495688\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13566.345427\n",
       " 182   13407.181462\n",
       " 183   13292.552487\n",
       " 184   13274.141197\n",
       " 185   13236.977767\n",
       " ...            ...\n",
       " 1922  26858.881715\n",
       " 1923  26843.468947\n",
       " 1924  26876.289654\n",
       " 1925  26914.018893\n",
       " 1926  26903.328789\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11615.153939\n",
       " 182   11597.861811\n",
       " 183   11560.322822\n",
       " 184   11479.040564\n",
       " 185   11411.859327\n",
       " ...            ...\n",
       " 1922  22887.661956\n",
       " 1923  22819.495808\n",
       " 1924  22720.161212\n",
       " 1925  22901.485024\n",
       " 1926  23136.639225\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11532.423064\n",
       " 182   11489.102178\n",
       " 183   11458.866633\n",
       " 184   11456.901915\n",
       " 185   11421.769941\n",
       " ...            ...\n",
       " 1922  21720.318834\n",
       " 1923  21789.469840\n",
       " 1924  21566.736254\n",
       " 1925  21652.624399\n",
       " 1926  21835.453343\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12678.054341\n",
       " 182   12677.568468\n",
       " 183   12659.575004\n",
       " 184   12603.756456\n",
       " 185   12564.594411\n",
       " ...            ...\n",
       " 1922  23606.881436\n",
       " 1923  23635.010647\n",
       " 1924  23459.528323\n",
       " 1925  23514.985538\n",
       " 1926  23626.891964\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11478.909078\n",
       " 182   11474.276889\n",
       " 183   11437.794108\n",
       " 184   11332.498240\n",
       " 185   11227.862941\n",
       " ...            ...\n",
       " 1922  21214.224856\n",
       " 1923  21184.450752\n",
       " 1924  21315.755045\n",
       " 1925  21392.497912\n",
       " 1926  21410.123952\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12954.456195\n",
       " 182   12964.677688\n",
       " 183   12935.030678\n",
       " 184   12819.247917\n",
       " 185   12716.520933\n",
       " ...            ...\n",
       " 1922  26642.053378\n",
       " 1923  26665.629276\n",
       " 1924  26727.675994\n",
       " 1925  26914.331586\n",
       " 1926  27075.807050\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12893.931537\n",
       " 182   12807.407829\n",
       " 183   12719.211514\n",
       " 184   12627.401534\n",
       " 185   12559.303179\n",
       " ...            ...\n",
       " 1922  27221.077844\n",
       " 1923  27257.113594\n",
       " 1924  27334.907787\n",
       " 1925  27386.123330\n",
       " 1926  27380.983248\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11361.945114\n",
       " 182   11313.266005\n",
       " 183   11262.064156\n",
       " 184   11205.411939\n",
       " 185   11136.301065\n",
       " ...            ...\n",
       " 1922  19614.170606\n",
       " 1923  19695.029597\n",
       " 1924  19670.490456\n",
       " 1925  19810.435774\n",
       " 1926  19962.577439\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11868.161704\n",
       " 182   11830.218215\n",
       " 183   11814.640337\n",
       " 184   11847.383281\n",
       " 185   11862.941302\n",
       " ...            ...\n",
       " 1922  20862.683152\n",
       " 1923  20790.228453\n",
       " 1924  20645.705726\n",
       " 1925  20767.829718\n",
       " 1926  20970.213070\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10359.260977\n",
       " 182   10327.808406\n",
       " 183   10279.697458\n",
       " 184   10195.596147\n",
       " 185   10141.036415\n",
       " ...            ...\n",
       " 1922  18551.847507\n",
       " 1923  18633.867183\n",
       " 1924  18536.065415\n",
       " 1925  18624.426682\n",
       " 1926  18751.369287\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11206.812719\n",
       " 182   11106.077105\n",
       " 183   11021.178929\n",
       " 184   10970.497477\n",
       " 185   10894.198210\n",
       " ...            ...\n",
       " 1922  19412.428673\n",
       " 1923  19254.055806\n",
       " 1924  19207.520452\n",
       " 1925  19269.467633\n",
       " 1926  19344.310188\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11602.632452\n",
       " 182   11592.010858\n",
       " 183   11550.383428\n",
       " 184   11441.768005\n",
       " 185   11378.114665\n",
       " ...            ...\n",
       " 1922  20869.325605\n",
       " 1923  20925.941270\n",
       " 1924  20781.436219\n",
       " 1925  20928.776936\n",
       " 1926  21149.377229\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11132.916511\n",
       " 182   11082.209147\n",
       " 183   11027.291768\n",
       " 184   10963.278663\n",
       " 185   10895.660778\n",
       " ...            ...\n",
       " 1922  19505.703737\n",
       " 1923  19456.491892\n",
       " 1924  19404.760832\n",
       " 1925  19517.507465\n",
       " 1926  19636.280310\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9909.448200\n",
       " 182    9891.285235\n",
       " 183    9841.695901\n",
       " 184    9724.210014\n",
       " 185    9657.500985\n",
       " ...            ...\n",
       " 1922  17168.805616\n",
       " 1923  17100.018517\n",
       " 1924  17207.797557\n",
       " 1925  17305.107374\n",
       " 1926  17356.864206\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9873.391244\n",
       " 182    9896.587508\n",
       " 183    9884.553562\n",
       " 184    9796.404872\n",
       " 185    9705.894800\n",
       " ...            ...\n",
       " 1922  17082.008985\n",
       " 1923  17024.961405\n",
       " 1924  17032.450041\n",
       " 1925  17168.732873\n",
       " 1926  17305.712763\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11462.393950\n",
       " 182   11484.445916\n",
       " 183   11455.658567\n",
       " 184   11317.033063\n",
       " 185   11219.037669\n",
       " ...            ...\n",
       " 1922  19707.102066\n",
       " 1923  19741.312687\n",
       " 1924  19520.394757\n",
       " 1925  19648.697355\n",
       " 1926  19889.478182\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11640.371173\n",
       " 182   11595.061388\n",
       " 183   11519.384699\n",
       " 184   11378.100424\n",
       " 185   11284.279268\n",
       " ...            ...\n",
       " 1922  18655.816318\n",
       " 1923  18619.432372\n",
       " 1924  18551.922271\n",
       " 1925  18687.381619\n",
       " 1926  18843.989917\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11122.674677\n",
       " 182   11128.674172\n",
       " 183   11108.938568\n",
       " 184   11033.602379\n",
       " 185   10970.853650\n",
       " ...            ...\n",
       " 1922  19796.204764\n",
       " 1923  19760.667527\n",
       " 1924  19658.836719\n",
       " 1925  19828.563699\n",
       " 1926  20049.101694\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11737.808016\n",
       " 182   11720.530520\n",
       " 183   11693.341981\n",
       " 184   11644.740670\n",
       " 185   11614.828342\n",
       " ...            ...\n",
       " 1922  20171.051655\n",
       " 1923  20242.045051\n",
       " 1924  20326.216768\n",
       " 1925  20308.216921\n",
       " 1926  20235.685734\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10732.658722\n",
       " 182   10599.842888\n",
       " 183   10502.065130\n",
       " 184   10479.987005\n",
       " 185   10471.306208\n",
       " ...            ...\n",
       " 1922  17617.036610\n",
       " 1923  17555.790018\n",
       " 1924  17679.298856\n",
       " 1925  17753.844178\n",
       " 1926  17788.675417\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11948.875429\n",
       " 182   11928.954644\n",
       " 183   11899.966982\n",
       " 184   11851.390370\n",
       " 185   11755.931553\n",
       " ...            ...\n",
       " 1922  19780.957966\n",
       " 1923  19745.491544\n",
       " 1924  19685.443564\n",
       " 1925  19753.471644\n",
       " 1926  19842.241406\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9889.820676\n",
       " 182    9829.624413\n",
       " 183    9781.250697\n",
       " 184    9758.419548\n",
       " 185    9752.529644\n",
       " ...            ...\n",
       " 1922  17065.980243\n",
       " 1923  17144.940410\n",
       " 1924  17161.845713\n",
       " 1925  17238.252270\n",
       " 1926  17301.911237\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9633.718687\n",
       " 182    9607.516872\n",
       " 183    9576.257091\n",
       " 184    9534.069591\n",
       " 185    9480.196528\n",
       " ...            ...\n",
       " 1922  16014.767339\n",
       " 1923  16005.047718\n",
       " 1924  16122.083072\n",
       " 1925  16284.648169\n",
       " 1926  16407.413390\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10116.220383\n",
       " 182   10037.370237\n",
       " 183    9954.526053\n",
       " 184    9863.052767\n",
       " 185    9813.519611\n",
       " ...            ...\n",
       " 1922  17101.048324\n",
       " 1923  17075.044805\n",
       " 1924  17082.539754\n",
       " 1925  17157.233293\n",
       " 1926  17230.815430\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4021.523293\n",
       " 182   4006.673746\n",
       " 183   3988.683363\n",
       " 184   3954.458971\n",
       " 185   3937.017488\n",
       " ...           ...\n",
       " 1922  7638.301906\n",
       " 1923  7618.588415\n",
       " 1924  7681.156517\n",
       " 1925  7776.235417\n",
       " 1926  7898.464899\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3708.059896\n",
       " 182   3721.832830\n",
       " 183   3729.983562\n",
       " 184   3709.074885\n",
       " 185   3694.213196\n",
       " ...           ...\n",
       " 1922  7036.442245\n",
       " 1923  7043.672836\n",
       " 1924  7091.558085\n",
       " 1925  7107.032952\n",
       " 1926  7095.441096\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3804.715337\n",
       " 182   3777.842731\n",
       " 183   3745.987319\n",
       " 184   3688.377333\n",
       " 185   3650.269970\n",
       " ...           ...\n",
       " 1922  7157.587447\n",
       " 1923  7220.912860\n",
       " 1924  7160.316702\n",
       " 1925  7152.616443\n",
       " 1926  7189.090874\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3907.536887\n",
       " 182   3992.650168\n",
       " 183   4055.281784\n",
       " 184   4001.712665\n",
       " 185   3961.446176\n",
       " ...           ...\n",
       " 1922  7647.248175\n",
       " 1923  7666.480969\n",
       " 1924  7619.507131\n",
       " 1925  7615.762244\n",
       " 1926  7648.118936\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4040.077335\n",
       " 182   4081.883282\n",
       " 183   4112.015510\n",
       " 184   4081.809911\n",
       " 185   4055.684342\n",
       " ...           ...\n",
       " 1922  7691.333107\n",
       " 1923  7667.846672\n",
       " 1924  7669.909093\n",
       " 1925  7665.710115\n",
       " 1926  7656.282085\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4161.758170\n",
       " 182   4154.923492\n",
       " 183   4151.549034\n",
       " 184   4166.059377\n",
       " 185   4166.960506\n",
       " ...           ...\n",
       " 1922  7939.551768\n",
       " 1923  7915.775861\n",
       " 1924  7874.051709\n",
       " 1925  7858.480392\n",
       " 1926  7864.749963\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3288.506569\n",
       " 182   3250.908156\n",
       " 183   3218.168990\n",
       " 184   3210.545757\n",
       " 185   3202.165562\n",
       " ...           ...\n",
       " 1922  6197.080221\n",
       " 1923  6169.873706\n",
       " 1924  6134.177612\n",
       " 1925  6173.035934\n",
       " 1926  6274.156516\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2477.706265\n",
       " 182   2466.004904\n",
       " 183   2459.926247\n",
       " 184   2482.909596\n",
       " 185   2502.719535\n",
       " ...           ...\n",
       " 1922  4561.913766\n",
       " 1923  4563.596640\n",
       " 1924  4575.679555\n",
       " 1925  4570.122911\n",
       " 1926  4549.835032\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2178.289523\n",
       " 182   2232.537004\n",
       " 183   2274.464588\n",
       " 184   2252.714463\n",
       " 185   2235.952674\n",
       " ...           ...\n",
       " 1922  3911.583812\n",
       " 1923  3844.060659\n",
       " 1924  3815.358734\n",
       " 1925  3861.787018\n",
       " 1926  3970.958419\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2109.567847\n",
       " 182   2057.165440\n",
       " 183   2014.162416\n",
       " 184   2019.741881\n",
       " 185   2022.448554\n",
       " ...           ...\n",
       " 1922  3346.361444\n",
       " 1923  3366.716494\n",
       " 1924  3347.340862\n",
       " 1925  3339.334886\n",
       " 1926  3340.823996\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1969.479775\n",
       " 182   1962.383315\n",
       " 183   1958.097912\n",
       " 184   1968.341983\n",
       " 185   1968.001036\n",
       " ...           ...\n",
       " 1922  3036.136339\n",
       " 1923  3040.947491\n",
       " 1924  3027.788443\n",
       " 1925  3027.143398\n",
       " 1926  3036.949111\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1924.527342\n",
       " 182   1932.755290\n",
       " 183   1932.871508\n",
       " 184   1891.060713\n",
       " 185   1861.797605\n",
       " ...           ...\n",
       " 1922  2819.423705\n",
       " 1923  2790.424427\n",
       " 1924  2810.618312\n",
       " 1925  2839.371029\n",
       " 1926  2875.271439\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1907.042499\n",
       " 182   1895.273031\n",
       " 183   1880.363464\n",
       " 184   1849.223708\n",
       " 185   1828.818000\n",
       " ...           ...\n",
       " 1922  2764.710390\n",
       " 1923  2722.025100\n",
       " 1924  2788.115742\n",
       " 1925  2833.200027\n",
       " 1926  2860.741378\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1953.514861\n",
       " 182   1915.757048\n",
       " 183   1881.343888\n",
       " 184   1864.218195\n",
       " 185   1857.374342\n",
       " ...           ...\n",
       " 1922  2854.149700\n",
       " 1923  2857.204800\n",
       " 1924  2865.930999\n",
       " 1925  2893.454238\n",
       " 1926  2936.675355\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2092.635235\n",
       " 182   2103.549297\n",
       " 183   2112.410483\n",
       " 184   2110.660987\n",
       " 185   2102.559665\n",
       " ...           ...\n",
       " 1922  3231.504863\n",
       " 1923  3261.795386\n",
       " 1924  3277.878458\n",
       " 1925  3245.579978\n",
       " 1926  3172.876852\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2436.317737\n",
       " 182   2397.951054\n",
       " 183   2359.899777\n",
       " 184   2323.478740\n",
       " 185   2303.084224\n",
       " ...           ...\n",
       " 1922  3666.852090\n",
       " 1923  3723.185859\n",
       " 1924  3663.168358\n",
       " 1925  3651.492205\n",
       " 1926  3680.187123\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2526.310101\n",
       " 182   2535.942913\n",
       " 183   2542.765279\n",
       " 184   2535.061319\n",
       " 185   2520.551178\n",
       " ...           ...\n",
       " 1922  4073.572411\n",
       " 1923  4095.554712\n",
       " 1924  4112.791945\n",
       " 1925  4099.868475\n",
       " 1926  4061.757049\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2812.209788\n",
       " 182   2840.539048\n",
       " 183   2866.278665\n",
       " 184   2878.633231\n",
       " 185   2884.032530\n",
       " ...           ...\n",
       " 1922  4513.765990\n",
       " 1923  4559.835935\n",
       " 1924  4480.106735\n",
       " 1925  4482.293538\n",
       " 1926  4552.890444\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2643.202259\n",
       " 182   2646.850445\n",
       " 183   2647.470378\n",
       " 184   2632.438214\n",
       " 185   2630.107787\n",
       " ...           ...\n",
       " 1922  4296.077839\n",
       " 1923  4352.294124\n",
       " 1924  4350.785612\n",
       " 1925  4358.955136\n",
       " 1926  4375.207030\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2133.389447\n",
       " 182   2151.639952\n",
       " 183   2164.593859\n",
       " 184   2150.171307\n",
       " 185   2131.512802\n",
       " ...           ...\n",
       " 1922  3498.535075\n",
       " 1923  3505.073249\n",
       " 1924  3479.456128\n",
       " 1925  3457.801137\n",
       " 1926  3439.455019\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1982.560266\n",
       " 182   1990.128563\n",
       " 183   1994.669565\n",
       " 184   1983.563423\n",
       " 185   1968.070440\n",
       " ...           ...\n",
       " 1922  3107.864806\n",
       " 1923  3085.989257\n",
       " 1924  3070.749659\n",
       " 1925  3090.227431\n",
       " 1926  3138.698549\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1779.496839\n",
       " 182   1796.372028\n",
       " 183   1812.169421\n",
       " 184   1822.396022\n",
       " 185   1822.793750\n",
       " ...           ...\n",
       " 1922  2703.170354\n",
       " 1923  2756.105253\n",
       " 1924  2772.121174\n",
       " 1925  2760.822031\n",
       " 1926  2726.711393\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1707.254767\n",
       " 182   1698.794019\n",
       " 183   1689.033062\n",
       " 184   1672.551731\n",
       " 185   1664.083846\n",
       " ...           ...\n",
       " 1922  2365.102093\n",
       " 1923  2333.790015\n",
       " 1924  2360.182987\n",
       " 1925  2375.212678\n",
       " 1926  2380.752609\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1636.768702\n",
       " 182   1607.637716\n",
       " 183   1580.771615\n",
       " 184   1565.611992\n",
       " 185   1555.138899\n",
       " ...           ...\n",
       " 1922  2227.600300\n",
       " 1923  2237.786796\n",
       " 1924  2222.434493\n",
       " 1925  2220.732950\n",
       " 1926  2230.431498\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1646.742950\n",
       " 182   1652.938137\n",
       " 183   1658.485707\n",
       " 184   1660.685946\n",
       " 185   1660.164283\n",
       " ...           ...\n",
       " 1922  2260.510952\n",
       " 1923  2257.710607\n",
       " 1924  2265.313855\n",
       " 1925  2315.057206\n",
       " 1926  2399.992812\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1769.884145\n",
       " 182   1742.102076\n",
       " 183   1720.804331\n",
       " 184   1733.022040\n",
       " 185   1737.528294\n",
       " ...           ...\n",
       " 1922  2472.606704\n",
       " 1923  2517.090721\n",
       " 1924  2534.118308\n",
       " 1925  2519.276748\n",
       " 1926  2477.820466\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1883.773122\n",
       " 182   1884.664566\n",
       " 183   1884.258037\n",
       " 184   1877.142686\n",
       " 185   1874.412246\n",
       " ...           ...\n",
       " 1922  2790.700844\n",
       " 1923  2713.360232\n",
       " 1924  2773.189682\n",
       " 1925  2818.270168\n",
       " 1926  2851.033425\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2085.346342\n",
       " 182   2074.931145\n",
       " 183   2065.487124\n",
       " 184   2061.062805\n",
       " 185   2058.452755\n",
       " ...           ...\n",
       " 1922  3161.879663\n",
       " 1923  3195.167018\n",
       " 1924  3172.638643\n",
       " 1925  3142.687923\n",
       " 1926  3106.538618\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2295.824251\n",
       " 182   2272.770572\n",
       " 183   2252.415954\n",
       " 184   2246.011943\n",
       " 185   2244.749074\n",
       " ...           ...\n",
       " 1922  3460.911444\n",
       " 1923  3514.082288\n",
       " 1924  3481.163149\n",
       " 1925  3473.835448\n",
       " 1926  3487.879798\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2519.522740\n",
       " 182   2525.822136\n",
       " 183   2535.584880\n",
       " 184   2563.248602\n",
       " 185   2577.002076\n",
       " ...           ...\n",
       " 1922  3907.798473\n",
       " 1923  3851.592181\n",
       " 1924  3903.226485\n",
       " 1925  3908.219650\n",
       " 1926  3874.261633\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11541.978798\n",
       " 182   11513.363879\n",
       " 183   11496.858613\n",
       " 184   11542.944382\n",
       " 185   11561.057396\n",
       " ...            ...\n",
       " 1922  36617.264638\n",
       " 1923  36796.432577\n",
       " 1924  36601.005071\n",
       " 1925  36781.750284\n",
       " 1926  37276.646748\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8407.273072\n",
       " 182    8521.583556\n",
       " 183    8594.811974\n",
       " 184    8455.699975\n",
       " 185    8353.322227\n",
       " ...            ...\n",
       " 1922  24257.348505\n",
       " 1923  24232.055399\n",
       " 1924  24193.542155\n",
       " 1925  24277.977274\n",
       " 1926  24465.089648\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7829.136962\n",
       " 182    7855.399311\n",
       " 183    7868.577822\n",
       " 184    7814.130046\n",
       " 185    7764.818318\n",
       " ...            ...\n",
       " 1922  20467.481731\n",
       " 1923  20584.284988\n",
       " 1924  20410.699854\n",
       " 1925  20384.991844\n",
       " 1926  20482.779723\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7213.440575\n",
       " 182    7202.304739\n",
       " 183    7188.245315\n",
       " 184    7159.074782\n",
       " 185    7141.092150\n",
       " ...            ...\n",
       " 1922  18180.735164\n",
       " 1923  18151.337843\n",
       " 1924  18117.233175\n",
       " 1925  18136.618172\n",
       " 1926  18200.673728\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    5229.433843\n",
       " 182    5248.054054\n",
       " 183    5255.860462\n",
       " 184    5207.773684\n",
       " 185    5169.663006\n",
       " ...            ...\n",
       " 1922  10986.899887\n",
       " 1923  10990.944483\n",
       " 1924  10939.196055\n",
       " 1925  10946.045151\n",
       " 1926  11001.830504\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4822.681182\n",
       " 182   4749.941011\n",
       " 183   4691.355361\n",
       " 184   4705.930033\n",
       " 185   4708.559098\n",
       " ...           ...\n",
       " 1922  9588.883917\n",
       " 1923  9570.120429\n",
       " 1924  9579.738336\n",
       " 1925  9601.321903\n",
       " 1926  9632.898292\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4858.543535\n",
       " 182   4821.799079\n",
       " 183   4784.288614\n",
       " 184   4742.818890\n",
       " 185   4709.511169\n",
       " ...           ...\n",
       " 1922  9736.392302\n",
       " 1923  9730.404068\n",
       " 1924  9795.339130\n",
       " 1925  9792.578938\n",
       " 1926  9733.284747\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    5274.379203\n",
       " 182    5251.681119\n",
       " 183    5230.383993\n",
       " 184    5216.327990\n",
       " 185    5204.690210\n",
       " ...            ...\n",
       " 1922  10675.677784\n",
       " 1923  10833.203975\n",
       " 1924  10753.265129\n",
       " 1925  10725.065365\n",
       " 1926  10740.074204\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4788.588490\n",
       " 182   4736.506081\n",
       " 183   4692.524937\n",
       " 184   4690.416713\n",
       " 185   4690.879146\n",
       " ...           ...\n",
       " 1922  8259.229344\n",
       " 1923  8310.328812\n",
       " 1924  8289.523640\n",
       " 1925  8244.216378\n",
       " 1926  8178.446807\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4549.374495\n",
       " 182   4506.594757\n",
       " 183   4466.184775\n",
       " 184   4438.023324\n",
       " 185   4412.278609\n",
       " ...           ...\n",
       " 1922  7752.028360\n",
       " 1923  7858.638708\n",
       " 1924  7845.076602\n",
       " 1925  7867.941491\n",
       " 1926  7921.227475\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4736.848813\n",
       " 182   4696.757331\n",
       " 183   4661.632692\n",
       " 184   4652.180120\n",
       " 185   4649.531839\n",
       " ...           ...\n",
       " 1922  8161.129311\n",
       " 1923  8203.404143\n",
       " 1924  8179.454582\n",
       " 1925  8235.194396\n",
       " 1926  8357.484800\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5023.243076\n",
       " 182   4993.849931\n",
       " 183   4971.048882\n",
       " 184   4982.320324\n",
       " 185   4979.528628\n",
       " ...           ...\n",
       " 1922  8610.948469\n",
       " 1923  8673.253503\n",
       " 1924  8680.665862\n",
       " 1925  8696.056244\n",
       " 1926  8718.109274\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3742.601635\n",
       " 182   3805.033969\n",
       " 183   3853.742010\n",
       " 184   3831.513455\n",
       " 185   3806.560407\n",
       " ...           ...\n",
       " 1922  6180.102529\n",
       " 1923  6247.673558\n",
       " 1924  6162.951924\n",
       " 1925  6182.347054\n",
       " 1926  6288.692698\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11541.978798\n",
       " 182   11513.363879\n",
       " 183   11496.858613\n",
       " 184   11542.944382\n",
       " 185   11561.057396\n",
       " ...            ...\n",
       " 1922  36617.264638\n",
       " 1923  36796.432577\n",
       " 1924  36601.005071\n",
       " 1925  36781.750284\n",
       " 1926  37276.646748\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8407.273072\n",
       " 182    8521.583556\n",
       " 183    8594.811974\n",
       " 184    8455.699975\n",
       " 185    8353.322227\n",
       " ...            ...\n",
       " 1922  24257.348505\n",
       " 1923  24232.055399\n",
       " 1924  24193.542155\n",
       " 1925  24277.977274\n",
       " 1926  24465.089648\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7829.136962\n",
       " 182    7855.399311\n",
       " 183    7868.577822\n",
       " 184    7814.130046\n",
       " 185    7764.818318\n",
       " ...            ...\n",
       " 1922  20467.481731\n",
       " 1923  20584.284988\n",
       " 1924  20410.699854\n",
       " 1925  20384.991844\n",
       " 1926  20482.779723\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7213.440575\n",
       " 182    7202.304739\n",
       " 183    7188.245315\n",
       " 184    7159.074782\n",
       " 185    7141.092150\n",
       " ...            ...\n",
       " 1922  18180.735164\n",
       " 1923  18151.337843\n",
       " 1924  18117.233175\n",
       " 1925  18136.618172\n",
       " 1926  18200.673728\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    5229.433843\n",
       " 182    5248.054054\n",
       " 183    5255.860462\n",
       " 184    5207.773684\n",
       " 185    5169.663006\n",
       " ...            ...\n",
       " 1922  10986.899887\n",
       " 1923  10990.944483\n",
       " 1924  10939.196055\n",
       " 1925  10946.045151\n",
       " 1926  11001.830504\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4822.681182\n",
       " 182   4749.941011\n",
       " 183   4691.355361\n",
       " 184   4705.930033\n",
       " 185   4708.559098\n",
       " ...           ...\n",
       " 1922  9588.883917\n",
       " 1923  9570.120429\n",
       " 1924  9579.738336\n",
       " 1925  9601.321903\n",
       " 1926  9632.898292\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4858.543535\n",
       " 182   4821.799079\n",
       " 183   4784.288614\n",
       " 184   4742.818890\n",
       " 185   4709.511169\n",
       " ...           ...\n",
       " 1922  9736.392302\n",
       " 1923  9730.404068\n",
       " 1924  9795.339130\n",
       " 1925  9792.578938\n",
       " 1926  9733.284747\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    5274.379203\n",
       " 182    5251.681119\n",
       " 183    5230.383993\n",
       " 184    5216.327990\n",
       " 185    5204.690210\n",
       " ...            ...\n",
       " 1922  10675.677784\n",
       " 1923  10833.203975\n",
       " 1924  10753.265129\n",
       " 1925  10725.065365\n",
       " 1926  10740.074204\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4788.588490\n",
       " 182   4736.506081\n",
       " 183   4692.524937\n",
       " 184   4690.416713\n",
       " 185   4690.879146\n",
       " ...           ...\n",
       " 1922  8259.229344\n",
       " 1923  8310.328812\n",
       " 1924  8289.523640\n",
       " 1925  8244.216378\n",
       " 1926  8178.446807\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4549.374495\n",
       " 182   4506.594757\n",
       " 183   4466.184775\n",
       " 184   4438.023324\n",
       " 185   4412.278609\n",
       " ...           ...\n",
       " 1922  7752.028360\n",
       " 1923  7858.638708\n",
       " 1924  7845.076602\n",
       " 1925  7867.941491\n",
       " 1926  7921.227475\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4736.848813\n",
       " 182   4696.757331\n",
       " 183   4661.632692\n",
       " 184   4652.180120\n",
       " 185   4649.531839\n",
