From 98e51bee46cc7e0bd01d44923b3b7681e01798d0 Mon Sep 17 00:00:00 2001 From: edufour Date: Tue, 16 Apr 2024 16:29:34 +0200 Subject: [PATCH] Better data processing --- classifiers/random_forest.ipynb | 37 + data/__init__.py | 1 - data/data_exploration.ipynb | 1643 ++++- data/data_loading.py | 14 +- data/data_processing.ipynb | 11422 +++++++++++++++++++++++++++++- data/data_processing.py | 79 +- utils/df_utils.py | 3 +- 7 files changed, 12840 insertions(+), 359 deletions(-) create mode 100644 classifiers/random_forest.ipynb diff --git a/classifiers/random_forest.ipynb b/classifiers/random_forest.ipynb new file mode 100644 index 0000000..54f657b --- /dev/null +++ b/classifiers/random_forest.ipynb @@ -0,0 +1,37 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "initial_id", + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "" + ] + } + ], + "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 +} diff --git a/data/__init__.py b/data/__init__.py index 172004b..0a364d2 100644 --- a/data/__init__.py +++ b/data/__init__.py @@ -1,3 +1,2 @@ -import pandas as pd from data_loading import * from data_processing import * \ No newline at end of file diff --git a/data/data_exploration.ipynb b/data/data_exploration.ipynb index b6042dd..74792be 100644 --- a/data/data_exploration.ipynb +++ b/data/data_exploration.ipynb @@ -2,342 +2,1457 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2024-03-13T10:22:54.260773100Z", - "start_time": "2024-03-13T10:22:52.708640400Z" + "end_time": "2024-04-16T14:08:44.085296Z", + "start_time": "2024-04-16T14:08:42.452131Z" } }, - "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "%matplotlib inline\n", - "from data import load_data" - ] + "from data import load_data, categorize_metadata" + ], + "outputs": [], + "execution_count": 1 }, { + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-16T14:08:44.345071Z", + "start_time": "2024-04-16T14:08:44.085296Z" + } + }, "cell_type": "code", + "source": [ + "metadata, experiments = load_data(\"train\", \"\")\n", + "metadata" + ], + "id": "125d760bf8c9de8d", "outputs": [ { "data": { - "text/plain": " strain replica phase objective substrate laser_power[%] grating \\\n0 CHA0 3.0 liquid 50 alu 100 1800 \n1 CHA0 NaN solid 50 alu 100 1800 \n2 F113 2.0 solid 50 alu 100 1800 \n3 A390 3.0 liquid 50 alu 100 1800 \n4 A390 2.0 solid 50 alu 100 1800 \n.. ... ... ... ... ... ... ... \n523 F113 3.0 liquid 50 alu 100 1800 \n524 CHA0 1.0 liquid 50 alu 100 1800 \n525 F113 2.0 solid 50 alu 100 1800 \n526 CHA0 3.0 liquid 50 alu 100 1800 \n527 F113 2.0 solid 50 alu 100 1800 \n\n exposition[sec] confocalhigh accumulations \n0 20 True 2 \n1 20 True 2 \n2 20 True 2 \n3 20 True 2 \n4 20 True 2 \n.. ... ... ... \n523 20 True 2 \n524 20 True 2 \n525 20 True 2 \n526 20 True 2 \n527 20 True 2 \n\n[528 rows x 10 columns]", - "text/html": "
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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_ = experiments.transpose()[len(experiments.columns)//2:].plot(legend=False)" - ], "metadata": { - "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-13T10:22:55.943282300Z", - "start_time": "2024-03-13T10:22:54.480849500Z" + "end_time": "2024-04-16T14:08:44.390433Z", + "start_time": "2024-04-16T14:08:44.363409Z" } }, - "id": "22c22ee38ffa022e", - "execution_count": 4 - }, - { "cell_type": "code", + "source": "experiments", + "id": "58d62ec1ed5bf712", "outputs": [ { "data": { - "text/plain": "
", - "image/png": 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528 rows × 1746 columns

\n", + "
" + ] }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from data import calculate_baseline, adjust_baseline\n", - "plt.plot(experiments.iloc[0, :len(experiments.columns)//2], experiments.iloc[0, len(experiments.columns)//2:])\n", - "_ = plt.plot(experiments.iloc[0, :len(experiments.columns)//2], calculate_baseline(experiments.iloc[0, :]))\n", - "_ = plt.plot(experiments.iloc[0, :len(experiments.columns)//2], adjust_baseline(experiments.iloc[0, :]))" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-13T10:22:56.103451700Z", - "start_time": "2024-03-13T10:22:55.944286700Z" - } - }, - "id": "b0373a132a9d5a51", - "execution_count": 5 - }, - { - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": "
