From f3333c38b69d6436ae7d0b2b4dfbcdaacf35dc03 Mon Sep 17 00:00:00 2001
From: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
Date: Thu, 15 Sep 2022 23:05:53 +0200
Subject: [PATCH] v0.2.3 (#42)

* Fix typo

* [Git actions] : add linting, type checking and code coverage.

* Rename requirements file

* Update codecov.yml

* Fix Git action for code coverage

* Add citation in the text

* Git actions: using pytest-cov and another black version

* Fix test workflow

* added plot_rsp() to plots, backends, init, test_plots

* liting fix

* First version of the BIDS report module.
- Create individual HTML reports, summary dataframes and physio dataframes.
- Create group-level HTML reports.

* [Git Actions] : Remove unused package from testing.

* Fix linting package error.

* [tests] : close Matplotlib figures after test to avoid memory overload.

* Formatting issue in README

* [reports] : Add command line functionalities.

* [reports] : Add show_raw parameter and set to False as defaults to save memory.

* [reports] : load participants ID automatically if not provided.

* [utils] : Add a nan_cleaning function that can be called before peaks detection (optional).

* [PPG] : Add a find_clipping function to automatically find clipping threshold. This function is called by ppg_peaks when clipping=True and clipping_threshold="auto".
[detection]: ecg_peaks, ppg_peaks and rsp_peaks accept pd.Series as input. Defalt input variable named signal for consistency.

* [notebooks] : Clean imports, fix use of interpolate_clipping and use keyword args.

* Minor API docs.

* [detection] : remove default values for `sfreq` and standardize outputs for the 3 modalities.

* Doctrings and minor change in tests.

* [hrv] Minor fix: use  pd.concat instead of the append method.

* [correction] : Add a correct_ectopic_peaks to correct pseudo-ectopic heart beatd in peaks vector.

* [plots] : plot_raw accept a `decim` parameter to control raw signal downsamplig.

* Use pd.concat

* Use pd.concat

* Move the tables function into the reports sub-module.
Update the reports function to current (non working) version.

* [plots] Improve plot_events and its integration with plot_rr.

* [plots]: fix plot_evoked and allow to pass arguments to seaborn.lineplot more easily.

* [detection]: Add sleepecg peak detector as default for Systole

* [plots]: plot_raws now accept an events_params parameter to be passed to plot_rr.

* Add sleepecg in the requirements

* Drop CI for Python 3.7

* Update pre-commit

* [reports]: Add logs for artefatcs in the subject level function.

* [test] : Fix error in plot_raw

* Fix CI error (black)

* Minor fixes

* [reports] : Add artefacts visualization at the group level.

* [reports] Use Joblib for paralellization.

* [detection] - PPG: change `noise_removal` to moving_average and add a `moving_average_length` parameter to control the window length.
- Fix interpolate_clipping() as it was not handling thresholds correctly if the provided threshold is not the max/min of the time series.

* Fix the test after clipping error.

* [requirements]: include Numpy 1.21

* [reports] : The command line function find the relevant files automatically. The signals are automatically trimmed when starting and ending times are provided. Also start using pathlib instead of strings for paths.

* Typos and changelogs.

* - Fix bug in interpolate_clipping() and add corresponding tests
- Linting

* [detection] : interpolate_clipping - fix the way first and last values are corrected. Look at all values more/less or equal than thr and substract the smallest diff from the time serie.

* [plots] : Minor change in matplotlib defaults

* Update pre-commit config

* Fix formatting and mypy errors

* Add Git action for automated docs deployment (first trial).

* [docs] : Fix small errors in the examples

* [docs] : Drop Psychopy import in the examples

* isort config file

* Update the requirement files.

* [docs] : - Automatic docs construction now working and moved to https://embodied-computation-group.github.io/systole/
- Minor fixes in the docstrings

* Update notebooks

* Remove docs api example from the code base.

* Update docs link

* Remove the findOximeter function #8

* [docs]: link to paper

* CI minor updates

* [plots]: Fix decim function and error in the docstring examples.

* [correction] : Rewrite correct_missed (to correct_missed_rr) and correct_extra (to correct_extra_rr) to better control for RR insertion and deletion. Rewrite correct_rr. All interpolations in a single pass. All function use jit. (see #40).
Update pre-commit hooks.

* [correction] : Add extensive testing suite for correct_extra_rr, correct_missed_rr and correct_rr (#40).

* [correction] : Fix errors in the arrays update for missed and etra peaks. Update the corresponding notebooks. Add entry in changelogs (#40).

* Fix mypy errors

* [correction] : Update the dcumentation for API changes.

* changelogs

* [docs] : Add instruction for using dev branch

* [reports] : Fix defaults paths and add the patterns parameter for more flexibility in the files selection.

* [docs] : Add docs for BIDS folder.

* Update requirements.txt. Fix reports tests.

* [viewer] : Add first version of Systole viewer for manual peaks correction.

* [docs] Myst parser

* [viewer] : Use empty path names by default.

* [viewer] : more docs and small fix

* [docs] : Reorganize folders

* [plots] : plot_subspaces accepts an ax argument.

* Autodocs link

* [test] : Remove notebooks from the test suite now that we have autodocs jobs (for now).

* Links

* Change version to 0.2.3dev

* [reports] : Use the file name from the BIDS folder to save derivatives. This will avoid duplicates in case of different patterns been used.

* [reports] : Automatically retrieve file_name template when creating group level reports.

* [docs] Image link

* [viewer] : Automatically loading and processing data depending on the modality.

* [viewer] : Create method for plotting and add some aesthetic features.

* [viewer] : Fix several errors during import and add more menues in the Viewer.

* [viewer] : Add option to mark the signal or segments of the signal as bads.

* [plots] Prepare merge plot_raw and plot_resp and remove tight layout from the deault.

* [plots] : Error in plot_raw

* [viewer] : Fix save button

* [viewer] : Better output when files are not found.

* [viewer] : Error with the logs of bad segments.

* [plots] : Add possibe `bad_segments` parameter as input for plot_raw and plot_rr.

* [plots] : Merge plot_resp into plot raw. Use modality strings defined at the package level.
[viewer] : allow full file name to be provided.

* [pre-commit] Autoupdate

* Typing

* docstring

* [utils] : Add tools to handle bad segments and use it in the plotting functions.

* [requirements] : last pydata theme

* Add docs.

* Fix bad_segments utills (flake8 error)

* requirements (bibtex)

* Use sleepecg as default R-peaks detector

* [docs]

* [docs]

* [docs] More examples

* [docs] Links

* [docs] plotting examples

* [docs]

* [docs]

* [viewer] : Save the entire corrected peaks. Load corrected peaks and bad segments automatically with signal.

* [viewer] : fix file name for corrected peaks.

* Add import function for manually corrected peaks (#41)

* [docs] Pair noteboks with md files

* dev version

* [viewer] : Fix the way corrected peaks are imported.

* [docs] Citations

* Rename ref.bib

* [reports] : Improve the reports and fix filename error.

* [reports] : Save a JSON and the raw signal in the preprocessed folder.

* [viewer] : Retrieve the list of participants from the folder names.