       " ...           ...\n",
       " 1922  8161.129311\n",
       " 1923  8203.404143\n",
       " 1924  8179.454582\n",
       " 1925  8235.194396\n",
       " 1926  8357.484800\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5023.243076\n",
       " 182   4993.849931\n",
       " 183   4971.048882\n",
       " 184   4982.320324\n",
       " 185   4979.528628\n",
       " ...           ...\n",
       " 1922  8610.948469\n",
       " 1923  8673.253503\n",
       " 1924  8680.665862\n",
       " 1925  8696.056244\n",
       " 1926  8718.109274\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3742.601635\n",
       " 182   3805.033969\n",
       " 183   3853.742010\n",
       " 184   3831.513455\n",
       " 185   3806.560407\n",
       " ...           ...\n",
       " 1922  6180.102529\n",
       " 1923  6247.673558\n",
       " 1924  6162.951924\n",
       " 1925  6182.347054\n",
       " 1926  6288.692698\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12991.525272\n",
       " 182   13003.740494\n",
       " 183   12976.232399\n",
       " 184   12818.961471\n",
       " 185   12673.237787\n",
       " ...            ...\n",
       " 1922  15276.435855\n",
       " 1923  15277.656249\n",
       " 1924  15238.948547\n",
       " 1925  15364.814019\n",
       " 1926  15578.323791\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12997.537488\n",
       " 182   13142.386278\n",
       " 183   13225.347736\n",
       " 184   13106.143909\n",
       " 185   12991.112366\n",
       " ...            ...\n",
       " 1922  15923.284960\n",
       " 1923  15865.672041\n",
       " 1924  15729.894263\n",
       " 1925  15778.212869\n",
       " 1926  15932.028713\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11186.387034\n",
       " 182   11159.729776\n",
       " 183   11110.853567\n",
       " 184   10989.395452\n",
       " 185   10904.023604\n",
       " ...            ...\n",
       " 1922  13886.191330\n",
       " 1923  13913.892538\n",
       " 1924  13916.788371\n",
       " 1925  13949.952971\n",
       " 1926  13997.275703\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12070.027785\n",
       " 182   12084.132624\n",
       " 183   12086.198867\n",
       " 184   12048.939031\n",
       " 185   11978.961752\n",
       " ...            ...\n",
       " 1922  15409.915251\n",
       " 1923  15283.557677\n",
       " 1924  15262.610077\n",
       " 1925  15277.599872\n",
       " 1926  15305.017146\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12713.562350\n",
       " 182   12648.430798\n",
       " 183   12598.291764\n",
       " 184   12597.128293\n",
       " 185   12580.605939\n",
       " ...            ...\n",
       " 1922  15459.959758\n",
       " 1923  15497.336239\n",
       " 1924  15469.104547\n",
       " 1925  15479.961565\n",
       " 1926  15509.102383\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11308.186310\n",
       " 182   11261.548710\n",
       " 183   11207.074652\n",
       " 184   11127.001498\n",
       " 185   11035.946643\n",
       " ...            ...\n",
       " 1922  14855.025093\n",
       " 1923  14831.001077\n",
       " 1924  14701.352719\n",
       " 1925  14750.127541\n",
       " 1926  14898.727305\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10058.866014\n",
       " 182   10014.745550\n",
       " 183    9968.420018\n",
       " 184    9914.891263\n",
       " 185    9848.589496\n",
       " ...            ...\n",
       " 1922  14007.666051\n",
       " 1923  13987.086492\n",
       " 1924  13875.083967\n",
       " 1925  13828.634557\n",
       " 1926  13816.387618\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8995.027092\n",
       " 182    8973.440398\n",
       " 183    8951.689788\n",
       " 184    8929.403714\n",
       " 185    8920.478659\n",
       " ...            ...\n",
       " 1922  11661.100490\n",
       " 1923  11665.460989\n",
       " 1924  11585.532958\n",
       " 1925  11656.294567\n",
       " 1926  11807.856210\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11914.951345\n",
       " 182   11935.702353\n",
       " 183   11923.145803\n",
       " 184   11801.784559\n",
       " 185   11699.355621\n",
       " ...            ...\n",
       " 1922  14822.614592\n",
       " 1923  14793.752740\n",
       " 1924  14684.992007\n",
       " 1925  14789.341385\n",
       " 1926  15011.391561\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11810.455756\n",
       " 182   11839.192651\n",
       " 183   11836.814253\n",
       " 184   11732.792564\n",
       " 185   11649.899914\n",
       " ...            ...\n",
       " 1922  13093.729529\n",
       " 1923  12999.159680\n",
       " 1924  13032.227862\n",
       " 1925  13107.553213\n",
       " 1926  13196.752109\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9170.219278\n",
       " 182    9131.324620\n",
       " 183    9092.729284\n",
       " 184    9055.111728\n",
       " 185    9009.709719\n",
       " ...            ...\n",
       " 1922  10242.254131\n",
       " 1923  10237.790710\n",
       " 1924  10182.743362\n",
       " 1925  10236.142962\n",
       " 1926  10348.993009\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9238.105508\n",
       " 182    9188.554601\n",
       " 183    9124.284413\n",
       " 184    9011.931242\n",
       " 185    8916.516883\n",
       " ...            ...\n",
       " 1922  10214.447220\n",
       " 1923  10117.943825\n",
       " 1924  10093.174254\n",
       " 1925  10116.323244\n",
       " 1926  10163.419768\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8490.041890\n",
       " 182   8452.399249\n",
       " 183   8417.402340\n",
       " 184   8391.048153\n",
       " 185   8338.560465\n",
       " ...           ...\n",
       " 1922  9593.228069\n",
       " 1923  9584.497859\n",
       " 1924  9589.951142\n",
       " 1925  9561.985107\n",
       " 1926  9513.767149\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8974.325881\n",
       " 182    8907.415094\n",
       " 183    8853.306502\n",
       " 184    8841.018410\n",
       " 185    8819.154253\n",
       " ...            ...\n",
       " 1922  10418.214179\n",
       " 1923  10481.456316\n",
       " 1924  10381.523235\n",
       " 1925  10410.204214\n",
       " 1926  10506.730389\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9301.858666\n",
       " 182    9247.649997\n",
       " 183    9193.735371\n",
       " 184    9140.781287\n",
       " 185    9071.264415\n",
       " ...            ...\n",
       " 1922  10608.119773\n",
       " 1923  10602.855156\n",
       " 1924  10601.132303\n",
       " 1925  10666.250370\n",
       " 1926  10763.896559\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11490.249362\n",
       " 182   11383.649060\n",
       " 183   11294.842314\n",
       " 184   11264.161186\n",
       " 185   11215.523843\n",
       " ...            ...\n",
       " 1922  12560.591326\n",
       " 1923  12479.469450\n",
       " 1924  12537.538894\n",
       " 1925  12556.526487\n",
       " 1926  12546.015898\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9363.165118\n",
       " 182    9327.625804\n",
       " 183    9269.082256\n",
       " 184    9135.391548\n",
       " 185    9028.011875\n",
       " ...            ...\n",
       " 1922  10766.936855\n",
       " 1923  10822.758095\n",
       " 1924  10779.279560\n",
       " 1925  10754.707763\n",
       " 1926  10742.357384\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11732.708441\n",
       " 182   11744.773461\n",
       " 183   11733.537933\n",
       " 184   11646.187283\n",
       " 185   11566.204657\n",
       " ...            ...\n",
       " 1922  11175.267581\n",
       " 1923  11224.011936\n",
       " 1924  11044.786558\n",
       " 1925  10999.831297\n",
       " 1926  11035.782853\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10167.838426\n",
       " 182   10111.733587\n",
       " 183   10085.014050\n",
       " 184   10154.286497\n",
       " 185   10170.311176\n",
       " ...            ...\n",
       " 1922  16679.936897\n",
       " 1923  16805.898271\n",
       " 1924  16723.520746\n",
       " 1925  16798.768341\n",
       " 1926  16952.705234\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8373.333126\n",
       " 182    8317.680404\n",
       " 183    8270.298175\n",
       " 184    8249.932889\n",
       " 185    8228.168448\n",
       " ...            ...\n",
       " 1922  12842.227813\n",
       " 1923  12826.105847\n",
       " 1924  12750.511151\n",
       " 1925  12765.070847\n",
       " 1926  12829.825822\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7996.333716\n",
       " 182    7940.636136\n",
       " 183    7886.952633\n",
       " 184    7839.848448\n",
       " 185    7817.670995\n",
       " ...            ...\n",
       " 1922  12380.312925\n",
       " 1923  12419.348951\n",
       " 1924  12292.513724\n",
       " 1925  12272.846022\n",
       " 1926  12314.021484\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7510.675029\n",
       " 182    7476.247358\n",
       " 183    7461.515185\n",
       " 184    7511.121640\n",
       " 185    7525.828469\n",
       " ...            ...\n",
       " 1922  11024.894898\n",
       " 1923  11016.072310\n",
       " 1924  10990.377866\n",
       " 1925  11058.634175\n",
       " 1926  11174.917579\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6814.716726\n",
       " 182   6877.514609\n",
       " 183   6904.986149\n",
       " 184   6817.058305\n",
       " 185   6741.684552\n",
       " ...           ...\n",
       " 1922  9619.344669\n",
       " 1923  9568.633876\n",
       " 1924  9619.004457\n",
       " 1925  9641.010547\n",
       " 1926  9645.552578\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   7243.554940\n",
       " 182   7232.422883\n",
       " 183   7210.338436\n",
       " 184   7152.476179\n",
       " 185   7118.142932\n",
       " ...           ...\n",
       " 1922  9990.683366\n",
       " 1923  9914.801509\n",
       " 1924  9903.585600\n",
       " 1925  9918.220675\n",
       " 1926  9950.592656\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6681.322407\n",
       " 182   6591.476641\n",
       " 183   6519.743062\n",
       " 184   6507.175959\n",
       " 185   6480.644603\n",
       " ...           ...\n",
       " 1922  8999.395912\n",
       " 1923  8941.594748\n",
       " 1924  9033.666086\n",
       " 1925  9032.433622\n",
       " 1926  8967.232228\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6611.501300\n",
       " 182   6573.633860\n",
       " 183   6541.227615\n",
       " 184   6526.661268\n",
       " 185   6518.276304\n",
       " ...           ...\n",
       " 1922  8664.315088\n",
       " 1923  8651.698048\n",
       " 1924  8567.190472\n",
       " 1925  8596.167145\n",
       " 1926  8688.034217\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10167.838426\n",
       " 182   10111.733587\n",
       " 183   10085.014050\n",
       " 184   10154.286497\n",
       " 185   10170.311176\n",
       " ...            ...\n",
       " 1922  16679.936897\n",
       " 1923  16805.898271\n",
       " 1924  16723.520746\n",
       " 1925  16798.768341\n",
       " 1926  16952.705234\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8373.333126\n",
       " 182    8317.680404\n",
       " 183    8270.298175\n",
       " 184    8249.932889\n",
       " 185    8228.168448\n",
       " ...            ...\n",
       " 1922  12842.227813\n",
       " 1923  12826.105847\n",
       " 1924  12750.511151\n",
       " 1925  12765.070847\n",
       " 1926  12829.825822\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7996.333716\n",
       " 182    7940.636136\n",
       " 183    7886.952633\n",
       " 184    7839.848448\n",
       " 185    7817.670995\n",
       " ...            ...\n",
       " 1922  12380.312925\n",
       " 1923  12419.348951\n",
       " 1924  12292.513724\n",
       " 1925  12272.846022\n",
       " 1926  12314.021484\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7510.675029\n",
       " 182    7476.247358\n",
       " 183    7461.515185\n",
       " 184    7511.121640\n",
       " 185    7525.828469\n",
       " ...            ...\n",
       " 1922  11024.894898\n",
       " 1923  11016.072310\n",
       " 1924  10990.377866\n",
       " 1925  11058.634175\n",
       " 1926  11174.917579\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6814.716726\n",
       " 182   6877.514609\n",
       " 183   6904.986149\n",
       " 184   6817.058305\n",
       " 185   6741.684552\n",
       " ...           ...\n",
       " 1922  9619.344669\n",
       " 1923  9568.633876\n",
       " 1924  9619.004457\n",
       " 1925  9641.010547\n",
       " 1926  9645.552578\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   7243.554940\n",
       " 182   7232.422883\n",
       " 183   7210.338436\n",
       " 184   7152.476179\n",
       " 185   7118.142932\n",
       " ...           ...\n",
       " 1922  9990.683366\n",
       " 1923  9914.801509\n",
       " 1924  9903.585600\n",
       " 1925  9918.220675\n",
       " 1926  9950.592656\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6681.322407\n",
       " 182   6591.476641\n",
       " 183   6519.743062\n",
       " 184   6507.175959\n",
       " 185   6480.644603\n",
       " ...           ...\n",
       " 1922  8999.395912\n",
       " 1923  8941.594748\n",
       " 1924  9033.666086\n",
       " 1925  9032.433622\n",
       " 1926  8967.232228\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6611.501300\n",
       " 182   6573.633860\n",
       " 183   6541.227615\n",
       " 184   6526.661268\n",
       " 185   6518.276304\n",
       " ...           ...\n",
       " 1922  8664.315088\n",
       " 1923  8651.698048\n",
       " 1924  8567.190472\n",
       " 1925  8596.167145\n",
       " 1926  8688.034217\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7880.766744\n",
       " 182    7855.047490\n",
       " 183    7827.699341\n",
       " 184    7791.931936\n",
       " 185    7762.663613\n",
       " ...            ...\n",
       " 1922  16699.701152\n",
       " 1923  16699.180958\n",
       " 1924  16702.444515\n",
       " 1925  16846.913230\n",
       " 1926  17109.305906\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6267.223670\n",
       " 182    6218.650334\n",
       " 183    6174.500876\n",
       " 184    6153.217073\n",
       " 185    6146.902827\n",
       " ...            ...\n",
       " 1922  12583.381757\n",
       " 1923  12611.360933\n",
       " 1924  12610.950466\n",
       " 1925  12669.183852\n",
       " 1926  12776.392185\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    5615.987906\n",
       " 182    5587.998743\n",
       " 183    5564.654716\n",
       " 184    5565.319953\n",
       " 185    5568.707365\n",
       " ...            ...\n",
       " 1922  10769.670021\n",
       " 1923  10799.269364\n",
       " 1924  10788.184243\n",
       " 1925  10777.089087\n",
       " 1926  10765.985552\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4948.018924\n",
       " 182   5005.929710\n",
       " 183   5057.363319\n",
       " 184   5075.318414\n",
       " 185   5080.269680\n",
       " ...           ...\n",
       " 1922  9087.763405\n",
       " 1923  9052.388641\n",
       " 1924  9036.898728\n",
       " 1925  9065.235825\n",
       " 1926  9130.173957\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5372.399270\n",
       " 182   5335.716305\n",
       " 183   5310.708267\n",
       " 184   5346.044290\n",
       " 185   5369.285649\n",
       " ...           ...\n",
       " 1922  9538.203766\n",
       " 1923  9534.576070\n",
       " 1924  9544.189564\n",
       " 1925  9545.271184\n",
       " 1926  9539.227623\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5364.851755\n",
       " 182   5330.167279\n",
       " 183   5298.611837\n",
       " 184   5283.229396\n",
       " 185   5266.030569\n",
       " ...           ...\n",
       " 1922  9371.080749\n",
       " 1923  9348.830091\n",
       " 1924  9341.726055\n",
       " 1925  9324.936165\n",
       " 1926  9300.057377\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3989.983304\n",
       " 182   4008.455455\n",
       " 183   4014.815579\n",
       " 184   3958.572394\n",
       " 185   3919.109801\n",
       " ...           ...\n",
       " 1922  6914.388347\n",
       " 1923  6905.714230\n",
       " 1924  6895.155590\n",
       " 1925  6884.587107\n",
       " 1926  6874.010402\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3440.301783\n",
       " 182   3436.047121\n",
       " 183   3427.788665\n",
       " 184   3398.835841\n",
       " 185   3379.407453\n",
       " ...           ...\n",
       " 1922  6017.082337\n",
       " 1923  5962.143190\n",
       " 1924  5933.722633\n",
       " 1925  5951.394827\n",
       " 1926  6007.560231\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3227.610310\n",
       " 182   3252.656555\n",
       " 183   3273.056937\n",
       " 184   3269.444298\n",
       " 185   3265.226331\n",
       " ...           ...\n",
       " 1922  5760.509534\n",
       " 1923  5701.100284\n",
       " 1924  5645.518943\n",
       " 1925  5649.670323\n",
       " 1926  5703.705991\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3414.258114\n",
       " 182   3446.658315\n",
       " 183   3466.733432\n",
       " 184   3423.104020\n",
       " 185   3380.679858\n",
       " ...           ...\n",
       " 1922  5808.004049\n",
       " 1923  5885.766665\n",
       " 1924  5869.855882\n",
       " 1925  5828.878232\n",
       " 1926  5766.966616\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3509.128181\n",
       " 182   3508.880701\n",
       " 183   3506.036779\n",
       " 184   3489.772652\n",
       " 185   3475.472796\n",
       " ...           ...\n",
       " 1922  5712.236525\n",
       " 1923  5773.209573\n",
       " 1924  5780.236686\n",
       " 1925  5763.356568\n",
       " 1926  5726.510925\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3545.049988\n",
       " 182   3555.470981\n",
       " 183   3561.134426\n",
       " 184   3542.207586\n",
       " 185   3515.112305\n",
       " ...           ...\n",
       " 1922  6000.219056\n",
       " 1923  6041.561508\n",
       " 1924  5929.686341\n",
       " 1925  5921.333889\n",
       " 1926  5999.435846\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3334.631275\n",
       " 182   3332.363382\n",
       " 183   3326.524938\n",
       " 184   3302.231423\n",
       " 185   3284.286988\n",
       " ...           ...\n",
       " 1922  5481.702297\n",
       " 1923  5484.269549\n",
       " 1924  5373.363487\n",
       " 1925  5368.258539\n",
       " 1926  5451.510748\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3206.052965\n",
       " 182   3209.101856\n",
       " 183   3209.771445\n",
       " 184   3198.143167\n",
       " 185   3184.547700\n",
       " ...           ...\n",
       " 1922  5154.059486\n",
       " 1923  5252.887584\n",
       " 1924  5189.943695\n",
       " 1925  5162.812128\n",
       " 1926  5165.588328\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3078.736083\n",
       " 182   3099.765569\n",
       " 183   3114.417294\n",
       " 184   3096.104354\n",
       " 185   3078.243164\n",
       " ...           ...\n",
       " 1922  4988.034984\n",
       " 1923  5118.801268\n",
       " 1924  4952.551255\n",
       " 1925  4915.395644\n",
       " 1926  4986.050000\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3240.381378\n",
       " 182   3238.102271\n",
       " 183   3226.194379\n",
       " 184   3164.518299\n",
       " 185   3131.266953\n",
       " ...           ...\n",
       " 1922  5148.651017\n",
       " 1923  5162.456666\n",
       " 1924  5151.666312\n",
       " 1925  5171.611733\n",
       " 1926  5217.225370\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3207.469820\n",
       " 182   3185.857925\n",
       " 183   3172.246401\n",
       " 184   3199.986308\n",
       " 185   3212.303649\n",
       " ...           ...\n",
       " 1922  5097.427078\n",
       " 1923  5072.706740\n",
       " 1924  5155.802585\n",
       " 1925  5176.343924\n",
       " 1926  5144.644429\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3514.743152\n",
       " 182   3467.174225\n",
       " 183   3420.026653\n",
       " 184   3375.056929\n",
       " 185   3345.205475\n",
       " ...           ...\n",
       " 1922  5445.131781\n",
       " 1923  5417.819591\n",
       " 1924  5442.535861\n",
       " 1925  5479.800621\n",
       " 1926  5527.544939\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3258.035797\n",
       " 182   3290.417350\n",
       " 183   3310.041060\n",
       " 184   3263.723454\n",
       " 185   3227.835902\n",
       " ...           ...\n",
       " 1922  5088.134391\n",
       " 1923  5147.528367\n",
       " 1924  5098.133029\n",
       " 1925  5115.308725\n",
       " 1926  5188.079559\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2844.184913\n",
       " 182   2856.521733\n",
       " 183   2856.095939\n",
       " 184   2789.704167\n",
       " 185   2745.536250\n",
       " ...           ...\n",
       " 1922  4468.315800\n",
       " 1923  4446.880236\n",
       " 1924  4454.774625\n",
       " 1925  4458.690391\n",
       " 1926  4459.283510\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2822.760351\n",
       " 182   2814.432855\n",
       " 183   2803.398794\n",
       " 184   2778.375334\n",
       " 185   2759.398434\n",
       " ...           ...\n",
       " 1922  4417.654711\n",
       " 1923  4440.074017\n",
       " 1924  4461.530198\n",
       " 1925  4475.034924\n",
       " 1926  4481.899192\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2792.245824\n",
       " 182   2814.574075\n",
       " 183   2823.709390\n",
       " 184   2764.654525\n",
       " 185   2718.296761\n",
       " ...           ...\n",
       " 1922  4431.276012\n",
       " 1923  4405.764738\n",
       " 1924  4319.755273\n",
       " 1925  4335.583781\n",
       " 1926  4436.459727\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2975.434333\n",
       " 182   2944.463693\n",
       " 183   2922.356624\n",
       " 184   2946.062601\n",
       " 185   2953.135757\n",
       " ...           ...\n",
       " 1922  4749.674154\n",
       " 1923  4723.253220\n",
       " 1924  4697.797985\n",
       " 1925  4655.238457\n",
       " 1926  4598.394707\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3122.575441\n",
       " 182   3052.298223\n",
       " 183   3002.883475\n",
       " 184   3061.300348\n",
       " 185   3093.258101\n",
       " ...           ...\n",
       " 1922  4958.109799\n",
       " 1923  4919.870134\n",
       " 1924  4889.224482\n",
       " 1925  4908.085790\n",
       " 1926  4968.291598\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3030.855359\n",
       " 182   3011.888499\n",
       " 183   2994.972585\n",
       " 184   2988.657374\n",
       " 185   2992.171436\n",
       " ...           ...\n",
       " 1922  4824.623017\n",
       " 1923  4836.788909\n",
       " 1924  4798.828944\n",
       " 1925  4828.588983\n",
       " 1926  4914.903693\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2958.952548\n",
       " 182   2943.976111\n",
       " 183   2929.428834\n",
       " 184   2917.099748\n",
       " 185   2894.183255\n",
       " ...           ...\n",
       " 1922  4591.364219\n",
       " 1923  4564.237456\n",
       " 1924  4531.457819\n",
       " 1925  4548.752676\n",
       " 1926  4607.865997\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2948.918973\n",
       " 182   2923.943671\n",
       " 183   2897.231509\n",
       " 184   2861.542056\n",
       " 185   2835.225091\n",
       " ...           ...\n",
       " 1922  4399.111895\n",
       " 1923  4354.685006\n",
       " 1924  4430.382364\n",
       " 1925  4477.680439\n",
       " 1926  4501.261563\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2960.634981\n",
       " 182   2923.663963\n",
       " 183   2896.528720\n",
       " 184   2920.231544\n",
       " 185   2935.014288\n",
       " ...           ...\n",
       " 1922  4452.265748\n",
       " 1923  4492.225996\n",
       " 1924  4397.881411\n",
       " 1925  4369.497096\n",
       " 1926  4396.197853\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2852.853874\n",
       " 182   2848.529025\n",
       " 183   2853.398635\n",
       " 184   2905.791543\n",
       " 185   2926.885366\n",
       " ...           ...\n",
       " 1922  4414.508887\n",
       " 1923  4476.258274\n",
       " 1924  4452.856948\n",
       " 1925  4427.156802\n",
       " 1926  4399.536852\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3078.692341\n",
       " 182   3060.397734\n",
       " 183   3044.478749\n",
       " 184   3040.838613\n",
       " 185   3035.685843\n",
       " ...           ...\n",
       " 1922  4590.695081\n",
       " 1923  4565.458291\n",
       " 1924  4562.935277\n",
       " 1925  4586.031150\n",
       " 1926  4630.521996\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6547.212991\n",
       " 182    6574.655279\n",
       " 183    6591.394030\n",
       " 184    6552.809522\n",
       " 185    6521.782433\n",
       " ...            ...\n",
       " 1922  13735.629459\n",
       " 1923  13617.264169\n",
       " 1924  13558.561138\n",
       " 1925  13623.357110\n",
       " 1926  13791.290191\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    5534.029097\n",
       " 182    5538.688875\n",
       " 183    5538.481566\n",
       " 184    5513.117794\n",
       " 185    5487.146404\n",
       " ...            ...\n",
       " 1922  10541.039092\n",
       " 1923  10465.900405\n",
       " 1924  10569.535974\n",
       " 1925  10614.051724\n",
       " 1926  10609.195032\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5327.836545\n",
       " 182   5401.122331\n",
       " 183   5456.359102\n",
       " 184   5418.306128\n",
       " 185   5383.273787\n",
       " ...           ...\n",
       " 1922  9593.338048\n",
       " 1923  9579.071631\n",
       " 1924  9666.939860\n",
       " 1925  9703.644841\n",
       " 1926  9697.622114\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5143.099954\n",
       " 182   5176.373139\n",
       " 183   5198.727812\n",
       " 184   5164.648098\n",
       " 185   5145.234102\n",
       " ...           ...\n",
       " 1922  9114.020301\n",
       " 1923  9108.250567\n",
       " 1924  9085.464940\n",
       " 1925  9045.007683\n",
       " 1926  8989.792405\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5144.679433\n",
       " 182   5141.961188\n",
       " 183   5132.751308\n",
       " 184   5089.988193\n",
       " 185   5051.455108\n",
       " ...           ...\n",
       " 1922  8617.087783\n",
       " 1923  8535.237244\n",
       " 1924  8569.757423\n",
       " 1925  8698.254642\n",
       " 1926  8905.234440\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3676.690800\n",
       " 182   3621.809499\n",
       " 183   3570.593317\n",
       " 184   3538.320993\n",
       " 185   3507.557556\n",
       " ...           ...\n",
       " 1922  5811.856125\n",
       " 1923  5904.074968\n",
       " 1924  5911.119420\n",
       " 1925  5895.964867\n",
       " 1926  5862.271369\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2931.249101\n",
       " 182   2936.264600\n",
       " 183   2940.524029\n",
       " 184   2940.875567\n",
       " 185   2943.344382\n",
       " ...           ...\n",
       " 1922  4689.301703\n",
       " 1923  4681.341455\n",
       " 1924  4691.353436\n",
       " 1925  4733.828361\n",
       " 1926  4803.413904\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2807.038463\n",
       " 182   2809.373141\n",
       " 183   2816.468414\n",
       " 184   2848.169723\n",
       " 185   2868.834565\n",
       " ...           ...\n",
       " 1922  4302.091634\n",
       " 1923  4276.649838\n",
       " 1924  4312.690825\n",
       " 1925  4372.677961\n",
       " 1926  4452.663125\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2713.157303\n",
       " 182   2732.143443\n",
       " 183   2745.616831\n",
       " 184   2730.596524\n",
       " 185   2718.599225\n",
       " ...           ...\n",
       " 1922  4134.680635\n",
       " 1923  4158.564040\n",
       " 1924  4175.809627\n",
       " 1925  4185.099832\n",
       " 1926  4187.746296\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2650.255172\n",
       " 182   2659.902728\n",
       " 183   2665.225302\n",
       " 184   2648.193391\n",
       " 185   2630.101054\n",
       " ...           ...\n",
       " 1922  4021.698136\n",
       " 1923  4012.385782\n",
       " 1924  3917.977357\n",
       " 1925  3914.012119\n",
       " 1926  3985.578249\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2487.991261\n",
       " 182   2436.967068\n",
       " 183   2395.667120\n",
       " 184   2404.628775\n",
       " 185   2416.464751\n",
       " ...           ...\n",
       " 1922  3624.240940\n",
       " 1923  3604.654872\n",
       " 1924  3572.791219\n",
       " 1925  3591.002690\n",
       " 1926  3651.033152\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2456.819790\n",
       " 182   2455.780223\n",
       " 183   2459.608603\n",