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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from data import adjust_all_baselines\n", - "baselined_experiments = adjust_all_baselines(experiments)\n", - "_ = baselined_experiments.transpose()[len(baselined_experiments.columns)//2:].plot(legend=False)" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-13T10:22:58.363222100Z", - "start_time": "2024-03-13T10:22:56.100027800Z" - } - }, - "id": "cd3e3efaff2e6fc0", - "execution_count": 6 - }, - { - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from data import scale_experiments\n", - "scaled_experiments = scale_experiments(baselined_experiments)\n", - "_ = scaled_experiments.transpose()[len(scaled_experiments.columns)//2:].plot(legend=False)" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-13T10:23:00.211629900Z", - "start_time": "2024-03-13T10:22:58.362167600Z" - } - }, - "id": "9fec4fd8b79212b1", - "execution_count": 7 - }, - { - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from data import apply_smoothing\n", - "plt.plot(scaled_experiments.iloc[0, :len(scaled_experiments.columns)//2], scaled_experiments.iloc[0, len(scaled_experiments.columns)//2:])\n", - "_ = plt.plot(scaled_experiments.iloc[0, :len(scaled_experiments.columns)//2], apply_smoothing(scaled_experiments.iloc[0, :]))" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-13T10:23:00.352731700Z", - "start_time": "2024-03-13T10:23:00.210221700Z" - } - }, - "id": "6271e8eb7b8e8111", - "execution_count": 8 - }, - { - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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- }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from data import smooth_experiments\n", - "smoothed_experiments = smooth_experiments(scaled_experiments)\n", - "_ = smoothed_experiments.transpose()[len(smoothed_experiments.columns)//2:].plot(legend=False)" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-13T10:23:02.202019200Z", - "start_time": "2024-03-13T10:23:00.354237100Z" - } - }, - "id": "353c76407fa01487", - "execution_count": 9 - }, - { - "cell_type": "code", - "outputs": [ - { - "data": { - "text/plain": " strain replica phase objective substrate laser_power[%] grating \\\n0 CHA0 3.0 liquid 50 alu 100 1800 \n1 CHA0 NaN solid 50 alu 100 1800 \n2 F113 2.0 solid 50 alu 100 1800 \n3 A390 3.0 liquid 50 alu 100 1800 \n4 A390 2.0 solid 50 alu 100 1800 \n.. ... ... ... ... ... ... ... \n523 F113 3.0 liquid 50 alu 100 1800 \n524 CHA0 1.0 liquid 50 alu 100 1800 \n525 F113 2.0 solid 50 alu 100 1800 \n526 CHA0 3.0 liquid 50 alu 100 1800 \n527 F113 2.0 solid 50 alu 100 1800 \n\n exposition[sec] confocalhigh accumulations ... 2012 2013 \\\n0 20 True 2 ... -0.367355 -0.363873 \n1 20 True 2 ... -0.474991 -0.477788 \n2 20 True 2 ... -0.478828 -0.452980 \n3 20 True 2 ... -0.467121 -0.487628 \n4 20 True 2 ... -0.421433 -0.419168 \n.. ... ... ... ... ... ... \n523 20 True 2 ... -0.535975 -0.526001 \n524 20 True 2 ... -0.602049 -0.571984 \n525 20 True 2 ... -0.450428 -0.403621 \n526 20 True 2 ... -0.577849 -0.538478 \n527 20 True 2 ... -0.530483 -0.509945 \n\n 2014 2015 2016 2017 2018 2019 2020 \\\n0 -0.455520 -0.484867 -0.509059 -0.436907 -0.277839 -0.212046 -0.220981 \n1 -0.448893 -0.404396 -0.398783 -0.397450 -0.349709 -0.280091 -0.191161 \n2 -0.447993 -0.417341 -0.404550 -0.465023 -0.329732 -0.168301 -0.068686 \n3 -0.489187 -0.388889 -0.352774 -0.348571 -0.342917 -0.334438 -0.307462 \n4 -0.408664 -0.361404 -0.354242 -0.342798 -0.286375 -0.248223 -0.213582 \n.. ... ... ... ... ... ... ... \n523 -0.563350 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strainreplicaphaseobjectivesubstratelaser_power[%]gratingexposition[sec]confocalhighaccumulations...2012201320142015201620172018201920202021
0CHA03.0liquid50alu100180020True2...-0.367355-0.363873-0.455520-0.484867-0.509059-0.436907-0.277839-0.212046-0.220981-0.331611
1CHA0NaNsolid50alu100180020True2...-0.474991-0.477788-0.448893-0.404396-0.398783-0.397450-0.349709-0.280091-0.191161-0.085984
2F1132.0solid50alu100180020True2...-0.478828-0.452980-0.447993-0.417341-0.404550-0.465023-0.329732-0.168301-0.068686-0.113881
3A3903.0liquid50alu100180020True2...-0.467121-0.487628-0.489187-0.388889-0.352774-0.348571-0.342917-0.334438-0.307462-0.250431
4A3902.0solid50alu100180020True2...-0.421433-0.419168-0.408664-0.361404-0.354242-0.342798-0.286375-0.248223-0.213582-0.184275
..................................................................