* [docs] documenting Viewer usages

* [docs] remove citation that is not rendering correctly

* [docs] images links

* version bump

Co-authored-by: alexvasilichi <alexandrina.vasilichi@maxplanckschools.de>
Co-authored-by: Leah banellis <94465218+lbanellis@users.noreply.github.com>
---
 .github/workflows/docs.yml                    |   35 +
 .github/workflows/linting.yml                 |   35 +
 .github/workflows/test.yml                    |   16 +-
 .gitignore                                    |    7 +-
 .isort.cfg                                    |    2 +-
 .pre-commit-config.yaml                       |   10 +-
 CONTRIBUTING.md                               |    2 +-
 MANIFEST.in                                   |    3 +
 README.rst                                    |   66 +-
 codecov.yml                                   |   23 +-
 {source => docs/source}/_static/style.css     |    0
 {source => docs/source}/api.rst               |   41 +-
 {source => docs/source}/changelog.rst         |    2 +
 {source => docs/source}/conf.py               |   19 +-
 .../source/examples}/Artefacts/README.txt     |    0
 .../Artefacts/plot_ArtefactsDetection.py      |    0
 .../Artefacts/plot_PeaksCorrection.py         |    0
 .../examples}/Artefacts/plot_RRCorrection.py  |   58 +-
 docs/source/examples/Plots/README.txt         |    2 +
 docs/source/examples/Plots/plot_circular.py   |   39 +
 docs/source/examples/Plots/plot_ectopic.py    |   44 +
 docs/source/examples/Plots/plot_events.py     |   53 +
 docs/source/examples/Plots/plot_evoked.py     |  111 ++
 docs/source/examples/Plots/plot_frequency.py  |   34 +
 docs/source/examples/Plots/plot_pointcare.py  |   34 +
 docs/source/examples/Plots/plot_raw.py        |   55 +
 docs/source/examples/Plots/plot_rr.py         |   39 +
 docs/source/examples/Plots/plot_shortlong.py  |   52 +
 docs/source/examples/Plots/plot_subspace.py   |   53 +
 {examples => docs/source/examples}/README.rst |    0
 .../source/examples}/Recording/README.txt     |    0
 .../Recording/plot_HeartBeatrpeggios.py       |   48 +-
 .../Recording/plot_InstantaneousHeartRate.py  |   11 +-
 .../examples}/Recording/plot_RecordingPPG.py  |    2 +-
 {source => docs/source}/getting_started.rst   |    8 +-
 {source => docs/source}/images/LabLogo.png    |  Bin
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 {source => docs/source}/index.rst             |   38 +-
 .../notebooks/1-PhysiologicalSignals.ipynb    | 1025 +++++++++++++
 .../notebooks/1-PhysiologicalSignals.md       |  243 +++
 .../source}/notebooks/2-DetectingCycles.ipynb |  166 +--
 docs/source/notebooks/2-DetectingCycles.md    |  231 +++
 .../3-DetectingAndCorrectingArtefacts.ipynb   | 1310 +++++++++++++++++
 .../3-DetectingAndCorrectingArtefacts.md      |  308 ++++
 .../notebooks/4-HeartRateVariability.ipynb    |  814 ++++++++++
 .../notebooks/4-HeartRateVariability.md       |  154 ++
 .../notebooks/5-InstantaneousHeartRate.ipynb  |  897 +++++++++++
 .../notebooks/5-InstantaneousHeartRate.md     |  203 +++
 .../notebooks/6-WorkingWithBIDSFolders.ipynb  |  306 ++++
 .../notebooks/6-WorkingWithBIDSFolders.md     |  226 +++
 docs/source/references.md                     |    4 +
 docs/source/refs.bib                          |  140 ++
 {source => docs/source}/releases/v0.0.1.txt   |    0
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 docs/source/releases/v0.2.3.txt               |   32 +
 docs/source/tutorials.md                      |   25 +
 requirements-docs.txt                         |   11 +
 requirements-test.txt                         |   15 -
 requirements-tests.txt                        |    5 +
 requirements.txt                              |    8 +-
 setup.py                                      |    5 +-
 .../systole.correction.correct_extra.examples |    0
 ...le.correction.correct_extra_peaks.examples |    0
 ...systole.correction.correct_missed.examples |    0
 ...e.correction.correct_missed_peaks.examples |    0
 .../systole.correction.correct_peaks.examples |    0
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 ...stole.correction.interpolate_bads.examples |    0
 .../api/systole.detection.ecg_peaks.examples  |    0
 ...le.detection.interpolate_clipping.examples |    0
 .../api/systole.detection.ppg_peaks.examples  |    0
 .../api/systole.detection.res_peaks.examples  |    0
 .../systole.detection.rr_artefacts.examples   |    0
 source/api/systole.hrv.all_domain.examples    |    0
 .../api/systole.hrv.frequency_domain.examples |    0
 source/api/systole.hrv.nnX.examples           |    0
 source/api/systole.hrv.nonlinear.examples     |    0
 .../api/systole.hrv.nonlinear_domain.examples |    0
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 source/api/systole.hrv.poincare.examples      |    0
 source/api/systole.hrv.psd.examples           |    0
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 .../systole.hrv.recurrence_matrix.examples    |    0
 source/api/systole.hrv.rmssd.examples         |    0
 source/api/systole.hrv.time_domain.examples   |    0
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 .../api/systole.plots.plot_ectopic.examples   |    0
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 source/api/systole.plots.plot_evoked.examples |    0
 .../api/systole.plots.plot_frequency.examples |    0
 .../api/systole.plots.plot_poincare.examples  |    0
 .../api/systole.plots.plot_pointcare.examples |    0
 source/api/systole.plots.plot_raw.examples    |    0
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 .../systole.plots.plot_timevarying.examples   |    0
 ....recording.BrainVisionExG.GetData.examples |    0
 ...ding.BrainVisionExG.GetProperties.examples |    0
 ...recording.BrainVisionExG.RecvData.examples |    0
 ...ording.BrainVisionExG.SplitString.examples |    0
 ...recording.BrainVisionExG.__init__.examples |    0
 ...le.recording.BrainVisionExG.close.examples |    0
 .../systole.recording.BrainVisionExG.examples |    0
 ...ole.recording.BrainVisionExG.read.examples |    0
 ...stole.recording.Oximeter.__init__.examples |    0
 ...ole.recording.Oximeter.add_paquet.examples |    0
 .../systole.recording.Oximeter.check.examples |    0
 ...e.recording.Oximeter.data_format2.examples |    0
 ...e.recording.Oximeter.data_format7.examples |    0
 .../api/systole.recording.Oximeter.examples   |    0
 ...ole.recording.Oximeter.find_peaks.examples |    0
 ...le.recording.Oximeter.plot_events.examples |    0
 ...stole.recording.Oximeter.plot_raw.examples |    0
 .../systole.recording.Oximeter.read.examples  |    0
 ....recording.Oximeter.readInWaiting.examples |    0
 .../systole.recording.Oximeter.reset.examples |    0
 .../systole.recording.Oximeter.save.examples  |    0
 .../systole.recording.Oximeter.setup.examples |    0
 ...stole.recording.Oximeter.waitBeat.examples |    0
 .../systole.recording.findOximeter.examples   |    0
 source/api/systole.utils.heart_rate.examples  |    0
 .../systole.utils.input_conversion.examples   |    0
 .../api/systole.utils.norm_triggers.examples  |    0
 source/api/systole.utils.simulate_rr.examples |    0
 source/api/systole.utils.time_shift.examples  |    0
 source/api/systole.utils.to_angles.examples   |    0
 source/api/systole.utils.to_epochs.examples   |    0
 .../api/systole.utils.to_neighbour.examples   |    0
 source/notebooks/1-PhysiologicalSignals.ipynb | 1062 -------------
 .../3-DetectingAndCorrectingArtefacts.ipynb   | 1209 ---------------
 source/notebooks/4-HeartRateVariability.ipynb |  853 -----------
 .../notebooks/5-InstantaneousHeartRate.ipynb  |  941 ------------
 source/tutorials.rst                          |   99 --
 systole/__init__.py                           |    3 +-
 systole/correction.py                         |  526 ++++---
 systole/detection.py                          |  362 +++--
 systole/hrv.py                                |   26 +-
 systole/io.py                                 |  153 ++
 systole/plots/backends/bokeh/plot_events.py   |   12 +-
 systole/plots/backends/bokeh/plot_evoked.py   |   24 +-
 systole/plots/backends/bokeh/plot_raw.py      |   67 +-
 systole/plots/backends/bokeh/plot_rr.py       |   48 +-
 .../plots/backends/bokeh/plot_subspaces.py    |    3 +-
 .../backends/matplotlib/plot_circular.py      |    6 +-
 .../plots/backends/matplotlib/plot_events.py  |   13 +-
 .../plots/backends/matplotlib/plot_evoked.py  |   41 +-
 systole/plots/backends/matplotlib/plot_raw.py |   81 +-
 systole/plots/backends/matplotlib/plot_rr.py  |   39 +-
 .../backends/matplotlib/plot_subspaces.py     |   20 +-
 systole/plots/plot_circular.py                |    7 +-
 systole/plots/plot_ectopic.py                 |   10 +-
 systole/plots/plot_events.py                  |  138 +-
 systole/plots/plot_evoked.py                  |   76 +-
 systole/plots/plot_frequency.py               |   19 +-
 systole/plots/plot_poincare.py                |    4 +-
 systole/plots/plot_raw.py                     |  190 ++-
 systole/plots/plot_rr.py                      |   71 +-
 systole/plots/plot_shortlong.py               |    4 +-
 systole/plots/plot_subspaces.py               |   64 +-
 systole/plots/utils.py                        |  404 -----
 systole/recording.py                          |   39 +-
 systole/reports/__init__.py                   |   22 +
 systole/reports/command_line.py               |  299 ++++
 systole/reports/group_level.html              |   86 ++
 systole/reports/group_level.py                |  365 +++++
 systole/reports/images/logo.svg               |  176 +++
 systole/reports/subject_level.html            |  214 +++
 systole/reports/subject_level.py              |  495 +++++++
 systole/reports/tables.py                     |  353 +++++
 systole/reports/utils.py                      |  304 ++++
 .../group_level_ses-session1_task-hrd.tsv     |   93 ++
 systole/tests/test_correction.py              |  168 ++-
 systole/tests/test_detection.py               |   16 +-
 systole/tests/test_notebooks.py               |   31 +-
 systole/tests/test_plots.py                   |  214 +--
 systole/tests/test_recording.py               |    2 +-
 systole/tests/test_reports.py                 |  132 ++
 systole/tests/test_utils.py                   |   70 +-
 systole/utils.py                              |  251 +++-
 systole/viewer/__init__.py                    |    6 +
 systole/viewer/viewer.py                      |  740 ++++++++++
 215 files changed, 12193 insertions(+), 5651 deletions(-)
 create mode 100644 .github/workflows/docs.yml
 create mode 100644 .github/workflows/linting.yml
 rename {source => docs/source}/_static/style.css (100%)
 rename {source => docs/source}/api.rst (74%)
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 rename {source => docs/source}/conf.py (92%)
 rename {examples => docs/source/examples}/Artefacts/README.txt (100%)
 rename {examples => docs/source/examples}/Artefacts/plot_ArtefactsDetection.py (100%)
 rename {examples => docs/source/examples}/Artefacts/plot_PeaksCorrection.py (100%)
 rename {examples => docs/source/examples}/Artefacts/plot_RRCorrection.py (80%)
 create mode 100644 docs/source/examples/Plots/README.txt
 create mode 100644 docs/source/examples/Plots/plot_circular.py
 create mode 100644 docs/source/examples/Plots/plot_ectopic.py
 create mode 100644 docs/source/examples/Plots/plot_events.py
 create mode 100644 docs/source/examples/Plots/plot_evoked.py
 create mode 100644 docs/source/examples/Plots/plot_frequency.py
 create mode 100644 docs/source/examples/Plots/plot_pointcare.py
 create mode 100644 docs/source/examples/Plots/plot_raw.py
 create mode 100644 docs/source/examples/Plots/plot_rr.py
 create mode 100644 docs/source/examples/Plots/plot_shortlong.py
 create mode 100644 docs/source/examples/Plots/plot_subspace.py
 rename {examples => docs/source/examples}/README.rst (100%)
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 rename {examples => docs/source/examples}/Recording/plot_HeartBeatrpeggios.py (77%)
 rename {examples => docs/source/examples}/Recording/plot_InstantaneousHeartRate.py (95%)
 rename {examples => docs/source/examples}/Recording/plot_RecordingPPG.py (98%)
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 create mode 100644 docs/source/notebooks/2-DetectingCycles.md
 create mode 100644 docs/source/notebooks/3-DetectingAndCorrectingArtefacts.ipynb
 create mode 100644 docs/source/notebooks/3-DetectingAndCorrectingArtefacts.md
 create mode 100644 docs/source/notebooks/4-HeartRateVariability.ipynb
 create mode 100644 docs/source/notebooks/4-HeartRateVariability.md
 create mode 100644 docs/source/notebooks/5-InstantaneousHeartRate.ipynb
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 rename {source => docs/source}/releases/v0.1.0.txt (100%)
 rename {source => docs/source}/releases/v0.1.1.txt (100%)
 rename {source => docs/source}/releases/v0.1.2.txt (100%)
 rename {source => docs/source}/releases/v0.1.3.txt (100%)
 rename {source => docs/source}/releases/v0.2.0.txt (100%)
 rename {source => docs/source}/releases/v0.2.1.txt (100%)
 rename {source => docs/source}/releases/v0.2.2.txt (71%)
 create mode 100644 docs/source/releases/v0.2.3.txt
 create mode 100644 docs/source/tutorials.md
 create mode 100644 requirements-docs.txt
 delete mode 100644 requirements-test.txt
 create mode 100644 requirements-tests.txt
 delete mode 100644 source/api/systole.correction.correct_extra.examples
 delete mode 100644 source/api/systole.correction.correct_extra_peaks.examples
 delete mode 100644 source/api/systole.correction.correct_missed.examples
 delete mode 100644 source/api/systole.correction.correct_missed_peaks.examples
 delete mode 100644 source/api/systole.correction.correct_peaks.examples
 delete mode 100644 source/api/systole.correction.correct_rr.examples
 delete mode 100644 source/api/systole.correction.interpolate_bads.examples
 delete mode 100644 source/api/systole.detection.ecg_peaks.examples
 delete mode 100644 source/api/systole.detection.interpolate_clipping.examples
 delete mode 100644 source/api/systole.detection.ppg_peaks.examples
 delete mode 100644 source/api/systole.detection.res_peaks.examples
 delete mode 100644 source/api/systole.detection.rr_artefacts.examples
 delete mode 100644 source/api/systole.hrv.all_domain.examples
 delete mode 100644 source/api/systole.hrv.frequency_domain.examples
 delete mode 100644 source/api/systole.hrv.nnX.examples
 delete mode 100644 source/api/systole.hrv.nonlinear.examples
 delete mode 100644 source/api/systole.hrv.nonlinear_domain.examples
 delete mode 100644 source/api/systole.hrv.pnnX.examples
 delete mode 100644 source/api/systole.hrv.poincare.examples
 delete mode 100644 source/api/systole.hrv.psd.examples
 delete mode 100644 source/api/systole.hrv.recurrence.examples
 delete mode 100644 source/api/systole.hrv.recurrence_matrix.examples
 delete mode 100644 source/api/systole.hrv.rmssd.examples
 delete mode 100644 source/api/systole.hrv.time_domain.examples
 delete mode 100644 source/api/systole.plots.plot_circular.examples
 delete mode 100644 source/api/systole.plots.plot_ectopic.examples
 delete mode 100644 source/api/systole.plots.plot_events.examples
 delete mode 100644 source/api/systole.plots.plot_evoked.examples
 delete mode 100644 source/api/systole.plots.plot_frequency.examples
 delete mode 100644 source/api/systole.plots.plot_poincare.examples
 delete mode 100644 source/api/systole.plots.plot_pointcare.examples
 delete mode 100644 source/api/systole.plots.plot_raw.examples
 delete mode 100644 source/api/systole.plots.plot_rr.examples
 delete mode 100644 source/api/systole.plots.plot_shortlong.examples
 delete mode 100644 source/api/systole.plots.plot_subspaces.examples
 delete mode 100644 source/api/systole.plots.plot_timevarying.examples
 delete mode 100644 source/api/systole.recording.BrainVisionExG.GetData.examples
 delete mode 100644 source/api/systole.recording.BrainVisionExG.GetProperties.examples
 delete mode 100644 source/api/systole.recording.BrainVisionExG.RecvData.examples
 delete mode 100644 source/api/systole.recording.BrainVisionExG.SplitString.examples
 delete mode 100644 source/api/systole.recording.BrainVisionExG.__init__.examples
 delete mode 100644 source/api/systole.recording.BrainVisionExG.close.examples
 delete mode 100644 source/api/systole.recording.BrainVisionExG.examples
 delete mode 100644 source/api/systole.recording.BrainVisionExG.read.examples
 delete mode 100644 source/api/systole.recording.Oximeter.__init__.examples
 delete mode 100644 source/api/systole.recording.Oximeter.add_paquet.examples
 delete mode 100644 source/api/systole.recording.Oximeter.check.examples
 delete mode 100644 source/api/systole.recording.Oximeter.data_format2.examples
 delete mode 100644 source/api/systole.recording.Oximeter.data_format7.examples
 delete mode 100644 source/api/systole.recording.Oximeter.examples
 delete mode 100644 source/api/systole.recording.Oximeter.find_peaks.examples
 delete mode 100644 source/api/systole.recording.Oximeter.plot_events.examples
 delete mode 100644 source/api/systole.recording.Oximeter.plot_raw.examples
 delete mode 100644 source/api/systole.recording.Oximeter.read.examples
 delete mode 100644 source/api/systole.recording.Oximeter.readInWaiting.examples
 delete mode 100644 source/api/systole.recording.Oximeter.reset.examples
 delete mode 100644 source/api/systole.recording.Oximeter.save.examples
 delete mode 100644 source/api/systole.recording.Oximeter.setup.examples
 delete mode 100644 source/api/systole.recording.Oximeter.waitBeat.examples
 delete mode 100644 source/api/systole.recording.findOximeter.examples
 delete mode 100644 source/api/systole.utils.heart_rate.examples
 delete mode 100644 source/api/systole.utils.input_conversion.examples
 delete mode 100644 source/api/systole.utils.norm_triggers.examples
 delete mode 100644 source/api/systole.utils.simulate_rr.examples
 delete mode 100644 source/api/systole.utils.time_shift.examples
 delete mode 100644 source/api/systole.utils.to_angles.examples
 delete mode 100644 source/api/systole.utils.to_epochs.examples
 delete mode 100644 source/api/systole.utils.to_neighbour.examples
 delete mode 100644 source/notebooks/1-PhysiologicalSignals.ipynb
 delete mode 100644 source/notebooks/3-DetectingAndCorrectingArtefacts.ipynb
 delete mode 100644 source/notebooks/4-HeartRateVariability.ipynb
 delete mode 100644 source/notebooks/5-InstantaneousHeartRate.ipynb
 delete mode 100644 source/tutorials.rst
 create mode 100644 systole/io.py
 create mode 100644 systole/reports/__init__.py
 create mode 100644 systole/reports/command_line.py
 create mode 100644 systole/reports/group_level.html
 create mode 100644 systole/reports/group_level.py
 create mode 100644 systole/reports/images/logo.svg
 create mode 100644 systole/reports/subject_level.html
 create mode 100644 systole/reports/subject_level.py
 create mode 100644 systole/reports/tables.py
 create mode 100644 systole/reports/utils.py
 create mode 100644 systole/tests/group_level_ses-session1_task-hrd.tsv
 create mode 100644 systole/tests/test_reports.py
 create mode 100644 systole/viewer/__init__.py
 create mode 100644 systole/viewer/viewer.py

diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
new file mode 100644
index 00000000..d36bf897
--- /dev/null
+++ b/.github/workflows/docs.yml
@@ -0,0 +1,35 @@
+name: Build and Deploy
+
+on:
+  push:
+    branches:
+      - dev
+  pull_request:
+    branches:
+      - master
+permissions:
+  contents: write
+
+jobs:
+  build-and-deploy:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout 🛎️
+        uses: actions/checkout@v3
+
+      - name: Set up Python 3.9
+        uses: actions/setup-python@v1
+        with:
+          python-version: 3.9
+
+      - name: Build
+        run: |
+          pip install .
+          pip install -r requirements-docs.txt
+          sphinx-build -b html docs/source docs/build/html
+
+      - name: Deploy 🚀
+        uses: JamesIves/github-pages-deploy-action@v4
+        with:
+          folder: docs/build/html
+          BRANCH: gh-pages
diff --git a/.github/workflows/linting.yml b/.github/workflows/linting.yml
new file mode 100644
index 00000000..484a630f
--- /dev/null
+++ b/.github/workflows/linting.yml
@@ -0,0 +1,35 @@
+name: Linting
+
+on: [push, pull_request]
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: [3.9]
+    steps:
+    - uses: actions/checkout@v2
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.python-version }}
+    - uses: actions/cache@v2
+      name: Configure pip caching
+      with:
+        path: ~/.cache/pip
+        key: ${{ runner.os }}-pip-${{ hashFiles('**/setup.py') }}
+        restore-keys: |
+          ${{ runner.os }}-pip-
+    - name: Install dependencies
+      run: |
+        pip install -r requirements-tests.txt
+        pip install isort flake8 black
+        pip install mypy==0.971
+        pip install types-setuptools
+    - name: Run tests and coverage
+      run: |
+        mypy ./systole/ --ignore-missing-imports
+        flake8 ./systole/
+        black ./systole/
+        isort ./systole/
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index e8e0e93a..7cf19cbf 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -1,13 +1,13 @@
 name: Test
 
-on: [push]
+on: [push, pull_request]
 
 jobs:
   test:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: [3.7, 3.8, 3.9]
+        python-version: [3.8]
     steps:
     - uses: actions/checkout@v2
     - name: Set up Python ${{ matrix.python-version }}
@@ -23,10 +23,12 @@ jobs:
           ${{ runner.os }}-pip-
     - name: Install dependencies
       run: |
-        pip install -e '.[test]'
-        pip install -r requirements-test.txt
-        pip install ipykernel 
+        pip install -r requirements-tests.txt
+        pip install ipykernel coverage pytest pytest-cov
         python -m ipykernel install --user --name python3
-    - name: Run tests
+        pip install .
+    - name: Run tests and coverage
       run: |
-        pytest
\ No newline at end of file
+        pytest --cov=./ --cov-report=xml
+    - name: Upload coverage to Codecov
+      uses: codecov/codecov-action@v3
\ No newline at end of file
diff --git a/.gitignore b/.gitignore
index 64ba6620..9c834ebb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,6 @@
 *.pyc
 *-checkpoint.ipynb
+*-checkpoint.md
 mypyreports/
 build/
 dist/
@@ -7,5 +8,7 @@ systole.egg-info/
 htmlcov/
 .coverage
 .vscode/
-source/auto_examples
-source/generated
\ No newline at end of file
+docs/source/auto_examples
+docs/source/generated
+docs/source/api
+coverage.xml
\ No newline at end of file
diff --git a/.isort.cfg b/.isort.cfg
index 88c43cc2..62d0e28b 100644
--- a/.isort.cfg
+++ b/.isort.cfg
@@ -1,5 +1,5 @@
 [settings]
-known_third_party = ecgdetectors,matplotlib,numpy,pandas,plotly,psychopy,pytest,requests,scipy,seaborn,serial,sphinx_bootstrap_theme,tqdm
+known_third_party = matplotlib,numpy,pandas,pytest,requests,scipy,seaborn,serial,sphinx_bootstrap_theme,tqdm
 multi_line_output = 3
 include_trailing_comma = True
 force_grid_wrap = 0
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f4afd70e..e7d4e8b6 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,22 +1,22 @@
 repos:
 -   repo: https://github.com/pre-commit/mirrors-isort
-    rev: v5.9.3
+    rev: v5.10.1
     hooks:
     - id: isort
       files: ^systole/
 -   repo: https://github.com/ambv/black
-    rev: 21.12b0
+    rev: 22.6.0
     hooks:
     - id: black
       language_version: python3
       files: ^systole/
--   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v2.3.0
+-   repo: https://github.com/pycqa/flake8
+    rev: 5.0.4
     hooks:
     - id: flake8
       files: ^systole/
 -   repo: https://github.com/pre-commit/mirrors-mypy
-    rev: 'v0.920'  # Use the sha / tag you want to point at
+    rev: 'v0.971'
     hooks:
     - id: mypy 
       files: ^systole/
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 9710c41f..fd82ca52 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -26,7 +26,7 @@ Please verify that your issue is not being currently addressed by other issues o
 
 While issue reporting is valuable, we strongly encourage users who are inclined to do so to submit patches for new or existing issues via pull requests. This is particularly the case for simple fixes, such as typos or tweaks to documentation, which do not require a heavy investment of time and attention.
 