       " 184   2488.597879\n",
       " 185   2509.575011\n",
       " ...           ...\n",
       " 1922  3674.174782\n",
       " 1923  3689.352063\n",
       " 1924  3664.802723\n",
       " 1925  3672.684896\n",
       " 1926  3707.651437\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2673.480807\n",
       " 182   2631.143357\n",
       " 183   2601.561364\n",
       " 184   2637.908360\n",
       " 185   2655.960328\n",
       " ...           ...\n",
       " 1922  3943.995914\n",
       " 1923  3945.993433\n",
       " 1924  3901.655157\n",
       " 1925  3918.198783\n",
       " 1926  3985.586410\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2819.683706\n",
       " 182   2819.353943\n",
       " 183   2815.778613\n",
       " 184   2795.427958\n",
       " 185   2778.402231\n",
       " ...           ...\n",
       " 1922  4135.493948\n",
       " 1923  4122.828217\n",
       " 1924  4103.553152\n",
       " 1925  4134.934144\n",
       " 1926  4208.619277\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3071.978322\n",
       " 182   3077.010706\n",
       " 183   3078.041530\n",
       " 184   3058.389538\n",
       " 185   3046.296997\n",
       " ...           ...\n",
       " 1922  4565.421801\n",
       " 1923  4566.972984\n",
       " 1924  4597.835848\n",
       " 1925  4594.564793\n",
       " 1926  4562.787647\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2715.089603\n",
       " 182   2779.398701\n",
       " 183   2823.817558\n",
       " 184   2765.429948\n",
       " 185   2729.720718\n",
       " ...           ...\n",
       " 1922  4241.585711\n",
       " 1923  4193.622088\n",
       " 1924  4171.226436\n",
       " 1925  4173.862524\n",
       " 1926  4197.403244\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2318.045510\n",
       " 182   2323.654381\n",
       " 183   2328.399132\n",
       " 184   2328.677512\n",
       " 185   2328.048530\n",
       " ...           ...\n",
       " 1922  3442.798207\n",
       " 1923  3475.705519\n",
       " 1924  3378.095644\n",
       " 1925  3368.079329\n",
       " 1926  3431.214588\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2217.864391\n",
       " 182   2202.799497\n",
       " 183   2190.111019\n",
       " 184   2189.705494\n",
       " 185   2190.358536\n",
       " ...           ...\n",
       " 1922  3174.048463\n",
       " 1923  3166.571231\n",
       " 1924  3183.685199\n",
       " 1925  3200.814639\n",
       " 1926  3217.957000\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2086.312607\n",
       " 182   2098.558827\n",
       " 183   2106.264317\n",
       " 184   2090.500191\n",
       " 185   2075.944232\n",
       " ...           ...\n",
       " 1922  3010.689690\n",
       " 1923  3106.361717\n",
       " 1924  3032.699195\n",
       " 1925  2991.992649\n",
       " 1926  2978.808464\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2030.861866\n",
       " 182   2043.768053\n",
       " 183   2055.920044\n",
       " 184   2064.173827\n",
       " 185   2064.413277\n",
       " ...           ...\n",
       " 1922  2844.638489\n",
       " 1923  2864.405921\n",
       " 1924  2829.313862\n",
       " 1925  2822.088791\n",
       " 1926  2838.136140\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   18928.731634\n",
       " 182   18900.999779\n",
       " 183   18864.186490\n",
       " 184   18797.707180\n",
       " 185   18731.617765\n",
       " ...            ...\n",
       " 1922  49307.100163\n",
       " 1923  49400.729720\n",
       " 1924  49137.790326\n",
       " 1925  49253.767538\n",
       " 1926  49576.939220\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   17025.541284\n",
       " 182   16914.270114\n",
       " 183   16837.213609\n",
       " 184   16871.925010\n",
       " 185   16842.213802\n",
       " ...            ...\n",
       " 1922  38007.208271\n",
       " 1923  37940.229634\n",
       " 1924  37884.691755\n",
       " 1925  38026.511229\n",
       " 1926  38263.434537\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   15652.768634\n",
       " 182   15621.979319\n",
       " 183   15575.695054\n",
       " 184   15478.793950\n",
       " 185   15399.232860\n",
       " ...            ...\n",
       " 1922  33087.114682\n",
       " 1923  33170.195432\n",
       " 1924  33055.521190\n",
       " 1925  33285.748722\n",
       " 1926  33694.612815\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13414.418284\n",
       " 182   13370.698526\n",
       " 183   13328.371249\n",
       " 184   13290.592745\n",
       " 185   13238.247960\n",
       " ...            ...\n",
       " 1922  24937.305997\n",
       " 1923  24929.249674\n",
       " 1924  24998.377198\n",
       " 1925  25048.604462\n",
       " 1926  25070.839223\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13755.081511\n",
       " 182   13755.390987\n",
       " 183   13748.349416\n",
       " 184   13717.294423\n",
       " 185   13662.698057\n",
       " ...            ...\n",
       " 1922  24852.142723\n",
       " 1923  24913.787578\n",
       " 1924  24933.816619\n",
       " 1925  25035.195349\n",
       " 1926  25172.370858\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13943.540440\n",
       " 182   13981.196186\n",
       " 183   13996.498721\n",
       " 184   13938.780763\n",
       " 185   13878.062765\n",
       " ...            ...\n",
       " 1922  26876.593247\n",
       " 1923  27001.322054\n",
       " 1924  26797.035438\n",
       " 1925  26836.734643\n",
       " 1926  27006.633988\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12837.921883\n",
       " 182   12730.149202\n",
       " 183   12631.411009\n",
       " 184   12562.185484\n",
       " 185   12510.303742\n",
       " ...            ...\n",
       " 1922  23761.121517\n",
       " 1923  23780.245287\n",
       " 1924  23653.876600\n",
       " 1925  23637.198471\n",
       " 1926  23673.703048\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12291.718553\n",
       " 182   12228.535590\n",
       " 183   12148.438916\n",
       " 184   12013.090792\n",
       " 185   11929.784420\n",
       " ...            ...\n",
       " 1922  19738.179572\n",
       " 1923  19796.192074\n",
       " 1924  19766.443336\n",
       " 1925  19843.885746\n",
       " 1926  19966.683905\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10505.429569\n",
       " 182   10498.019791\n",
       " 183   10461.359161\n",
       " 184   10329.145749\n",
       " 185   10246.979992\n",
       " ...            ...\n",
       " 1922  17014.899494\n",
       " 1923  17135.865076\n",
       " 1924  17002.344874\n",
       " 1925  17003.736406\n",
       " 1926  17081.380858\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   18928.731634\n",
       " 182   18900.999779\n",
       " 183   18864.186490\n",
       " 184   18797.707180\n",
       " 185   18731.617765\n",
       " ...            ...\n",
       " 1922  49307.100163\n",
       " 1923  49400.729720\n",
       " 1924  49137.790326\n",
       " 1925  49253.767538\n",
       " 1926  49576.939220\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   17025.541284\n",
       " 182   16914.270114\n",
       " 183   16837.213609\n",
       " 184   16871.925010\n",
       " 185   16842.213802\n",
       " ...            ...\n",
       " 1922  38007.208271\n",
       " 1923  37940.229634\n",
       " 1924  37884.691755\n",
       " 1925  38026.511229\n",
       " 1926  38263.434537\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   15652.768634\n",
       " 182   15621.979319\n",
       " 183   15575.695054\n",
       " 184   15478.793950\n",
       " 185   15399.232860\n",
       " ...            ...\n",
       " 1922  33087.114682\n",
       " 1923  33170.195432\n",
       " 1924  33055.521190\n",
       " 1925  33285.748722\n",
       " 1926  33694.612815\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13414.418284\n",
       " 182   13370.698526\n",
       " 183   13328.371249\n",
       " 184   13290.592745\n",
       " 185   13238.247960\n",
       " ...            ...\n",
       " 1922  24937.305997\n",
       " 1923  24929.249674\n",
       " 1924  24998.377198\n",
       " 1925  25048.604462\n",
       " 1926  25070.839223\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13755.081511\n",
       " 182   13755.390987\n",
       " 183   13748.349416\n",
       " 184   13717.294423\n",
       " 185   13662.698057\n",
       " ...            ...\n",
       " 1922  24852.142723\n",
       " 1923  24913.787578\n",
       " 1924  24933.816619\n",
       " 1925  25035.195349\n",
       " 1926  25172.370858\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13943.540440\n",
       " 182   13981.196186\n",
       " 183   13996.498721\n",
       " 184   13938.780763\n",
       " 185   13878.062765\n",
       " ...            ...\n",
       " 1922  26876.593247\n",
       " 1923  27001.322054\n",
       " 1924  26797.035438\n",
       " 1925  26836.734643\n",
       " 1926  27006.633988\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12837.921883\n",
       " 182   12730.149202\n",
       " 183   12631.411009\n",
       " 184   12562.185484\n",
       " 185   12510.303742\n",
       " ...            ...\n",
       " 1922  23761.121517\n",
       " 1923  23780.245287\n",
       " 1924  23653.876600\n",
       " 1925  23637.198471\n",
       " 1926  23673.703048\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12291.718553\n",
       " 182   12228.535590\n",
       " 183   12148.438916\n",
       " 184   12013.090792\n",
       " 185   11929.784420\n",
       " ...            ...\n",
       " 1922  19738.179572\n",
       " 1923  19796.192074\n",
       " 1924  19766.443336\n",
       " 1925  19843.885746\n",
       " 1926  19966.683905\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10505.429569\n",
       " 182   10498.019791\n",
       " 183   10461.359161\n",
       " 184   10329.145749\n",
       " 185   10246.979992\n",
       " ...            ...\n",
       " 1922  17014.899494\n",
       " 1923  17135.865076\n",
       " 1924  17002.344874\n",
       " 1925  17003.736406\n",
       " 1926  17081.380858\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5188.913131\n",
       " 182   5189.533464\n",
       " 183   5182.770925\n",
       " 184   5160.057720\n",
       " 185   5135.550864\n",
       " ...           ...\n",
       " 1922  8630.387094\n",
       " 1923  8616.983782\n",
       " 1924  8577.390979\n",
       " 1925  8635.081931\n",
       " 1926  8715.366764\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3888.887411\n",
       " 182   3900.026790\n",
       " 183   3900.617476\n",
       " 184   3878.417754\n",
       " 185   3863.539040\n",
       " ...           ...\n",
       " 1922  6249.510051\n",
       " 1923  6221.797854\n",
       " 1924  6215.313637\n",
       " 1925  6314.521881\n",
       " 1926  6431.248874\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3440.891179\n",
       " 182   3421.287750\n",
       " 183   3415.398496\n",
       " 184   3439.138667\n",
       " 185   3438.849973\n",
       " ...           ...\n",
       " 1922  5374.066701\n",
       " 1923  5395.324341\n",
       " 1924  5325.009632\n",
       " 1925  5315.572181\n",
       " 1926  5335.271448\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3268.106317\n",
       " 182   3254.486616\n",
       " 183   3238.759878\n",
       " 184   3218.480896\n",
       " 185   3204.512160\n",
       " ...           ...\n",
       " 1922  5023.469072\n",
       " 1923  4989.107185\n",
       " 1924  4975.146642\n",
       " 1925  5022.079006\n",
       " 1926  5088.518825\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3254.455088\n",
       " 182   3263.517146\n",
       " 183   3265.827727\n",
       " 184   3253.551770\n",
       " 185   3243.289544\n",
       " ...           ...\n",
       " 1922  4976.223431\n",
       " 1923  4901.697853\n",
       " 1924  4872.056440\n",
       " 1925  4922.902728\n",
       " 1926  4992.499125\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3544.447333\n",
       " 182   3551.542564\n",
       " 183   3541.128944\n",
       " 184   3492.887512\n",
       " 185   3452.702099\n",
       " ...           ...\n",
       " 1922  5345.679672\n",
       " 1923  5314.587850\n",
       " 1924  5289.180022\n",
       " 1925  5362.459867\n",
       " 1926  5452.650840\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3613.211626\n",
       " 182   3621.649440\n",
       " 183   3617.218729\n",
       " 184   3584.985614\n",
       " 185   3562.848970\n",
       " ...           ...\n",
       " 1922  5400.349211\n",
       " 1923  5393.949247\n",
       " 1924  5376.908842\n",
       " 1925  5375.962849\n",
       " 1926  5390.572673\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3645.159918\n",
       " 182   3636.922532\n",
       " 183   3625.100655\n",
       " 184   3605.534501\n",
       " 185   3588.481659\n",
       " ...           ...\n",
       " 1922  5577.100414\n",
       " 1923  5571.201035\n",
       " 1924  5499.864861\n",
       " 1925  5489.405945\n",
       " 1926  5503.838199\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3186.989014\n",
       " 182   3179.364015\n",
       " 183   3175.115302\n",
       " 184   3178.161043\n",
       " 185   3179.943799\n",
       " ...           ...\n",
       " 1922  4676.573348\n",
       " 1923  4669.365496\n",
       " 1924  4618.801418\n",
       " 1925  4663.418284\n",
       " 1926  4744.442800\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2837.109172\n",
       " 182   2814.097695\n",
       " 183   2793.410506\n",
       " 184   2777.744931\n",
       " 185   2782.571393\n",
       " ...           ...\n",
       " 1922  4159.115274\n",
       " 1923  4198.312793\n",
       " 1924  4143.507869\n",
       " 1925  4106.886632\n",
       " 1926  4083.914042\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2894.596830\n",
       " 182   2858.916206\n",
       " 183   2810.163758\n",
       " 184   2733.169681\n",
       " 185   2694.838227\n",
       " ...           ...\n",
       " 1922  4031.244548\n",
       " 1923  4024.217795\n",
       " 1924  3986.103054\n",
       " 1925  3999.775102\n",
       " 1926  4028.484252\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2631.918287\n",
       " 182   2650.246111\n",
       " 183   2653.172522\n",
       " 184   2622.824236\n",
       " 185   2601.308308\n",
       " ...           ...\n",
       " 1922  3638.065051\n",
       " 1923  3629.279845\n",
       " 1924  3654.833033\n",
       " 1925  3679.693249\n",
       " 1926  3693.224046\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2379.825346\n",
       " 182   2381.444166\n",
       " 183   2380.531460\n",
       " 184   2374.149404\n",
       " 185   2371.812068\n",
       " ...           ...\n",
       " 1922  3264.778338\n",
       " 1923  3274.400655\n",
       " 1924  3332.289228\n",
       " 1925  3339.096355\n",
       " 1926  3321.580180\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2540.654485\n",
       " 182   2534.953678\n",
       " 183   2527.355456\n",
       " 184   2515.657875\n",
       " 185   2505.721482\n",
       " ...           ...\n",
       " 1922  3404.502040\n",
       " 1923  3407.033365\n",
       " 1924  3428.378693\n",
       " 1925  3444.130130\n",
       " 1926  3451.412274\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2651.810144\n",
       " 182   2626.107951\n",
       " 183   2617.495932\n",
       " 184   2645.807172\n",
       " 185   2643.764598\n",
       " ...           ...\n",
       " 1922  3699.759342\n",
       " 1923  3650.298905\n",
       " 1924  3616.312794\n",
       " 1925  3629.914829\n",
       " 1926  3654.819938\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2728.764415\n",
       " 182   2716.414642\n",
       " 183   2709.340342\n",
       " 184   2713.663678\n",
       " 185   2723.054508\n",
       " ...           ...\n",
       " 1922  3804.342375\n",
       " 1923  3851.362138\n",
       " 1924  3753.682372\n",
       " 1925  3756.770251\n",
       " 1926  3799.032800\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2710.642579\n",
       " 182   2677.608650\n",
       " 183   2655.759979\n",
       " 184   2658.077016\n",
       " 185   2664.953318\n",
       " ...           ...\n",
       " 1922  3551.975926\n",
       " 1923  3582.034425\n",
       " 1924  3590.867758\n",
       " 1925  3603.903224\n",
       " 1926  3610.979281\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2467.741261\n",
       " 182   2449.355793\n",
       " 183   2435.403162\n",
       " 184   2431.027658\n",
       " 185   2417.280690\n",
       " ...           ...\n",
       " 1922  3285.960308\n",
       " 1923  3274.718036\n",
       " 1924  3311.714722\n",
       " 1925  3287.824633\n",
       " 1926  3241.080187\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2309.272860\n",
       " 182   2292.202729\n",
       " 183   2284.627632\n",
       " 184   2297.566518\n",
       " 185   2283.175187\n",
       " ...           ...\n",
       " 1922  2913.472165\n",
       " 1923  2915.792800\n",
       " 1924  2959.009341\n",
       " 1925  2962.339723\n",
       " 1926  2943.269218\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2122.385998\n",
       " 182   2137.317253\n",
       " 183   2147.605305\n",
       " 184   2147.861731\n",
       " 185   2143.814518\n",
       " ...           ...\n",
       " 1922  2853.520343\n",
       " 1923  2857.450221\n",
       " 1924  2832.760038\n",
       " 1925  2843.761176\n",
       " 1926  2868.058928\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2439.680458\n",
       " 182   2407.281368\n",
       " 183   2380.794006\n",
       " 184   2367.078911\n",
       " 185   2364.996781\n",
       " ...           ...\n",
       " 1922  3168.816541\n",
       " 1923  3095.232185\n",
       " 1924  3168.765960\n",
       " 1925  3208.021637\n",
       " 1926  3224.036182\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2540.035598\n",
       " 182   2537.003433\n",
       " 183   2541.776412\n",
       " 184   2563.412375\n",
       " 185   2568.865760\n",
       " ...           ...\n",
       " 1922  3398.893583\n",
       " 1923  3390.772007\n",
       " 1924  3381.821724\n",
       " 1925  3388.268121\n",
       " 1926  3401.602493\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2527.475056\n",
       " 182   2495.086310\n",
       " 183   2485.906083\n",
       " 184   2526.867776\n",
       " 185   2549.133396\n",
       " ...           ...\n",
       " 1922  3423.124757\n",
       " 1923  3412.515154\n",
       " 1924  3392.077180\n",
       " 1925  3375.133353\n",
       " 1926  3351.498997\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2615.134088\n",
       " 182   2633.459894\n",
       " 183   2635.118663\n",
       " 184   2600.768361\n",
       " 185   2588.664690\n",
       " ...           ...\n",
       " 1922  3517.489830\n",
       " 1923  3508.275518\n",
       " 1924  3437.709703\n",
       " 1925  3446.920116\n",
       " 1926  3494.481314\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2586.804669\n",
       " 182   2564.430553\n",
       " 183   2539.739967\n",
       " 184   2510.044654\n",
       " 185   2502.853576\n",
       " ...           ...\n",
       " 1922  3456.921849\n",
       " 1923  3387.540704\n",
       " 1924  3378.589946\n",
       " 1925  3405.334950\n",
       " 1926  3452.183668\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2432.223512\n",
       " 182   2380.475912\n",
       " 183   2362.908730\n",
       " 184   2419.188215\n",
       " 185   2438.051476\n",
       " ...           ...\n",
       " 1922  3138.322097\n",
       " 1923  3170.881164\n",
       " 1924  3146.232805\n",
       " 1925  3177.574636\n",
       " 1926  3222.052793\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2381.062909\n",
       " 182   2377.344569\n",
       " 183   2374.048718\n",
       " 184   2371.665654\n",
       " 185   2354.596486\n",
       " ...           ...\n",
       " 1922  3119.318821\n",
       " 1923  3106.015539\n",
       " 1924  3028.083879\n",
       " 1925  3013.827479\n",
       " 1926  3036.166570\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2198.903993\n",
       " 182   2199.833988\n",
       " 183   2205.615311\n",
       " 184   2221.877912\n",
       " 185   2224.737824\n",
       " ...           ...\n",
       " 1922  2935.797208\n",
       " 1923  2954.749623\n",
       " 1924  2954.098108\n",
       " 1925  2900.949174\n",
       " 1926  2838.856366\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1991.938757\n",
       " 182   1986.172423\n",
       " 183   1978.508654\n",
       " 184   1966.745486\n",
       " 185   1956.237124\n",
       " ...           ...\n",
       " 1922  2568.173585\n",
       " 1923  2589.317379\n",
       " 1924  2549.967158\n",
       " 1925  2533.004872\n",
       " 1926  2525.617604\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2128.337192\n",
       " 182   2141.267564\n",
       " 183   2145.547389\n",
       " 184   2131.137736\n",
       " 185   2121.777889\n",
       " ...           ...\n",
       " 1922  2686.407240\n",
       " 1923  2691.795194\n",
       " 1924  2707.822341\n",
       " 1925  2697.955247\n",
       " 1926  2674.385384\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2207.208570\n",
       " 182   2215.478247\n",
       " 183   2224.801195\n",
       " 184   2236.399733\n",
       " 185   2231.553063\n",
       " ...           ...\n",
       " 1922  2864.628353\n",
       " 1923  2888.569653\n",
       " 1924  2873.285089\n",
       " 1925  2900.693989\n",
       " 1926  2942.663221\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2339.222387\n",
       " 182   2379.531416\n",
       " 183   2401.271230\n",
       " 184   2382.892323\n",
       " 185   2355.128747\n",
       " ...           ...\n",
       " 1922  3037.459061\n",
       " 1923  3063.283551\n",
       " 1924  3049.066695\n",
       " 1925  3039.745683\n",
       " 1926  3034.201261\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2297.753199\n",
       " 182   2306.700979\n",
       " 183   2305.100406\n",
       " 184   2280.710159\n",
       " 185   2270.980883\n",
       " ...           ...\n",
       " 1922  2887.443888\n",
       " 1923  2906.551883\n",
       " 1924  2951.856492\n",
       " 1925  2971.974740\n",
       " 1926  2973.335127\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2126.731185\n",
       " 182   2092.293120\n",
       " 183   2071.571808\n",
       " 184   2080.485493\n",
       " 185   2078.774387\n",
       " ...           ...\n",
       " 1922  2733.889264\n",
       " 1923  2748.463366\n",
       " 1924  2735.249351\n",
       " 1925  2728.331186\n",
       " 1926  2726.013137\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2017.324092\n",
       " 182   1984.207293\n",
       " 183   1966.283560\n",
       " 184   1981.184392\n",
       " 185   1974.579746\n",
       " ...           ...\n",
       " 1922  2524.666451\n",
       " 1923  2538.945772\n",
       " 1924  2513.168625\n",
       " 1925  2522.382532\n",
       " 1926  2543.267626\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1929.569227\n",
       " 182   1932.468508\n",
       " 183   1925.664252\n",
       " 184   1897.895540\n",
       " 185   1893.645560\n",
       " ...           ...\n",
       " 1922  2384.616459\n",
       " 1923  2366.088292\n",
       " 1924  2392.518059\n",
       " 1925  2429.454583\n",
       " 1926  2458.157820\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2074.347091\n",
       " 182   2062.586118\n",
       " 183   2058.631796\n",
       " 184   2071.543716\n",
       " 185   2065.986367\n",
       " ...           ...\n",
       " 1922  2662.902036\n",
       " 1923  2665.674195\n",
       " 1924  2635.735591\n",
       " 1925  2645.686527\n",
       " 1926  2666.891777\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2226.514238\n",
       " 182   2244.793627\n",
       " 183   2249.148112\n",
       " 184   2223.417895\n",
       " 185   2207.790323\n",
       " ...           ...\n",
       " 1922  2904.505642\n",
       " 1923  2886.094475\n",
       " 1924  2799.776924\n",
       " 1925  2835.229117\n",
       " 1926  2911.091378\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2251.509658\n",
       " 182   2235.766975\n",
       " 183   2236.058091\n",
       " 184   2270.990173\n",
       " 185   2287.980047\n",
       " ...           ...\n",
       " 1922  2774.528824\n",
       " 1923  2782.314641\n",
       " 1924  2843.271554\n",
       " 1925  2874.146791\n",
       " 1926  2884.496731\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2384.789209\n",
       " 182   2334.370191\n",
       " 183   2305.897148\n",
       " 184   2324.838302\n",
       " 185   2325.569008\n",
       " ...           ...\n",
       " 1922  2946.633439\n",
       " 1923  2940.118028\n",
       " 1924  2961.401172\n",
       " 1925  2981.290231\n",
       " 1926  2993.501297\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2235.236887\n",
       " 182   2206.148972\n",
       " 183   2187.823833\n",
       " 184   2192.751630\n",
       " 185   2203.506965\n",
       " ...           ...\n",
       " 1922  2820.105504\n",
       " 1923  2787.569983\n",
       " 1924  2805.699087\n",
       " 1925  2837.832373\n",
       " 1926  2868.077233\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2154.637973\n",
       " 182   2102.857073\n",
       " 183   2075.131770\n",
       " 184   2099.378493\n",
       " 185   2104.153897\n",
       " ...           ...\n",
       " 1922  2638.725498\n",
       " 1923  2630.704735\n",
       " 1924  2573.601830\n",
       " 1925  2607.478373\n",
       " 1926  2671.483285\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2122.225022\n",
       " 182   2121.144296\n",
       " 183   2116.688824\n",
       " 184   2104.942226\n",
       " 185   2096.728929\n",
       " ...           ...\n",
       " 1922  2652.592598\n",
       " 1923  2644.323294\n",
       " 1924  2642.585920\n",
       " 1925  2675.846261\n",
       " 1926  2714.479125\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1954.221532\n",
       " 182   1937.109021\n",
       " 183   1922.108802\n",
       " 184   1911.672184\n",
       " 185   1903.504266\n",
       " ...           ...\n",
       " 1922  2373.943644\n",
       " 1923  2371.388070\n",
       " 1924  2399.907798\n",
       " 1925  2387.837401\n",
       " 1926  2357.913955\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1873.125350\n",
       " 182   1815.973613\n",
       " 183   1778.026863\n",
       " 184   1781.572415\n",
       " 185   1797.779799\n",
       " ...           ...\n",
       " 1922  2308.383366\n",
       " 1923  2309.693067\n",
       " 1924  2299.554336\n",
       " 1925  2302.712119\n",
       " 1926  2301.712773\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1955.720324\n",
       " 182   1975.301680\n",
       " 183   1981.168848\n",
       " 184   1957.406562\n",
       " 185   1953.369217\n",
       " ...           ...\n",
       " 1922  2417.850457\n",
       " 1923  2374.212880\n",
       " 1924  2333.789426\n",
       " 1925  2373.150659\n",
       " 1926  2439.956735\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1964.246626\n",
       " 182   1997.172204\n",
       " 183   2015.537549\n",
       " 184   2002.445563\n",
       " 185   1987.062705\n",
       " ...           ...\n",
       " 1922  2541.728205\n",
       " 1923  2540.229722\n",
       " 1924  2483.114823\n",
       " 1925  2454.682651\n",
       " 1926  2444.842182\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2105.966140\n",
       " 182   2060.851108\n",
       " 183   2025.446877\n",
       " 184   2011.022797\n",
       " 185   2005.699264\n",
       " ...           ...\n",
       " 1922  2571.005402\n",
       " 1923  2552.445033\n",
       " 1924  2499.510217\n",
       " 1925  2517.256929\n",
       " 1926  2555.903599\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2210.974317\n",
       " 182   2208.570054\n",
       " 183   2208.275506\n",
       " 184   2212.538988\n",
       " 185   2201.869472\n",
       " ...           ...\n",
       " 1922  2604.166677\n",
       " 1923  2583.337951\n",
       " 1924  2538.763929\n",
       " 1925  2569.773730\n",
       " 1926  2623.326773\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1938.546209\n",
       " 182   1951.453940\n",
       " 183   1949.804892\n",
       " 184   1916.705976\n",
       " 185   1903.323204\n",
       " ...           ...\n",
       " 1922  2347.625499\n",
       " 1923  2312.576561\n",
       " 1924  2330.642533\n",
       " 1925  2339.613807\n",
       " 1926  2340.723084\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1894.609357\n",
       " 182   1871.485241\n",
       " 183   1861.443113\n",
       " 184   1879.664573\n",
       " 185   1884.738308\n",
       " ...           ...\n",
       " 1922  2301.104922\n",
       " 1923  2296.889284\n",
       " 1924  2257.500237\n",
       " 1925  2281.096969\n",
       " 1926  2325.019860\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1779.223004\n",
       " 182   1820.799502\n",
       " 183   1839.798738\n",