523F1133.0liquid50alu100180020True2...-0.535975-0.526001-0.563350-0.475007-0.533151-0.443764-0.448700-0.429747-0.353645-0.181154
524CHA01.0liquid50alu100180020True2...-0.602049-0.571984-0.670740-0.689338-0.512495-0.447261-0.214245-0.0803640.0082110.044494
525F1132.0solid50alu100180020True2...-0.450428-0.403621-0.313187-0.319807-0.235920-0.270552-0.277043-0.238717-0.191382-0.148319
526CHA03.0liquid50alu100180020True2...-0.577849-0.538478-0.504878-0.487751-0.533187-0.572844-0.447788-0.323756-0.311435-0.511174
527F1132.0solid50alu100180020True2...-0.530483-0.509945-0.454582-0.376847-0.292238-0.231941-0.168258-0.103029-0.048483-0.012638
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528 rows × 2032 columns

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" - }, - "execution_count": 10, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], - "source": [ - "processed_data = pd.concat([metadata, pd.DataFrame(smoothed_experiments)], axis=1)\n", - "processed_data" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-13T10:23:02.203193200Z", - "start_time": "2024-03-13T10:23:02.177910500Z" - } - }, - "id": "bef71698765b293a", - "execution_count": 10 + "execution_count": 4 }, { - "cell_type": "code", - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\Edouard\\Documents\\Programming\\RamanClassifier\\venv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py:136: UserWarning: Could not find the number of physical cores for the following reason:\n", - "[WinError 2] The system cannot find the file specified\n", - "Returning the number of logical cores instead. You can silence this warning by setting LOKY_MAX_CPU_COUNT to the number of cores you want to use.\n", - " warnings.warn(\n", - " File \"C:\\Users\\Edouard\\Documents\\Programming\\RamanClassifier\\venv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py\", line 257, in _count_physical_cores\n", - " cpu_info = subprocess.run(\n", - " ^^^^^^^^^^^^^^^\n", - " File \"C:\\Users\\Edouard\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\subprocess.py\", line 548, in run\n", - " with Popen(*popenargs, **kwargs) as process:\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - " File \"C:\\Users\\Edouard\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\subprocess.py\", line 1026, in __init__\n", - " self._execute_child(args, executable, preexec_fn, close_fds,\n", - " File \"C:\\Users\\Edouard\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\subprocess.py\", line 1538, in _execute_child\n", - " hp, ht, pid, tid = _winapi.CreateProcess(executable, args,\n", - " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n" - ] - } - ], - "source": [ - "from sklearn.manifold import TSNE\n", - "from math import sqrt\n", - "X_embedded = TSNE(n_components=2, learning_rate='auto', init='pca', perplexity=int(sqrt(len(processed_data)))).fit_transform(processed_data.iloc[:, 10+(len(processed_data.columns)-10)//2:].to_numpy())" - ], "metadata": { - "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-13T10:23:03.713638Z", - "start_time": "2024-03-13T10:23:02.203193200Z" + "end_time": "2024-04-16T14:08:46.357612Z", + "start_time": "2024-04-16T14:08:44.390433Z" } }, - "id": "e8e2c4c305cd88e9", - "execution_count": 11 - }, - { "cell_type": "code", + "source": "_ = experiments.transpose().plot(legend=False)", + "id": "c99d1b6edb867192", "outputs": [ { "data": { - "text/plain": "