-Contributors are also encouraged to contribute new code to enhance Systole's functionality, also via pull requests. Please consult the [Systole documentation](https://systole-docs.github.io/) to ensure that any new contribution does not strongly overlap with existing functionality.
+Contributors are also encouraged to contribute new code to enhance Systole's functionality, also via pull requests. Please consult the [Systole documentation](https://embodied-computation-group.github.io/systole/#) to ensure that any new contribution does not strongly overlap with existing functionality.
 
 The preferred workflow for contributing to Systole is to fork the [GitHub repository](https://github.com/embodied-computation-group/systole), clone it to your local machine, and develop on a feature branch.
 
diff --git a/MANIFEST.in b/MANIFEST.in
index fcffc68a..9688fd10 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -2,3 +2,6 @@
 include README.rst
 include LICENSE
 include requirements.txt
+include systole/reports/subject_level.html
+include systole/reports/group_level.html
+include systole/reports/images/logo.svg
\ No newline at end of file
diff --git a/README.rst b/README.rst
index 33f74c43..5795fd70 100644
--- a/README.rst
+++ b/README.rst
@@ -28,7 +28,7 @@
 
 ================
 
-.. image:: https://github.com/embodied-computation-group/systole/blob/dev/source/images/logo.png
+.. image:: https://github.com/embodied-computation-group/systole/blob/dev/docs/source/images/logo.png
    :align: center
 
 ================
@@ -38,10 +38,18 @@ This includes tools for data epoching, artefact detection, artefact correction,
 variability analyses, circular statistical approaches to analysing cardiac cycles, and synchronising stimulus 
 presentation with different cardiac phases via Psychopy.
 
-The documentation can be found under the following `link <https://systole-docs.github.io/>`_.
+The documentation can be found under the following `link <https://embodied-computation-group.github.io/systole/#>`_.
 
 If you have questions, you can ask them in the `Gitter chat <https://gitter.im/ecg-systole/community?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge>`_.
 
+How to cite?
+++++++++++++
+
+If you are using **Systole** in a publication we ask you to cite the following paper::
+
+  Legrand et al., (2022). Systole: A python package for cardiac signal synchrony and analysis. Journal of Open Source Software, 7(69), 3832, https://doi.org/10.21105/joss.03832
+
+
 Installation
 ++++++++++++
 
@@ -88,6 +96,8 @@ For an introduction to Systole and cardiac signal analysis, you can refer to the
      - |Colab badge 4|
    * - Instantaneous and evoked heart rate 
      - |Colab badge 5|
+   * - Working with BIDS folders
+     - |Colab badge 6|
 
 .. |Colab badge 1| image:: https://colab.research.google.com/assets/colab-badge.svg
   :target: https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/source/notebooks/1-PhysiologicalSignals.ipynb
@@ -104,6 +114,9 @@ For an introduction to Systole and cardiac signal analysis, you can refer to the
 .. |Colab badge 5| image:: https://colab.research.google.com/assets/colab-badge.svg
   :target: https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/source/notebooks/5-InstantaneousHeartRate.ipynb
 
+.. |Colab badge 6| image:: https://colab.research.google.com/assets/colab-badge.svg
+  :target: https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/source/notebooks/6-WorkingWithBIDSFolders.ipynb
+
 
 Getting started
 +++++++++++++++
@@ -127,7 +140,7 @@ The package integrates a set of functions for interactive or non interactive dat
   plot_raw(signal[60000 : 120000], modality="ecg", backend="bokeh", 
               show_heart_rate=True, show_artefacts=True, figsize=300)
 
-.. image:: https://github.com/embodied-computation-group/systole/blob/dev/source/images/raw.png
+.. image:: https://github.com/embodied-computation-group/systole/blob/dev/docs/source/images/raw.png
    :align: center
 
 
@@ -145,7 +158,7 @@ Artefacts can be detected and corrected in the RR interval time series or the pe
 
   plot_subspaces(peaks, input_type="peaks", backend="bokeh")
 
-.. image:: https://github.com/embodied-computation-group/systole/blob/dev/source/images/subspaces.png
+.. image:: https://github.com/embodied-computation-group/systole/blob/dev/docs/source/images/subspaces.png
    :align: center
 
 
@@ -163,7 +176,7 @@ Systole implements time-domain, frequency-domain and non-linear HRV indices, as
       plot_poincare(peaks, input_type="peaks", backend="bokeh", figsize=(200, 200)),
       )
 
-.. image:: https://github.com/embodied-computation-group/systole/blob/dev/source/images/hrv.png
+.. image:: https://github.com/embodied-computation-group/systole/blob/dev/docs/source/images/hrv.png
    :align: center
 
 
@@ -174,6 +187,34 @@ The package natively supports recording of physiological signals from the follow
 - `Nonin 3012LP Xpod USB pulse oximeter <https://www.nonin.com/products/xpod/>`_ together with the `Nonin 8000SM 'soft-clip' fingertip sensors <https://www.nonin.com/products/8000s/>`_ (USB).
 - Remote Data Access (RDA) via BrainVision Recorder together with `Brain product ExG amplifier <https://www.brainproducts.com/>`_ (Ethernet).
 
+Interactive visualization of BIDS structured datasets
+=====================================================
+
+.. code-block:: python
+
+  from systole.viewer import Viewer
+
+  view = Viewer(
+      input_folder="/BIDS/folder/path/",
+      pattern="task-mytask",
+      modality="beh",
+      signal_type="ECG"
+  )
+
+.. image:: https://github.com/embodied-computation-group/systole/blob/dev/docs/source/images/editor.gif
+   :align: center
+
+Inserting and removing peaks
+============================
+
+.. image:: https://github.com/embodied-computation-group/systole/blob/dev/docs/source/images/peaks.gif
+   :align: center
+
+Annotating bad segments
+=======================
+
+.. image:: https://github.com/embodied-computation-group/systole/blob/dev/docs/source/images/segments.gif
+   :align: center
 
 Development
 +++++++++++
@@ -182,13 +223,6 @@ This module was created and is maintained by Nicolas Legrand and Micah Allen (EC
 
 This program is provided with NO WARRANTY OF ANY KIND.
 
-Contributors
-++++++++++++
-
-- Jan C. Brammer (jan.c.brammer@gmail.com)
-- Gidon Levakov (gidonlevakov@gmail.com)
-- Peter Doggart (peter.doggart@pulseai.io)
-
 Acknowledgements
 ++++++++++++++++
 
@@ -200,7 +234,7 @@ Systole was largely inspired by pre-existing toolboxes dedicated to heartrate va
 
 * hrv: https://github.com/rhenanbartels/hrv
 
-* pyHVR: https://pyhrv.readthedocs.io/en/latest/index.html
+* pyHRV: https://pyhrv.readthedocs.io/en/latest/index.html
 
 * ECG-detector: https://github.com/berndporr/py-ecg-detectors
 
@@ -212,11 +246,11 @@ Systole was largely inspired by pre-existing toolboxes dedicated to heartrate va
 
 |AU| |lundbeck| |lab|
 
-.. |AU| image::  https://github.com/embodied-computation-group/systole/raw/dev/source/images/au_clinisk_logo.png
+.. |AU| image::  https://github.com/embodied-computation-group/systole/blob/dev/docs/source/images/au_clinisk_logo.png
    :width: 100%
 
-.. |lundbeck| image::  https://github.com/embodied-computation-group/systole/raw/dev/source/images/lundbeckfonden_logo.png
+.. |lundbeck| image::  https://github.com/embodied-computation-group/systole/blob/dev/docs/source/images/lundbeckfonden_logo.png
    :width: 10%
 
-.. |lab| image::  https://github.com/embodied-computation-group/systole/raw/dev/source/images/LabLogo.png
+.. |lab| image::  https://github.com/embodied-computation-group/systole/blob/dev/docs/source/images/LabLogo.png
    :width: 20%
diff --git a/codecov.yml b/codecov.yml
index 9fb6f81c..2509e6ef 100644
--- a/codecov.yml
+++ b/codecov.yml
@@ -1,21 +1,2 @@
-codecov:
-  token: 11a4b360-4894-4ef4-9f7c-c6d2858453c0
-  require_ci_to_pass: yes
-
-coverage:
-  precision: 2
-  round: down
-  range: "70...100"
-
-  status:
-    project: yes
-    patch: yes
-    changes: no
-
-parsers:
-  gcov:
-    branch_detection:
-      conditional: yes
-      loop: yes
-      method: no
-      macro: no
+ignore:
+  - "./systole/tests/*"
\ No newline at end of file
diff --git a/source/_static/style.css b/docs/source/_static/style.css
similarity index 100%
rename from source/_static/style.css
rename to docs/source/_static/style.css
diff --git a/source/api.rst b/docs/source/api.rst
similarity index 74%
rename from source/api.rst
rename to docs/source/api.rst
index 1c2ac2f6..24b61ba4 100644
--- a/source/api.rst
+++ b/docs/source/api.rst
@@ -18,12 +18,13 @@ Correction
 .. autosummary::
    :toctree: generated/correction
 
-    correct_extra
-    correct_missed
-    interpolate_bads
+    correct_extra_rr
+    correct_missed_rr
+    interpolate_rr
     correct_rr
     correct_peaks
     correct_missed_peaks
+    correct_ectopic_peaks
 
 Detection
 ---------
@@ -37,7 +38,7 @@ Detection
 
     ppg_peaks
     ecg_peaks
-    res_peaks
+    rsp_peaks
     rr_artefacts
     interpolate_clipping
 
@@ -96,7 +97,33 @@ Recording
 
     Oximeter
     BrainVisionExG
-    findOximeter
+
+Reports
+-------
+
+.. currentmodule:: systole.reports
+
+.. _reports:
+
+.. autosummary::
+   :toctree: generated/reports
+
+    time_table
+    frequency_table
+    nonlinear_table
+
+Viewer
+-------
+
+.. currentmodule:: systole.viewer
+
+.. _reports:
+
+.. autosummary::
+   :toctree: generated/viewer
+
+    Viewer
+    Editor
 
 Utils
 -----
@@ -116,3 +143,7 @@ Utils
     simulate_rr
     to_neighbour
     input_conversion
+    nan_cleaning
+    find_clipping
+    get_valid_segments
+    norm_bad_segments
\ No newline at end of file
diff --git a/source/changelog.rst b/docs/source/changelog.rst
similarity index 97%
rename from source/changelog.rst
rename to docs/source/changelog.rst
index 6e226168..9d212410 100644
--- a/source/changelog.rst
+++ b/docs/source/changelog.rst
@@ -24,6 +24,8 @@ This page contains information about what has changed in each new version of ``s
 
    <div class="col-md-9">
 
+.. include:: releases/v0.2.3.txt
+
 .. include:: releases/v0.2.2.txt
 
 .. include:: releases/v0.2.1.txt
diff --git a/source/conf.py b/docs/source/conf.py
similarity index 92%
rename from source/conf.py
rename to docs/source/conf.py
index 20321192..1ba69702 100644
--- a/source/conf.py
+++ b/docs/source/conf.py
@@ -11,8 +11,9 @@
 # documentation root, use os.path.abspath to make it absolute, like shown here.
 #
 import time
-import systole
+
 import sphinx_bootstrap_theme
+import systole
 
 # -- Project information -----------------------------------------------------
 
@@ -25,11 +26,15 @@
 image_scrapers = ("matplotlib",)
 
 sphinx_gallery_conf = {
-    "examples_dirs": "../examples/",
+    "examples_dirs": "./examples/",
     "backreferences_dir": "api",
     "image_scrapers": image_scrapers,
 }
 
+bibtex_bibfiles = ['refs.bib']
+bibtex_reference_style = "author_year"
+bibtex_default_style = "unsrt"
+
 # -- General configuration ---------------------------------------------------
 
 # Add any Sphinx extension module names here, as strings. They can be
@@ -50,6 +55,7 @@
     "sphinx_panels",
     "myst_nb",
     "sphinx_gallery.load_style",
+    "sphinxcontrib.bibtex"
 ]
 
 panels_add_bootstrap_css = False
@@ -64,8 +70,7 @@
 plot_html_show_formats = False
 plot_html_show_source_link = False
 
-# source_suffix = ['.rst', '.md']
-source_suffix = ".rst"
+source_suffix = ['.rst', '.md']
 
 # The master toctree document.
 master_doc = "index"
@@ -103,7 +108,7 @@
             icon="fas fa-box",
         ),
     ],
-    "logo_link": "https://systole-docs.github.io/",
+    "logo_link": "https://embodied-computation-group.github.io/systole/#",
 }
 
 html_sidebars = {
@@ -117,8 +122,8 @@
 # so a file named "default.css" will overwrite the builtin "default.css".
 html_static_path = ['_static']
 html_css_files = ["https://cdnjs.cloudflare.com/ajax/libs/font-awesome/4.7.0/css/font-awesome.min.css"]
-html_logo = "images/logo.png"
-
+html_logo = "images/logo.svg"
+html_favicon = "images/logo_small.svg"
 
 def setup(app):
     app.add_css_file('style.css')
diff --git a/examples/Artefacts/README.txt b/docs/source/examples/Artefacts/README.txt
similarity index 100%
rename from examples/Artefacts/README.txt
rename to docs/source/examples/Artefacts/README.txt
diff --git a/examples/Artefacts/plot_ArtefactsDetection.py b/docs/source/examples/Artefacts/plot_ArtefactsDetection.py
similarity index 100%
rename from examples/Artefacts/plot_ArtefactsDetection.py
rename to docs/source/examples/Artefacts/plot_ArtefactsDetection.py
diff --git a/examples/Artefacts/plot_PeaksCorrection.py b/docs/source/examples/Artefacts/plot_PeaksCorrection.py
similarity index 100%
rename from examples/Artefacts/plot_PeaksCorrection.py
rename to docs/source/examples/Artefacts/plot_PeaksCorrection.py
diff --git a/examples/Artefacts/plot_RRCorrection.py b/docs/source/examples/Artefacts/plot_RRCorrection.py
similarity index 80%
rename from examples/Artefacts/plot_RRCorrection.py
rename to docs/source/examples/Artefacts/plot_RRCorrection.py
index 2758af43..f970ecc4 100644
--- a/examples/Artefacts/plot_RRCorrection.py
+++ b/docs/source/examples/Artefacts/plot_RRCorrection.py
@@ -5,12 +5,14 @@
 This example describes artefacts correction in RR time series.
 