       " 184   1810.019883\n",
       " 185   1795.403224\n",
       " ...           ...\n",
       " 1922  2243.603449\n",
       " 1923  2250.549751\n",
       " 1924  2198.619353\n",
       " 1925  2219.470758\n",
       " 1926  2264.704566\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1955.290871\n",
       " 182   1932.174009\n",
       " 183   1913.701725\n",
       " 184   1905.264036\n",
       " 185   1896.818382\n",
       " ...           ...\n",
       " 1922  2271.465132\n",
       " 1923  2258.551187\n",
       " 1924  2280.788402\n",
       " 1925  2298.831733\n",
       " 1926  2308.985844\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2026.132972\n",
       " 182   2002.357431\n",
       " 183   1987.867154\n",
       " 184   1993.437656\n",
       " 185   2007.114861\n",
       " ...           ...\n",
       " 1922  2424.274911\n",
       " 1923  2460.686071\n",
       " 1924  2439.077011\n",
       " 1925  2462.259575\n",
       " 1926  2499.372053\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2046.669046\n",
       " 182   2042.910721\n",
       " 183   2038.309314\n",
       " 184   2031.886431\n",
       " 185   2023.938463\n",
       " ...           ...\n",
       " 1922  2497.695063\n",
       " 1923  2471.708332\n",
       " 1924  2463.680555\n",
       " 1925  2466.849758\n",
       " 1926  2474.209916\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1959.593605\n",
       " 182   1979.175402\n",
       " 183   1994.535131\n",
       " 184   2000.773097\n",
       " 185   2001.953497\n",
       " ...           ...\n",
       " 1922  2455.911644\n",
       " 1923  2487.547158\n",
       " 1924  2500.413319\n",
       " 1925  2504.883463\n",
       " 1926  2502.218788\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13415.514602\n",
       " 182   13445.775690\n",
       " 183   13453.368214\n",
       " 184   13386.910095\n",
       " 185   13331.014384\n",
       " ...            ...\n",
       " 1922  34921.735881\n",
       " 1923  35015.831974\n",
       " 1924  34572.352175\n",
       " 1925  34618.093725\n",
       " 1926  34952.542032\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11829.528738\n",
       " 182   11788.951621\n",
       " 183   11751.175871\n",
       " 184   11722.551251\n",
       " 185   11669.587982\n",
       " ...            ...\n",
       " 1922  27066.340932\n",
       " 1923  27124.336224\n",
       " 1924  27018.260466\n",
       " 1925  27089.352469\n",
       " 1926  27254.262113\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11185.734147\n",
       " 182   11230.391909\n",
       " 183   11247.224596\n",
       " 184   11173.162037\n",
       " 185   11103.477565\n",
       " ...            ...\n",
       " 1922  25048.395352\n",
       " 1923  25058.023623\n",
       " 1924  24973.609481\n",
       " 1925  25101.050793\n",
       " 1926  25329.548750\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11793.284904\n",
       " 182   11774.698210\n",
       " 183   11724.667171\n",
       " 184   11571.917938\n",
       " 185   11463.030079\n",
       " ...            ...\n",
       " 1922  24691.427704\n",
       " 1923  24750.108742\n",
       " 1924  24508.962278\n",
       " 1925  24514.944185\n",
       " 1926  24671.317661\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11739.799246\n",
       " 182   11740.534629\n",
       " 183   11719.529600\n",
       " 184   11627.505892\n",
       " 185   11546.639384\n",
       " ...            ...\n",
       " 1922  23955.040888\n",
       " 1923  23894.125797\n",
       " 1924  23848.209130\n",
       " 1925  23932.180232\n",
       " 1926  24086.921329\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12114.593261\n",
       " 182   12192.687012\n",
       " 183   12236.085362\n",
       " 184   12166.145407\n",
       " 185   12082.432528\n",
       " ...            ...\n",
       " 1922  24286.214176\n",
       " 1923  24388.569949\n",
       " 1924  24214.230302\n",
       " 1925  24183.620430\n",
       " 1926  24235.949145\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11155.212025\n",
       " 182   11089.894484\n",
       " 183   11037.379751\n",
       " 184   11026.687522\n",
       " 185   10978.494190\n",
       " ...            ...\n",
       " 1922  20487.064713\n",
       " 1923  20490.597429\n",
       " 1924  20534.063338\n",
       " 1925  20516.373721\n",
       " 1926  20456.458828\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10179.854240\n",
       " 182   10141.080047\n",
       " 183   10096.036199\n",
       " 184   10030.511481\n",
       " 185    9977.144930\n",
       " ...            ...\n",
       " 1922  18403.556876\n",
       " 1923  18390.849538\n",
       " 1924  18416.277568\n",
       " 1925  18432.883749\n",
       " 1926  18426.215314\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8488.853626\n",
       " 182    8399.223586\n",
       " 183    8338.654358\n",
       " 184    8373.017121\n",
       " 185    8385.044528\n",
       " ...            ...\n",
       " 1922  15347.665103\n",
       " 1923  15370.823286\n",
       " 1924  15307.057504\n",
       " 1925  15294.983399\n",
       " 1926  15307.994529\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8721.327093\n",
       " 182    8752.360864\n",
       " 183    8759.162255\n",
       " 184    8686.804540\n",
       " 185    8616.431272\n",
       " ...            ...\n",
       " 1922  15478.891273\n",
       " 1923  15464.624700\n",
       " 1924  15605.615862\n",
       " 1925  15623.047410\n",
       " 1926  15552.026641\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8801.892113\n",
       " 182    8738.292819\n",
       " 183    8681.866417\n",
       " 184    8648.871465\n",
       " 185    8625.246624\n",
       " ...            ...\n",
       " 1922  15249.212289\n",
       " 1923  15097.625586\n",
       " 1924  15032.778995\n",
       " 1925  15097.185795\n",
       " 1926  15228.106366\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8623.402171\n",
       " 182    8663.088663\n",
       " 183    8685.896888\n",
       " 184    8653.569443\n",
       " 185    8616.051408\n",
       " ...            ...\n",
       " 1922  14941.387638\n",
       " 1923  14845.274158\n",
       " 1924  14778.305093\n",
       " 1925  14761.765809\n",
       " 1926  14771.439650\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8188.334823\n",
       " 182    8220.637998\n",
       " 183    8227.457873\n",
       " 184    8151.032297\n",
       " 185    8077.588217\n",
       " ...            ...\n",
       " 1922  14215.118960\n",
       " 1923  14196.268288\n",
       " 1924  14207.558692\n",
       " 1925  14270.559444\n",
       " 1926  14355.469923\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8764.691816\n",
       " 182    8755.074880\n",
       " 183    8722.619009\n",
       " 184    8615.555948\n",
       " 185    8539.594669\n",
       " ...            ...\n",
       " 1922  14260.879701\n",
       " 1923  14184.416836\n",
       " 1924  14095.422518\n",
       " 1925  14209.454183\n",
       " 1926  14427.168478\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7817.757073\n",
       " 182    7774.701629\n",
       " 183    7741.172239\n",
       " 184    7738.761291\n",
       " 185    7737.945649\n",
       " ...            ...\n",
       " 1922  13089.855577\n",
       " 1923  13086.045114\n",
       " 1924  13127.481351\n",
       " 1925  13150.641036\n",
       " 1926  13154.297070\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7345.780297\n",
       " 182    7335.993502\n",
       " 183    7308.842079\n",
       " 184    7224.966202\n",
       " 185    7156.836538\n",
       " ...            ...\n",
       " 1922  11627.188025\n",
       " 1923  11585.713805\n",
       " 1924  11566.362796\n",
       " 1925  11584.211460\n",
       " 1926  11618.007850\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8802.530329\n",
       " 182    8810.246559\n",
       " 183    8802.324636\n",
       " 184    8743.318080\n",
       " 185    8668.545560\n",
       " ...            ...\n",
       " 1922  14785.135383\n",
       " 1923  14834.551170\n",
       " 1924  14857.417331\n",
       " 1925  14885.963935\n",
       " 1926  14910.318397\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10437.293229\n",
       " 182   10416.544741\n",
       " 183   10379.053638\n",
       " 184   10286.869990\n",
       " 185   10214.420599\n",
       " ...            ...\n",
       " 1922  15636.774237\n",
       " 1923  15634.706636\n",
       " 1924  15520.834161\n",
       " 1925  15543.770458\n",
       " 1926  15640.902852\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9615.395516\n",
       " 182    9552.560334\n",
       " 183    9500.808220\n",
       " 184    9485.260795\n",
       " 185    9451.161006\n",
       " ...            ...\n",
       " 1922  14968.400697\n",
       " 1923  15034.100944\n",
       " 1924  14976.558015\n",
       " 1925  15044.486976\n",
       " 1926  15174.374454\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9215.875031\n",
       " 182    9149.659306\n",
       " 183    9101.407510\n",
       " 184    9111.837882\n",
       " 185    9117.881574\n",
       " ...            ...\n",
       " 1922  14381.580655\n",
       " 1923  14477.447817\n",
       " 1924  14285.075342\n",
       " 1925  14305.792785\n",
       " 1926  14451.953750\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7019.458886\n",
       " 182    7071.617405\n",
       " 183    7094.232886\n",
       " 184    7020.341114\n",
       " 185    6971.172835\n",
       " ...            ...\n",
       " 1922  11029.427806\n",
       " 1923  11029.335032\n",
       " 1924  11038.114704\n",
       " 1925  11050.680067\n",
       " 1926  11059.553555\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7677.885317\n",
       " 182    7737.453865\n",
       " 183    7762.320564\n",
       " 184    7673.827885\n",
       " 185    7607.264085\n",
       " ...            ...\n",
       " 1922  12073.952604\n",
       " 1923  12148.576396\n",
       " 1924  12058.266421\n",
       " 1925  12031.623193\n",
       " 1926  12043.519844\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8190.852015\n",
       " 182    8155.172832\n",
       " 183    8114.319856\n",
       " 184    8056.565823\n",
       " 185    8009.774345\n",
       " ...            ...\n",
       " 1922  12392.193690\n",
       " 1923  12452.899807\n",
       " 1924  12452.467357\n",
       " 1925  12505.003724\n",
       " 1926  12574.194142\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7715.388877\n",
       " 182    7760.299159\n",
       " 183    7772.066526\n",
       " 184    7675.567037\n",
       " 185    7600.995370\n",
       " ...            ...\n",
       " 1922  12042.823040\n",
       " 1923  11983.540910\n",
       " 1924  12063.481567\n",
       " 1925  12111.281948\n",
       " 1926  12132.017460\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7981.936654\n",
       " 182    8000.218659\n",
       " 183    8003.179029\n",
       " 184    7956.088719\n",
       " 185    7924.949145\n",
       " ...            ...\n",
       " 1922  12368.691191\n",
       " 1923  12421.168244\n",
       " 1924  12360.144255\n",
       " 1925  12328.111512\n",
       " 1926  12311.836016\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7573.907648\n",
       " 182    7546.819191\n",
       " 183    7513.465025\n",
       " 184    7459.642879\n",
       " 185    7430.148150\n",
       " ...            ...\n",
       " 1922  11467.618705\n",
       " 1923  11470.129556\n",
       " 1924  11466.432586\n",
       " 1925  11549.755461\n",
       " 1926  11673.234298\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7082.883498\n",
       " 182    6985.753961\n",
       " 183    6893.908830\n",
       " 184    6819.326091\n",
       " 185    6765.477369\n",
       " ...            ...\n",
       " 1922  11109.582606\n",
       " 1923  11062.589822\n",
       " 1924  11077.641590\n",
       " 1925  11095.850005\n",
       " 1926  11108.946876\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6745.084634\n",
       " 182    6620.588414\n",
       " 183    6532.179382\n",
       " 184    6561.655162\n",
       " 185    6573.581960\n",
       " ...            ...\n",
       " 1922  10331.155579\n",
       " 1923  10313.027869\n",
       " 1924  10231.875723\n",
       " 1925  10251.596475\n",
       " 1926  10332.715820\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7852.938583\n",
       " 182    7789.226133\n",
       " 183    7729.871034\n",
       " 184    7684.749948\n",
       " 185    7635.234416\n",
       " ...            ...\n",
       " 1922  11605.911636\n",
       " 1923  11624.620016\n",
       " 1924  11498.723551\n",
       " 1925  11534.855892\n",
       " 1926  11661.783201\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7867.097396\n",
       " 182    7758.064634\n",
       " 183    7677.773193\n",
       " 184    7691.370064\n",
       " 185    7687.216447\n",
       " ...            ...\n",
       " 1922  11866.991833\n",
       " 1923  11849.036479\n",
       " 1924  11797.337616\n",
       " 1925  11852.194760\n",
       " 1926  11960.986837\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7707.630391\n",
       " 182    7699.886187\n",
       " 183    7697.770000\n",
       " 184    7714.038667\n",
       " 185    7716.546396\n",
       " ...            ...\n",
       " 1922  11667.464633\n",
       " 1923  11626.796116\n",
       " 1924  11483.142076\n",
       " 1925  11480.071829\n",
       " 1926  11559.271365\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7766.887483\n",
       " 182    7818.468632\n",
       " 183    7837.534882\n",
       " 184    7750.385796\n",
       " 185    7696.335829\n",
       " ...            ...\n",
       " 1922  11876.436516\n",
       " 1923  11805.820802\n",
       " 1924  11810.525348\n",
       " 1925  11892.162181\n",
       " 1926  12006.378400\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6478.571297\n",
       " 182   6456.017366\n",
       " 183   6431.578784\n",
       " 184   6400.983680\n",
       " 185   6379.759216\n",
       " ...           ...\n",
       " 1922  9827.251078\n",
       " 1923  9828.501097\n",
       " 1924  9823.540870\n",
       " 1925  9852.630908\n",
       " 1926  9899.281991\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6640.759829\n",
       " 182    6622.890877\n",
       " 183    6616.746264\n",
       " 184    6648.901156\n",
       " 185    6661.712364\n",
       " ...            ...\n",
       " 1922  10472.430839\n",
       " 1923  10435.592356\n",
       " 1924  10406.687053\n",
       " 1925  10438.310518\n",
       " 1926  10491.570079\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6864.992227\n",
       " 182    6807.160070\n",
       " 183    6762.602600\n",
       " 184    6761.409108\n",
       " 185    6753.034699\n",
       " ...            ...\n",
       " 1922  10341.793506\n",
       " 1923  10281.320651\n",
       " 1924  10171.959540\n",
       " 1925  10207.605340\n",
       " 1926  10324.648828\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7078.130513\n",
       " 182    7133.628497\n",
       " 183    7153.953972\n",
       " 184    7059.382585\n",
       " 185    6980.555905\n",
       " ...            ...\n",
       " 1922  10380.968077\n",
       " 1923  10384.115231\n",
       " 1924  10302.972554\n",
       " 1925  10337.206211\n",
       " 1926  10441.004883\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13415.514602\n",
       " 182   13445.775690\n",
       " 183   13453.368214\n",
       " 184   13386.910095\n",
       " 185   13331.014384\n",
       " ...            ...\n",
       " 1922  34921.735881\n",
       " 1923  35015.831974\n",
       " 1924  34572.352175\n",
       " 1925  34618.093725\n",
       " 1926  34952.542032\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11829.528738\n",
       " 182   11788.951621\n",
       " 183   11751.175871\n",
       " 184   11722.551251\n",
       " 185   11669.587982\n",
       " ...            ...\n",
       " 1922  27066.340932\n",
       " 1923  27124.336224\n",
       " 1924  27018.260466\n",
       " 1925  27089.352469\n",
       " 1926  27254.262113\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11185.734147\n",
       " 182   11230.391909\n",
       " 183   11247.224596\n",
       " 184   11173.162037\n",
       " 185   11103.477565\n",
       " ...            ...\n",
       " 1922  25048.395352\n",
       " 1923  25058.023623\n",
       " 1924  24973.609481\n",
       " 1925  25101.050793\n",
       " 1926  25329.548750\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11793.284904\n",
       " 182   11774.698210\n",
       " 183   11724.667171\n",
       " 184   11571.917938\n",
       " 185   11463.030079\n",
       " ...            ...\n",
       " 1922  24691.427704\n",
       " 1923  24750.108742\n",
       " 1924  24508.962278\n",
       " 1925  24514.944185\n",
       " 1926  24671.317661\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11739.799246\n",
       " 182   11740.534629\n",
       " 183   11719.529600\n",
       " 184   11627.505892\n",
       " 185   11546.639384\n",
       " ...            ...\n",
       " 1922  23955.040888\n",
       " 1923  23894.125797\n",
       " 1924  23848.209130\n",
       " 1925  23932.180232\n",
       " 1926  24086.921329\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12114.593261\n",
       " 182   12192.687012\n",
       " 183   12236.085362\n",
       " 184   12166.145407\n",
       " 185   12082.432528\n",
       " ...            ...\n",
       " 1922  24286.214176\n",
       " 1923  24388.569949\n",
       " 1924  24214.230302\n",
       " 1925  24183.620430\n",
       " 1926  24235.949145\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11155.212025\n",
       " 182   11089.894484\n",
       " 183   11037.379751\n",
       " 184   11026.687522\n",
       " 185   10978.494190\n",
       " ...            ...\n",
       " 1922  20487.064713\n",
       " 1923  20490.597429\n",
       " 1924  20534.063338\n",
       " 1925  20516.373721\n",
       " 1926  20456.458828\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10179.854240\n",
       " 182   10141.080047\n",
       " 183   10096.036199\n",
       " 184   10030.511481\n",
       " 185    9977.144930\n",
       " ...            ...\n",
       " 1922  18403.556876\n",
       " 1923  18390.849538\n",
       " 1924  18416.277568\n",
       " 1925  18432.883749\n",
       " 1926  18426.215314\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8488.853626\n",
       " 182    8399.223586\n",
       " 183    8338.654358\n",
       " 184    8373.017121\n",
       " 185    8385.044528\n",
       " ...            ...\n",
       " 1922  15347.665103\n",
       " 1923  15370.823286\n",
       " 1924  15307.057504\n",
       " 1925  15294.983399\n",
       " 1926  15307.994529\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8721.327093\n",
       " 182    8752.360864\n",
       " 183    8759.162255\n",
       " 184    8686.804540\n",
       " 185    8616.431272\n",
       " ...            ...\n",
       " 1922  15478.891273\n",
       " 1923  15464.624700\n",
       " 1924  15605.615862\n",
       " 1925  15623.047410\n",
       " 1926  15552.026641\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8801.892113\n",
       " 182    8738.292819\n",
       " 183    8681.866417\n",
       " 184    8648.871465\n",
       " 185    8625.246624\n",
       " ...            ...\n",
       " 1922  15249.212289\n",
       " 1923  15097.625586\n",
       " 1924  15032.778995\n",
       " 1925  15097.185795\n",
       " 1926  15228.106366\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8623.402171\n",
       " 182    8663.088663\n",
       " 183    8685.896888\n",
       " 184    8653.569443\n",
       " 185    8616.051408\n",
       " ...            ...\n",
       " 1922  14941.387638\n",
       " 1923  14845.274158\n",
       " 1924  14778.305093\n",
       " 1925  14761.765809\n",
       " 1926  14771.439650\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8188.334823\n",
       " 182    8220.637998\n",
       " 183    8227.457873\n",
       " 184    8151.032297\n",
       " 185    8077.588217\n",
       " ...            ...\n",
       " 1922  14215.118960\n",
       " 1923  14196.268288\n",
       " 1924  14207.558692\n",
       " 1925  14270.559444\n",
       " 1926  14355.469923\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8764.691816\n",
       " 182    8755.074880\n",
       " 183    8722.619009\n",
       " 184    8615.555948\n",
       " 185    8539.594669\n",
       " ...            ...\n",
       " 1922  14260.879701\n",
       " 1923  14184.416836\n",
       " 1924  14095.422518\n",
       " 1925  14209.454183\n",
       " 1926  14427.168478\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7817.757073\n",
       " 182    7774.701629\n",
       " 183    7741.172239\n",
       " 184    7738.761291\n",
       " 185    7737.945649\n",
       " ...            ...\n",
       " 1922  13089.855577\n",
       " 1923  13086.045114\n",
       " 1924  13127.481351\n",
       " 1925  13150.641036\n",
       " 1926  13154.297070\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7345.780297\n",
       " 182    7335.993502\n",
       " 183    7308.842079\n",
       " 184    7224.966202\n",
       " 185    7156.836538\n",
       " ...            ...\n",
       " 1922  11627.188025\n",
       " 1923  11585.713805\n",
       " 1924  11566.362796\n",
       " 1925  11584.211460\n",
       " 1926  11618.007850\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8802.530329\n",
       " 182    8810.246559\n",
       " 183    8802.324636\n",
       " 184    8743.318080\n",
       " 185    8668.545560\n",
       " ...            ...\n",
       " 1922  14785.135383\n",
       " 1923  14834.551170\n",
       " 1924  14857.417331\n",
       " 1925  14885.963935\n",
       " 1926  14910.318397\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10437.293229\n",
       " 182   10416.544741\n",
       " 183   10379.053638\n",
       " 184   10286.869990\n",
       " 185   10214.420599\n",
       " ...            ...\n",
       " 1922  15636.774237\n",
       " 1923  15634.706636\n",
       " 1924  15520.834161\n",
       " 1925  15543.770458\n",
       " 1926  15640.902852\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9615.395516\n",
       " 182    9552.560334\n",
       " 183    9500.808220\n",
       " 184    9485.260795\n",
       " 185    9451.161006\n",
       " ...            ...\n",
       " 1922  14968.400697\n",
       " 1923  15034.100944\n",
       " 1924  14976.558015\n",
       " 1925  15044.486976\n",
       " 1926  15174.374454\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9215.875031\n",
       " 182    9149.659306\n",
       " 183    9101.407510\n",
       " 184    9111.837882\n",
       " 185    9117.881574\n",
       " ...            ...\n",
       " 1922  14381.580655\n",
       " 1923  14477.447817\n",
       " 1924  14285.075342\n",
       " 1925  14305.792785\n",
       " 1926  14451.953750\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7019.458886\n",
       " 182    7071.617405\n",
       " 183    7094.232886\n",
       " 184    7020.341114\n",
       " 185    6971.172835\n",
       " ...            ...\n",
       " 1922  11029.427806\n",
       " 1923  11029.335032\n",
       " 1924  11038.114704\n",
       " 1925  11050.680067\n",
       " 1926  11059.553555\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7677.885317\n",
       " 182    7737.453865\n",
       " 183    7762.320564\n",
       " 184    7673.827885\n",
       " 185    7607.264085\n",
       " ...            ...\n",
       " 1922  12073.952604\n",
       " 1923  12148.576396\n",
       " 1924  12058.266421\n",
       " 1925  12031.623193\n",
       " 1926  12043.519844\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8190.852015\n",
       " 182    8155.172832\n",
       " 183    8114.319856\n",
       " 184    8056.565823\n",
       " 185    8009.774345\n",
       " ...            ...\n",
       " 1922  12392.193690\n",
       " 1923  12452.899807\n",
       " 1924  12452.467357\n",
       " 1925  12505.003724\n",
       " 1926  12574.194142\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7715.388877\n",
       " 182    7760.299159\n",
       " 183    7772.066526\n",
       " 184    7675.567037\n",
       " 185    7600.995370\n",
       " ...            ...\n",
       " 1922  12042.823040\n",
       " 1923  11983.540910\n",
       " 1924  12063.481567\n",
       " 1925  12111.281948\n",
       " 1926  12132.017460\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7981.936654\n",
       " 182    8000.218659\n",
       " 183    8003.179029\n",
       " 184    7956.088719\n",
       " 185    7924.949145\n",
       " ...            ...\n",
       " 1922  12368.691191\n",
       " 1923  12421.168244\n",
       " 1924  12360.144255\n",
       " 1925  12328.111512\n",
       " 1926  12311.836016\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7573.907648\n",
       " 182    7546.819191\n",
       " 183    7513.465025\n",
       " 184    7459.642879\n",
       " 185    7430.148150\n",
       " ...            ...\n",
       " 1922  11467.618705\n",
       " 1923  11470.129556\n",
       " 1924  11466.432586\n",
       " 1925  11549.755461\n",
       " 1926  11673.234298\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7082.883498\n",
       " 182    6985.753961\n",
       " 183    6893.908830\n",
       " 184    6819.326091\n",
       " 185    6765.477369\n",
       " ...            ...\n",
       " 1922  11109.582606\n",
       " 1923  11062.589822\n",
       " 1924  11077.641590\n",
       " 1925  11095.850005\n",
       " 1926  11108.946876\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6745.084634\n",
       " 182    6620.588414\n",
       " 183    6532.179382\n",
       " 184    6561.655162\n",
       " 185    6573.581960\n",
       " ...            ...\n",
       " 1922  10331.155579\n",
       " 1923  10313.027869\n",
       " 1924  10231.875723\n",
       " 1925  10251.596475\n",
       " 1926  10332.715820\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7852.938583\n",
       " 182    7789.226133\n",
       " 183    7729.871034\n",
       " 184    7684.749948\n",
       " 185    7635.234416\n",
       " ...            ...\n",
       " 1922  11605.911636\n",
       " 1923  11624.620016\n",
       " 1924  11498.723551\n",
       " 1925  11534.855892\n",
       " 1926  11661.783201\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7867.097396\n",
       " 182    7758.064634\n",
       " 183    7677.773193\n",
       " 184    7691.370064\n",
       " 185    7687.216447\n",
       " ...            ...\n",
       " 1922  11866.991833\n",
       " 1923  11849.036479\n",
       " 1924  11797.337616\n",
       " 1925  11852.194760\n",
       " 1926  11960.986837\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7707.630391\n",
       " 182    7699.886187\n",
       " 183    7697.770000\n",
       " 184    7714.038667\n",
       " 185    7716.546396\n",
       " ...            ...\n",
       " 1922  11667.464633\n",
       " 1923  11626.796116\n",
       " 1924  11483.142076\n",
       " 1925  11480.071829\n",
       " 1926  11559.271365\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7766.887483\n",
       " 182    7818.468632\n",
       " 183    7837.534882\n",
       " 184    7750.385796\n",
       " 185    7696.335829\n",
       " ...            ...\n",
       " 1922  11876.436516\n",
       " 1923  11805.820802\n",
       " 1924  11810.525348\n",
       " 1925  11892.162181\n",
       " 1926  12006.378400\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6478.571297\n",
       " 182   6456.017366\n",
       " 183   6431.578784\n",
       " 184   6400.983680\n",
       " 185   6379.759216\n",
       " ...           ...\n",
       " 1922  9827.251078\n",
       " 1923  9828.501097\n",
       " 1924  9823.540870\n",
       " 1925  9852.630908\n",
       " 1926  9899.281991\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6640.759829\n",
       " 182    6622.890877\n",
       " 183    6616.746264\n",
       " 184    6648.901156\n",
       " 185    6661.712364\n",
       " ...            ...\n",
       " 1922  10472.430839\n",
       " 1923  10435.592356\n",
       " 1924  10406.687053\n",
       " 1925  10438.310518\n",
       " 1926  10491.570079\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6864.992227\n",
       " 182    6807.160070\n",
       " 183    6762.602600\n",
       " 184    6761.409108\n",
       " 185    6753.034699\n",
       " ...            ...\n",
       " 1922  10341.793506\n",
       " 1923  10281.320651\n",
       " 1924  10171.959540\n",
       " 1925  10207.605340\n",
       " 1926  10324.648828\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7078.130513\n",
       " 182    7133.628497\n",
       " 183    7153.953972\n",
       " 184    7059.382585\n",
       " 185    6980.555905\n",
       " ...            ...\n",
       " 1922  10380.968077\n",
       " 1923  10384.115231\n",
       " 1924  10302.972554\n",
       " 1925  10337.206211\n",
       " 1926  10441.004883\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12991.525272\n",