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" 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" }, "metadata": {}, "output_type": "display_data" } ], - "source": [ - "_ = plt.scatter(X_embedded[:,0], X_embedded[:,1], c=pd.Categorical(processed_data[\"strain\"]).codes, cmap=\"Accent\", s=int(500/sqrt(len(processed_data))))" - ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-13T10:23:03.868978800Z", - "start_time": "2024-03-13T10:23:03.714638400Z" - } - }, - "id": "8ee838548c67044c", - "execution_count": 12 + "execution_count": 5 }, { - "cell_type": "code", - "outputs": [], - "source": [], "metadata": { - "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-13T10:23:03.869506300Z", - "start_time": "2024-03-13T10:23:03.848529900Z" + "end_time": "2024-04-16T14:08:46.627354Z", + "start_time": "2024-04-16T14:08:46.357612Z" } }, - "id": "b1d1194b16b08adf", - "execution_count": 12 + "cell_type": "code", + "source": [ + "from data import calculate_baseline, adjust_baseline\n", + "_ = plt.plot(experiments.columns.astype(int), experiments.loc[0, :])\n", + "_ = plt.plot(experiments.columns.astype(int), calculate_baseline(experiments.columns.astype(int), experiments.loc[0, :]))\n", + "_ = plt.plot(experiments.columns.astype(int), adjust_baseline(experiments.columns.astype(int), experiments.loc[0, :]))" + ], + "id": "4f18d6b0db2a2e3", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 6 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-16T14:08:50.286796Z", + "start_time": "2024-04-16T14:08:46.627354Z" + } + }, + "cell_type": "code", + "source": [ + "from data import adjust_all_baselines\n", + "baselined_experiments = adjust_all_baselines(experiments)\n", + "_ = baselined_experiments.transpose().plot(legend=False)" + ], + "id": "42ee91d22a78f02c", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 7 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-16T14:08:52.805031Z", + "start_time": "2024-04-16T14:08:50.286796Z" + } + }, + "cell_type": "code", + "source": [ + "from data import scale_experiments\n", + "scaled_experiments = scale_experiments(baselined_experiments)\n", + "_ = scaled_experiments.transpose().plot(legend=False)" + ], + "id": "3f8dab9c9117447a", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 8 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-16T14:08:52.995217Z", + "start_time": "2024-04-16T14:08:52.805031Z" + } + }, + "cell_type": "code", + "source": [ + "from data import apply_smoothing\n", + "plt.plot(experiments.columns.astype(int), scaled_experiments.iloc[0, :])\n", + "_ = plt.plot(experiments.columns.astype(int), apply_smoothing(scaled_experiments.iloc[0, :]))" + ], + "id": "1ff2dcfe11bfbed", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 9 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-16T14:08:55.533409Z", + "start_time": "2024-04-16T14:08:52.995217Z" + } + }, + "cell_type": "code", + "source": [ + "from data import smooth_experiments\n", + "smoothed_experiments = smooth_experiments(scaled_experiments)\n", + "_ = smoothed_experiments.transpose().plot(legend=False)" + ], + "id": "c2393889299be807", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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" 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45010018002020111-0.232889...-0.309343-0.328670-0.326767-0.332768-0.361922-0.411394-0.440068-0.432535-0.373218-0.245863
..................................................................