 The function `correct_rr()` automatically detect artefacts using the method proposed
-by Lipponen & Tarvainen (2019) [#]_. At each iteration, shorts, extra, long, missed 
-and ectopic beats are corrected using interpolation of the RR time series, and the
+by Lipponen & Tarvainen (2019) [#]_. Shorts, extra, long, missed 
+and ectopic beats are corrected using either inserion/delection of RR intervals or 
+interpolation of the RR time series, and the
 detection procedure is run again using cleaned intervals. Importantly, when using 
 this method the signal length can be altered after the interpolation, introducing 
 misalignement with eg. triggers from the experiment. For this reason, it is only 
-recommended to use it in the context of "bloc design" study or heart rate variability.
+recommended to use it in the context of "bloc design" study, when heart rate
+variability is measured for a given time interval (usually > 5 minutes).
 
 """
 
@@ -18,16 +20,17 @@
 # Licence: GPL v3
 
 #%%
+import matplotlib.pyplot as plt
 import numpy as np
 import pandas as pd
+import seaborn as sns
+
 from systole import import_dataset1
-from systole.detection import ecg_peaks
 from systole.correction import correct_rr
-from systole.utils import input_conversion
-from systole.plots import plot_rr, plot_frequency
+from systole.detection import ecg_peaks
 from systole.hrv import frequency_domain
-import matplotlib.pyplot as plt
-import seaborn as sns
+from systole.plots import plot_frequency, plot_rr
+from systole.utils import input_conversion
 
 #%% Import ECG recording and events triggers
 ecg_df = import_dataset1(modalities=['ECG', 'Stim'])
@@ -69,13 +72,13 @@
 # artefacts in the RR intervals and reconstruct the most probable value using time
 # series interpolation. The number of iteration is set to `2` by default, we add it 
 # here for clarity.
-rr_correction = correct_rr(corrupted_rr, n_iterations=2)
+corrected_rr, _ = correct_rr(corrupted_rr)
 
 #%% The num
-plot_rr(rr_correction["clean_rr"], input_type='rr_ms', show_artefacts=True,
+plot_rr(corrected_rr, input_type='rr_ms', show_artefacts=True,
         line=False, figsize=(13, 5))
 plt.show()
-#%% We can see that after two iterations, most/all of the artefacts have been corrected.
+#%% We can see that most/all of the artefacts have been corrected.
 # This does not means that the new values match exactly the RR intervals, and the new 
 # corrected time series will always slightly differs from the original one. However, we
 # can estimate how large this difference is by comparing the true, corrupted and 
@@ -84,7 +87,7 @@
 # artefacts, like the high frequency HRV.
 _, axs = plt.subplots(1, 3, figsize=(13, 5), sharey=True)
 for i, rr, lab in zip(range(3), 
-                 [rr_ms, corrupted_rr, rr_correction["clean_rr"]],
+                 [rr_ms, corrupted_rr, corrected_rr],
                  ["Original", "Corrupted", "Corrected"]):
     plot_frequency(rr, input_type="rr_ms", ax=axs[i])
     axs[i].set_title(lab)
@@ -96,31 +99,36 @@
 # parameters estimated at each steps.
 
 # Clean the RR time series before simulation
-initial_rr = correct_rr(rr_ms.copy())["clean_rr"]
+corrected_rr, _ = correct_rr(rr_ms.copy())
 
 simulation_df = pd.DataFrame([])
 for i in range(20):
     
     # Measure HF-HRV for corrupted RR intervals time series
-    corrupted_rr = initial_rr.copy()
+    corrupted_rr = corrected_rr.copy()
     corrupted_rr[np.random.choice(len(corrupted_rr), 50)] *= 2
     corrupted_rr[np.random.choice(len(corrupted_rr), 50)] /= 3
     corrupted_hrv = frequency_domain(corrupted_rr, input_type="rr_ms")
-    corrupted_hf = corrupted_hrv[corrupted_hrv.Metric == "power_hf_nu"].Values.iloc[0]
+    corrupted_hf = corrupted_hrv[corrupted_hrv.Metric == "hf_power_nu"].Values.iloc[0]
     
     # Measure HF-HRV for corrected RR intervals time series
-    corrected = correct_rr(corrupted_rr, n_iterations=2, verbose=False)["clean_rr"]
+    corrected, _ = correct_rr(corrupted_rr, verbose=False)
     corrected_hrv = frequency_domain(corrected, input_type="rr_ms")
-    corrected_hf = corrected_hrv[corrected_hrv.Metric == "power_hf_nu"].Values.iloc[0]
-
-    simulation_df = simulation_df.append(
-        pd.DataFrame({"HF-HRV (n.u.)": [corrupted_hf, corrected_hf],
-                      "Data Quality": ["Corrupted", "Corrected"]
-                      })
-        )
+    corrected_hf = corrected_hrv[corrected_hrv.Metric == "hf_power_nu"].Values.iloc[0]
+
+    simulation_df = pd.concat(
+        [
+            simulation_df, 
+            pd.DataFrame(
+                {"HF-HRV (n.u.)": [corrupted_hf, corrected_hf],
+                 "Data Quality": ["Corrupted", "Corrected"]
+                }
+                )
+        ]
+    )
 
-initial_hrv = frequency_domain(initial_rr, input_type="rr_ms")
-initial_hf = initial_hrv[initial_hrv.Metric == "power_hf_nu"].Values.iloc[0]
+initial_hrv = frequency_domain(corrected_rr, input_type="rr_ms")
+initial_hf = initial_hrv[initial_hrv.Metric == "hf_power_nu"].Values.iloc[0]
 