       " 182   13003.740494\n",
       " 183   12976.232399\n",
       " 184   12818.961471\n",
       " 185   12673.237787\n",
       " ...            ...\n",
       " 1922  15276.435855\n",
       " 1923  15277.656249\n",
       " 1924  15238.948547\n",
       " 1925  15364.814019\n",
       " 1926  15578.323791\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12997.537488\n",
       " 182   13142.386278\n",
       " 183   13225.347736\n",
       " 184   13106.143909\n",
       " 185   12991.112366\n",
       " ...            ...\n",
       " 1922  15923.284960\n",
       " 1923  15865.672041\n",
       " 1924  15729.894263\n",
       " 1925  15778.212869\n",
       " 1926  15932.028713\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11186.387034\n",
       " 182   11159.729776\n",
       " 183   11110.853567\n",
       " 184   10989.395452\n",
       " 185   10904.023604\n",
       " ...            ...\n",
       " 1922  13886.191330\n",
       " 1923  13913.892538\n",
       " 1924  13916.788371\n",
       " 1925  13949.952971\n",
       " 1926  13997.275703\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12070.027785\n",
       " 182   12084.132624\n",
       " 183   12086.198867\n",
       " 184   12048.939031\n",
       " 185   11978.961752\n",
       " ...            ...\n",
       " 1922  15409.915251\n",
       " 1923  15283.557677\n",
       " 1924  15262.610077\n",
       " 1925  15277.599872\n",
       " 1926  15305.017146\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12713.562350\n",
       " 182   12648.430798\n",
       " 183   12598.291764\n",
       " 184   12597.128293\n",
       " 185   12580.605939\n",
       " ...            ...\n",
       " 1922  15459.959758\n",
       " 1923  15497.336239\n",
       " 1924  15469.104547\n",
       " 1925  15479.961565\n",
       " 1926  15509.102383\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11308.186310\n",
       " 182   11261.548710\n",
       " 183   11207.074652\n",
       " 184   11127.001498\n",
       " 185   11035.946643\n",
       " ...            ...\n",
       " 1922  14855.025093\n",
       " 1923  14831.001077\n",
       " 1924  14701.352719\n",
       " 1925  14750.127541\n",
       " 1926  14898.727305\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10058.866014\n",
       " 182   10014.745550\n",
       " 183    9968.420018\n",
       " 184    9914.891263\n",
       " 185    9848.589496\n",
       " ...            ...\n",
       " 1922  14007.666051\n",
       " 1923  13987.086492\n",
       " 1924  13875.083967\n",
       " 1925  13828.634557\n",
       " 1926  13816.387618\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8995.027092\n",
       " 182    8973.440398\n",
       " 183    8951.689788\n",
       " 184    8929.403714\n",
       " 185    8920.478659\n",
       " ...            ...\n",
       " 1922  11661.100490\n",
       " 1923  11665.460989\n",
       " 1924  11585.532958\n",
       " 1925  11656.294567\n",
       " 1926  11807.856210\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11914.951345\n",
       " 182   11935.702353\n",
       " 183   11923.145803\n",
       " 184   11801.784559\n",
       " 185   11699.355621\n",
       " ...            ...\n",
       " 1922  14822.614592\n",
       " 1923  14793.752740\n",
       " 1924  14684.992007\n",
       " 1925  14789.341385\n",
       " 1926  15011.391561\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11810.455756\n",
       " 182   11839.192651\n",
       " 183   11836.814253\n",
       " 184   11732.792564\n",
       " 185   11649.899914\n",
       " ...            ...\n",
       " 1922  13093.729529\n",
       " 1923  12999.159680\n",
       " 1924  13032.227862\n",
       " 1925  13107.553213\n",
       " 1926  13196.752109\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9170.219278\n",
       " 182    9131.324620\n",
       " 183    9092.729284\n",
       " 184    9055.111728\n",
       " 185    9009.709719\n",
       " ...            ...\n",
       " 1922  10242.254131\n",
       " 1923  10237.790710\n",
       " 1924  10182.743362\n",
       " 1925  10236.142962\n",
       " 1926  10348.993009\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9238.105508\n",
       " 182    9188.554601\n",
       " 183    9124.284413\n",
       " 184    9011.931242\n",
       " 185    8916.516883\n",
       " ...            ...\n",
       " 1922  10214.447220\n",
       " 1923  10117.943825\n",
       " 1924  10093.174254\n",
       " 1925  10116.323244\n",
       " 1926  10163.419768\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8490.041890\n",
       " 182   8452.399249\n",
       " 183   8417.402340\n",
       " 184   8391.048153\n",
       " 185   8338.560465\n",
       " ...           ...\n",
       " 1922  9593.228069\n",
       " 1923  9584.497859\n",
       " 1924  9589.951142\n",
       " 1925  9561.985107\n",
       " 1926  9513.767149\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8974.325881\n",
       " 182    8907.415094\n",
       " 183    8853.306502\n",
       " 184    8841.018410\n",
       " 185    8819.154253\n",
       " ...            ...\n",
       " 1922  10418.214179\n",
       " 1923  10481.456316\n",
       " 1924  10381.523235\n",
       " 1925  10410.204214\n",
       " 1926  10506.730389\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9301.858666\n",
       " 182    9247.649997\n",
       " 183    9193.735371\n",
       " 184    9140.781287\n",
       " 185    9071.264415\n",
       " ...            ...\n",
       " 1922  10608.119773\n",
       " 1923  10602.855156\n",
       " 1924  10601.132303\n",
       " 1925  10666.250370\n",
       " 1926  10763.896559\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11490.249362\n",
       " 182   11383.649060\n",
       " 183   11294.842314\n",
       " 184   11264.161186\n",
       " 185   11215.523843\n",
       " ...            ...\n",
       " 1922  12560.591326\n",
       " 1923  12479.469450\n",
       " 1924  12537.538894\n",
       " 1925  12556.526487\n",
       " 1926  12546.015898\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9363.165118\n",
       " 182    9327.625804\n",
       " 183    9269.082256\n",
       " 184    9135.391548\n",
       " 185    9028.011875\n",
       " ...            ...\n",
       " 1922  10766.936855\n",
       " 1923  10822.758095\n",
       " 1924  10779.279560\n",
       " 1925  10754.707763\n",
       " 1926  10742.357384\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11732.708441\n",
       " 182   11744.773461\n",
       " 183   11733.537933\n",
       " 184   11646.187283\n",
       " 185   11566.204657\n",
       " ...            ...\n",
       " 1922  11175.267581\n",
       " 1923  11224.011936\n",
       " 1924  11044.786558\n",
       " 1925  10999.831297\n",
       " 1926  11035.782853\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3373.025023\n",
       " 182   3341.435432\n",
       " 183   3312.434662\n",
       " 184   3296.814709\n",
       " 185   3283.159082\n",
       " ...           ...\n",
       " 1922  5847.253694\n",
       " 1923  5814.480493\n",
       " 1924  5830.902626\n",
       " 1925  5834.813859\n",
       " 1926  5828.276927\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2947.096815\n",
       " 182   2916.789229\n",
       " 183   2892.532646\n",
       " 184   2899.551818\n",
       " 185   2905.210619\n",
       " ...           ...\n",
       " 1922  4999.020321\n",
       " 1923  4991.598751\n",
       " 1924  4916.100006\n",
       " 1925  4932.769799\n",
       " 1926  5026.411844\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3027.542992\n",
       " 182   3001.244100\n",
       " 183   2977.318949\n",
       " 184   2965.662920\n",
       " 185   2964.138057\n",
       " ...           ...\n",
       " 1922  5230.722035\n",
       " 1923  5187.136065\n",
       " 1924  5129.399932\n",
       " 1925  5159.862911\n",
       " 1926  5263.983176\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2451.994559\n",
       " 182   2480.280723\n",
       " 183   2501.758151\n",
       " 184   2488.043344\n",
       " 185   2464.950813\n",
       " ...           ...\n",
       " 1922  4063.277551\n",
       " 1923  4094.435166\n",
       " 1924  4048.030054\n",
       " 1925  4042.576983\n",
       " 1926  4071.323984\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2084.041170\n",
       " 182   2021.638070\n",
       " 183   1978.476575\n",
       " 184   2034.768953\n",
       " 185   2063.089691\n",
       " ...           ...\n",
       " 1922  3210.008681\n",
       " 1923  3172.244319\n",
       " 1924  3249.871217\n",
       " 1925  3260.952953\n",
       " 1926  3216.461160\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1869.172707\n",
       " 182   1866.063395\n",
       " 183   1861.222404\n",
       " 184   1847.430906\n",
       " 185   1828.949846\n",
       " ...           ...\n",
       " 1922  2906.607718\n",
       " 1923  2892.694265\n",
       " 1924  2952.547675\n",
       " 1925  2988.542238\n",
       " 1926  3004.611682\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1710.198630\n",
       " 182   1692.407110\n",
       " 183   1677.424079\n",
       " 184   1676.957253\n",
       " 185   1681.934661\n",
       " ...           ...\n",
       " 1922  2671.360510\n",
       " 1923  2634.447727\n",
       " 1924  2610.801602\n",
       " 1925  2608.769758\n",
       " 1926  2624.788539\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1913.740935\n",
       " 182   1943.295874\n",
       " 183   1962.039617\n",
       " 184   1924.903645\n",
       " 185   1897.896165\n",
       " ...           ...\n",
       " 1922  2930.476390\n",
       " 1923  2873.553179\n",
       " 1924  2918.797508\n",
       " 1925  2949.849004\n",
       " 1926  2969.047710\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2053.105652\n",
       " 182   2056.016817\n",
       " 183   2058.495948\n",
       " 184   2058.742038\n",
       " 185   2056.870938\n",
       " ...           ...\n",
       " 1922  3324.396132\n",
       " 1923  3317.367330\n",
       " 1924  3288.595417\n",
       " 1925  3292.251080\n",
       " 1926  3322.987823\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3373.025023\n",
       " 182   3341.435432\n",
       " 183   3312.434662\n",
       " 184   3296.814709\n",
       " 185   3283.159082\n",
       " ...           ...\n",
       " 1922  5847.253694\n",
       " 1923  5814.480493\n",
       " 1924  5830.902626\n",
       " 1925  5834.813859\n",
       " 1926  5828.276927\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2947.096815\n",
       " 182   2916.789229\n",
       " 183   2892.532646\n",
       " 184   2899.551818\n",
       " 185   2905.210619\n",
       " ...           ...\n",
       " 1922  4999.020321\n",
       " 1923  4991.598751\n",
       " 1924  4916.100006\n",
       " 1925  4932.769799\n",
       " 1926  5026.411844\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3027.542992\n",
       " 182   3001.244100\n",
       " 183   2977.318949\n",
       " 184   2965.662920\n",
       " 185   2964.138057\n",
       " ...           ...\n",
       " 1922  5230.722035\n",
       " 1923  5187.136065\n",
       " 1924  5129.399932\n",
       " 1925  5159.862911\n",
       " 1926  5263.983176\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2451.994559\n",
       " 182   2480.280723\n",
       " 183   2501.758151\n",
       " 184   2488.043344\n",
       " 185   2464.950813\n",
       " ...           ...\n",
       " 1922  4063.277551\n",
       " 1923  4094.435166\n",
       " 1924  4048.030054\n",
       " 1925  4042.576983\n",
       " 1926  4071.323984\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2084.041170\n",
       " 182   2021.638070\n",
       " 183   1978.476575\n",
       " 184   2034.768953\n",
       " 185   2063.089691\n",
       " ...           ...\n",
       " 1922  3210.008681\n",
       " 1923  3172.244319\n",
       " 1924  3249.871217\n",
       " 1925  3260.952953\n",
       " 1926  3216.461160\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1869.172707\n",
       " 182   1866.063395\n",
       " 183   1861.222404\n",
       " 184   1847.430906\n",
       " 185   1828.949846\n",
       " ...           ...\n",
       " 1922  2906.607718\n",
       " 1923  2892.694265\n",
       " 1924  2952.547675\n",
       " 1925  2988.542238\n",
       " 1926  3004.611682\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1710.198630\n",
       " 182   1692.407110\n",
       " 183   1677.424079\n",
       " 184   1676.957253\n",
       " 185   1681.934661\n",
       " ...           ...\n",
       " 1922  2671.360510\n",
       " 1923  2634.447727\n",
       " 1924  2610.801602\n",
       " 1925  2608.769758\n",
       " 1926  2624.788539\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   1913.740935\n",
       " 182   1943.295874\n",
       " 183   1962.039617\n",
       " 184   1924.903645\n",
       " 185   1897.896165\n",
       " ...           ...\n",
       " 1922  2930.476390\n",
       " 1923  2873.553179\n",
       " 1924  2918.797508\n",
       " 1925  2949.849004\n",
       " 1926  2969.047710\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2053.105652\n",
       " 182   2056.016817\n",
       " 183   2058.495948\n",
       " 184   2058.742038\n",
       " 185   2056.870938\n",
       " ...           ...\n",
       " 1922  3324.396132\n",
       " 1923  3317.367330\n",
       " 1924  3288.595417\n",
       " 1925  3292.251080\n",
       " 1926  3322.987823\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3970.152121\n",
       " 182   3983.956304\n",
       " 183   3991.489201\n",
       " 184   3966.607770\n",
       " 185   3955.485668\n",
       " ...           ...\n",
       " 1922  7573.962767\n",
       " 1923  7554.695346\n",
       " 1924  7642.294659\n",
       " 1925  7681.007929\n",
       " 1926  7678.895239\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3518.651712\n",
       " 182   3601.052544\n",
       " 183   3664.000198\n",
       " 184   3626.400427\n",
       " 185   3599.836467\n",
       " ...           ...\n",
       " 1922  6688.031289\n",
       " 1923  6635.362180\n",
       " 1924  6670.673343\n",
       " 1925  6659.328352\n",
       " 1926  6609.019640\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2739.377498\n",
       " 182   2762.365906\n",
       " 183   2774.866097\n",
       " 184   2733.155958\n",
       " 185   2705.052115\n",
       " ...           ...\n",
       " 1922  4799.349536\n",
       " 1923  4837.911917\n",
       " 1924  4829.165068\n",
       " 1925  4822.687527\n",
       " 1926  4818.105140\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2393.445957\n",
       " 182   2352.408154\n",
       " 183   2320.123352\n",
       " 184   2333.080087\n",
       " 185   2338.930352\n",
       " ...           ...\n",
       " 1922  4089.153434\n",
       " 1923  4086.987673\n",
       " 1924  4099.007220\n",
       " 1925  4101.358456\n",
       " 1926  4095.635445\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2356.705043\n",
       " 182   2335.658042\n",
       " 183   2321.854267\n",
       " 184   2345.488473\n",
       " 185   2359.748904\n",
       " ...           ...\n",
       " 1922  4049.829173\n",
       " 1923  4040.293440\n",
       " 1924  3933.368778\n",
       " 1925  3899.225576\n",
       " 1926  3925.863991\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2679.737037\n",
       " 182   2635.400847\n",
       " 183   2593.650475\n",
       " 184   2565.265386\n",
       " 185   2549.731834\n",
       " ...           ...\n",
       " 1922  4496.225734\n",
       " 1923  4553.127086\n",
       " 1924  4488.003499\n",
       " 1925  4483.173180\n",
       " 1926  4528.695275\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2599.194876\n",
       " 182   2562.847220\n",
       " 183   2537.092761\n",
       " 184   2566.091245\n",
       " 185   2574.071840\n",
       " ...           ...\n",
       " 1922  4396.856801\n",
       " 1923  4302.800093\n",
       " 1924  4273.115664\n",
       " 1925  4303.756968\n",
       " 1926  4384.777801\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2288.771338\n",
       " 182   2259.718289\n",
       " 183   2230.225545\n",
       " 184   2198.460159\n",
       " 185   2179.394792\n",
       " ...           ...\n",
       " 1922  3600.564337\n",
       " 1923  3581.493152\n",
       " 1924  3595.532087\n",
       " 1925  3593.072194\n",
       " 1926  3576.833716\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2312.844587\n",
       " 182   2305.122560\n",
       " 183   2302.591462\n",
       " 184   2326.890652\n",
       " 185   2337.884181\n",
       " ...           ...\n",
       " 1922  3753.129843\n",
       " 1923  3731.003930\n",
       " 1924  3823.311472\n",
       " 1925  3832.575551\n",
       " 1926  3772.487956\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2399.878944\n",
       " 182   2397.499407\n",
       " 183   2390.792022\n",
       " 184   2361.715334\n",
       " 185   2342.767980\n",
       " ...           ...\n",
       " 1922  4083.408861\n",
       " 1923  4068.875226\n",
       " 1924  4060.026076\n",
       " 1925  4088.177631\n",
       " 1926  4147.229399\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3970.152121\n",
       " 182   3983.956304\n",
       " 183   3991.489201\n",
       " 184   3966.607770\n",
       " 185   3955.485668\n",
       " ...           ...\n",
       " 1922  7573.962767\n",
       " 1923  7554.695346\n",
       " 1924  7642.294659\n",
       " 1925  7681.007929\n",
       " 1926  7678.895239\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3518.651712\n",
       " 182   3601.052544\n",
       " 183   3664.000198\n",
       " 184   3626.400427\n",
       " 185   3599.836467\n",
       " ...           ...\n",
       " 1922  6688.031289\n",
       " 1923  6635.362180\n",
       " 1924  6670.673343\n",
       " 1925  6659.328352\n",
       " 1926  6609.019640\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2739.377498\n",
       " 182   2762.365906\n",
       " 183   2774.866097\n",
       " 184   2733.155958\n",
       " 185   2705.052115\n",
       " ...           ...\n",
       " 1922  4799.349536\n",
       " 1923  4837.911917\n",
       " 1924  4829.165068\n",
       " 1925  4822.687527\n",
       " 1926  4818.105140\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2393.445957\n",
       " 182   2352.408154\n",
       " 183   2320.123352\n",
       " 184   2333.080087\n",
       " 185   2338.930352\n",
       " ...           ...\n",
       " 1922  4089.153434\n",
       " 1923  4086.987673\n",
       " 1924  4099.007220\n",
       " 1925  4101.358456\n",
       " 1926  4095.635445\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2356.705043\n",
       " 182   2335.658042\n",
       " 183   2321.854267\n",
       " 184   2345.488473\n",
       " 185   2359.748904\n",
       " ...           ...\n",
       " 1922  4049.829173\n",
       " 1923  4040.293440\n",
       " 1924  3933.368778\n",
       " 1925  3899.225576\n",
       " 1926  3925.863991\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2679.737037\n",
       " 182   2635.400847\n",
       " 183   2593.650475\n",
       " 184   2565.265386\n",
       " 185   2549.731834\n",
       " ...           ...\n",
       " 1922  4496.225734\n",
       " 1923  4553.127086\n",
       " 1924  4488.003499\n",
       " 1925  4483.173180\n",
       " 1926  4528.695275\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2599.194876\n",
       " 182   2562.847220\n",
       " 183   2537.092761\n",
       " 184   2566.091245\n",
       " 185   2574.071840\n",
       " ...           ...\n",
       " 1922  4396.856801\n",
       " 1923  4302.800093\n",
       " 1924  4273.115664\n",
       " 1925  4303.756968\n",
       " 1926  4384.777801\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2288.771338\n",
       " 182   2259.718289\n",
       " 183   2230.225545\n",
       " 184   2198.460159\n",
       " 185   2179.394792\n",
       " ...           ...\n",
       " 1922  3600.564337\n",
       " 1923  3581.493152\n",
       " 1924  3595.532087\n",
       " 1925  3593.072194\n",
       " 1926  3576.833716\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2312.844587\n",
       " 182   2305.122560\n",
       " 183   2302.591462\n",
       " 184   2326.890652\n",
       " 185   2337.884181\n",
       " ...           ...\n",
       " 1922  3753.129843\n",
       " 1923  3731.003930\n",
       " 1924  3823.311472\n",
       " 1925  3832.575551\n",
       " 1926  3772.487956\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2399.878944\n",
       " 182   2397.499407\n",
       " 183   2390.792022\n",
       " 184   2361.715334\n",
       " 185   2342.767980\n",
       " ...           ...\n",
       " 1922  4083.408861\n",
       " 1923  4068.875226\n",
       " 1924  4060.026076\n",
       " 1925  4088.177631\n",
       " 1926  4147.229399\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    5197.975692\n",
       " 182    5185.932598\n",
       " 183    5173.237584\n",
       " 184    5157.173004\n",
       " 185    5138.838171\n",
       " ...            ...\n",
       " 1922  11320.649582\n",
       " 1923  11283.912250\n",
       " 1924  11220.726242\n",
       " 1925  11259.968588\n",
       " 1926  11384.751416\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4291.804278\n",
       " 182   4320.310074\n",
       " 183   4333.028034\n",
       " 184   4264.143578\n",
       " 185   4226.556463\n",
       " ...           ...\n",
       " 1922  8610.748806\n",
       " 1923  8615.395182\n",
       " 1924  8522.641707\n",
       " 1925  8560.188406\n",
       " 1926  8706.552043\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4174.964141\n",
       " 182   4158.133496\n",
       " 183   4140.216986\n",
       " 184   4116.687976\n",
       " 185   4105.557352\n",
       " ...           ...\n",
       " 1922  7875.756333\n",
       " 1923  7908.631919\n",
       " 1924  7825.174472\n",
       " 1925  7828.753899\n",
       " 1926  7905.019997\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4208.436430\n",
       " 182   4203.607045\n",
       " 183   4197.694658\n",
       " 184   4186.184568\n",
       " 185   4170.136319\n",
       " ...           ...\n",
       " 1922  7892.360909\n",
       " 1923  7846.068038\n",
       " 1924  7715.653147\n",
       " 1925  7695.576253\n",
       " 1926  7767.645382\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4001.788107\n",
       " 182   3970.273490\n",
       " 183   3948.271405\n",
       " 184   3975.436641\n",
       " 185   3984.608367\n",
       " ...           ...\n",
       " 1922  7348.445234\n",
       " 1923  7356.672093\n",
       " 1924  7313.830665\n",
       " 1925  7292.585837\n",
       " 1926  7289.376872\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3813.568011\n",
       " 182   3836.684694\n",
       " 183   3857.318704\n",
       " 184   3865.120545\n",
       " 185   3868.235055\n",
       " ...           ...\n",
       " 1922  7178.443424\n",
       " 1923  7269.094720\n",
       " 1924  7136.516525\n",
       " 1925  7115.413189\n",
       " 1926  7187.405297\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   3834.565950\n",
       " 182   3770.372401\n",
       " 183   3724.770932\n",
       " 184   3775.266136\n",
       " 185   3811.097307\n",
       " ...           ...\n",
       " 1922  6903.635017\n",
       " 1923  6896.944440\n",
       " 1924  6947.940346\n",
       " 1925  6961.973575\n",
       " 1926  6945.138348\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2960.273187\n",
       " 182   2932.633318\n",
       " 183   2906.068667\n",
       " 184   2885.061479\n",
       " 185   2870.857438\n",
       " ...           ...\n",
       " 1922  5136.348845\n",
       " 1923  5163.336976\n",
       " 1924  5161.936598\n",
       " 1925  5196.974162\n",
       " 1926  5262.441965\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2469.428464\n",
       " 182   2452.394064\n",
       " 183   2441.413841\n",
       " 184   2461.725772\n",
       " 185   2466.614336\n",
       " ...           ...\n",
       " 1922  4298.143604\n",
       " 1923  4279.591088\n",
       " 1924  4278.073119\n",
       " 1925  4270.290598\n",
       " 1926  4257.276394\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2510.042951\n",
       " 182   2473.018128\n",
       " 183   2449.182731\n",
       " 184   2493.519383\n",
       " 185   2525.762288\n",
       " ...           ...\n",
       " 1922  4193.227367\n",
       " 1923  4213.306648\n",
       " 1924  4159.614021\n",
       " 1925  4136.048845\n",
       " 1926  4137.643858\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2424.734525\n",
       " 182   2399.696723\n",
       " 183   2382.225711\n",
       " 184   2403.865089\n",
       " 185   2418.550174\n",
       " ...           ...\n",
       " 1922  3971.295265\n",
       " 1923  3979.921596\n",
       " 1924  3935.587892\n",
       " 1925  3933.346862\n",
       " 1926  3966.258478\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2352.041974\n",
       " 182   2348.990311\n",
       " 183   2343.341542\n",
       " 184   2324.269141\n",
       " 185   2310.487770\n",
       " ...           ...\n",
       " 1922  3900.819721\n",
       " 1923  3898.988313\n",
       " 1924  3904.723023\n",
       " 1925  3921.850257\n",
       " 1926  3948.491670\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2390.450085\n",
       " 182   2410.064248\n",
       " 183   2420.487578\n",
       " 184   2383.406349\n",
       " 185   2355.848726\n",
       " ...           ...\n",
       " 1922  3983.749265\n",
       " 1923  4036.862905\n",
       " 1924  3962.280775\n",
       " 1925  3960.509493\n",
       " 1926  4019.544373\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2400.011726\n",
       " 182   2398.965229\n",
       " 183   2400.947615\n",
       " 184   2418.585354\n",
       " 185   2419.740844\n",
       " ...           ...\n",
       " 1922  3973.904876\n",
       " 1923  3972.183878\n",
       " 1924  3948.715560\n",
       " 1925  3945.722950\n",
       " 1926  3959.830115\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2215.186094\n",
       " 182   2212.118050\n",
       " 183   2211.862017\n",
       " 184   2226.140397\n",
       " 185   2247.981774\n",
       " ...           ...\n",
       " 1922  3818.921769\n",
       " 1923  3796.617215\n",
       " 1924  3796.078438\n",
       " 1925  3810.342660\n",
       " 1926  3836.969238\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2222.003054\n",
       " 182   2209.604742\n",
       " 183   2199.150754\n",
       " 184   2198.746364\n",
       " 185   2200.610368\n",
       " ...           ...\n",
       " 1922  3684.229697\n",
       " 1923  3741.834429\n",
       " 1924  3725.638653\n",
       " 1925  3725.939705\n",
       " 1926  3740.017672\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2202.009490\n",
       " 182   2196.273855\n",
       " 183   2186.642270\n",
       " 184   2156.873729\n",
       " 185   2140.107844\n",
       " ...           ...\n",
       " 1922  3670.341466\n",
       " 1923  3703.693710\n",
       " 1924  3711.489107\n",
       " 1925  3716.444680\n",
       " 1926  3719.028645\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2253.129228\n",
       " 182   2268.061436\n",
       " 183   2275.640799\n",
       " 184   2245.215600\n",
       " 185   2226.129475\n",
       " ...           ...\n",
       " 1922  3791.315836\n",
       " 1923  3800.145333\n",
       " 1924  3768.307531\n",
       " 1925  3792.808034\n",
       " 1926  3864.358066\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2308.115120\n",
       " 182   2317.721848\n",
       " 183   2324.409958\n",
       " 184   2316.012633\n",
       " 185   2303.833651\n",
       " ...           ...\n",
       " 1922  3851.229919\n",
       " 1923  3829.614322\n",
       " 1924  3836.383238\n",
       " 1925  3892.123763\n",
       " 1926  3988.761705\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2370.810895\n",
       " 182   2361.762886\n",
       " 183   2352.604534\n",
       " 184   2342.875851\n",
       " 185   2332.238747\n",
       " ...           ...\n",
       " 1922  3955.647606\n",
       " 1923  3972.821492\n",
       " 1924  3938.920008\n",
       " 1925  3966.479189\n",
       " 1926  4045.365710\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   2669.415486\n",
       " 182   2651.071862\n",
       " 183   2626.665657\n",
       " 184   2570.923859\n",
       " 185   2526.972144\n",
       " ...           ...\n",
       " 1922  4435.194765\n",
       " 1923  4445.021787\n",
       " 1924  4433.092719\n",
       " 1925  4433.109499\n",
       " 1926  4443.102554\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12135.328432\n",
       " 182   12056.131356\n",
       " 183   11980.504254\n",
       " 184   11916.539072\n",
       " 185   11853.761964\n",
       " ...            ...\n",
       " 1922  23531.235002\n",
       " 1923  23679.804770\n",
       " 1924  23465.675982\n",
       " 1925  23503.726964\n",
       " 1926  23686.381953\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10744.387491\n",