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528 rows × 1755 columns

\n", + "
" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "execution_count": 13 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2024-04-16T14:11:40.003881Z", + "start_time": "2024-04-16T14:11:36.682919Z" + } + }, + "cell_type": "code", + "source": [ + "from sklearn.manifold import TSNE\n", + "from math import sqrt\n", + "X_embedded = TSNE(n_components=2, learning_rate='auto', init='pca', perplexity=int(sqrt(len(X)))).fit_transform(X.to_numpy())\n", + "_ = plt.scatter(X_embedded[:,0], X_embedded[:,1], c=truth, cmap=\"Accent\", s=int(500/sqrt(len(X))))" + ], + "id": "3909f7be70d848b5", + "outputs": [ + { + "data": { + "text/plain": [ + "
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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "execution_count": 14 + }, + { + "metadata": {}, + "cell_type": "code", + "source": "", + "id": "e30a2902afa2a95", + "outputs": [], + "execution_count": null } ], "metadata": { diff --git a/data/data_loading.py b/data/data_loading.py index f7e0d6d..8ba4908 100644 --- a/data/data_loading.py +++ b/data/data_loading.py @@ -1,7 +1,6 @@ -import os -import numpy as np import pandas as pd -from utils.df_utils import * +import os +from utils.df_utils import slice_df def load_raw_metadata() -> pd.DataFrame: @@ -56,15 +55,6 @@ def load_raw_data() -> tuple[pd.DataFrame, list[pd.DataFrame]]: return metadata, sliced_experiments -def data_to_single_df(data: list[pd.DataFrame]) -> pd.DataFrame: - """ - Converts a list of dataframes into a long dataframe. Loses lots of info, to use with care! - :param data: list of dataframes of same length - :return: - """ - return pd.DataFrame(map(lambda x: np.append(x.index.to_numpy(), x["#Intensity"].to_numpy()), data)) - - def load_data(name: str, path: os.path = os.path.join("data")) -> tuple[pd.DataFrame, pd.DataFrame]: metadata = pd.read_csv(os.path.join(path, name, "metadata.csv")) experiments = pd.read_csv(os.path.join(path, name, "experiments.csv")) diff --git a/data/data_processing.ipynb b/data/data_processing.ipynb index 888a7af..181a5b0 100644 --- a/data/data_processing.ipynb +++ b/data/data_processing.ipynb @@ -2,120 +2,11424 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { - "end_time": "2024-03-12T10:19:14.020553600Z", - "start_time": "2024-03-12T10:19:13.165301100Z" + "end_time": "2024-04-13T13:46:20.019128Z", + "start_time": "2024-04-13T13:46:15.068690Z" } }, - "outputs": [], "source": [ - "from data import load_raw_data, data_to_single_df\n", + "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 \\\n0 A390 1.0 liquid 50 alu 100 1800 \n1 A390 1.0 liquid 50 alu 100 1800 \n2 A390 1.0 liquid 50 alu 100 1800 \n3 A390 1.0 liquid 50 alu 100 1800 \n4 A390 1.0 liquid 50 alu 100 1800 \n.. ... ... ... ... ... ... ... \n700 F113 2.0 solid 50 alu 100 1800 \n701 F113 2.0 solid 50 alu 100 1800 \n702 F113 2.0 solid 50 alu 100 1800 \n703 F113 2.0 solid 50 alu 100 1800 \n704 F113 2.0 solid 50 alu 100 1800 \n\n exposition[sec] confocalhigh accumulations \n0 20 True 2 \n1 20 True 2 \n2 20 True 2 \n3 20 True 2 \n4 20 True 2 \n.. ... ... ... \n700 20 True 2 \n701 20 True 2 \n702 20 True 2 \n703 20 True 2 \n704 20 True 2 \n\n[705 rows x 10 columns]", - "text/html": "
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"704 / 705\n", + "705 / 705\n" + ] + }, + { + "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", + 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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 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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)" ], - "metadata": { - "collapsed": false, - "ExecuteTime": { - "end_time": "2024-03-12T10:19:28.144011700Z", - "start_time": "2024-03-12T10:19:27.344164Z" - } - }, - "id": "824046363b5a355b", - "execution_count": 5 + "id": "459f4bd7d09fc050", + "outputs": [], + "execution_count": 7 }, { - "cell_type": "code", - "outputs": [], - "source": [], "metadata": { - "collapsed": false + "ExecuteTime": { + "end_time": "2024-04-13T14:24:09.894524Z", + "start_time": "2024-04-13T14:24:09.890144Z" + } }, - "id": "3fdc9d0125e836c5" + "cell_type": "code", + "source": "", + "id": "2fd78b0a5be4104f", + "outputs": [], + "execution_count": 7 } ], "metadata": { diff --git a/data/data_processing.py b/data/data_processing.py index f2dd903..82b313e 100644 --- a/data/data_processing.py +++ b/data/data_processing.py @@ -1,53 +1,88 @@ from pybaselines import Baseline -import numpy as np -from math import factorial from sklearn.preprocessing