 #%% Simulation results
 plt.figure(figsize=(5, 8))
diff --git a/docs/source/examples/Plots/README.txt b/docs/source/examples/Plots/README.txt
new file mode 100644
index 00000000..8641c912
--- /dev/null
+++ b/docs/source/examples/Plots/README.txt
@@ -0,0 +1,2 @@
+Plotting
+++++++++
\ No newline at end of file
diff --git a/docs/source/examples/Plots/plot_circular.py b/docs/source/examples/Plots/plot_circular.py
new file mode 100644
index 00000000..9041d38f
--- /dev/null
+++ b/docs/source/examples/Plots/plot_circular.py
@@ -0,0 +1,39 @@
+"""
+
+Plot circular
+=============
+The density function can be represented using the area of the bars, the height or
+the transparency (alpha). The default behaviour will use the area. Using the heigth
+can visually biase the importance of the largest values. Adapted from [#]_.
+
+The circular mean was adapted from Pingouin's implementation [#]_.
+
+.. [#] https://jwalton.info/Matplotlib-rose-plots/
+
+.. [#] https://pingouin-stats.org/_modules/pingouin/circular.html#circ_mean
+
+"""
+
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+# Licence: GPL v3
+
+#%%
+# Using a numpy array of angular values as input
+# ----------------------------------------------
+import numpy as np
+from systole.plots import plot_circular
+x = np.random.normal(np.pi, 0.5, 100)
+plot_circular(data=x)
+#%%
+# Using a data frame as input
+# ---------------------------
+import numpy as np
+import pandas as pd
+from systole.plots import plot_circular
+
+# Create angular values (two conditions)
+x = np.random.normal(np.pi, 0.5, 100)
+y = np.random.uniform(0, np.pi*2, 100)
+data = pd.DataFrame(data={'x': x, 'y': y}).melt()
+
+plot_circular(data=data, y='value', hue='variable')
\ No newline at end of file
diff --git a/docs/source/examples/Plots/plot_ectopic.py b/docs/source/examples/Plots/plot_ectopic.py
new file mode 100644
index 00000000..86720979
--- /dev/null
+++ b/docs/source/examples/Plots/plot_ectopic.py
@@ -0,0 +1,44 @@
+"""
+
+Plot ectopic beats
+==================
+
+"""
+
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+# Licence: GPL v3
+
+from systole.plots import plot_ectopic
+
+#%%
+# Visualizing ectopic subspace from RR time series
+# ------------------------------------------------
+from systole import import_rr
+
+# Import PPG recording as numpy array
+rr = import_rr().rr.to_numpy()
+
+plot_ectopic(rr, input_type="rr_ms")
+#%%
+# Visualizing ectopic subspace from the `artefact` dictionary generated by :py:func:`systole.detection.rr_artefacts()`
+# --------------------------------------------------------------------------------------------------------------------
+from systole.detection import rr_artefacts
+
+# Use the rr_artefacts function to find ectopic beats
+artefacts = rr_artefacts(rr)
+
+plot_ectopic(artefacts=artefacts)
+#%%
+# Using Bokeh as plotting backend
+# -------------------------------
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+from systole.detection import rr_artefacts
+
+output_notebook()
+
+# Use the rr_artefacts function to find ectopic beats
+artefacts = rr_artefacts(rr)
+show(
+    plot_ectopic(artefacts=artefacts, backend="bokeh")
+)
\ No newline at end of file
diff --git a/docs/source/examples/Plots/plot_events.py b/docs/source/examples/Plots/plot_events.py
new file mode 100644
index 00000000..89b31484
--- /dev/null
+++ b/docs/source/examples/Plots/plot_events.py
@@ -0,0 +1,53 @@
+"""
+
+Plot events
+===========
+
+"""
+import numpy as np
+import seaborn as sns
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+from systole.detection import ecg_peaks
+from systole.plots import plot_events, plot_rr
+
+from systole import import_dataset1
+
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+# Licence: GPL v3
+
+#%%
+# Plot events distributions using Matplotlib as plotting backend
+# --------------------------------------------------------------
+
+ecg_df = import_dataset1(modalities=['ECG', "Stim"])
+
+# Get events triggers
+triggers_idx = [
+    np.where(ecg_df.stim.to_numpy() == 2)[0],
+    np.where(ecg_df.stim.to_numpy() == 1)[0]
+]
+
+plot_events(
+    triggers_idx=triggers_idx, labels=["Disgust", "Neutral"],
+    tmin=-0.5, tmax=10.0, figsize=(13, 3),
+    palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+)
+#%%
+# Plot events distributions using Bokeh as plotting backend and add the RR time series
+# ------------------------------------------------------------------------------------
+
+output_notebook()
+
+# Peak detection in the ECG signal using the Pan-Tompkins method
+signal, peaks = ecg_peaks(ecg_df.ecg, method='pan-tompkins', sfreq=1000)
+
+# First, we create a RR interval plot
+rr_plot = plot_rr(peaks, input_type='peaks', backend='bokeh', figsize=250)
+
+show(
+    # Then we add events annotations to this plot using the plot_events function
+    plot_events(triggers_idx=triggers_idx, backend="bokeh", labels=["Disgust", "Neutral"],
+                tmin=-0.5, tmax=10.0, palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+                ax=rr_plot.children[0])
+)
\ No newline at end of file
diff --git a/docs/source/examples/Plots/plot_evoked.py b/docs/source/examples/Plots/plot_evoked.py
new file mode 100644
index 00000000..f001cf8d
--- /dev/null
+++ b/docs/source/examples/Plots/plot_evoked.py
@@ -0,0 +1,111 @@
+"""
+
+Plot evoked
+===========
+
+"""
+
+import matplotlib.pyplot as plt
+import numpy as np
+import seaborn as sns
+from systole.detection import ecg_peaks
+from systole.plots import plot_evoked
+from systole.utils import heart_rate, to_epochs
+
+from systole import import_dataset1
+
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+# Licence: GPL v3
+
+#%%
+# Plot evoked heart rate across two conditions using the Matplotlib backend
+# Here, for the sake of example, we are going to create the same plot three time using three kind of input data: 
+# * The raw signal + the triggers timing (or a list of in case of multiple conditions).
+# * The peaks detection + the triggers timing (or a list of in case of multiple conditions)
+# * The epoched signal as a 2d NumPy array (or a list of in case of multiple conditions)
+# --------------------------------------------------------------
+
+ecg_df = import_dataset1(modalities=['ECG', "Stim"])
+
+# Get events triggers
+triggers_idx = [
+     np.where(ecg_df.stim.to_numpy() == 2)[0],
+     np.where(ecg_df.stim.to_numpy() == 1)[0]
+]
+
+# Peak detection in the ECG signal using the Pan-Tompkins method
+signal, peaks = ecg_peaks(ecg_df.ecg, method='sleepecg', sfreq=1000)
+
+# Convert to instantaneous heart rate
+rr, _ = heart_rate(peaks, kind="cubic", unit="bpm", input_type="peaks")
+
+# Create list epochs arrays for each condition
+hr_epochs, _ = to_epochs(
+    signal=rr, triggers_idx=triggers_idx, tmin=-1.0, tmax=10.0,
+    apply_baseline=(-1.0, 0.0)
+    )
+
+fig, axs = plt.subplots(ncols=3, figsize=(15, 5), sharey=True)
+
+# We define a common set of plotting arguments here
+plot_args = {
+     "backend": "matplotlib", "figsize": (400, 400),
+     "palette": [sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+     "tmin": -1.0, "tmax": 10.0, "apply_baseline": (-1.0, 0.0), "decim": 100
+ }
+
+# Using the raw signal and events triggers
+plot_evoked(
+     signal=ecg_df.ecg.to_numpy(), triggers_idx=triggers_idx, modality="ecg",
+     ax=axs[0], **plot_args
+     )
+
+# Using the detected peaks and events triggers
+plot_evoked(
+    rr=peaks, triggers_idx=triggers_idx, input_type="peaks", ax=axs[1],
+    **plot_args
+    )
+
+# Using the list of epochs arrays
+plot_evoked(
+    epochs=hr_epochs, ax=axs[2], **plot_args
+    )
+#%% Plot evoked heart rate across two conditions using Bokeh as plotting backend.
+# Here, for the sake of example, we are going to create the same plot three times using three kind of input data:
+# * The raw signal + the triggers timing (or a list of in case of multiple conditions).
+# * The peaks detection + the triggers timing (or a list of in case of multiple conditions)
+# * The epoched signal as a 2d NumPy array (or a list of in case of multiple conditions)
+# --------------------------------------------------------------------------------------
+from bokeh.io import output_notebook
+from bokeh.layouts import row
+from bokeh.plotting import show
+
+output_notebook()
+
+# We define a common set of plotting arguments here
+plot_args = {
+     "backend": "bokeh", "figsize": (300, 300),
+     "palette": [sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+     "tmin": -1.0, "tmax": 10.0, "apply_baseline": (-1.0, 0.0), "decim": 100
+ }
+
+# Using the raw signal and events triggers
+raw_plot = plot_evoked(
+     signal=ecg_df.ecg.to_numpy(), triggers_idx=triggers_idx, modality="ecg",
+     **plot_args
+     )
+
+# Using the detected peaks and events triggers
+peaks_plot = plot_evoked(
+    rr=peaks, triggers_idx=triggers_idx, input_type="peaks", **plot_args
+    )
+
+# Using the list of epochs arrays
+epochs_plots = plot_evoked(epochs=hr_epochs, **plot_args)
+
+# Create a Bokeh layout and plot the figures side by side
+show(
+    row(
+        raw_plot, peaks_plot, epochs_plots
+        )
+    )
\ No newline at end of file
diff --git a/docs/source/examples/Plots/plot_frequency.py b/docs/source/examples/Plots/plot_frequency.py
new file mode 100644
index 00000000..007b5bf7
--- /dev/null
+++ b/docs/source/examples/Plots/plot_frequency.py
@@ -0,0 +1,34 @@
+"""
+
+Plot frequency
+==============
+
+"""
+
+
+
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+# Licence: GPL v3
+
+#%%
+#Visualizing HRV frequency domain from RR time series using Matplotlib as plotting backend
+# ----------------------------------------------------------------------------------------
+from systole import import_rr
+from systole.plots import plot_frequency
+
+# Import PPG recording as numpy array
+rr = import_rr().rr.to_numpy()
+plot_frequency(rr, input_type="rr_ms")
+
+#%%
+#Visualizing HRV frequency domain from RR time series using Bokeh as plotting backend
+# -----------------------------------------------------------------------------------
+from systole import import_rr
+from systole.plots import plot_frequency
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+output_notebook()
+
+show(
+    plot_frequency(rr, input_type="rr_ms", backend="bokeh")
+)
\ No newline at end of file
diff --git a/docs/source/examples/Plots/plot_pointcare.py b/docs/source/examples/Plots/plot_pointcare.py
new file mode 100644
index 00000000..831533a2
--- /dev/null
+++ b/docs/source/examples/Plots/plot_pointcare.py
@@ -0,0 +1,34 @@
+"""
+
+Plot pointcare
+==============
+
+"""
+
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+# Licence: GPL v3
+
+#%%
+# Visualizing poincare plot from RR time series using Matplotlib as plotting backend
+# ----------------------------------------------------------------------------------
+from systole import import_rr
+from systole.plots import plot_poincare
+
+# Import PPG recording as numpy array
+rr = import_rr().rr.to_numpy()
+
+plot_poincare(rr, input_type="rr_ms")
+
+#%%
+# Using Bokeh as plotting backend
+# -------------------------------
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+output_notebook()
+
+from systole import import_rr
+from systole.plots import plot_poincare
+
+show(
+    plot_poincare(rr, input_type="rr_ms", backend="bokeh")
+)
\ No newline at end of file
diff --git a/docs/source/examples/Plots/plot_raw.py b/docs/source/examples/Plots/plot_raw.py
new file mode 100644
index 00000000..b2fc0e74
--- /dev/null
+++ b/docs/source/examples/Plots/plot_raw.py
@@ -0,0 +1,55 @@
+"""
+
+Plot raw physiological signal
+=============================
+
+"""
+
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+# Licence: GPL v3
+
+
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+from systole.plots import plot_raw
+
+from systole import import_dataset1, import_ppg
+
+#%%
+# Plot raw ECG signal
+# --------------------
+
+# Import PPG recording as pandas data frame
+physio_df = import_dataset1(modalities=['ECG', 'Respiration'])
+
+# Only use the first 60 seconds for demonstration
+ecg = physio_df[physio_df.time.between(60, 90)].ecg
+plot_raw(ecg, modality='ecg', sfreq=1000, ecg_method='sleepecg')
+#%%
+# Plot raw PPG signal
+# -------------------
+# Import Respiration recording as pandas data frame
+rsp = import_dataset1(modalities=['Respiration'])
+
+# Only use the first 90 seconds for demonstration
+rsp = physio_df[physio_df.time.between(500, 600)].respiration
+plot_raw(rsp, sfreq=1000, modality="respiration")
+#%%
+# Plot raw respiratory signal
+# ---------------------------
+
+# Import PPG recording as pandas data frame
+ppg = import_ppg()
+
+# Only use the first 60 seconds for demonstration
+plot_raw(ppg[ppg.time<60], sfreq=75)
+
+#%%
+# Using Bokeh as plotting backend
+# -------------------------------
+
+output_notebook()
+
+show(
+    plot_raw(ppg, backend="bokeh", show_heart_rate=True, show_artefacts=True)
+ )
\ No newline at end of file
diff --git a/docs/source/examples/Plots/plot_rr.py b/docs/source/examples/Plots/plot_rr.py
new file mode 100644
index 00000000..abf4a3fd
--- /dev/null
+++ b/docs/source/examples/Plots/plot_rr.py
@@ -0,0 +1,39 @@
+"""
+
+Plot instantaneous heart rate
+=============================
+
+"""
+
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+# Licence: GPL v3
+
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+from systole.plots import plot_rr
+
+from systole import import_rr
+
+#%%
+# Plot instantaneous heart rate from a RR interval time series (in milliseconds).
+# -------------------------------------------------------------------------------
+
+# Import R-R intervals time series
+rr = import_rr().rr.values
+
+plot_rr(rr=rr, input_type="rr_ms");
+#%%
+# Only show the interpolated instantaneous heart rate, add a bad segment and change the default unit to beats per minute (BPM).
+# -----------------------------------------------------------------------------------------------------------------------------
+plot_rr(rr=rr, input_type="rr_ms", unit="bpm", points=False);
+#%%
+# Use Bokeh as a plotting backend, only show the scatterplt and highlight artefacts in the RR intervals
+# -----------------------------------------------------------------------------------------------------
+output_notebook()
+
+show(
+    plot_rr(
+    rr=rr, input_type="rr_ms", backend="bokeh", 
+    line=False, show_artefacts=True
+    )
+)
\ No newline at end of file
diff --git a/docs/source/examples/Plots/plot_shortlong.py b/docs/source/examples/Plots/plot_shortlong.py
new file mode 100644
index 00000000..49fd13ce
--- /dev/null
+++ b/docs/source/examples/Plots/plot_shortlong.py
@@ -0,0 +1,52 @@
+"""
+
+Plot short and long invertvals
+==============================
+
+Visualization of short, long, extra and missed intervals detection.
+
+The artefact detection is based on the method described in [1]_.
+
+.. [1] Lipponen, J. A., & Tarvainen, M. P. (2019). A robust algorithm for
+    heart rate variability time series artefact correction using novel beat
+    classification. Journal of Medical Engineering & Technology, 43(3),
+    173–181. https://doi.org/10.1080/03091902.2019.1640306
+
+"""
+
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+# Licence: GPL v3
+
+#%%
+# Visualizing short/long and missed/extra intervals from a RR time series
+# -----------------------------------------------------------------------
+from systole import import_rr
+from systole.plots import plot_shortlong
+
+# Import PPG recording as numpy array
+rr = import_rr().rr.to_numpy()
+
+plot_shortlong(rr)
+#%%
+# Visualizing ectopic subspace from the `artefact` dictionary
+# -----------------------------------------------------------
+from systole.detection import rr_artefacts
+
+# Use the rr_artefacts function to short/long and extra/missed intervals
+artefacts = rr_artefacts(rr)
+
+plot_shortlong(artefacts=artefacts)
+
+#%%
+# Using Bokeh as plotting backend
+# -------------------------------
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+from systole.detection import rr_artefacts
+output_notebook()
+
+show(
+    plot_shortlong(
+        artefacts=artefacts, backend="bokeh"
+        )
+)
\ No newline at end of file
diff --git a/docs/source/examples/Plots/plot_subspace.py b/docs/source/examples/Plots/plot_subspace.py
new file mode 100644
index 00000000..8f30ad29
--- /dev/null
+++ b/docs/source/examples/Plots/plot_subspace.py
@@ -0,0 +1,53 @@
+"""
+
+Plot subspaces to vivualize short/long and ectopic beats
+========================================================
+
+The artefact detection is based on the method described in [1]_.
+
+.. [1] Lipponen, J. A., & Tarvainen, M. P. (2019). A robust algorithm for
+    heart rate variability time series artefact correction using novel beat
+    classification. Journal of Medical Engineering & Technology, 43(3),
+    173–181. https://doi.org/10.1080/03091902.2019.1640306
+
+"""
+
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+# Licence: GPL v3
+
+#%%
+# Visualizing artefacts from RR time series
+# -----------------------------------------
+from systole import import_rr
+from systole.plots import plot_subspaces
+import matplotlib.pyplot as plt
+
+# Import PPG recording as numpy array
+rr = import_rr().rr.to_numpy()
+
+_, axs = plt.subplots(ncols=2, figsize=(12, 6))
+plot_subspaces(rr, ax=axs);
+#%%
+# Visualizing artefacts from the `artefact` dictionary
+# ----------------------------------------------------
+from systole.detection import rr_artefacts
+
+# Use the rr_artefacts function to short/long and extra/missed intervals
+artefacts = rr_artefacts(rr)
+
+_, axs = plt.subplots(ncols=2, figsize=(12, 6))
+plot_subspaces(artefacts=artefacts, ax=axs)
+
+#%%
+# Using Bokeh as plotting backend
+# -------------------------------
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+from systole.detection import rr_artefacts
+output_notebook()
+
+show(
+    plot_subspaces(
+    artefacts=artefacts, backend="bokeh", figsize=400
+    )
+)
\ No newline at end of file
diff --git a/examples/README.rst b/docs/source/examples/README.rst
similarity index 100%
rename from examples/README.rst
rename to docs/source/examples/README.rst
diff --git a/examples/Recording/README.txt b/docs/source/examples/Recording/README.txt
similarity index 100%
rename from examples/Recording/README.txt
rename to docs/source/examples/Recording/README.txt
diff --git a/examples/Recording/plot_HeartBeatrpeggios.py b/docs/source/examples/Recording/plot_HeartBeatrpeggios.py
similarity index 77%
rename from examples/Recording/plot_HeartBeatrpeggios.py
rename to docs/source/examples/Recording/plot_HeartBeatrpeggios.py
index 2a35731b..971fc9b0 100644
--- a/examples/Recording/plot_HeartBeatrpeggios.py
+++ b/docs/source/examples/Recording/plot_HeartBeatrpeggios.py
@@ -3,16 +3,15 @@
 =======================================================
 
 This tutorial illustrates how to use the ``Oximeter`` class to trigger stimuli
-at different phases of the cardiac cycle using the [Psychopy](https://www.psychopy.org/)
-toolbox. The PPG signal is recorded for 30 seconds and peaks are detected
-online. Four notes ('C', 'E', 'G', 'Bfl') are played in synch with peak
-detection with various delays: no delay,  1/4, 2/4 or 3/4 of the previous
+at different phases of the cardiac cycle. The PPG signal is recorded for 30 seconds
+and peaks are detected online. Four notes ('C', 'E', 'G', 'Bfl') are played in synch
+with peak detection with various delays: no delay,  1/4, 2/4 or 3/4 of the previous
 cardiac cycle length. While R-R intervals are prone to large changes over longer
 timescales, such changes are physiologically limited from one heartbeat to the next,
 limiting variance in the onset synchrony between the tones and the cardiac cycle.
 On this basis, each presentation time is calibrated based on the previous RR-interval.
-This procedure can easily be adapted to create a standard interoception task, e.g. by either presenting
-tones at no delay (systole, s+) or a fixed offset (diastole, s-).
+This procedure can easily be adapted to create a standard interoception task, e.g. by
+either presenting tones at no delay (systole, s+) or a fixed offset (diastole, s-).
 
 """
 
@@ -24,7 +23,6 @@
 
 import matplotlib.pyplot as plt
 import numpy as np
-from psychopy.sound import Sound
 import seaborn as sns
 from systole import serialSim
 from systole.plots import plot_circular, plot_events
@@ -56,21 +54,19 @@
 oxi = Oximeter(serial=ser, sfreq=75, add_channels=4).setup()
 
 #%%
-# Create an Oxymeter instance, initialize recording and record for 10 seconds
-
-beat = Sound("C", secs=0.1)
-diastole1 = Sound("E", secs=0.1)
-diastole2 = Sound("G", secs=0.1)
-diastole3 = Sound("Bfl", secs=0.1)
+# Play the different tones at different intervals following the detection of the
+# systolic peaks, using the length of the previous RR interval as reference. To kee the
+# execution of the example simple we do no pla atual sounds (e.g. using Psychopy) but
+# this step can easily be added by adding new lines for each time window.
 
 systoleTime1, systoleTime2, systoleTime3 = None, None, None
 tstart = time.time()
 while time.time() - tstart < 20:
 
     # Check if there are new data to read
-    while oxi.serial.inWaiting() >= 5:
+    if oxi.serial.inWaiting() >= 5:
 
-        # Convert bytes into list of int
+        # Read one incoming data point - Convert bytes into list of int
         paquet = list(oxi.serial.read(5))
 
         if oxi.check(paquet):  # Data consistency
@@ -78,8 +74,7 @@
 
         # T + 0
         if oxi.peaks[-1] == 1:
-            beat = Sound("C", secs=0.1)
-            beat.play()
+            oxi.channels["Channel_0"][-1] = 1
             systoleTime1 = time.time()
             systoleTime2 = time.time()
             systoleTime3 = time.time()
@@ -87,30 +82,21 @@
         # T + 1/4
         if systoleTime1 is not None:
             if time.time() - systoleTime1 >= ((oxi.instant_rr[-1] / 4) / 1000):
-                diastole1 = Sound("E", secs=0.1)
-                diastole1.play()
+                oxi.channels["Channel_1"][-1] = 1
                 systoleTime1 = None
 
         # T + 2/4
         if systoleTime2 is not None:
             if time.time() - systoleTime2 >= (((oxi.instant_rr[-1] / 4) * 2) / 1000):
-                diastole2 = Sound("G", secs=0.1)
-                diastole2.play()
+                oxi.channels["Channel_2"][-1] = 1
                 systoleTime2 = None
 