       " 182   10767.664708\n",
       " 183   10750.127633\n",
       " 184   10599.263869\n",
       " 185   10470.520010\n",
       " ...            ...\n",
       " 1922  17861.588939\n",
       " 1923  17945.247268\n",
       " 1924  17822.281359\n",
       " 1925  17897.287749\n",
       " 1926  18077.422497\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9203.134466\n",
       " 182    9235.558861\n",
       " 183    9229.518188\n",
       " 184    9097.824958\n",
       " 185    8996.033372\n",
       " ...            ...\n",
       " 1922  15157.619242\n",
       " 1923  15180.739634\n",
       " 1924  15099.190392\n",
       " 1925  15138.692971\n",
       " 1926  15235.888206\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8596.850373\n",
       " 182    8587.212772\n",
       " 183    8559.897802\n",
       " 184    8474.836758\n",
       " 185    8424.271500\n",
       " ...            ...\n",
       " 1922  14123.277331\n",
       " 1923  14210.918817\n",
       " 1924  14158.489524\n",
       " 1925  14107.308412\n",
       " 1926  14057.728439\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7857.855371\n",
       " 182    7852.795138\n",
       " 183    7844.917840\n",
       " 184    7827.838124\n",
       " 185    7799.386435\n",
       " ...            ...\n",
       " 1922  13349.731010\n",
       " 1923  13322.620182\n",
       " 1924  13314.990763\n",
       " 1925  13316.187765\n",
       " 1926  13327.521639\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9825.231295\n",
       " 182    9796.412243\n",
       " 183    9763.047282\n",
       " 184    9714.832351\n",
       " 185    9673.991173\n",
       " ...            ...\n",
       " 1922  15004.021141\n",
       " 1923  14908.954181\n",
       " 1924  14760.513525\n",
       " 1925  14835.262534\n",
       " 1926  15034.452070\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9361.043851\n",
       " 182    9410.816029\n",
       " 183    9425.100917\n",
       " 184    9323.460661\n",
       " 185    9222.803582\n",
       " ...            ...\n",
       " 1922  15410.135740\n",
       " 1923  15451.644108\n",
       " 1924  15227.018477\n",
       " 1925  15224.933274\n",
       " 1926  15353.250353\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8538.208701\n",
       " 182    8517.900234\n",
       " 183    8496.020719\n",
       " 184    8469.009116\n",
       " 185    8428.430089\n",
       " ...            ...\n",
       " 1922  13516.442289\n",
       " 1923  13417.355622\n",
       " 1924  13319.902339\n",
       " 1925  13373.134505\n",
       " 1926  13502.179649\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10464.183539\n",
       " 182   10329.467309\n",
       " 183   10206.278802\n",
       " 184   10120.747527\n",
       " 185   10059.339599\n",
       " ...            ...\n",
       " 1922  15662.107529\n",
       " 1923  15623.307501\n",
       " 1924  15530.326441\n",
       " 1925  15548.935260\n",
       " 1926  15628.190623\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12664.408014\n",
       " 182   12621.264869\n",
       " 183   12585.770805\n",
       " 184   12575.263742\n",
       " 185   12544.808630\n",
       " ...            ...\n",
       " 1922  18939.016912\n",
       " 1923  19011.378848\n",
       " 1924  18930.339707\n",
       " 1925  19003.142281\n",
       " 1926  19157.044061\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9480.976736\n",
       " 182    9424.790244\n",
       " 183    9367.489422\n",
       " 184    9306.548457\n",
       " 185    9236.224113\n",
       " ...            ...\n",
       " 1922  13700.046321\n",
       " 1923  13766.444916\n",
       " 1924  13755.741001\n",
       " 1925  13791.697560\n",
       " 1926  13841.396876\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7487.809933\n",
       " 182    7448.047836\n",
       " 183    7398.887500\n",
       " 184    7319.026255\n",
       " 185    7262.092517\n",
       " ...            ...\n",
       " 1922  11054.074490\n",
       " 1923  11041.919857\n",
       " 1924  10941.017079\n",
       " 1925  10933.415055\n",
       " 1926  10975.366756\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9242.353279\n",
       " 182    9187.471223\n",
       " 183    9135.229047\n",
       " 184    9091.610483\n",
       " 185    9049.382328\n",
       " ...            ...\n",
       " 1922  12201.624086\n",
       " 1923  12262.903875\n",
       " 1924  12148.583167\n",
       " 1925  12149.630792\n",
       " 1926  12219.750899\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9456.749520\n",
       " 182    9439.883089\n",
       " 183    9406.900866\n",
       " 184    9321.273727\n",
       " 185    9262.961607\n",
       " ...            ...\n",
       " 1922  11746.284289\n",
       " 1923  11814.656836\n",
       " 1924  11641.778048\n",
       " 1925  11641.005716\n",
       " 1926  11739.837659\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9149.081566\n",
       " 182    9084.857272\n",
       " 183    9013.572468\n",
       " 184    8919.223332\n",
       " 185    8845.007241\n",
       " ...            ...\n",
       " 1922  11595.732168\n",
       " 1923  11683.946373\n",
       " 1924  11436.882610\n",
       " 1925  11335.422036\n",
       " 1926  11323.672072\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11504.005269\n",
       " 182   11447.393878\n",
       " 183   11401.085736\n",
       " 184   11388.434880\n",
       " 185   11356.833172\n",
       " ...            ...\n",
       " 1922  13040.253051\n",
       " 1923  12986.837905\n",
       " 1924  12916.487527\n",
       " 1925  12927.464739\n",
       " 1926  12979.996445\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11023.384474\n",
       " 182   10934.723688\n",
       " 183   10864.957485\n",
       " 184   10856.913591\n",
       " 185   10838.496506\n",
       " ...            ...\n",
       " 1922  12739.867999\n",
       " 1923  12779.293151\n",
       " 1924  12542.820929\n",
       " 1925  12574.919042\n",
       " 1926  12770.697618\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11331.225263\n",
       " 182   11193.280203\n",
       " 183   11064.202739\n",
       " 184   10964.092755\n",
       " 185   10896.880838\n",
       " ...            ...\n",
       " 1922  12949.519928\n",
       " 1923  12947.817106\n",
       " 1924  12897.308899\n",
       " 1925  12995.605868\n",
       " 1926  13168.838712\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9501.844246\n",
       " 182    9506.977815\n",
       " 183    9499.444168\n",
       " 184    9450.530952\n",
       " 185    9396.424884\n",
       " ...            ...\n",
       " 1922  12516.687931\n",
       " 1923  12553.987051\n",
       " 1924  12527.452960\n",
       " 1925  12577.843155\n",
       " 1926  12664.471444\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11041.409928\n",
       " 182   11020.067690\n",
       " 183   10982.138789\n",
       " 184   10890.026787\n",
       " 185   10818.846011\n",
       " ...            ...\n",
       " 1922  13974.385550\n",
       " 1923  13871.368669\n",
       " 1924  13806.359199\n",
       " 1925  13809.436164\n",
       " 1926  13852.937265\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10968.108548\n",
       " 182   10933.427601\n",
       " 183   10871.050512\n",
       " 184   10718.199361\n",
       " 185   10612.201483\n",
       " ...            ...\n",
       " 1922  14341.326113\n",
       " 1923  14318.647891\n",
       " 1924  14198.332866\n",
       " 1925  14242.570440\n",
       " 1926  14382.436407\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10197.775170\n",
       " 182   10195.660251\n",
       " 183   10175.870569\n",
       " 184   10098.343328\n",
       " 185   10026.589861\n",
       " ...            ...\n",
       " 1922  12870.159516\n",
       " 1923  12870.561848\n",
       " 1924  12940.174222\n",
       " 1925  13026.829826\n",
       " 1926  13108.605352\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10483.658172\n",
       " 182   10462.248898\n",
       " 183   10432.386300\n",
       " 184   10374.909512\n",
       " 185   10319.618752\n",
       " ...            ...\n",
       " 1922  13648.013741\n",
       " 1923  13582.800785\n",
       " 1924  13521.930836\n",
       " 1925  13576.442935\n",
       " 1926  13689.787581\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9676.922797\n",
       " 182    9664.081567\n",
       " 183    9624.646737\n",
       " 184    9498.339479\n",
       " 185    9408.716297\n",
       " ...            ...\n",
       " 1922  13039.820516\n",
       " 1923  13073.971596\n",
       " 1924  13067.354172\n",
       " 1925  13114.965175\n",
       " 1926  13182.183635\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9656.648886\n",
       " 182    9608.481043\n",
       " 183    9571.088735\n",
       " 184    9568.896505\n",
       " 185    9557.528507\n",
       " ...            ...\n",
       " 1922  14532.208950\n",
       " 1923  14507.140450\n",
       " 1924  14512.204213\n",
       " 1925  14529.250283\n",
       " 1926  14543.702071\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10306.942281\n",
       " 182   10218.862139\n",
       " 183   10146.705171\n",
       " 184   10126.563901\n",
       " 185   10094.452022\n",
       " ...            ...\n",
       " 1922  13074.883634\n",
       " 1923  13152.039194\n",
       " 1924  13213.332123\n",
       " 1925  13255.722505\n",
       " 1926  13268.787460\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8885.575519\n",
       " 182    8850.645579\n",
       " 183    8809.447249\n",
       " 184    8747.772177\n",
       " 185    8705.436794\n",
       " ...            ...\n",
       " 1922  11630.797360\n",
       " 1923  11557.222454\n",
       " 1924  11778.129651\n",
       " 1925  11887.477830\n",
       " 1926  11913.859764\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9195.877362\n",
       " 182    9223.635427\n",
       " 183    9228.723862\n",
       " 184    9159.758175\n",
       " 185    9103.349446\n",
       " ...            ...\n",
       " 1922  12464.547037\n",
       " 1923  12415.967295\n",
       " 1924  12513.723608\n",
       " 1925  12527.005969\n",
       " 1926  12482.508280\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9616.049292\n",
       " 182    9481.898587\n",
       " 183    9384.457332\n",
       " 184    9406.933617\n",
       " 185    9374.759361\n",
       " ...            ...\n",
       " 1922  12833.156944\n",
       " 1923  12836.001610\n",
       " 1924  12751.006029\n",
       " 1925  12761.207858\n",
       " 1926  12827.640353\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9620.197691\n",
       " 182    9615.347893\n",
       " 183    9594.699340\n",
       " 184    9522.441524\n",
       " 185    9454.362325\n",
       " ...            ...\n",
       " 1922  12319.511097\n",
       " 1923  12326.993575\n",
       " 1924  12338.035242\n",
       " 1925  12354.124116\n",
       " 1926  12368.937971\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12473.808617\n",
       " 182   12538.615573\n",
       " 183   12551.517528\n",
       " 184   12394.863148\n",
       " 185   12269.503236\n",
       " ...            ...\n",
       " 1922  19119.780419\n",
       " 1923  19189.518174\n",
       " 1924  18896.444941\n",
       " 1925  18962.731959\n",
       " 1926  19233.062888\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12828.717324\n",
       " 182   12704.947667\n",
       " 183   12599.122061\n",
       " 184   12551.913689\n",
       " 185   12499.712236\n",
       " ...            ...\n",
       " 1922  17917.635832\n",
       " 1923  18117.445242\n",
       " 1924  18000.769737\n",
       " 1925  18037.927564\n",
       " 1926  18149.084377\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13871.243125\n",
       " 182   13713.606532\n",
       " 183   13592.514788\n",
       " 184   13590.802880\n",
       " 185   13546.006220\n",
       " ...            ...\n",
       " 1922  20516.352525\n",
       " 1923  20494.544144\n",
       " 1924  20446.084548\n",
       " 1925  20518.684776\n",
       " 1926  20647.344688\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   15418.288424\n",
       " 182   15352.813122\n",
       " 183   15291.225472\n",
       " 184   15242.337483\n",
       " 185   15189.253841\n",
       " ...            ...\n",
       " 1922  21803.037524\n",
       " 1923  21831.536000\n",
       " 1924  21692.373121\n",
       " 1925  21605.513438\n",
       " 1926  21544.684611\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11417.180585\n",
       " 182   11381.219900\n",
       " 183   11338.364910\n",
       " 184   11272.988527\n",
       " 185   11207.802568\n",
       " ...            ...\n",
       " 1922  15572.286459\n",
       " 1923  15697.310388\n",
       " 1924  15527.037029\n",
       " 1925  15609.585820\n",
       " 1926  15825.443203\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   15459.302742\n",
       " 182   15437.155061\n",
       " 183   15395.448740\n",
       " 184   15289.850866\n",
       " 185   15202.389680\n",
       " ...            ...\n",
       " 1922  23589.105540\n",
       " 1923  23648.017635\n",
       " 1924  23727.420413\n",
       " 1925  23893.863610\n",
       " 1926  24084.878126\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13452.138719\n",
       " 182   13342.440130\n",
       " 183   13259.605694\n",
       " 184   13264.527490\n",
       " 185   13234.742874\n",
       " ...            ...\n",
       " 1922  19980.912574\n",
       " 1923  20015.131579\n",
       " 1924  19980.188397\n",
       " 1925  19998.835454\n",
       " 1926  20038.394218\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11251.963922\n",
       " 182   11261.305152\n",
       " 183   11264.236980\n",
       " 184   11246.231432\n",
       " 185   11176.960752\n",
       " ...            ...\n",
       " 1922  16725.838346\n",
       " 1923  16888.968907\n",
       " 1924  16800.333805\n",
       " 1925  16864.908709\n",
       " 1926  17012.847032\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11538.035086\n",
       " 182   11566.739218\n",
       " 183   11562.920500\n",
       " 184   11452.860467\n",
       " 185   11352.559082\n",
       " ...            ...\n",
       " 1922  17579.627256\n",
       " 1923  17636.191766\n",
       " 1924  17510.051615\n",
       " 1925  17492.970310\n",
       " 1926  17545.628910\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12409.383781\n",
       " 182   12332.218962\n",
       " 183   12258.937730\n",
       " 184   12198.342881\n",
       " 185   12151.103622\n",
       " ...            ...\n",
       " 1922  20137.357788\n",
       " 1923  20090.656811\n",
       " 1924  19924.102518\n",
       " 1925  19971.905374\n",
       " 1926  20135.644067\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10265.732461\n",
       " 182   10208.306554\n",
       " 183   10158.837590\n",
       " 184   10135.361305\n",
       " 185   10098.716988\n",
       " ...            ...\n",
       " 1922  14657.831782\n",
       " 1923  14684.989938\n",
       " 1924  14583.527186\n",
       " 1925  14558.339483\n",
       " 1926  14583.684220\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9740.205015\n",
       " 182    9667.386467\n",
       " 183    9608.619583\n",
       " 184    9595.754800\n",
       " 185    9545.588084\n",
       " ...            ...\n",
       " 1922  13479.801035\n",
       " 1923  13427.971038\n",
       " 1924  13379.616240\n",
       " 1925  13462.410726\n",
       " 1926  13607.354649\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10458.154698\n",
       " 182   10333.435445\n",
       " 183   10238.234145\n",
       " 184   10239.458160\n",
       " 185   10193.807947\n",
       " ...            ...\n",
       " 1922  14010.794233\n",
       " 1923  13988.209689\n",
       " 1924  13915.902871\n",
       " 1925  13960.866756\n",
       " 1926  14062.291015\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9972.715994\n",
       " 182    9900.592002\n",
       " 183    9817.807467\n",
       " 184    9700.198494\n",
       " 185    9623.862459\n",
       " ...            ...\n",
       " 1922  13828.415491\n",
       " 1923  13796.672223\n",
       " 1924  13858.051012\n",
       " 1925  13910.616713\n",
       " 1926  13948.765822\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11016.628221\n",
       " 182   10971.289007\n",
       " 183   10927.341774\n",
       " 184   10887.941676\n",
       " 185   10819.214672\n",
       " ...            ...\n",
       " 1922  15878.840716\n",
       " 1923  16041.369774\n",
       " 1924  15849.205632\n",
       " 1925  15893.462788\n",
       " 1926  16068.773634\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11940.064052\n",
       " 182   11934.158306\n",
       " 183   11889.148618\n",
       " 184   11716.399386\n",
       " 185   11583.519415\n",
       " ...            ...\n",
       " 1922  16663.741739\n",
       " 1923  16486.611912\n",
       " 1924  16451.200295\n",
       " 1925  16501.538244\n",
       " 1926  16593.645859\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11137.563784\n",
       " 182   11082.241707\n",
       " 183   11028.151738\n",
       " 184   10978.086656\n",
       " 185   10927.615547\n",
       " ...            ...\n",
       " 1922  15285.658070\n",
       " 1923  15304.450781\n",
       " 1924  15347.227296\n",
       " 1925  15408.931506\n",
       " 1926  15462.063557\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12283.284070\n",
       " 182   12216.101610\n",
       " 183   12134.350018\n",
       " 184   12005.005930\n",
       " 185   11924.911919\n",
       " ...            ...\n",
       " 1922  17857.890031\n",
       " 1923  17698.867564\n",
       " 1924  17688.688271\n",
       " 1925  17753.544610\n",
       " 1926  17853.714451\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12192.950802\n",
       " 182   12171.079330\n",
       " 183   12132.777516\n",
       " 184   12040.803254\n",
       " 185   11957.592703\n",
       " ...            ...\n",
       " 1922  17624.654725\n",
       " 1923  17675.957255\n",
       " 1924  17620.854982\n",
       " 1925  17640.147487\n",
       " 1926  17698.534999\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11802.592301\n",
       " 182   11748.015688\n",
       " 183   11691.230588\n",
       " 184   11627.231097\n",
       " 185   11556.839672\n",
       " ...            ...\n",
       " 1922  16359.892670\n",
       " 1923  16415.074866\n",
       " 1924  16333.689765\n",
       " 1925  16378.401408\n",
       " 1926  16487.247307\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10597.178466\n",
       " 182   10515.131592\n",
       " 183   10434.933218\n",
       " 184   10360.773284\n",
       " 185   10285.206958\n",
       " ...            ...\n",
       " 1922  16584.262469\n",
       " 1923  16469.065724\n",
       " 1924  16456.632643\n",
       " 1925  16528.694088\n",
       " 1926  16641.996484\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9793.774398\n",
       " 182    9709.632261\n",
       " 183    9630.153232\n",
       " 184    9565.907020\n",
       " 185    9489.883488\n",
       " ...            ...\n",
       " 1922  14279.167734\n",
       " 1923  14210.557721\n",
       " 1924  14091.273000\n",
       " 1925  14152.305828\n",
       " 1926  14307.961914\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9272.367534\n",
       " 182    9114.182050\n",
       " 183    9000.517957\n",
       " 184    9032.290407\n",
       " 185    9021.381718\n",
       " ...            ...\n",
       " 1922  13456.222362\n",
       " 1923  13498.199907\n",
       " 1924  13272.269983\n",
       " 1925  13369.143012\n",
       " 1926  13646.795667\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9842.368598\n",
       " 182    9785.558618\n",
       " 183    9729.198159\n",
       " 184    9674.306134\n",
       " 185    9640.150992\n",
       " ...            ...\n",
       " 1922  14246.410412\n",
       " 1923  14332.536413\n",
       " 1924  14175.662044\n",
       " 1925  14131.622688\n",
       " 1926  14151.366366\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8291.037125\n",
       " 182    8267.366763\n",
       " 183    8240.560087\n",
       " 184    8203.508121\n",
       " 185    8157.873972\n",
       " ...            ...\n",
       " 1922  11565.905139\n",
       " 1923  11541.353218\n",
       " 1924  11581.539456\n",
       " 1925  11668.398740\n",
       " 1926  11769.735469\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10930.896390\n",
       " 182   10897.543567\n",
       " 183   10838.997716\n",
       " 184   10698.154637\n",
       " 185   10583.820857\n",
       " ...            ...\n",
       " 1922  15381.534000\n",
       " 1923  15431.097402\n",
       " 1924  15478.069625\n",
       " 1925  15601.984041\n",
       " 1926  15750.348750\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7174.625457\n",
       " 182    7115.497433\n",
       " 183    7068.392331\n",
       " 184    7060.562109\n",
       " 185    7037.371948\n",
       " ...            ...\n",
       " 1922  10859.032116\n",
       " 1923  10833.080077\n",
       " 1924  10793.781466\n",
       " 1925  10819.423310\n",
       " 1926  10873.798517\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9192.000677\n",
       " 182    9137.112572\n",
       " 183    9086.428463\n",
       " 184    9049.477406\n",
       " 185    9005.739395\n",
       " ...            ...\n",
       " 1922  12876.248498\n",
       " 1923  12906.103826\n",
       " 1924  12900.508497\n",
       " 1925  12981.932251\n",
       " 1926  13096.635664\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9200.821572\n",
       " 182    9197.255040\n",
       " 183    9187.743622\n",
       " 184    9158.812241\n",
       " 185    9105.342741\n",
       " ...            ...\n",
       " 1922  13207.477970\n",
       " 1923  13151.185966\n",
       " 1924  13185.318543\n",
       " 1925  13251.619588\n",
       " 1926  13330.195587\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9495.875583\n",
       " 182    9413.697155\n",
       " 183    9335.869761\n",
       " 184    9272.255738\n",
       " 185    9226.784283\n",
       " ...            ...\n",
       " 1922  13879.248358\n",
       " 1923  13935.158897\n",
       " 1924  13724.956246\n",
       " 1925  13724.055153\n",
       " 1926  13844.278439\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11147.051033\n",
       " 182   11124.387727\n",
       " 183   11064.335423\n",
       " 184   10882.145727\n",
       " 185   10729.252029\n",
       " ...            ...\n",
       " 1922  14867.857084\n",
       " 1923  14799.298242\n",
       " 1924  14791.865792\n",
       " 1925  14745.965675\n",
       " 1926  14675.984492\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9430.624134\n",
       " 182    9374.431594\n",
       " 183    9342.619092\n",
       " 184    9390.448049\n",
       " 185    9374.853708\n",
       " ...            ...\n",
       " 1922  12784.110206\n",
       " 1923  12833.890729\n",
       " 1924  12713.378734\n",
       " 1925  12739.762305\n",
       " 1926  12847.699961\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9566.145767\n",
       " 182    9464.647280\n",
       " 183    9371.872581\n",
       " 184    9307.595592\n",
       " 185    9248.695245\n",
       " ...            ...\n",
       " 1922  12398.503722\n",
       " 1923  12440.895607\n",
       " 1924  12489.558486\n",
       " 1925  12511.748959\n",
       " 1926  12506.333869\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9763.147256\n",
       " 182    9816.299474\n",
       " 183    9838.657905\n",
       " 184    9760.423299\n",
       " 185    9692.151032\n",
       " ...            ...\n",
       " 1922  12875.815522\n",
       " 1923  12947.833554\n",
       " 1924  12704.071559\n",
       " 1925  12703.023963\n",
       " 1926  12850.208126\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11675.907124\n",
       " 182   11575.326983\n",
       " 183   11493.011873\n",
       " 184   11470.362530\n",
       " 185   11433.747427\n",
       " ...            ...\n",
       " 1922  15134.371258\n",
       " 1923  15190.949661\n",
       " 1924  15102.089181\n",
       " 1925  15133.017482\n",
       " 1926  15230.100196\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10213.370542\n",
       " 182   10159.270744\n",
       " 183   10106.872684\n",
       " 184   10060.033635\n",
       " 185   10005.409078\n",
       " ...            ...\n",
       " 1922  12725.297521\n",
       " 1923  12705.430853\n",
       " 1924  12740.548909\n",
       " 1925  12865.218604\n",
       " 1926  13031.875391\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10465.917181\n",
       " 182   10476.497827\n",
       " 183   10461.431221\n",
       " 184   10362.583599\n",
       " 185   10276.687652\n",
       " ...            ...\n",
       " 1922  13351.388834\n",
       " 1923  13349.363500\n",
       " 1924  13208.027641\n",
       " 1925  13255.200995\n",
       " 1926  13412.150858\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10886.658841\n",
       " 182   10933.946643\n",
       " 183   10941.679891\n",
       " 184   10820.201594\n",
       " 185   10719.650152\n",
       " ...            ...\n",
       " 1922  14019.714292\n",
       " 1923  13964.246561\n",
       " 1924  13979.684692\n",
       " 1925  14015.935743\n",
       " 1926  14052.793830\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9878.246101\n",
       " 182    9774.785920\n",
       " 183    9695.376620\n",
       " 184    9694.533533\n",
       " 185    9673.943222\n",
       " ...            ...\n",
       " 1922  13840.344433\n",
       " 1923  13811.388760\n",
       " 1924  13755.772598\n",
       " 1925  13723.474100\n",
       " 1926  13706.331602\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9244.009735\n",
       " 182    9213.787960\n",
       " 183    9164.786927\n",
       " 184    9054.440314\n",
       " 185    8962.628726\n",
       " ...            ...\n",
       " 1922  13022.823498\n",
       " 1923  13090.955262\n",
       " 1924  13003.904757\n",
       " 1925  13037.904550\n",
       " 1926  13139.435976\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10760.137475\n",
       " 182   10694.772555\n",
       " 183   10630.636305\n",
       " 184   10570.513705\n",
       " 185   10524.345408\n",
       " ...            ...\n",
       " 1922  15289.726398\n",
       " 1923  15276.399478\n",
       " 1924  15229.335084\n",
       " 1925  15302.700326\n",
       " 1926  15430.685274\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11938.435823\n",
       " 182   11817.891972\n",
       " 183   11719.516415\n",
       " 184   11693.557284\n",
       " 185   11644.257156\n",
       " ...            ...\n",
       " 1922  14943.537038\n",
       " 1923  15033.739848\n",
       " 1924  14909.341490\n",
       " 1925  14867.518522\n",
       " 1926  14876.458710\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11276.983879\n",
       " 182   11281.662810\n",
       " 183   11261.005399\n",
       " 184   11157.582600\n",
       " 185   11046.166832\n",
       " ...            ...\n",
       " 1922  15456.221678\n",
       " 1923  15422.321242\n",
       " 1924  15367.963918\n",
       " 1925  15343.230315\n",
       " 1926  15336.599765\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10040.822250\n",
       " 182    9989.367613\n",
       " 183    9948.687378\n",
       " 184    9943.203523\n",
       " 185    9906.801828\n",
       " ...            ...\n",
       " 1922  13777.138128\n",
       " 1923  13745.419893\n",
       " 1924  13777.542999\n",
       " 1925  13855.706299\n",
       " 1926  13942.588400\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10297.520358\n",
       " 182   10244.763806\n",
       " 183   10188.078751\n",
       " 184   10118.560593\n",
       " 185   10048.833465\n",
       " ...            ...\n",
       " 1922  14044.495749\n",
       " 1923  14098.589571\n",
       " 1924  14094.198157\n",
       " 1925  14075.931971\n",
       " 1926  14042.408006\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9594.280471\n",
       " 182    9528.775934\n",
       " 183    9467.784712\n",
       " 184    9421.536986\n",
       " 185    9373.088758\n",
       " ...            ...\n",
       " 1922  13302.619210\n",
       " 1923  13283.730515\n",
       " 1924  13189.393393\n",
       " 1925  13265.290457\n",
       " 1926  13435.643910\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   18371.696960\n",
       " 182   18443.277177\n",
       " 183   18458.736291\n",
       " 184   18352.945969\n",
       " 185   18281.740357\n",
       " ...            ...\n",
       " 1922  40512.791663\n",
       " 1923  40470.756434\n",
       " 1924  40570.155424\n",
       " 1925  40634.583132\n",
       " 1926  40612.976010\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   14902.126429\n",
       " 182   14981.965476\n",
       " 183   14975.518075\n",
       " 184   14782.649124\n",
       " 185   14624.789278\n",
       " ...            ...\n",