import StandardScaler from scipy.signal import savgol_filter +import pandas as pd -def calculate_baseline(measure, lam=10, p=1e-2): - baseline_fitter = Baseline(x_data=measure[:len(measure)//2]) - bkg_2, params_2 = baseline_fitter.iasls(measure[len(measure)//2:], lam=lam, p=p) +def interpolate_spectrum(exp, max_wave=1927, min_wave=181): + """ + Interpolate spectra at integer wavelengths in specified wavelength range. + :param exp: one measure + :param max_wave: maximal wavelength + :param min_wave: minimal wavelength + :return: the interpolated experiment + """ + result = pd.DataFrame(columns=["#Intensity"]) + for i in range(min_wave, max_wave, 1): + for k in range(len(exp.index)-1): + if exp.index[k] == i: + result.loc[i] = exp["#Intensity"].iloc[k] + break + if exp.index[k] > i > exp.index[k + 1]: + result.loc[i] = exp["#Intensity"].iloc[k] - ( + exp["#Intensity"].iloc[k] - exp["#Intensity"].iloc[k + 1]) / ( + exp.index[k] - exp.index[k + 1]) * (exp.index[k] - i) + break + else: + result.loc[i] = 0 + return result + + +def interpolate_experiments(sliced_experiments, max_wave=1927, min_wave=181): + result = [] + for i, exp in enumerate(sliced_experiments): + result.append(interpolate_spectrum(exp, max_wave, min_wave)) + print(i+1, "/", len(sliced_experiments)) + return result + + +def calculate_baseline(x_data, measure, lam=10, p=1e-2): + baseline_fitter = Baseline(x_data=x_data) + bkg_2, params_2 = baseline_fitter.iasls(measure, lam=lam, p=p) return bkg_2 -def adjust_baseline(measure, lam=10, p=1e-2): - baseline = calculate_baseline(measure, lam=lam, p=p) - return measure[len(measure)//2:] - baseline +def adjust_baseline(x_data, measure, lam=10, p=1e-2): + baseline = calculate_baseline(x_data, measure, lam=lam, p=p) + return measure - baseline def adjust_all_baselines(measures, lam=10, p=1e-2): result = measures.copy(deep=True) for index, row in result.iterrows(): - result.iloc[index, len(row)//2:] = adjust_baseline(row, lam=lam, p=p) + result.iloc[index] = adjust_baseline(measures.columns.astype(int), row, lam=lam, p=p) return result def scale_experiments(experiments): result = experiments.copy(deep=True) trans = StandardScaler() - scaled = trans.fit_transform(experiments.transpose()[len(experiments.columns)//2:]).T - result.iloc[:, len(result.columns)//2:] = scaled + scaled = trans.fit_transform(experiments.transpose()).T + result.iloc[:, :] = scaled return result def apply_smoothing(experiment, window_length=7, polyorder=3): - return savgol_filter(experiment[len(experiment)//2:], window_length, polyorder) + return savgol_filter(experiment, window_length, polyorder) def smooth_experiments(experiments, window_length=7, polyorder=3): result = experiments.copy(deep=True) for index, row in result.iterrows(): - result.iloc[index, len(row) // 2:] = apply_smoothing(row, window_length=window_length, polyorder=polyorder) + result.iloc[index, :] = apply_smoothing(row, window_length=window_length, polyorder=polyorder) return result -def process_experiments(experiments, scale_features=True): - baselined_experiments = adjust_all_baselines(experiments) - scaled_experiments = scale_experiments(baselined_experiments) - smoothed_experiments = smooth_experiments(scaled_experiments) - if scale_features: - trans = StandardScaler() - return trans.fit_transform(smoothed_experiments) - else: - return smoothed_experiments +def categorize_metadata(metadata: pd.DataFrame) -> tuple[pd.DataFrame, pd.DataFrame]: + truth = pd.DataFrame(pd.Categorical(metadata["strain"]).codes, index=metadata.index) + encoded = pd.get_dummies(data = metadata, columns = ["phase", "substrate", "confocalhigh"], dtype=int) + encoded.drop(columns=["replica", "strain"], inplace=True) + return truth, encoded + + +def process_experiments(experiments: pd.DataFrame, baseline_lam=10, baseline_p=1e-2, + smooth_window_length=7, smooth_polyorder=3) -> pd.DataFrame: + experiments = adjust_all_baselines(experiments, lam=baseline_lam, p=baseline_p) + experiments = scale_experiments(experiments) + experiments = smooth_experiments(experiments, window_length=smooth_window_length, polyorder=smooth_polyorder) + return experiments diff --git a/utils/df_utils.py b/utils/df_utils.py index a025d02..bc1baad 100644 --- a/utils/df_utils.py +++ b/utils/df_utils.py @@ -5,4 +5,5 @@ def slice_df(df, slice_positions): for i in range(len(slice_positions)-1): sliced_dfs.append(df[slice_positions[i]-1:slice_positions[i+1]-1].copy(deep=True)) sliced_dfs.append(df[slice_positions[-1]-1:].copy(deep=True)) - return sliced_dfs \ No newline at end of file + return sliced_dfs +