         # T + 3/4
         if systoleTime3 is not None:
             if time.time() - systoleTime3 >= (((oxi.instant_rr[-1] / 4) * 3) / 1000):
-                diastole3 = Sound("A", secs=0.1)
-                diastole3.play()
+                oxi.channels["Channel_3"][-1] = 1
                 systoleTime3 = None
 
-        # Track the note status
-        oxi.channels["Channel_0"][-1] = beat.status
-        oxi.channels["Channel_1"][-1] = diastole1.status
-        oxi.channels["Channel_2"][-1] = diastole2.status
-        oxi.channels["Channel_3"][-1] = diastole3.status
-
 #%%
 # Events
 # --------
@@ -135,7 +121,7 @@
     # Plot the event according to its duration (0.1 second)
     plot_events(
         triggers=triggers, tmin=0.0, tmax=0.1, sfreq=75, 
-        events_labels=events_labels[i], ax=axs[0], palette=[next(palette)])
+        labels=events_labels[i], ax=axs[0], palette=[next(palette)])
     axs[0].set_xlabel("")
 
 oxi.plot_raw(ax=axs[1])
@@ -164,3 +150,5 @@
 for i, density in enumerate(["height", "area", "alpha"]):
     plot_circular(angles, density=density, ax=axs[i])
     axs[i].set_title(f"Density method = {density}")
+
+# %%
diff --git a/examples/Recording/plot_InstantaneousHeartRate.py b/docs/source/examples/Recording/plot_InstantaneousHeartRate.py
similarity index 95%
rename from examples/Recording/plot_InstantaneousHeartRate.py
rename to docs/source/examples/Recording/plot_InstantaneousHeartRate.py
index 1fd6d1d5..ab34bf8e 100644
--- a/examples/Recording/plot_InstantaneousHeartRate.py
+++ b/docs/source/examples/Recording/plot_InstantaneousHeartRate.py
@@ -13,13 +13,12 @@
 # Licence: GPL v3
 
 import matplotlib.pyplot as plt
-import pandas as pd
 import numpy as np
+import pandas as pd
 from systole import serialSim
-from systole.recording import Oximeter
 from systole.detection import ppg_peaks
 from systole.plots import plot_raw, plot_rr
-
+from systole.recording import Oximeter
 
 #%%
 # Recording
@@ -40,7 +39,7 @@
 #   import serial
 #   ser = serial.Serial('COM4')  # Change this value according to your setup
 
-# Create an Oxymeter instance, initialize recording and record for 10 seconds
+# Create an Oxymeter instance, initialize recording and record for 30 seconds
 oxi = Oximeter(serial=ser, sfreq=75).setup()
 oxi.read(30)
 
@@ -48,7 +47,7 @@
 # Plotting
 # --------
 
-signal, peaks = ppg_peaks(x=oxi.recording, sfreq=75)
+signal, peaks = ppg_peaks(signal=oxi.recording, sfreq=75)
 
 fig, ax = plt.subplots(3, 1, figsize=(13, 8), sharex=True)
 
@@ -60,4 +59,4 @@
 ax[1].set_ylabel("Peak\n detection")
 
 plot_rr(peaks, input_type="peaks", ax=ax[2])
-plt.tight_layout()
+plt.tight_layout()
\ No newline at end of file
diff --git a/examples/Recording/plot_RecordingPPG.py b/docs/source/examples/Recording/plot_RecordingPPG.py
similarity index 98%
rename from examples/Recording/plot_RecordingPPG.py
rename to docs/source/examples/Recording/plot_RecordingPPG.py
index 4d59d405..fd982032 100644
--- a/examples/Recording/plot_RecordingPPG.py
+++ b/docs/source/examples/Recording/plot_RecordingPPG.py
@@ -6,7 +6,7 @@
 from `Nonin 3012LP Xpod USB pulse oximeter
 <https://www.nonin.com/products/xpod/>`_ together with the `Nonin 8000SM 'soft-clip' 
 fingertip sensors <https://www.nonin.com/products/8000s/>`_. This function can easily 
-be integrated with other stimulus presentation software lie `PsychoPy
+be integrated with other stimulus presentation software like `PsychoPy
 <https://www.psychopy.org/>`_ to record cardiac activity during psychological 
 experiments, or to synchronize stimulus delivery around cardiac phases (e.g. systole or
 diastole).
diff --git a/source/getting_started.rst b/docs/source/getting_started.rst
similarity index 90%
rename from source/getting_started.rst
rename to docs/source/getting_started.rst
index ea548579..81392e03 100644
--- a/source/getting_started.rst
+++ b/docs/source/getting_started.rst
@@ -2,12 +2,18 @@
 Installation
 ++++++++++++
 
-Systole can be installed using pip:
+The last stable version of Systole can be installed using pip:
 
 .. code-block:: shell
 
   pip install systole
 
+If you want to download the `dev` branch instead and try the last features that are currently under development (and probably a bit unstable), use:
+
+.. code-block:: shell
+
+  pip install “git+https://github.com/embodied-computation-group/systole.git@dev”
+
 The following packages are required to use Systole:
 
 * `Numpy <https://numpy.org/>`_ (>=1.15)
diff --git a/source/images/LabLogo.png b/docs/source/images/LabLogo.png
similarity index 100%
rename from source/images/LabLogo.png
rename to docs/source/images/LabLogo.png
diff --git a/source/images/au_clinisk_logo.png b/docs/source/images/au_clinisk_logo.png
similarity index 100%
rename from source/images/au_clinisk_logo.png
rename to docs/source/images/au_clinisk_logo.png
diff --git a/source/images/code-solid.png b/docs/source/images/code-solid.png
similarity index 100%
rename from source/images/code-solid.png
rename to docs/source/images/code-solid.png
diff --git a/source/images/code-solid.svg b/docs/source/images/code-solid.svg
similarity index 100%
rename from source/images/code-solid.svg
rename to docs/source/images/code-solid.svg
diff --git a/source/images/create_figures.py b/docs/source/images/create_figures.py
similarity index 100%
rename from source/images/create_figures.py
rename to docs/source/images/create_figures.py
diff --git a/source/images/ecg.png b/docs/source/images/ecg.png
similarity index 100%
rename from source/images/ecg.png
rename to docs/source/images/ecg.png
diff --git a/source/images/ecg.svg b/docs/source/images/ecg.svg
similarity index 100%
rename from source/images/ecg.svg
rename to docs/source/images/ecg.svg
diff --git a/docs/source/images/editor.gif b/docs/source/images/editor.gif
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HcmV?d00001

diff --git a/source/images/subspaces.html b/docs/source/images/subspaces.html
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diff --git a/source/images/subspaces.png b/docs/source/images/subspaces.png
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rename from source/images/subspaces.png
rename to docs/source/images/subspaces.png
diff --git a/source/images/table-cells-large-solid.png b/docs/source/images/table-cells-large-solid.png
similarity index 100%
rename from source/images/table-cells-large-solid.png
rename to docs/source/images/table-cells-large-solid.png
diff --git a/source/images/table-cells-large-solid.svg b/docs/source/images/table-cells-large-solid.svg
similarity index 100%
rename from source/images/table-cells-large-solid.svg
rename to docs/source/images/table-cells-large-solid.svg
diff --git a/source/images/tutorials.png b/docs/source/images/tutorials.png
similarity index 100%
rename from source/images/tutorials.png
rename to docs/source/images/tutorials.png
diff --git a/source/images/tutorials.svg b/docs/source/images/tutorials.svg
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rename from source/images/tutorials.svg
rename to docs/source/images/tutorials.svg
diff --git a/source/index.rst b/docs/source/index.rst
similarity index 84%
rename from source/index.rst
rename to docs/source/index.rst
index 7e2169c8..9a23b40a 100644
--- a/source/index.rst
+++ b/docs/source/index.rst
@@ -28,7 +28,7 @@
 
 ================
 
-.. image:: https://raw.githubusercontent.com/embodied-computation-group/systole/dev/source/images/logo.png
+.. image:: https://raw.githubusercontent.com/embodied-computation-group/systole/dev/docs/source/images/logo.png
    :align: center
 
 ================
@@ -40,6 +40,29 @@ presentation with different cardiac phases via Psychopy.
 
 If you have questions, you can ask them in the `Gitter chat <https://gitter.im/ecg-systole/community?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge>`_.
 
+How to cite?
+============
+
+If you are using **Systole** in a publication we ask you to cite the following paper:
+
+* Legrand et al., (2022). Systole: A python package for cardiac signal synchrony and analysis. Journal of Open Source Software, 7(69), 3832, https://doi.org/10.21105/joss.03832
+
+.. code-block:: text
+
+   @article{Legrand2022,
+   doi = {10.21105/joss.03832},
+   url = {https://doi.org/10.21105/joss.03832},
+   year = {2022},
+   publisher = {The Open Journal},
+   volume = {7},
+   number = {69},
+   pages = {3832},
+   author = {Nicolas Legrand and Micah Allen},
+   title = {Systole: A python package for cardiac signal synchrony and analysis},
+   journal = {Journal of Open Source Software}
+   } 
+
+
 Systole documentation
 =====================
 
@@ -124,7 +147,7 @@ Systole was largely inspired by pre-existing toolboxes dedicated to heartrate va
 
 * hrv: https://github.com/rhenanbartels/hrv
 
-* pyHVR: https://pyhrv.readthedocs.io/en/latest/index.html
+* pyHRV: https://pyhrv.readthedocs.io/en/latest/index.html
 
 * ECG-detector: https://github.com/berndporr/py-ecg-detectors
 
@@ -153,13 +176,13 @@ Contributors
 
 |AU| |lundbeck| |lab|
 
-.. |AU| image::  https://github.com/embodied-computation-group/systole/raw/dev/source/images/au_clinisk_logo.png
+.. |AU| image::  https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/au_clinisk_logo.png
    :width: 100%
 
-.. |lundbeck| image::  https://github.com/embodied-computation-group/systole/raw/dev/source/images/lundbeckfonden_logo.png
+.. |lundbeck| image::  https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/lundbeckfonden_logo.png
    :width: 10%
 
-.. |lab| image::  https://github.com/embodied-computation-group/systole/raw/dev/source/images/LabLogo.png
+.. |lab| image::  https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/LabLogo.png
    :width: 20%
 