       " 1922  26603.719989\n",
       " 1923  26572.906337\n",
       " 1924  26564.951792\n",
       " 1925  26659.888639\n",
       " 1926  26750.060576\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10936.466628\n",
       " 182   10961.791551\n",
       " 183   10954.628140\n",
       " 184   10877.273805\n",
       " 185   10812.505004\n",
       " ...            ...\n",
       " 1922  17825.296277\n",
       " 1923  17807.679850\n",
       " 1924  17744.239193\n",
       " 1925  17818.673898\n",
       " 1926  17934.523917\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10623.963693\n",
       " 182   10531.164506\n",
       " 183   10468.544868\n",
       " 184   10471.128033\n",
       " 185   10445.358763\n",
       " ...            ...\n",
       " 1922  15357.548841\n",
       " 1923  15450.346808\n",
       " 1924  15475.383425\n",
       " 1925  15484.327956\n",
       " 1926  15462.719870\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9513.957774\n",
       " 182    9422.359899\n",
       " 183    9345.754179\n",
       " 184    9301.538957\n",
       " 185    9251.712511\n",
       " ...            ...\n",
       " 1922  12832.574313\n",
       " 1923  12854.386911\n",
       " 1924  12850.874285\n",
       " 1925  12913.156965\n",
       " 1926  12981.162971\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11211.498700\n",
       " 182   11175.478016\n",
       " 183   11110.776186\n",
       " 184   10984.108847\n",
       " 185   10941.121809\n",
       " ...            ...\n",
       " 1922  16340.753772\n",
       " 1923  16254.491014\n",
       " 1924  16218.003640\n",
       " 1925  16396.394171\n",
       " 1926  16605.824656\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12389.671629\n",
       " 182   12310.426427\n",
       " 183   12218.116796\n",
       " 184   12097.581514\n",
       " 185   12045.795251\n",
       " ...            ...\n",
       " 1922  16385.420389\n",
       " 1923  16455.585204\n",
       " 1924  16236.320683\n",
       " 1925  16253.582191\n",
       " 1926  16358.319600\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8041.078935\n",
       " 182   7991.336002\n",
       " 183   7936.117360\n",
       " 184   7869.068469\n",
       " 185   7810.311078\n",
       " ...           ...\n",
       " 1922  9265.369670\n",
       " 1923  9256.920189\n",
       " 1924  9292.624103\n",
       " 1925  9280.739448\n",
       " 1926  9247.183636\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8748.849301\n",
       " 182   8643.817017\n",
       " 183   8578.036788\n",
       " 184   8597.060477\n",
       " 185   8560.657707\n",
       " ...           ...\n",
       " 1922  9725.634349\n",
       " 1923  9705.582522\n",
       " 1924  9634.796537\n",
       " 1925  9743.881649\n",
       " 1926  9890.007907\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8521.170544\n",
       " 182   8532.196275\n",
       " 183   8513.056417\n",
       " 184   8428.743918\n",
       " 185   8352.200286\n",
       " ...           ...\n",
       " 1922  9695.322684\n",
       " 1923  9725.890379\n",
       " 1924  9711.515379\n",
       " 1925  9793.031001\n",
       " 1926  9899.135336\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10082.966582\n",
       " 182   10051.481215\n",
       " 183   10023.376157\n",
       " 184   10002.574242\n",
       " 185    9966.562467\n",
       " ...            ...\n",
       " 1922  11805.955657\n",
       " 1923  11744.243215\n",
       " 1924  11679.995741\n",
       " 1925  11762.722978\n",
       " 1926  11878.977375\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9139.558382\n",
       " 182    9129.976142\n",
       " 183    9133.473585\n",
       " 184    9165.229634\n",
       " 185    9163.597182\n",
       " ...            ...\n",
       " 1922  10638.649552\n",
       " 1923  10585.055770\n",
       " 1924  10487.227487\n",
       " 1925  10523.765088\n",
       " 1926  10602.679099\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9418.629067\n",
       " 182    9476.463070\n",
       " 183    9481.553331\n",
       " 184    9372.690931\n",
       " 185    9314.866509\n",
       " ...            ...\n",
       " 1922  10792.112330\n",
       " 1923  10839.551984\n",
       " 1924  10872.332287\n",
       " 1925  10945.719421\n",
       " 1926  11000.494867\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9998.973128\n",
       " 182    9880.079594\n",
       " 183    9808.034366\n",
       " 184    9837.204729\n",
       " 185    9811.970641\n",
       " ...            ...\n",
       " 1922  10860.486700\n",
       " 1923  10865.537960\n",
       " 1924  10921.303111\n",
       " 1925  10998.081990\n",
       " 1926  11044.408949\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8195.034277\n",
       " 182   8192.678071\n",
       " 183   8162.267898\n",
       " 184   8071.247233\n",
       " 185   8010.268057\n",
       " ...           ...\n",
       " 1922  8673.858473\n",
       " 1923  8616.453751\n",
       " 1924  8648.938599\n",
       " 1925  8698.230708\n",
       " 1926  8733.806260\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8193.825555\n",
       " 182   8135.427728\n",
       " 183   8067.758805\n",
       " 184   7980.059712\n",
       " 185   7928.481499\n",
       " ...           ...\n",
       " 1922  8899.234896\n",
       " 1923  8894.222239\n",
       " 1924  8844.220345\n",
       " 1925  8832.002221\n",
       " 1926  8831.442210\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   7563.452908\n",
       " 182   7585.705934\n",
       " 183   7584.330416\n",
       " 184   7531.905517\n",
       " 185   7487.026265\n",
       " ...           ...\n",
       " 1922  8356.547901\n",
       " 1923  8353.938384\n",
       " 1924  8352.960480\n",
       " 1925  8363.181777\n",
       " 1926  8381.741260\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   11866.205149\n",
       " 182   11810.248039\n",
       " 183   11766.745732\n",
       " 184   11750.151982\n",
       " 185   11718.605537\n",
       " ...            ...\n",
       " 1922  13524.876069\n",
       " 1923  13579.019017\n",
       " 1924  13430.404118\n",
       " 1925  13451.138649\n",
       " 1926  13542.752242\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10456.386815\n",
       " 182   10518.348465\n",
       " 183   10529.674804\n",
       " 184   10431.603735\n",
       " 185   10331.921310\n",
       " ...            ...\n",
       " 1922  12191.547600\n",
       " 1923  12179.207710\n",
       " 1924  12139.044200\n",
       " 1925  12197.564346\n",
       " 1926  12285.223727\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6446.258296\n",
       " 182   6477.050928\n",
       " 183   6471.135507\n",
       " 184   6385.912472\n",
       " 185   6326.938842\n",
       " ...           ...\n",
       " 1922  6875.508255\n",
       " 1923  6846.787459\n",
       " 1924  6846.653936\n",
       " 1925  6873.818889\n",
       " 1926  6897.994240\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6857.695440\n",
       " 182   6830.494382\n",
       " 183   6810.047954\n",
       " 184   6804.194880\n",
       " 185   6786.943642\n",
       " ...           ...\n",
       " 1922  7147.242264\n",
       " 1923  7099.065683\n",
       " 1924  7152.240240\n",
       " 1925  7161.331478\n",
       " 1926  7146.913649\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   9007.248267\n",
       " 182   9000.318903\n",
       " 183   8966.180035\n",
       " 184   8873.255136\n",
       " 185   8816.192982\n",
       " ...           ...\n",
       " 1922  8932.034003\n",
       " 1923  8831.723946\n",
       " 1924  8880.950588\n",
       " 1925  8968.688862\n",
       " 1926  9045.557988\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10544.452546\n",
       " 182   10505.016121\n",
       " 183   10447.446134\n",
       " 184   10350.698654\n",
       " 185   10256.898036\n",
       " ...            ...\n",
       " 1922  11772.393797\n",
       " 1923  11824.767442\n",
       " 1924  11766.798376\n",
       " 1925  11834.106839\n",
       " 1926  11929.393193\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9492.807844\n",
       " 182    9496.611073\n",
       " 183    9504.210440\n",
       " 184    9520.011347\n",
       " 185    9473.293958\n",
       " ...            ...\n",
       " 1922   9950.920926\n",
       " 1923   9892.675356\n",
       " 1924   9954.578766\n",
       " 1925  10026.297970\n",
       " 1926  10074.791740\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   12242.472659\n",
       " 182   12193.898999\n",
       " 183   12130.146326\n",
       " 184   12033.599451\n",
       " 185   11957.721673\n",
       " ...            ...\n",
       " 1922  13769.439266\n",
       " 1923  13722.263851\n",
       " 1924  13705.287210\n",
       " 1925  13777.900794\n",
       " 1926  13856.891223\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10258.751546\n",
       " 182   10166.575467\n",
       " 183   10097.196463\n",
       " 184   10077.070456\n",
       " 185   10043.253983\n",
       " ...            ...\n",
       " 1922  11038.490544\n",
       " 1923  11005.373474\n",
       " 1924  11013.105166\n",
       " 1925  11123.033797\n",
       " 1926  11230.423961\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8712.173669\n",
       " 182   8651.169132\n",
       " 183   8589.542309\n",
       " 184   8526.571039\n",
       " 185   8477.718059\n",
       " ...           ...\n",
       " 1922  9931.535765\n",
       " 1923  9925.835216\n",
       " 1924  9894.773347\n",
       " 1925  9901.500747\n",
       " 1926  9906.886536\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8286.273126\n",
       " 182   8241.229234\n",
       " 183   8184.591882\n",
       " 184   8102.906903\n",
       " 185   8041.651705\n",
       " ...           ...\n",
       " 1922  8595.937002\n",
       " 1923  8607.714678\n",
       " 1924  8465.750032\n",
       " 1925  8481.237779\n",
       " 1926  8551.281693\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6225.891800\n",
       " 182   6217.295686\n",
       " 183   6188.029471\n",
       " 184   6114.105580\n",
       " 185   6045.175368\n",
       " ...           ...\n",
       " 1922  6291.945928\n",
       " 1923  6289.579155\n",
       " 1924  6245.498347\n",
       " 1925  6211.204786\n",
       " 1926  6179.574440\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5917.621123\n",
       " 182   5987.045689\n",
       " 183   6030.091366\n",
       " 184   6016.145550\n",
       " 185   5971.552982\n",
       " ...           ...\n",
       " 1922  7250.845762\n",
       " 1923  7230.869190\n",
       " 1924  7169.155491\n",
       " 1925  7199.819764\n",
       " 1926  7269.068701\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   7154.472227\n",
       " 182   7141.984085\n",
       " 183   7098.701613\n",
       " 184   6988.888105\n",
       " 185   6914.921353\n",
       " ...           ...\n",
       " 1922  8226.425513\n",
       " 1923  8220.959476\n",
       " 1924  8172.957266\n",
       " 1925  8290.833073\n",
       " 1926  8450.193011\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6707.645791\n",
       " 182   6684.429849\n",
       " 183   6658.475724\n",
       " 184   6626.605764\n",
       " 185   6592.174080\n",
       " ...           ...\n",
       " 1922  6339.754364\n",
       " 1923  6401.872421\n",
       " 1924  6383.921348\n",
       " 1925  6359.665649\n",
       " 1926  6337.598884\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   7079.964273\n",
       " 182   7104.828297\n",
       " 183   7100.157046\n",
       " 184   7031.674939\n",
       " 185   6973.761550\n",
       " ...           ...\n",
       " 1922  6962.214446\n",
       " 1923  6910.898955\n",
       " 1924  6923.308993\n",
       " 1925  6995.219227\n",
       " 1926  7071.519452\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8140.003114\n",
       " 182   8057.581323\n",
       " 183   7996.900058\n",
       " 184   7983.189121\n",
       " 185   7953.262379\n",
       " ...           ...\n",
       " 1922  7991.320120\n",
       " 1923  7999.014340\n",
       " 1924  7985.454365\n",
       " 1925  8023.687735\n",
       " 1926  8070.339057\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   7292.518959\n",
       " 182   7254.028296\n",
       " 183   7233.473734\n",
       " 184   7251.670055\n",
       " 185   7229.123131\n",
       " ...           ...\n",
       " 1922  7543.870887\n",
       " 1923  7512.497860\n",
       " 1924  7661.830247\n",
       " 1925  7643.912418\n",
       " 1926  7553.104694\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   13851.193812\n",
       " 182   13644.028840\n",
       " 183   13508.828580\n",
       " 184   13529.107814\n",
       " 185   13519.785138\n",
       " ...            ...\n",
       " 1922  15456.217455\n",
       " 1923  15387.654701\n",
       " 1924  15391.791696\n",
       " 1925  15391.729413\n",
       " 1926  15381.632205\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9602.053049\n",
       " 182    9588.523282\n",
       " 183    9540.402406\n",
       " 184    9417.547567\n",
       " 185    9354.578548\n",
       " ...            ...\n",
       " 1922  11133.236549\n",
       " 1923  11138.323110\n",
       " 1924  11088.619827\n",
       " 1925  11137.597662\n",
       " 1926  11228.715759\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   8827.914142\n",
       " 182   8785.604356\n",
       " 183   8736.340754\n",
       " 184   8672.053455\n",
       " 185   8633.022892\n",
       " ...           ...\n",
       " 1922  9188.537060\n",
       " 1923  9239.572686\n",
       " 1924  9172.903494\n",
       " 1925  9201.410595\n",
       " 1926  9251.077887\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    9932.480105\n",
       " 182    9877.625921\n",
       " 183    9848.093579\n",
       " 184    9873.268981\n",
       " 185    9857.960522\n",
       " ...            ...\n",
       " 1922  11896.164142\n",
       " 1923  11795.050872\n",
       " 1924  11778.862109\n",
       " 1925  11838.964944\n",
       " 1926  11902.266401\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   7046.559612\n",
       " 182   6959.336862\n",
       " 183   6904.824167\n",
       " 184   6920.981426\n",
       " 185   6907.026593\n",
       " ...           ...\n",
       " 1922  7178.551502\n",
       " 1923  7199.628639\n",
       " 1924  7157.758058\n",
       " 1925  7201.271235\n",
       " 1926  7267.066558\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6334.061331\n",
       " 182   6329.481110\n",
       " 183   6296.214500\n",
       " 184   6200.971052\n",
       " 185   6143.866699\n",
       " ...           ...\n",
       " 1922  6567.037761\n",
       " 1923  6539.667332\n",
       " 1924  6576.054011\n",
       " 1925  6614.550267\n",
       " 1926  6640.607357\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   7326.598999\n",
       " 182   7274.769033\n",
       " 183   7236.236994\n",
       " 184   7226.435079\n",
       " 185   7189.028390\n",
       " ...           ...\n",
       " 1922  8901.394353\n",
       " 1923  8915.768602\n",
       " 1924  8845.922011\n",
       " 1925  8881.051013\n",
       " 1926  8941.788026\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10100.087377\n",
       " 182   10069.938034\n",
       " 183   10051.817271\n",
       " 184   10059.684206\n",
       " 185   10034.899489\n",
       " ...            ...\n",
       " 1922  22802.009599\n",
       " 1923  22694.969576\n",
       " 1924  22736.640031\n",
       " 1925  22937.213108\n",
       " 1926  23137.925004\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8659.378039\n",
       " 182    8660.413357\n",
       " 183    8663.979593\n",
       " 184    8673.013867\n",
       " 185    8649.903929\n",
       " ...            ...\n",
       " 1922  16067.658100\n",
       " 1923  16065.402152\n",
       " 1924  16043.513895\n",
       " 1925  16138.513070\n",
       " 1926  16255.871832\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6773.173938\n",
       " 182    6830.691846\n",
       " 183    6854.450233\n",
       " 184    6805.271302\n",
       " 185    6778.831377\n",
       " ...            ...\n",
       " 1922  11706.687826\n",
       " 1923  11780.979665\n",
       " 1924  11707.336356\n",
       " 1925  11699.468899\n",
       " 1926  11709.547951\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6290.164064\n",
       " 182    6285.578797\n",
       " 183    6260.533539\n",
       " 184    6191.284547\n",
       " 185    6167.541016\n",
       " ...            ...\n",
       " 1922  10620.716495\n",
       " 1923  10611.719473\n",
       " 1924  10651.781342\n",
       " 1925  10684.854706\n",
       " 1926  10702.353518\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6658.738042\n",
       " 182    6666.872754\n",
       " 183    6670.154482\n",
       " 184    6662.951357\n",
       " 185    6632.703036\n",
       " ...            ...\n",
       " 1922  10330.705189\n",
       " 1923  10289.291255\n",
       " 1924  10161.130270\n",
       " 1925  10210.724460\n",
       " 1926  10329.478736\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5991.956220\n",
       " 182   5910.611876\n",
       " 183   5836.664349\n",
       " 184   5778.697615\n",
       " 185   5734.094329\n",
       " ...           ...\n",
       " 1922  8590.600624\n",
       " 1923  8595.300898\n",
       " 1924  8552.571731\n",
       " 1925  8575.626875\n",
       " 1926  8615.784260\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6267.435748\n",
       " 182   6249.504367\n",
       " 183   6232.419876\n",
       " 184   6217.165087\n",
       " 185   6208.731465\n",
       " ...           ...\n",
       " 1922  8456.684797\n",
       " 1923  8519.140553\n",
       " 1924  8475.356462\n",
       " 1925  8460.258482\n",
       " 1926  8454.784686\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5556.768391\n",
       " 182   5546.758049\n",
       " 183   5541.178988\n",
       " 184   5545.173696\n",
       " 185   5544.362035\n",
       " ...           ...\n",
       " 1922  7680.271497\n",
       " 1923  7747.144852\n",
       " 1924  7637.448198\n",
       " 1925  7630.615868\n",
       " 1926  7662.770641\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6370.319348\n",
       " 182   6376.418238\n",
       " 183   6359.734987\n",
       " 184   6293.831005\n",
       " 185   6276.473660\n",
       " ...           ...\n",
       " 1922  8589.947378\n",
       " 1923  8577.589792\n",
       " 1924  8520.233732\n",
       " 1925  8613.353825\n",
       " 1926  8744.477823\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7407.377273\n",
       " 182    7476.312688\n",
       " 183    7497.564910\n",
       " 184    7415.797773\n",
       " 185    7358.004753\n",
       " ...            ...\n",
       " 1922  10421.476711\n",
       " 1923  10360.227350\n",
       " 1924  10268.636441\n",
       " 1925  10342.911706\n",
       " 1926  10469.559160\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6694.473535\n",
       " 182   6629.225053\n",
       " 183   6573.901734\n",
       " 184   6540.021694\n",
       " 185   6543.578994\n",
       " ...           ...\n",
       " 1922  9200.354102\n",
       " 1923  9204.739049\n",
       " 1924  9133.886776\n",
       " 1925  9176.408652\n",
       " 1926  9263.585484\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5755.678564\n",
       " 182   5689.650819\n",
       " 183   5651.055991\n",
       " 184   5671.729883\n",
       " 185   5668.878440\n",
       " ...           ...\n",
       " 1922  7957.033983\n",
       " 1923  7910.880957\n",
       " 1924  7833.588659\n",
       " 1925  7873.868729\n",
       " 1926  7948.937094\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5257.477033\n",
       " 182   5207.401355\n",
       " 183   5167.248314\n",
       " 184   5148.533092\n",
       " 185   5122.205046\n",
       " ...           ...\n",
       " 1922  6870.625889\n",
       " 1923  6835.660325\n",
       " 1924  6791.652118\n",
       " 1925  6784.029684\n",
       " 1926  6788.695697\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5469.867981\n",
       " 182   5468.520352\n",
       " 183   5458.524536\n",
       " 184   5429.844345\n",
       " 185   5406.200595\n",
       " ...           ...\n",
       " 1922  7350.929222\n",
       " 1923  7265.703247\n",
       " 1924  7208.172313\n",
       " 1925  7238.820919\n",
       " 1926  7304.699291\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5113.257049\n",
       " 182   5085.180361\n",
       " 183   5057.319471\n",
       " 184   5029.924813\n",
       " 185   5014.656568\n",
       " ...           ...\n",
       " 1922  6797.895950\n",
       " 1923  6767.320493\n",
       " 1924  6728.526300\n",
       " 1925  6762.517400\n",
       " 1926  6811.176046\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5585.851872\n",
       " 182   5563.168977\n",
       " 183   5535.427551\n",
       " 184   5496.757188\n",
       " 185   5492.734680\n",
       " ...           ...\n",
       " 1922  7015.703941\n",
       " 1923  7025.743908\n",
       " 1924  7061.150474\n",
       " 1925  7114.065730\n",
       " 1926  7159.164159\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5020.666886\n",
       " 182   5045.284695\n",
       " 183   5037.414236\n",
       " 184   4959.352997\n",
       " 185   4927.801558\n",
       " ...           ...\n",
       " 1922  6026.547373\n",
       " 1923  6002.526121\n",
       " 1924  5998.101562\n",
       " 1925  6034.973847\n",
       " 1926  6079.624534\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4721.550573\n",
       " 182   4691.425702\n",
       " 183   4669.743439\n",
       " 184   4666.301402\n",
       " 185   4668.425788\n",
       " ...           ...\n",
       " 1922  5983.856360\n",
       " 1923  5999.492690\n",
       " 1924  5891.652728\n",
       " 1925  5923.775712\n",
       " 1926  5996.608393\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5620.407634\n",
       " 182   5647.765856\n",
       " 183   5643.268069\n",
       " 184   5569.945488\n",
       " 185   5512.250430\n",
       " ...           ...\n",
       " 1922  7099.287958\n",
       " 1923  7074.439076\n",
       " 1924  7110.896779\n",
       " 1925  7183.762458\n",
       " 1926  7259.022318\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6181.079496\n",
       " 182   6209.838828\n",
       " 183   6183.539128\n",
       " 184   6038.284592\n",
       " 185   5949.603493\n",
       " ...           ...\n",
       " 1922  8144.948006\n",
       " 1923  8069.557980\n",
       " 1924  8075.854697\n",
       " 1925  8164.048745\n",
       " 1926  8269.577696\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6110.029651\n",
       " 182   6102.753919\n",
       " 183   6075.229727\n",
       " 184   6003.958810\n",
       " 185   5950.342697\n",
       " ...           ...\n",
       " 1922  7797.416467\n",
       " 1923  7797.077539\n",
       " 1924  7723.948751\n",
       " 1925  7773.293039\n",
       " 1926  7857.913529\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5684.890374\n",
       " 182   5624.858339\n",
       " 183   5584.875594\n",
       " 184   5588.209263\n",
       " 185   5582.685017\n",
       " ...           ...\n",
       " 1922  7059.210831\n",
       " 1923  7045.541522\n",
       " 1924  6926.350235\n",
       " 1925  6984.916659\n",
       " 1926  7098.169463\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4800.032232\n",
       " 182   4758.574868\n",
       " 183   4737.163580\n",
       " 184   4759.061766\n",
       " 185   4754.144431\n",
       " ...           ...\n",
       " 1922  5918.278657\n",
       " 1923  5887.092730\n",
       " 1924  5834.601569\n",
       " 1925  5860.491704\n",
       " 1926  5902.921345\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4994.233513\n",
       " 182   5006.171958\n",
       " 183   4984.569713\n",
       " 184   4890.502928\n",
       " 185   4845.715783\n",
       " ...           ...\n",
       " 1922  6082.161050\n",
       " 1923  6067.860953\n",
       " 1924  6059.266888\n",
       " 1925  6129.066173\n",
       " 1926  6205.764646\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5794.322845\n",
       " 182   5799.685609\n",
       " 183   5793.867835\n",
       " 184   5763.894549\n",
       " 185   5733.639879\n",
       " ...           ...\n",
       " 1922  7255.818398\n",
       " 1923  7295.524548\n",
       " 1924  7226.507187\n",
       " 1925  7263.865107\n",
       " 1926  7330.247135\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4929.706587\n",
       " 182   4880.259062\n",
       " 183   4827.023180\n",
       " 184   4765.602565\n",
       " 185   4721.592934\n",
       " ...           ...\n",
       " 1922  6145.814954\n",
       " 1923  6151.525304\n",
       " 1924  6171.146516\n",
       " 1925  6154.374977\n",
       " 1926  6116.099923\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4976.683372\n",
       " 182   4944.587511\n",
       " 183   4915.028350\n",
       " 184   4890.949721\n",
       " 185   4863.050972\n",
       " ...           ...\n",
       " 1922  6301.021722\n",
       " 1923  6298.939648\n",
       " 1924  6335.294130\n",
       " 1925  6372.358290\n",
       " 1926  6384.340966\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4624.879736\n",
       " 182   4610.755115\n",
       " 183   4595.789124\n",
       " 184   4579.005354\n",
       " 185   4559.167826\n",
       " ...           ...\n",
       " 1922  5781.168717\n",
       " 1923  5732.219513\n",
       " 1924  5680.752341\n",
       " 1925  5677.568191\n",
       " 1926  5690.624174\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5815.276942\n",
       " 182   5785.949748\n",
       " 183   5748.612117\n",
       " 184   5693.967964\n",
       " 185   5640.791390\n",
       " ...           ...\n",
       " 1922  6902.897781\n",
       " 1923  6888.642235\n",
       " 1924  6925.075316\n",
       " 1925  6934.919387\n",
       " 1926  6916.892846\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5650.689017\n",
       " 182   5624.010916\n",
       " 183   5577.087592\n",
       " 184   5486.424537\n",
       " 185   5440.487382\n",
       " ...           ...\n",
       " 1922  7332.869062\n",
       " 1923  7290.313640\n",
       " 1924  7309.041860\n",
       " 1925  7312.375830\n",
       " 1926  7300.034115\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6322.280621\n",
       " 182   6301.687030\n",
       " 183   6273.081571\n",
       " 184   6227.166501\n",
       " 185   6183.233482\n",
       " ...           ...\n",
       " 1922  7966.108624\n",
       " 1923  7987.508932\n",
       " 1924  7965.590687\n",
       " 1925  7957.665311\n",
       " 1926  7954.704193\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5698.545706\n",
       " 182   5728.581779\n",
       " 183   5732.034873\n",
       " 184   5678.055538\n",
       " 185   5637.696455\n",
       " ...           ...\n",
       " 1922  7064.511451\n",
       " 1923  7047.818826\n",
       " 1924  7103.075455\n",
       " 1925  7191.245598\n",
       " 1926  7264.274756\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4721.482986\n",
       " 182   4716.710030\n",
       " 183   4714.047225\n",
       " 184   4715.943395\n",
       " 185   4687.460987\n",
       " ...           ...\n",
       " 1922  5943.253102\n",
       " 1923  5994.795669\n",
       " 1924  5962.166249\n",
       " 1925  5984.124688\n",
       " 1926  6020.282414\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4475.939129\n",
       " 182   4495.821569\n",
       " 183   4503.044538\n",
       " 184   4482.916766\n",
       " 185   4455.174896\n",
       " ...           ...\n",
       " 1922  5218.262111\n",
       " 1923  5166.010745\n",
       " 1924  5125.958977\n",
       " 1925  5159.392028\n",
       " 1926  5220.334329\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4236.825013\n",
       " 182   4214.647920\n",
       " 183   4207.240139\n",
       " 184   4231.741399\n",
       " 185   4222.847266\n",
       " ...           ...\n",
       " 1922  5102.206485\n",
       " 1923  5106.338168\n",
       " 1924  5096.571439\n",
       " 1925  5085.402060\n",
       " 1926  5072.943940\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4275.228424\n",
       " 182   4236.377266\n",
       " 183   4203.438897\n",
       " 184   4183.275087\n",
       " 185   4176.257179\n",
       " ...           ...\n",
       " 1922  5314.297172\n",
       " 1923  5287.302024\n",
       " 1924  5329.789713\n",
       " 1925  5295.292834\n",
       " 1926  5236.148053\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4362.354997\n",
       " 182   4433.595406\n",
       " 183   4451.034918\n",
       " 184   4352.237791\n",
       " 185   4266.765683\n",
       " ...           ...\n",
       " 1922  5099.248095\n",
       " 1923  5071.851922\n",
       " 1924  5029.698197\n",
       " 1925  5049.829455\n",
       " 1926  5095.167409\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181   10100.087377\n",
       " 182   10069.938034\n",
       " 183   10051.817271\n",
       " 184   10059.684206\n",