 
@@ -170,5 +193,6 @@ Contributors
    Getting started <getting_started>
    Gallery <auto_examples/index.rst>
    Tutorials <tutorials.rst>
-   API reference <api.rst>
-   Release notes <changelog.rst>
\ No newline at end of file
+   API <api.rst>
+   Release notes <changelog.rst>
+   References <references.md>
\ No newline at end of file
diff --git a/docs/source/notebooks/1-PhysiologicalSignals.ipynb b/docs/source/notebooks/1-PhysiologicalSignals.ipynb
new file mode 100644
index 00000000..22d32b61
--- /dev/null
+++ b/docs/source/notebooks/1-PhysiologicalSignals.ipynb
@@ -0,0 +1,1025 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "(physiological_signals)=\n",
+    "# Cardiac signal analysis\n",
+    "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "%%capture\n",
+    "import sys\n",
+    "if 'google.colab' in sys.modules:\n",
+    "    ! pip install systole"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"bk-root\">\n",
+       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
+       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
+       "    </div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  const force = true;\n",
+       "\n",
+       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
+       "    root._bokeh_onload_callbacks = [];\n",
+       "    root._bokeh_is_loading = undefined;\n",
+       "  }\n",
+       "\n",
+       "const JS_MIME_TYPE = 'application/javascript';\n",
+       "  const HTML_MIME_TYPE = 'text/html';\n",
+       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
+       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
+       "\n",
+       "  /**\n",
+       "   * Render data to the DOM node\n",
+       "   */\n",
+       "  function render(props, node) {\n",
+       "    const script = document.createElement(\"script\");\n",
+       "    node.appendChild(script);\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when an output is cleared or removed\n",
+       "   */\n",
+       "  function handleClearOutput(event, handle) {\n",
+       "    const cell = handle.cell;\n",
+       "\n",
+       "    const id = cell.output_area._bokeh_element_id;\n",
+       "    const server_id = cell.output_area._bokeh_server_id;\n",
+       "    // Clean up Bokeh references\n",
+       "    if (id != null && id in Bokeh.index) {\n",
+       "      Bokeh.index[id].model.document.clear();\n",
+       "      delete Bokeh.index[id];\n",
+       "    }\n",
+       "\n",
+       "    if (server_id !== undefined) {\n",
+       "      // Clean up Bokeh references\n",
+       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
+       "      cell.notebook.kernel.execute(cmd_clean, {\n",
+       "        iopub: {\n",
+       "          output: function(msg) {\n",
+       "            const id = msg.content.text.trim();\n",
+       "            if (id in Bokeh.index) {\n",
+       "              Bokeh.index[id].model.document.clear();\n",
+       "              delete Bokeh.index[id];\n",
+       "            }\n",
+       "          }\n",
+       "        }\n",
+       "      });\n",
+       "      // Destroy server and session\n",
+       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
+       "      cell.notebook.kernel.execute(cmd_destroy);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when a new output is added\n",
+       "   */\n",
+       "  function handleAddOutput(event, handle) {\n",
+       "    const output_area = handle.output_area;\n",
+       "    const output = handle.output;\n",
+       "\n",
+       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
+       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
+       "      return\n",
+       "    }\n",
+       "\n",
+       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
+       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
+       "      // store reference to embed id on output_area\n",
+       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "    }\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "      const bk_div = document.createElement(\"div\");\n",
+       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "      const script_attrs = bk_div.children[0].attributes;\n",
+       "      for (let i = 0; i < script_attrs.length; i++) {\n",
+       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
+       "      }\n",
+       "      // store reference to server id on output_area\n",
+       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function register_renderer(events, OutputArea) {\n",
+       "\n",
+       "    function append_mime(data, metadata, element) {\n",
+       "      // create a DOM node to render to\n",
+       "      const toinsert = this.create_output_subarea(\n",
+       "        metadata,\n",
+       "        CLASS_NAME,\n",
+       "        EXEC_MIME_TYPE\n",
+       "      );\n",
+       "      this.keyboard_manager.register_events(toinsert);\n",
+       "      // Render to node\n",
+       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "      render(props, toinsert[toinsert.length - 1]);\n",
+       "      element.append(toinsert);\n",
+       "      return toinsert\n",
+       "    }\n",
+       "\n",
+       "    /* Handle when an output is cleared or removed */\n",
+       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
+       "    events.on('delete.Cell', handleClearOutput);\n",
+       "\n",
+       "    /* Handle when a new output is added */\n",
+       "    events.on('output_added.OutputArea', handleAddOutput);\n",
+       "\n",
+       "    /**\n",
+       "     * Register the mime type and append_mime function with output_area\n",
+       "     */\n",
+       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "      /* Is output safe? */\n",
+       "      safe: true,\n",
+       "      /* Index of renderer in `output_area.display_order` */\n",
+       "      index: 0\n",
+       "    });\n",
+       "  }\n",
+       "\n",
+       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
+       "  if (root.Jupyter !== undefined) {\n",
+       "    const events = require('base/js/events');\n",
+       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  }\n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
+       "     \"<div style='background-color: #fdd'>\\n\"+\n",
+       "     \"<p>\\n\"+\n",
+       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
+       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
+       "     \"</p>\\n\"+\n",
+       "     \"<ul>\\n\"+\n",
+       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
+       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
+       "     \"</ul>\\n\"+\n",
+       "     \"<code>\\n\"+\n",
+       "     \"from bokeh.resources import INLINE\\n\"+\n",
+       "     \"output_notebook(resources=INLINE)\\n\"+\n",
+       "     \"</code>\\n\"+\n",
+       "     \"</div>\"}};\n",
+       "\n",
+       "  function display_loaded() {\n",
+       "    const el = document.getElementById(\"1002\");\n",
+       "    if (el != null) {\n",
+       "      el.textContent = \"BokehJS is loading...\";\n",
+       "    }\n",
+       "    if (root.Bokeh !== undefined) {\n",
+       "      if (el != null) {\n",
+       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
+       "      }\n",
+       "    } else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(display_loaded, 100)\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (js_urls == null || js_urls.length === 0) {\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    function on_error(url) {\n",
+       "      console.error(\"failed to load \" + url);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < css_urls.length; i++) {\n",
+       "      const url = css_urls[i];\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < js_urls.length; i++) {\n",
+       "      const url = js_urls[i];\n",
+       "      const element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
+       "  const css_urls = [];\n",
+       "\n",
+       "  const inline_js = [    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "function(Bokeh) {\n",
+       "    }\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if (root.Bokeh !== undefined || force === true) {\n",
+       "          for (let i = 0; i < inline_js.length; i++) {\n",
+       "      inline_js[i].call(root, root.Bokeh);\n",
+       "    }\n",
+       "if (force === true) {\n",
+       "        display_loaded();\n",
+       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    } else if (force !== true) {\n",
+       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
+       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  if (root._bokeh_is_loading === 0) {\n",
+       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
+       "    run_inline_js();\n",
+       "  } else {\n",
+       "    load_libs(css_urls, js_urls, function() {\n",
+       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "      run_inline_js();\n",
+       "    });\n",
+       "  }\n",
+       "}(window));"
+      ],
+      "application/vnd.bokehjs_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "from bokeh.io import output_notebook\n",
+    "from bokeh.plotting import show\n",
+    "from systole.detection import ecg_peaks\n",
+    "from systole.plots import plot_raw\n",
+    "from systole.utils import input_conversion\n",
+    "\n",
+    "from systole import import_dataset1, import_ppg\n",
+    "\n",
+    "output_notebook()\n",
+    "\n",
+    "sns.set_context('talk')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This tutorial notebook introduces two commonly used methods to record cardiac activity: electrocardiography (ECG) and photoplethysmography (PPG)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "## Electrocardiography (ECG)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "[Electrocardiography](https://en.wikipedia.org/wiki/Electrocardiography) (ECG or EKG) is the process of recording the small electrical changes that are a consequence of cardiac muscle depolarization followed by repolarization during each cardiac cycle (i.e., the heartbeat). It is important to note that the conventional ECG performed in a clinical context requires placing ten electrodes on the patient's limbs and the surface of the chest. Electrical potentials are then measured from 12 different angles to give a better representation of the 3 main components of the cardiac cycle (see panel **b.** bellow): the **P wave**, the **QRS component**, and the **T wave**. However, in the context of psychological research, the shape of each of these components and their intervals is of lesser interest. The focus is instead on the heart rate and the heart rate variability, which essentially requires the estimation of the R-R intervals, and therefore the detection of the R peaks. A 3-electrode system is then often preferred over more complex setups (see panel **a.** bellow)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "source": [
+    "<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/ecg.png'/></p>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Importing Example ECG dataset"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To illustrate the analysis of ECG signals, we will use a dataset containing ECG and respiratory recording from a healthy participant. These data were acquired concurrently with the paradigm described in {cite:p}`20202:legrand`, where subjects were asked to memorize and later inhibit/suppress images and ECG was recorded using a standard 3-point electrode montage. You can load this data set with Systole directly using `systole.import_dataset1()`. As this dataset contains many modalities (ECG, respiration, EDA), you can decide to download only some of them to save time. This is what we are doing with the `modalities` argument."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "tags": [
+     "hide-output"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "ecg_df = import_dataset1(modalities=['ECG'], disable=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The resulting variable (`ecg_df`) is a [Pandas](https://pandas.pydata.org/docs/getting_started/index.html#getting-started) DataFrame. Using basic Pandas utilities, quickly check the columns names and datatypes by showing the first 5 rows using `head()`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ecg</th>\n",
+       "      <th>time</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>3.299866</td>\n",
+       "      <td>0.000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3.263855</td>\n",
+       "      <td>0.001</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3.238525</td>\n",
+       "      <td>0.002</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>3.224487</td>\n",
+       "      <td>0.003</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>3.218079</td>\n",
+       "      <td>0.004</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        ecg   time\n",
+       "0  3.299866  0.000\n",
+       "1  3.263855  0.001\n",
+       "2  3.238525  0.002\n",
+       "3  3.224487  0.003\n",
+       "4  3.218079  0.004"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ecg_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here, the ECG signal is encoded in the `ecg` collumn. The `time` column encodes the acquisition time in seconds. We can see here that the sampling rate is 1000 Hz. We can also have a quick look at the ECG signal using the built-in `plot()` method (here showing only a slice of 30 seconds for clarity)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='time'>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ecg_df[ecg_df.time.between(40, 70)].plot(x='time', y='ecg', figsize=(13, 5))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### R peaks detection"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Plotting the raw ECG signal is an important step if we want to check the quality of the recording, but it will give very little information in itself regarding the subtle change in the dynamic of cardiac activity that might interact with cognitive processes. If we want more details, we need to analyze the heart rate frequency, and this is done by estimating the time interval between two heartbeats. A heartbeat is not a discrete process though and results from a sequence of characteristic biomechanical activities, each giving a particular electrical waveform (see panel **b.** above). But we can see in the recording that one component (the R peak, that corresponds to the ventricular depolarization and the ejection of the blood from the cardiac cavities) clearly emerges from the noise and can be systematically detected with great precision. For these reasons, the R peak is often used as the temporal index of heartbeats.\n",
+    "\n",
+    "[Systole](https://embodied-computation-group.github.io/systole/#) offers different algorithms for R peaks detection that will be discussed in the next section. Here we will use an illustration using the [Pan-Tompkins algorithm](https://en.wikipedia.org/wiki/Pan%E2%80%93Tompkins_algorithm). First, let's select a subsample of the signal."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "signal = ecg_df[ecg_df.time.between(500, 530)].ecg.to_numpy()  # Select only 30 seconds of recording"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Then, we use the `systole.detection.ecg_peaks()` function to this sample by providing the algorithm and method we want to use. Here, we are going to use the improved Pan-Tompkins algorithm fro the [sleepecg package](https://github.com/cbrnr/sleepecg), which is also the default for this function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "signal, peaks = ecg_peaks(signal=signal, method='sleepecg', sfreq=1000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This function will output two 1d Numpy arrays: **1)** the resampled `signal` (this only matters if the sampling frequency of the input signal was different from the standard 1000 Hz that is the default of many Systole functions), and **2)** a `peaks` vector. The peaks vector has the same size as the input signal and is a boolean array (i.e., it only contains 0/False and 1/True logical values). The R peaks are encoded as 1 and the rest of the signal is set to 0. This vector can then be used to plot the detected R peaks on the input signal (panel **1** below). We can also use this vector to compute the distance between each R peaks (the R-R interval, see panel **2** below), which is used to measure the instantaneous heart rate (see panel **3** below)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1296x648 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "time = np.arange(0, len(signal))/1000  # Create a time vector (seconds)\n",
+    "\n",
+    "fig, axs = plt.subplots(3, 1, figsize=(18, 9), sharex=True)\n",
+    "\n",
+    "# Raw ECG signal and R peaks\n",
+    "# --------------------------\n",
+    "axs[0].plot(time, signal, color='#c44e52', linewidth=1, label='ECG signal')\n",
+    "axs[0].scatter(time[peaks], signal[peaks], color='gray', edgecolor=\"k\", alpha=.6, label=\"R peaks\")\n",
+    "axs[0].set_ylabel('ECG (mV)')\n",
+    "axs[0].legend()\n",
+    "\n",
+    "# The boolean peaks vector\n",
+    "# ------------------------\n",
+    "axs[1].plot(time, peaks, color='g')\n",
+    "axs[1].set_ylabel('Peaks')\n",
+    "\n",
+    "# The instantaneous heart rate activity\n",
+    "# -------------------------------------\n",
+    "axs[2].plot(time[peaks][1:], np.diff(np.where(peaks)[0]), color='#4c72b0', linestyle='--', label=\"Interpolated instantaneous heart rate\")\n",
+    "axs[2].scatter(time[peaks][1:], np.diff(np.where(peaks)[0]), color='#4c72b0', edgecolor=\"k\", alpha=.6, label=\"Instantaneous heart rate\")\n",
+    "axs[2].set_xlabel('Time (s)')\n",
+    "axs[2].set_ylabel('R-R interval (ms)')\n",
+    "axs[2].legend()\n",
+    "\n",
+    "sns.despine()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**A note on the data format:** [Systole](https://embodied-computation-group.github.io/systole/#) will output a boolean peaks vector after detection by default. We found this approach more intuitive as the time series keeps the same size and it can easier to slice it according to events observed in another signal (e.g the respiration or the stim channel). However, the same information can also be encoded as peaks indexes (`peaks_idx`), referring to the sample number where the R peaks were detected, or directly as RR-intervals expressed in seconds or milliseconds (`rr_s` and `rr_ms` respectively). Other packages will use different formats as default for encoding and you might have to convert your inputs. This can be done easily using `systole.utils.input_conversion`, which will let you convert your data accordingly."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([  559,  1321,  2117,  2932,  3773,  4581,  5406,  6249,  7074,\n",
+       "        7893,  8752,  9628, 10467, 11320, 12166, 12973, 13797, 14629,\n",
+       "       15426, 16242, 17069, 17919, 18773, 19619, 20408, 21216, 22014,\n",
+       "       22786, 23548, 24315, 25050, 25786, 26514, 27236, 27964, 28701,\n",
+       "       29458])"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# From boolean peaks vector to peaks indexs\n",
+    "peaks_idx = input_conversion(peaks, input_type=\"peaks\", output_type=\"peaks_idx\")\n",
+    "peaks_idx"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0.762, 0.796, 0.815, 0.841, 0.808, 0.825, 0.843, 0.825, 0.819,\n",
+       "       0.859, 0.876, 0.839, 0.853, 0.846, 0.807, 0.824, 0.832, 0.797,\n",
+       "       0.816, 0.827, 0.85 , 0.854, 0.846, 0.789, 0.808, 0.798, 0.772,\n",
+       "       0.762, 0.767, 0.735, 0.736, 0.728, 0.722, 0.728, 0.737, 0.757])"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# From peaks index to R-R intervals (seconds)\n",
+    "rr_s = input_conversion(peaks_idx, input_type=\"peaks_idx\", output_type=\"rr_s\")\n",
+    "rr_s"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([762., 796., 815., 841., 808., 825., 843., 825., 819., 859., 876.,\n",
+       "       839., 853., 846., 807., 824., 832., 797., 816., 827., 850., 854.,\n",
+       "       846., 789., 808., 798., 772., 762., 767., 735., 736., 728., 722.,\n",
+       "       728., 737., 757.])"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# From R-R intervals (seconds) to R-R intervals (miliseconds)\n",
+    "rr_ms = input_conversion(rr_s, input_type=\"rr_s\", output_type=\"rr_ms\")\n",