       " 185   10034.899489\n",
       " ...            ...\n",
       " 1922  22802.009599\n",
       " 1923  22694.969576\n",
       " 1924  22736.640031\n",
       " 1925  22937.213108\n",
       " 1926  23137.925004\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    8659.378039\n",
       " 182    8660.413357\n",
       " 183    8663.979593\n",
       " 184    8673.013867\n",
       " 185    8649.903929\n",
       " ...            ...\n",
       " 1922  16067.658100\n",
       " 1923  16065.402152\n",
       " 1924  16043.513895\n",
       " 1925  16138.513070\n",
       " 1926  16255.871832\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6773.173938\n",
       " 182    6830.691846\n",
       " 183    6854.450233\n",
       " 184    6805.271302\n",
       " 185    6778.831377\n",
       " ...            ...\n",
       " 1922  11706.687826\n",
       " 1923  11780.979665\n",
       " 1924  11707.336356\n",
       " 1925  11699.468899\n",
       " 1926  11709.547951\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6290.164064\n",
       " 182    6285.578797\n",
       " 183    6260.533539\n",
       " 184    6191.284547\n",
       " 185    6167.541016\n",
       " ...            ...\n",
       " 1922  10620.716495\n",
       " 1923  10611.719473\n",
       " 1924  10651.781342\n",
       " 1925  10684.854706\n",
       " 1926  10702.353518\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    6658.738042\n",
       " 182    6666.872754\n",
       " 183    6670.154482\n",
       " 184    6662.951357\n",
       " 185    6632.703036\n",
       " ...            ...\n",
       " 1922  10330.705189\n",
       " 1923  10289.291255\n",
       " 1924  10161.130270\n",
       " 1925  10210.724460\n",
       " 1926  10329.478736\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5991.956220\n",
       " 182   5910.611876\n",
       " 183   5836.664349\n",
       " 184   5778.697615\n",
       " 185   5734.094329\n",
       " ...           ...\n",
       " 1922  8590.600624\n",
       " 1923  8595.300898\n",
       " 1924  8552.571731\n",
       " 1925  8575.626875\n",
       " 1926  8615.784260\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6267.435748\n",
       " 182   6249.504367\n",
       " 183   6232.419876\n",
       " 184   6217.165087\n",
       " 185   6208.731465\n",
       " ...           ...\n",
       " 1922  8456.684797\n",
       " 1923  8519.140553\n",
       " 1924  8475.356462\n",
       " 1925  8460.258482\n",
       " 1926  8454.784686\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5556.768391\n",
       " 182   5546.758049\n",
       " 183   5541.178988\n",
       " 184   5545.173696\n",
       " 185   5544.362035\n",
       " ...           ...\n",
       " 1922  7680.271497\n",
       " 1923  7747.144852\n",
       " 1924  7637.448198\n",
       " 1925  7630.615868\n",
       " 1926  7662.770641\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6370.319348\n",
       " 182   6376.418238\n",
       " 183   6359.734987\n",
       " 184   6293.831005\n",
       " 185   6276.473660\n",
       " ...           ...\n",
       " 1922  8589.947378\n",
       " 1923  8577.589792\n",
       " 1924  8520.233732\n",
       " 1925  8613.353825\n",
       " 1926  8744.477823\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "         #Intensity\n",
       " 181    7407.377273\n",
       " 182    7476.312688\n",
       " 183    7497.564910\n",
       " 184    7415.797773\n",
       " 185    7358.004753\n",
       " ...            ...\n",
       " 1922  10421.476711\n",
       " 1923  10360.227350\n",
       " 1924  10268.636441\n",
       " 1925  10342.911706\n",
       " 1926  10469.559160\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6694.473535\n",
       " 182   6629.225053\n",
       " 183   6573.901734\n",
       " 184   6540.021694\n",
       " 185   6543.578994\n",
       " ...           ...\n",
       " 1922  9200.354102\n",
       " 1923  9204.739049\n",
       " 1924  9133.886776\n",
       " 1925  9176.408652\n",
       " 1926  9263.585484\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5755.678564\n",
       " 182   5689.650819\n",
       " 183   5651.055991\n",
       " 184   5671.729883\n",
       " 185   5668.878440\n",
       " ...           ...\n",
       " 1922  7957.033983\n",
       " 1923  7910.880957\n",
       " 1924  7833.588659\n",
       " 1925  7873.868729\n",
       " 1926  7948.937094\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5257.477033\n",
       " 182   5207.401355\n",
       " 183   5167.248314\n",
       " 184   5148.533092\n",
       " 185   5122.205046\n",
       " ...           ...\n",
       " 1922  6870.625889\n",
       " 1923  6835.660325\n",
       " 1924  6791.652118\n",
       " 1925  6784.029684\n",
       " 1926  6788.695697\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5469.867981\n",
       " 182   5468.520352\n",
       " 183   5458.524536\n",
       " 184   5429.844345\n",
       " 185   5406.200595\n",
       " ...           ...\n",
       " 1922  7350.929222\n",
       " 1923  7265.703247\n",
       " 1924  7208.172313\n",
       " 1925  7238.820919\n",
       " 1926  7304.699291\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5113.257049\n",
       " 182   5085.180361\n",
       " 183   5057.319471\n",
       " 184   5029.924813\n",
       " 185   5014.656568\n",
       " ...           ...\n",
       " 1922  6797.895950\n",
       " 1923  6767.320493\n",
       " 1924  6728.526300\n",
       " 1925  6762.517400\n",
       " 1926  6811.176046\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5585.851872\n",
       " 182   5563.168977\n",
       " 183   5535.427551\n",
       " 184   5496.757188\n",
       " 185   5492.734680\n",
       " ...           ...\n",
       " 1922  7015.703941\n",
       " 1923  7025.743908\n",
       " 1924  7061.150474\n",
       " 1925  7114.065730\n",
       " 1926  7159.164159\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5020.666886\n",
       " 182   5045.284695\n",
       " 183   5037.414236\n",
       " 184   4959.352997\n",
       " 185   4927.801558\n",
       " ...           ...\n",
       " 1922  6026.547373\n",
       " 1923  6002.526121\n",
       " 1924  5998.101562\n",
       " 1925  6034.973847\n",
       " 1926  6079.624534\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4721.550573\n",
       " 182   4691.425702\n",
       " 183   4669.743439\n",
       " 184   4666.301402\n",
       " 185   4668.425788\n",
       " ...           ...\n",
       " 1922  5983.856360\n",
       " 1923  5999.492690\n",
       " 1924  5891.652728\n",
       " 1925  5923.775712\n",
       " 1926  5996.608393\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5620.407634\n",
       " 182   5647.765856\n",
       " 183   5643.268069\n",
       " 184   5569.945488\n",
       " 185   5512.250430\n",
       " ...           ...\n",
       " 1922  7099.287958\n",
       " 1923  7074.439076\n",
       " 1924  7110.896779\n",
       " 1925  7183.762458\n",
       " 1926  7259.022318\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6181.079496\n",
       " 182   6209.838828\n",
       " 183   6183.539128\n",
       " 184   6038.284592\n",
       " 185   5949.603493\n",
       " ...           ...\n",
       " 1922  8144.948006\n",
       " 1923  8069.557980\n",
       " 1924  8075.854697\n",
       " 1925  8164.048745\n",
       " 1926  8269.577696\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6110.029651\n",
       " 182   6102.753919\n",
       " 183   6075.229727\n",
       " 184   6003.958810\n",
       " 185   5950.342697\n",
       " ...           ...\n",
       " 1922  7797.416467\n",
       " 1923  7797.077539\n",
       " 1924  7723.948751\n",
       " 1925  7773.293039\n",
       " 1926  7857.913529\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5684.890374\n",
       " 182   5624.858339\n",
       " 183   5584.875594\n",
       " 184   5588.209263\n",
       " 185   5582.685017\n",
       " ...           ...\n",
       " 1922  7059.210831\n",
       " 1923  7045.541522\n",
       " 1924  6926.350235\n",
       " 1925  6984.916659\n",
       " 1926  7098.169463\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4800.032232\n",
       " 182   4758.574868\n",
       " 183   4737.163580\n",
       " 184   4759.061766\n",
       " 185   4754.144431\n",
       " ...           ...\n",
       " 1922  5918.278657\n",
       " 1923  5887.092730\n",
       " 1924  5834.601569\n",
       " 1925  5860.491704\n",
       " 1926  5902.921345\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4994.233513\n",
       " 182   5006.171958\n",
       " 183   4984.569713\n",
       " 184   4890.502928\n",
       " 185   4845.715783\n",
       " ...           ...\n",
       " 1922  6082.161050\n",
       " 1923  6067.860953\n",
       " 1924  6059.266888\n",
       " 1925  6129.066173\n",
       " 1926  6205.764646\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5794.322845\n",
       " 182   5799.685609\n",
       " 183   5793.867835\n",
       " 184   5763.894549\n",
       " 185   5733.639879\n",
       " ...           ...\n",
       " 1922  7255.818398\n",
       " 1923  7295.524548\n",
       " 1924  7226.507187\n",
       " 1925  7263.865107\n",
       " 1926  7330.247135\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4929.706587\n",
       " 182   4880.259062\n",
       " 183   4827.023180\n",
       " 184   4765.602565\n",
       " 185   4721.592934\n",
       " ...           ...\n",
       " 1922  6145.814954\n",
       " 1923  6151.525304\n",
       " 1924  6171.146516\n",
       " 1925  6154.374977\n",
       " 1926  6116.099923\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4976.683372\n",
       " 182   4944.587511\n",
       " 183   4915.028350\n",
       " 184   4890.949721\n",
       " 185   4863.050972\n",
       " ...           ...\n",
       " 1922  6301.021722\n",
       " 1923  6298.939648\n",
       " 1924  6335.294130\n",
       " 1925  6372.358290\n",
       " 1926  6384.340966\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4624.879736\n",
       " 182   4610.755115\n",
       " 183   4595.789124\n",
       " 184   4579.005354\n",
       " 185   4559.167826\n",
       " ...           ...\n",
       " 1922  5781.168717\n",
       " 1923  5732.219513\n",
       " 1924  5680.752341\n",
       " 1925  5677.568191\n",
       " 1926  5690.624174\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5815.276942\n",
       " 182   5785.949748\n",
       " 183   5748.612117\n",
       " 184   5693.967964\n",
       " 185   5640.791390\n",
       " ...           ...\n",
       " 1922  6902.897781\n",
       " 1923  6888.642235\n",
       " 1924  6925.075316\n",
       " 1925  6934.919387\n",
       " 1926  6916.892846\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5650.689017\n",
       " 182   5624.010916\n",
       " 183   5577.087592\n",
       " 184   5486.424537\n",
       " 185   5440.487382\n",
       " ...           ...\n",
       " 1922  7332.869062\n",
       " 1923  7290.313640\n",
       " 1924  7309.041860\n",
       " 1925  7312.375830\n",
       " 1926  7300.034115\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   6322.280621\n",
       " 182   6301.687030\n",
       " 183   6273.081571\n",
       " 184   6227.166501\n",
       " 185   6183.233482\n",
       " ...           ...\n",
       " 1922  7966.108624\n",
       " 1923  7987.508932\n",
       " 1924  7965.590687\n",
       " 1925  7957.665311\n",
       " 1926  7954.704193\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   5698.545706\n",
       " 182   5728.581779\n",
       " 183   5732.034873\n",
       " 184   5678.055538\n",
       " 185   5637.696455\n",
       " ...           ...\n",
       " 1922  7064.511451\n",
       " 1923  7047.818826\n",
       " 1924  7103.075455\n",
       " 1925  7191.245598\n",
       " 1926  7264.274756\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4721.482986\n",
       " 182   4716.710030\n",
       " 183   4714.047225\n",
       " 184   4715.943395\n",
       " 185   4687.460987\n",
       " ...           ...\n",
       " 1922  5943.253102\n",
       " 1923  5994.795669\n",
       " 1924  5962.166249\n",
       " 1925  5984.124688\n",
       " 1926  6020.282414\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4475.939129\n",
       " 182   4495.821569\n",
       " 183   4503.044538\n",
       " 184   4482.916766\n",
       " 185   4455.174896\n",
       " ...           ...\n",
       " 1922  5218.262111\n",
       " 1923  5166.010745\n",
       " 1924  5125.958977\n",
       " 1925  5159.392028\n",
       " 1926  5220.334329\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4236.825013\n",
       " 182   4214.647920\n",
       " 183   4207.240139\n",
       " 184   4231.741399\n",
       " 185   4222.847266\n",
       " ...           ...\n",
       " 1922  5102.206485\n",
       " 1923  5106.338168\n",
       " 1924  5096.571439\n",
       " 1925  5085.402060\n",
       " 1926  5072.943940\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4275.228424\n",
       " 182   4236.377266\n",
       " 183   4203.438897\n",
       " 184   4183.275087\n",
       " 185   4176.257179\n",
       " ...           ...\n",
       " 1922  5314.297172\n",
       " 1923  5287.302024\n",
       " 1924  5329.789713\n",
       " 1925  5295.292834\n",
       " 1926  5236.148053\n",
       " \n",
       " [1746 rows x 1 columns],\n",
       "        #Intensity\n",
       " 181   4362.354997\n",
       " 182   4433.595406\n",
       " 183   4451.034918\n",
       " 184   4352.237791\n",
       " 185   4266.765683\n",
       " ...           ...\n",
       " 1922  5099.248095\n",
       " 1923  5071.851922\n",
       " 1924  5029.698197\n",
       " 1925  5049.829455\n",
       " 1926  5095.167409\n",
       " \n",
       " [1746 rows x 1 columns]]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-13T14:23:59.586141Z",
     "start_time": "2024-04-13T14:23:59.505593Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df_experiments = pd.concat(interpolated_experiments, axis=1)\n",
    "df_experiments"
   ],
   "id": "afefe02e437bb296",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "        #Intensity    #Intensity    #Intensity    #Intensity    #Intensity  \\\n",
       "181   15196.588457  11541.323730  14841.336497  12962.544993  11218.268657   \n",
       "182   15238.392893  11514.042480  14791.788614  12888.778360  11174.286298   \n",
       "183   15260.348015  11496.918280  14735.185229  12819.365812  11138.891151   \n",
       "184   15217.462044  11512.973779  14655.533872  12764.176613  11131.547559   \n",
       "185   15151.631602  11497.515892  14589.036222  12737.702642  11115.027596   \n",
       "...            ...           ...           ...           ...           ...   \n",
       "1922  34619.811769  23259.160077  27759.794667  24519.211765  21569.532670   \n",
       "1923  34739.902572  23452.001384  27701.766984  24573.630709  21603.756959   \n",
       "1924  34481.281361  23237.842294  27707.542236  24534.071366  21496.946353   \n",
       "1925  34600.945806  23289.105272  27766.287448  24543.687146  21603.877186   \n",
       "1926  34924.482502  23490.181875  27838.199140  24582.879296  21826.919220   \n",
       "\n",
       "        #Intensity    #Intensity    #Intensity    #Intensity    #Intensity  \\\n",
       "181   13797.517019   9500.903430   9737.872920   9199.072282   9137.087615   \n",
       "182   13699.189902   9395.398390   9689.048324   9192.839419   9078.193966   \n",
       "183   13624.446367   9327.081873   9644.117090   9170.494344   9020.844001   \n",
       "184   13626.742532   9380.247863   9611.904176   9095.516044   8968.536739   \n",
       "185   13609.690867   9372.983056   9580.085679   9031.298566   8928.190135   \n",
       "...            ...           ...           ...           ...           ...   \n",
       "1922  25599.870205  17762.395943  17024.965060  16020.668347  15542.194813   \n",
       "1923  25666.872646  17729.292606  17124.649955  16034.688033  15555.297180   \n",
       "1924  25828.025424  17631.368364  17120.660056  16045.178564  15536.474579   \n",
       "1925  25977.235900  17719.442114  17098.382555  16092.876008  15569.354706   \n",
       "1926  26088.341561  17908.803279  17060.351796  16147.318945  15617.797227   \n",
       "\n",
       "      ...   #Intensity   #Intensity   #Intensity   #Intensity   #Intensity  \\\n",
       "181   ...  4624.879736  5815.276942  5650.689017  6322.280621  5698.545706   \n",
       "182   ...  4610.755115  5785.949748  5624.010916  6301.687030  5728.581779   \n",
       "183   ...  4595.789124  5748.612117  5577.087592  6273.081571  5732.034873   \n",
       "184   ...  4579.005354  5693.967964  5486.424537  6227.166501  5678.055538   \n",
       "185   ...  4559.167826  5640.791390  5440.487382  6183.233482  5637.696455   \n",
       "...   ...          ...          ...          ...          ...          ...   \n",
       "1922  ...  5781.168717  6902.897781  7332.869062  7966.108624  7064.511451   \n",
       "1923  ...  5732.219513  6888.642235  7290.313640  7987.508932  7047.818826   \n",
       "1924  ...  5680.752341  6925.075316  7309.041860  7965.590687  7103.075455   \n",
       "1925  ...  5677.568191  6934.919387  7312.375830  7957.665311  7191.245598   \n",
       "1926  ...  5690.624174  6916.892846  7300.034115  7954.704193  7264.274756   \n",
       "\n",
       "       #Intensity   #Intensity   #Intensity   #Intensity   #Intensity  \n",
       "181   4721.482986  4475.939129  4236.825013  4275.228424  4362.354997  \n",
       "182   4716.710030  4495.821569  4214.647920  4236.377266  4433.595406  \n",
       "183   4714.047225  4503.044538  4207.240139  4203.438897  4451.034918  \n",
       "184   4715.943395  4482.916766  4231.741399  4183.275087  4352.237791  \n",
       "185   4687.460987  4455.174896  4222.847266  4176.257179  4266.765683  \n",
       "...           ...          ...          ...          ...          ...  \n",
       "1922  5943.253102  5218.262111  5102.206485  5314.297172  5099.248095  \n",
       "1923  5994.795669  5166.010745  5106.338168  5287.302024  5071.851922  \n",
       "1924  5962.166249  5125.958977  5096.571439  5329.789713  5029.698197  \n",
       "1925  5984.124688  5159.392028  5085.402060  5295.292834  5049.829455  \n",
       "1926  6020.282414  5220.334329  5072.943940  5236.148053  5095.167409  \n",
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       "[1746 rows x 705 columns]"
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       "      <th>#Intensity</th>\n",
       "      <th>#Intensity</th>\n",
       "      <th>#Intensity</th>\n",
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       "      <th>#Intensity</th>\n",
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       "      <th>#Intensity</th>\n",
       "      <th>#Intensity</th>\n",
       "      <th>#Intensity</th>\n",
       "      <th>#Intensity</th>\n",
       "      <th>#Intensity</th>\n",
       "      <th>#Intensity</th>\n",
       "      <th>#Intensity</th>\n",
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       "      <th>#Intensity</th>\n",
       "      <th>#Intensity</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>15196.588457</td>\n",
       "      <td>11541.323730</td>\n",
       "      <td>14841.336497</td>\n",
       "      <td>12962.544993</td>\n",
       "      <td>11218.268657</td>\n",
       "      <td>13797.517019</td>\n",
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       "      <td>9737.872920</td>\n",
       "      <td>9199.072282</td>\n",
       "      <td>9137.087615</td>\n",
       "      <td>...</td>\n",
       "      <td>4624.879736</td>\n",
       "      <td>5815.276942</td>\n",
       "      <td>5650.689017</td>\n",
       "      <td>6322.280621</td>\n",
       "      <td>5698.545706</td>\n",
       "      <td>4721.482986</td>\n",
       "      <td>4475.939129</td>\n",
       "      <td>4236.825013</td>\n",
       "      <td>4275.228424</td>\n",
       "      <td>4362.354997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>15238.392893</td>\n",
       "      <td>11514.042480</td>\n",
       "      <td>14791.788614</td>\n",
       "      <td>12888.778360</td>\n",
       "      <td>11174.286298</td>\n",
       "      <td>13699.189902</td>\n",
       "      <td>9395.398390</td>\n",
       "      <td>9689.048324</td>\n",
       "      <td>9192.839419</td>\n",
       "      <td>9078.193966</td>\n",
       "      <td>...</td>\n",
       "      <td>4610.755115</td>\n",
       "      <td>5785.949748</td>\n",
       "      <td>5624.010916</td>\n",
       "      <td>6301.687030</td>\n",
       "      <td>5728.581779</td>\n",
       "      <td>4716.710030</td>\n",
       "      <td>4495.821569</td>\n",
       "      <td>4214.647920</td>\n",
       "      <td>4236.377266</td>\n",
       "      <td>4433.595406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>15260.348015</td>\n",
       "      <td>11496.918280</td>\n",
       "      <td>14735.185229</td>\n",
       "      <td>12819.365812</td>\n",
       "      <td>11138.891151</td>\n",
       "      <td>13624.446367</td>\n",
       "      <td>9327.081873</td>\n",
       "      <td>9644.117090</td>\n",
       "      <td>9170.494344</td>\n",
       "      <td>9020.844001</td>\n",
       "      <td>...</td>\n",
       "      <td>4595.789124</td>\n",
       "      <td>5748.612117</td>\n",
       "      <td>5577.087592</td>\n",
       "      <td>6273.081571</td>\n",
       "      <td>5732.034873</td>\n",
       "      <td>4714.047225</td>\n",
       "      <td>4503.044538</td>\n",
       "      <td>4207.240139</td>\n",
       "      <td>4203.438897</td>\n",
       "      <td>4451.034918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>15217.462044</td>\n",
       "      <td>11512.973779</td>\n",
       "      <td>14655.533872</td>\n",
       "      <td>12764.176613</td>\n",
       "      <td>11131.547559</td>\n",
       "      <td>13626.742532</td>\n",
       "      <td>9380.247863</td>\n",
       "      <td>9611.904176</td>\n",
       "      <td>9095.516044</td>\n",
       "      <td>8968.536739</td>\n",
       "      <td>...</td>\n",
       "      <td>4579.005354</td>\n",
       "      <td>5693.967964</td>\n",
       "      <td>5486.424537</td>\n",
       "      <td>6227.166501</td>\n",
       "      <td>5678.055538</td>\n",
       "      <td>4715.943395</td>\n",
       "      <td>4482.916766</td>\n",
       "      <td>4231.741399</td>\n",
       "      <td>4183.275087</td>\n",
       "      <td>4352.237791</td>\n",
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       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>15151.631602</td>\n",
       "      <td>11497.515892</td>\n",
       "      <td>14589.036222</td>\n",
       "      <td>12737.702642</td>\n",
       "      <td>11115.027596</td>\n",
       "      <td>13609.690867</td>\n",
       "      <td>9372.983056</td>\n",
       "      <td>9580.085679</td>\n",
       "      <td>9031.298566</td>\n",
       "      <td>8928.190135</td>\n",
       "      <td>...</td>\n",
       "      <td>4559.167826</td>\n",
       "      <td>5640.791390</td>\n",
       "      <td>5440.487382</td>\n",
       "      <td>6183.233482</td>\n",
       "      <td>5637.696455</td>\n",
       "      <td>4687.460987</td>\n",
       "      <td>4455.174896</td>\n",
       "      <td>4222.847266</td>\n",
       "      <td>4176.257179</td>\n",
       "      <td>4266.765683</td>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>1922</th>\n",
       "      <td>34619.811769</td>\n",
       "      <td>23259.160077</td>\n",
       "      <td>27759.794667</td>\n",
       "      <td>24519.211765</td>\n",
       "      <td>21569.532670</td>\n",
       "      <td>25599.870205</td>\n",
       "      <td>17762.395943</td>\n",
       "      <td>17024.965060</td>\n",
       "      <td>16020.668347</td>\n",
       "      <td>15542.194813</td>\n",
       "      <td>...</td>\n",
       "      <td>5781.168717</td>\n",
       "      <td>6902.897781</td>\n",
       "      <td>7332.869062</td>\n",
       "      <td>7966.108624</td>\n",
       "      <td>7064.511451</td>\n",
       "      <td>5943.253102</td>\n",
       "      <td>5218.262111</td>\n",
       "      <td>5102.206485</td>\n",
       "      <td>5314.297172</td>\n",
       "      <td>5099.248095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1923</th>\n",
       "      <td>34739.902572</td>\n",
       "      <td>23452.001384</td>\n",
       "      <td>27701.766984</td>\n",
       "      <td>24573.630709</td>\n",
       "      <td>21603.756959</td>\n",
       "      <td>25666.872646</td>\n",
       "      <td>17729.292606</td>\n",
       "      <td>17124.649955</td>\n",
       "      <td>16034.688033</td>\n",
       "      <td>15555.297180</td>\n",
       "      <td>...</td>\n",
       "      <td>5732.219513</td>\n",
       "      <td>6888.642235</td>\n",
       "      <td>7290.313640</td>\n",
       "      <td>7987.508932</td>\n",
       "      <td>7047.818826</td>\n",
       "      <td>5994.795669</td>\n",
       "      <td>5166.010745</td>\n",
       "      <td>5106.338168</td>\n",
       "      <td>5287.302024</td>\n",
       "      <td>5071.851922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1924</th>\n",
       "      <td>34481.281361</td>\n",
       "      <td>23237.842294</td>\n",
       "      <td>27707.542236</td>\n",
       "      <td>24534.071366</td>\n",
       "      <td>21496.946353</td>\n",
       "      <td>25828.025424</td>\n",
       "      <td>17631.368364</td>\n",
       "      <td>17120.660056</td>\n",
       "      <td>16045.178564</td>\n",
       "      <td>15536.474579</td>\n",
       "      <td>...</td>\n",
       "      <td>5680.752341</td>\n",
       "      <td>6925.075316</td>\n",
       "      <td>7309.041860</td>\n",
       "      <td>7965.590687</td>\n",
       "      <td>7103.075455</td>\n",
       "      <td>5962.166249</td>\n",
       "      <td>5125.958977</td>\n",
       "      <td>5096.571439</td>\n",
       "      <td>5329.789713</td>\n",
       "      <td>5029.698197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1925</th>\n",
       "      <td>34600.945806</td>\n",
       "      <td>23289.105272</td>\n",
       "      <td>27766.287448</td>\n",
       "      <td>24543.687146</td>\n",
       "      <td>21603.877186</td>\n",
       "      <td>25977.235900</td>\n",
       "      <td>17719.442114</td>\n",
       "      <td>17098.382555</td>\n",
       "      <td>16092.876008</td>\n",
       "      <td>15569.354706</td>\n",
       "      <td>...</td>\n",
       "      <td>5677.568191</td>\n",
       "      <td>6934.919387</td>\n",
       "      <td>7312.375830</td>\n",
       "      <td>7957.665311</td>\n",
       "      <td>7191.245598</td>\n",
       "      <td>5984.124688</td>\n",
       "      <td>5159.392028</td>\n",
       "      <td>5085.402060</td>\n",
       "      <td>5295.292834</td>\n",
       "      <td>5049.829455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1926</th>\n",
       "      <td>34924.482502</td>\n",
       "      <td>23490.181875</td>\n",
       "      <td>27838.199140</td>\n",
       "      <td>24582.879296</td>\n",
       "      <td>21826.919220</td>\n",
       "      <td>26088.341561</td>\n",
       "      <td>17908.803279</td>\n",
       "      <td>17060.351796</td>\n",
       "      <td>16147.318945</td>\n",
       "      <td>15617.797227</td>\n",
       "      <td>...</td>\n",
       "      <td>5690.624174</td>\n",
       "      <td>6916.892846</td>\n",
       "      <td>7300.034115</td>\n",
       "      <td>7954.704193</td>\n",
       "      <td>7264.274756</td>\n",
       "      <td>6020.282414</td>\n",
       "      <td>5220.334329</td>\n",
       "      <td>5072.943940</td>\n",
       "      <td>5236.148053</td>\n",
       "      <td>5095.167409</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1746 rows × 705 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-13T14:24:07.950072Z",
     "start_time": "2024-04-13T14:23:59.586141Z"
    }
   },
   "cell_type": "code",
   "source": "_ = df_experiments.plot(legend=False)",
   "id": "3f4e5af390b7d068",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-13T14:24:09.890144Z",
     "start_time": "2024-04-13T14:24:07.950072Z"
    }
   },
   "cell_type": "code",
   "source": [
    "sliced_experiments_train, sliced_experiments_test, df_metadata_train, df_metadata_test = train_test_split(df_experiments.transpose(), df_metadata, test_size=0.25, random_state=42, stratify=df_metadata[\"strain\"])\n",
    "sliced_experiments_train.to_csv(os.path.join(\"train\", \"experiments.csv\"), index=False)\n",
    "sliced_experiments_test.to_csv(os.path.join(\"test\", \"experiments.csv\"), index=False)\n",
    "df_metadata_train.to_csv(os.path.join(\"train\", \"metadata.csv\"), index=False)\n",
    "df_metadata_test.to_csv(os.path.join(\"test\", \"metadata.csv\"), index=False)"
   ],
   "id": "459f4bd7d09fc050",
   "outputs": [],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-13T14:24:09.894524Z",
     "start_time": "2024-04-13T14:24:09.890144Z"
    }
   },
   "cell_type": "code",
   "source": "",
   "id": "2fd78b0a5be4104f",
   "outputs": [],
   "execution_count": 7
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}