+    "rr_ms"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### R-R intervals and beats per minute"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "As we have seen above, the R-R intervals are simply the time elapsed between one R peak and the next, corresponding to one complete cardiac cycle. Of course, this value is not stable across time, it is updated at each heartbeat, and these beat to beat values can then be transformed to a continuous vector encoding the instantaneous heart rate, expressed in beats per minute (BPM). The conversion from RR-interval in milliseconds to BPM is done using the following formula:\n",
+    "$$BPM = \\frac{60000}{RR} $$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "It is worth noting that the conversion from RR intervals to beats per minute involves a non-linear function of the form $\\frac{1}{x}$. This should be taken into account when interpreting the amplitude of changes in heart rate, e.g., when comparing an experimental condition to baseline. For example, increasing the heart rate from 40 to 45 bpm diminishes the RR interval by approximately 167ms, while increasing the heart rate from 120 to 125 bpm decrease RR intervals by only 20ms (see graph below)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "rr = np.arange(300, 2000, 2)\n",
+    "plt.figure(figsize=(6, 6))\n",
+    "plt.plot(60000/rr, rr)\n",
+    "\n",
+    "plt.fill_between(x=np.arange(40, 46), y1=60000/np.arange(40, 46), y2=300, alpha=.3, color='#c44e52')\n",
+    "plt.plot([40, 45], 60000/np.array([40, 45]), 'ko')\n",
+    "\n",
+    "plt.fill_between(x=np.arange(120, 126), y1=60000/np.arange(120, 126), y2=300, alpha=.3, color='#c44e52', label='5 BPM')\n",
+    "plt.plot([120, 125], 60000/np.array([120, 125]), 'ko')\n",
+    "\n",
+    "plt.xlabel('BPM')\n",
+    "plt.ylabel('RR intervals (ms)')\n",
+    "plt.title('RR intervals - BPM equivalence')\n",
+    "plt.legend()\n",
+    "sns.despine()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Interactive visualization"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "R peaks detection and the conversion of the peak to peaks intervals into interpretable heart rate measures are the two building blocks of cardiac signal analysis. [Systole](https://embodied-computation-group.github.io/systole/#) lets you execute and plot these processes in one line of code using the `systole.plots.plot_raw()` function. The `plots` module contains several plotting utilities for standard visualization processes in cardiac signal analysis. Each function support two plotting backends: [Matplotlib](https://matplotlib.org/) for static graphs and [Bokeh](https://docs.bokeh.org/en/latest/index.html), for interactive graphs. In the following tutorials, we will use Bokeh as a default rendering backend (see the `backend` argument below). However, it is always possible to plot the same figure using Matplotlib if you do not change this argument. The other arguments here simply specify the modality of the recording, which can currently be `ECG` or `PPG`, and the algorithm to use for R peaks detection. Because we would like to have the Raw ECG signal stacked with the estimated instantaneous heart rate frequency, we set `show_heart_rate` to `True`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Extract 100 seconds of recording for illustration\n",
+    "signal = ecg_df[ecg_df.time.between(500, 600)].ecg.to_numpy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"1770de29-77f1-486d-9384-88ae6529aa9a\" data-root-id=\"1170\"></div>\n"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
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+     "output_type": "display_data"
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+   ],
+   "source": [
+    "show(\n",
+    "    plot_raw(signal, modality='ecg', ecg_method='sleepecg', show_heart_rate=True, backend='bokeh')\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can see that the Pan-Tompkins algorithm does a good job at detecting the QRS components. We will see in the next tutorial that this algorithm is a great starting point for R peaks detection. Furthermore, looking at the R-R intervals time series, it is also obvious that the heart rate is not constant across time but oscillates according to both higher and lower frequencies. We will investigate these variations later in the section dedicated to heart rate variability."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "## Photoplethysmography (PPG)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "[Photoplethysmography](https://en.wikipedia.org/wiki/Photoplethysmogram) is a non-invasive method used to measure the change of blood volume. This method can be used in addition to or as a replacement for electrocardiography, depending on the exact experimental design or research question. It can be more sensitive to movement, and - depending on the sampling rate - more or less suitable for studying heart rate variability. The PPG signal is characterized by a main **systolic peak**, often (but not always) followed by a smaller **diastolic peak** before the signal returns to origin. The lower point between the systolic and diastolic peak is the **dicrotic notch** {cite:p}`2022:mejia`. The systolic peaks correspond to the moment where the volume of blood in the blood vessel suddenly increases due to the pressure of the heart contraction. The blood volume measured at the periphery does not change immediately after the cardiac systole, but rather with a delay varying depending on physiological parameters. For this reason, the systolic peak and the R peak are not concomitant but rather delayed, the systolic peak often occurring after the T wave of the ECG. The delay between the R wave on the ECG and the systolic peak can vary between individuals and across time in the same individual according to a variety of physiological parameters."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "source": [
+    "<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/pulseOximeter.png'/></p>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's first import an example dataset from [Systole](https://embodied-computation-group.github.io/systole/#). This time series represent a PPG recording from pulse oximeter in a healthy young participant. The sampling rate is 75 Hz."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ppg = import_ppg()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Systolic peak detection"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Like for ECG, we can use this signal to estimate the time interval between two heartbeats and assess cardiac activity. The main information of interest we can retrieve from the PPG signal is the timing of the occurrence of the systolic peak. The timing of these events is tightly linked to the occurrence of the R wave (although with a slightly variable delay), and we can use the peak vector resulting from this analysis the same way we analyze the RR interval time series with an ECG signal. Because we are not measuring the heart rate strictly speaking, but the pulse at the periphery of the body, this approach is often termed **pulse rate variability** to distinguish from the heart rate variability that builds on the ECG signal."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We can plot the PPG time serie and visualize peak detection and the inter-beat intervals time series using the `plot_raw` function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "  const render_items = [{\"docid\":\"d0d948cc-8a74-438a-a9c3-08a2085fa64b\",\"root_ids\":[\"1676\"],\"roots\":{\"1676\":\"1d463d38-1ce6-421b-8289-4d88635aef3c\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "1676"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(\n",
+    "    plot_raw(ppg, modality='ppg', backend='bokeh')\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This concludes our introduction to the basic elements of cardiac signal processing using the Systole package. In the next tutorial, we will take a closer examination of how Systole can be used to extract different parameters relating to heart-rate variability."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "formats": "ipynb,md:myst"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/docs/source/notebooks/1-PhysiologicalSignals.md b/docs/source/notebooks/1-PhysiologicalSignals.md
new file mode 100644
index 00000000..271643c4
--- /dev/null
+++ b/docs/source/notebooks/1-PhysiologicalSignals.md
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+---
+jupytext:
+  formats: ipynb,md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
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+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+(physiological_signals)=
+# Cardiac signal analysis
+Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+```{code-cell} ipython3
+:tags: [hide-input]
+
+%%capture
+import sys
+if 'google.colab' in sys.modules:
+    ! pip install systole
+```
+
+```{code-cell} ipython3
+import matplotlib.pyplot as plt
+import numpy as np
+import seaborn as sns
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+from systole.detection import ecg_peaks
+from systole.plots import plot_raw
+from systole.utils import input_conversion
+
+from systole import import_dataset1, import_ppg
+
+output_notebook()
+
+sns.set_context('talk')
+```
+
+This tutorial notebook introduces two commonly used methods to record cardiac activity: electrocardiography (ECG) and photoplethysmography (PPG).
+
++++
+
+---
+## Electrocardiography (ECG)
+
++++
+
+[Electrocardiography](https://en.wikipedia.org/wiki/Electrocardiography) (ECG or EKG) is the process of recording the small electrical changes that are a consequence of cardiac muscle depolarization followed by repolarization during each cardiac cycle (i.e., the heartbeat). It is important to note that the conventional ECG performed in a clinical context requires placing ten electrodes on the patient's limbs and the surface of the chest. Electrical potentials are then measured from 12 different angles to give a better representation of the 3 main components of the cardiac cycle (see panel **b.** bellow): the **P wave**, the **QRS component**, and the **T wave**. However, in the context of psychological research, the shape of each of these components and their intervals is of lesser interest. The focus is instead on the heart rate and the heart rate variability, which essentially requires the estimation of the R-R intervals, and therefore the detection of the R peaks. A 3-electrode system is then often preferred over more complex setups (see panel **a.** bellow).
+
++++ {"tags": ["hide-input"]}
+
+<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/ecg.png'/></p>
+
++++
+
+### Importing Example ECG dataset
+
++++
+
+To illustrate the analysis of ECG signals, we will use a dataset containing ECG and respiratory recording from a healthy participant. These data were acquired concurrently with the paradigm described in {cite:p}`20202:legrand`, where subjects were asked to memorize and later inhibit/suppress images and ECG was recorded using a standard 3-point electrode montage. You can load this data set with Systole directly using `systole.import_dataset1()`. As this dataset contains many modalities (ECG, respiration, EDA), you can decide to download only some of them to save time. This is what we are doing with the `modalities` argument.
+
+```{code-cell} ipython3
+:tags: [hide-output]
+
+ecg_df = import_dataset1(modalities=['ECG'], disable=True)
+```
+
+The resulting variable (`ecg_df`) is a [Pandas](https://pandas.pydata.org/docs/getting_started/index.html#getting-started) DataFrame. Using basic Pandas utilities, quickly check the columns names and datatypes by showing the first 5 rows using `head()`.
+
+```{code-cell} ipython3
+ecg_df.head()
+```
+
+Here, the ECG signal is encoded in the `ecg` collumn. The `time` column encodes the acquisition time in seconds. We can see here that the sampling rate is 1000 Hz. We can also have a quick look at the ECG signal using the built-in `plot()` method (here showing only a slice of 30 seconds for clarity).
+
+```{code-cell} ipython3
+ecg_df[ecg_df.time.between(40, 70)].plot(x='time', y='ecg', figsize=(13, 5))
+```
+
+### R peaks detection
+
++++
+
+Plotting the raw ECG signal is an important step if we want to check the quality of the recording, but it will give very little information in itself regarding the subtle change in the dynamic of cardiac activity that might interact with cognitive processes. If we want more details, we need to analyze the heart rate frequency, and this is done by estimating the time interval between two heartbeats. A heartbeat is not a discrete process though and results from a sequence of characteristic biomechanical activities, each giving a particular electrical waveform (see panel **b.** above). But we can see in the recording that one component (the R peak, that corresponds to the ventricular depolarization and the ejection of the blood from the cardiac cavities) clearly emerges from the noise and can be systematically detected with great precision. For these reasons, the R peak is often used as the temporal index of heartbeats.
+
+[Systole](https://embodied-computation-group.github.io/systole/#) offers different algorithms for R peaks detection that will be discussed in the next section. Here we will use an illustration using the [Pan-Tompkins algorithm](https://en.wikipedia.org/wiki/Pan%E2%80%93Tompkins_algorithm). First, let's select a subsample of the signal.
+
+```{code-cell} ipython3
+signal = ecg_df[ecg_df.time.between(500, 530)].ecg.to_numpy()  # Select only 30 seconds of recording
+```
+
+Then, we use the `systole.detection.ecg_peaks()` function to this sample by providing the algorithm and method we want to use. Here, we are going to use the improved Pan-Tompkins algorithm fro the [sleepecg package](https://github.com/cbrnr/sleepecg), which is also the default for this function.
+
+```{code-cell} ipython3
+signal, peaks = ecg_peaks(signal=signal, method='sleepecg', sfreq=1000)
+```
+
+This function will output two 1d Numpy arrays: **1)** the resampled `signal` (this only matters if the sampling frequency of the input signal was different from the standard 1000 Hz that is the default of many Systole functions), and **2)** a `peaks` vector. The peaks vector has the same size as the input signal and is a boolean array (i.e., it only contains 0/False and 1/True logical values). The R peaks are encoded as 1 and the rest of the signal is set to 0. This vector can then be used to plot the detected R peaks on the input signal (panel **1** below). We can also use this vector to compute the distance between each R peaks (the R-R interval, see panel **2** below), which is used to measure the instantaneous heart rate (see panel **3** below).
+
+```{code-cell} ipython3
+time = np.arange(0, len(signal))/1000  # Create a time vector (seconds)
+
+fig, axs = plt.subplots(3, 1, figsize=(18, 9), sharex=True)
+
+# Raw ECG signal and R peaks
+# --------------------------
+axs[0].plot(time, signal, color='#c44e52', linewidth=1, label='ECG signal')
+axs[0].scatter(time[peaks], signal[peaks], color='gray', edgecolor="k", alpha=.6, label="R peaks")
+axs[0].set_ylabel('ECG (mV)')
+axs[0].legend()
+
+# The boolean peaks vector
+# ------------------------
+axs[1].plot(time, peaks, color='g')
+axs[1].set_ylabel('Peaks')
+
+# The instantaneous heart rate activity
+# -------------------------------------
+axs[2].plot(time[peaks][1:], np.diff(np.where(peaks)[0]), color='#4c72b0', linestyle='--', label="Interpolated instantaneous heart rate")
+axs[2].scatter(time[peaks][1:], np.diff(np.where(peaks)[0]), color='#4c72b0', edgecolor="k", alpha=.6, label="Instantaneous heart rate")
+axs[2].set_xlabel('Time (s)')
+axs[2].set_ylabel('R-R interval (ms)')
+axs[2].legend()
+
+sns.despine()
+```
+
+**A note on the data format:** [Systole](https://embodied-computation-group.github.io/systole/#) will output a boolean peaks vector after detection by default. We found this approach more intuitive as the time series keeps the same size and it can easier to slice it according to events observed in another signal (e.g the respiration or the stim channel). However, the same information can also be encoded as peaks indexes (`peaks_idx`), referring to the sample number where the R peaks were detected, or directly as RR-intervals expressed in seconds or milliseconds (`rr_s` and `rr_ms` respectively). Other packages will use different formats as default for encoding and you might have to convert your inputs. This can be done easily using `systole.utils.input_conversion`, which will let you convert your data accordingly.
+
+```{code-cell} ipython3
+# From boolean peaks vector to peaks indexs
+peaks_idx = input_conversion(peaks, input_type="peaks", output_type="peaks_idx")
+peaks_idx
+```
+
+```{code-cell} ipython3
+# From peaks index to R-R intervals (seconds)
+rr_s = input_conversion(peaks_idx, input_type="peaks_idx", output_type="rr_s")
+rr_s
+```
+
+```{code-cell} ipython3
+# From R-R intervals (seconds) to R-R intervals (miliseconds)
+rr_ms = input_conversion(rr_s, input_type="rr_s", output_type="rr_ms")
+rr_ms
+```
+
+### R-R intervals and beats per minute
+
++++
+
+As we have seen above, the R-R intervals are simply the time elapsed between one R peak and the next, corresponding to one complete cardiac cycle. Of course, this value is not stable across time, it is updated at each heartbeat, and these beat to beat values can then be transformed to a continuous vector encoding the instantaneous heart rate, expressed in beats per minute (BPM). The conversion from RR-interval in milliseconds to BPM is done using the following formula:
+$$BPM = \frac{60000}{RR} $$
+
++++
+
+It is worth noting that the conversion from RR intervals to beats per minute involves a non-linear function of the form $\frac{1}{x}$. This should be taken into account when interpreting the amplitude of changes in heart rate, e.g., when comparing an experimental condition to baseline. For example, increasing the heart rate from 40 to 45 bpm diminishes the RR interval by approximately 167ms, while increasing the heart rate from 120 to 125 bpm decrease RR intervals by only 20ms (see graph below).
+
+```{code-cell} ipython3
+rr = np.arange(300, 2000, 2)
+plt.figure(figsize=(6, 6))
+plt.plot(60000/rr, rr)
+
+plt.fill_between(x=np.arange(40, 46), y1=60000/np.arange(40, 46), y2=300, alpha=.3, color='#c44e52')
+plt.plot([40, 45], 60000/np.array([40, 45]), 'ko')
+
+plt.fill_between(x=np.arange(120, 126), y1=60000/np.arange(120, 126), y2=300, alpha=.3, color='#c44e52', label='5 BPM')
+plt.plot([120, 125], 60000/np.array([120, 125]), 'ko')
+
+plt.xlabel('BPM')
+plt.ylabel('RR intervals (ms)')
+plt.title('RR intervals - BPM equivalence')
+plt.legend()
+sns.despine()
+```
+
+### Interactive visualization
+
++++
+
+R peaks detection and the conversion of the peak to peaks intervals into interpretable heart rate measures are the two building blocks of cardiac signal analysis. [Systole](https://embodied-computation-group.github.io/systole/#) lets you execute and plot these processes in one line of code using the `systole.plots.plot_raw()` function. The `plots` module contains several plotting utilities for standard visualization processes in cardiac signal analysis. Each function support two plotting backends: [Matplotlib](https://matplotlib.org/) for static graphs and [Bokeh](https://docs.bokeh.org/en/latest/index.html), for interactive graphs. In the following tutorials, we will use Bokeh as a default rendering backend (see the `backend` argument below). However, it is always possible to plot the same figure using Matplotlib if you do not change this argument. The other arguments here simply specify the modality of the recording, which can currently be `ECG` or `PPG`, and the algorithm to use for R peaks detection. Because we would like to have the Raw ECG signal stacked with the estimated instantaneous heart rate frequency, we set `show_heart_rate` to `True`.
+
+```{code-cell} ipython3
+# Extract 100 seconds of recording for illustration
+signal = ecg_df[ecg_df.time.between(500, 600)].ecg.to_numpy()
+```
+
+```{code-cell} ipython3
+show(
+    plot_raw(signal, modality='ecg', ecg_method='sleepecg', show_heart_rate=True, backend='bokeh')
+)
+```
+
+We can see that the Pan-Tompkins algorithm does a good job at detecting the QRS components. We will see in the next tutorial that this algorithm is a great starting point for R peaks detection. Furthermore, looking at the R-R intervals time series, it is also obvious that the heart rate is not constant across time but oscillates according to both higher and lower frequencies. We will investigate these variations later in the section dedicated to heart rate variability.
+
++++
+
+---
+## Photoplethysmography (PPG)
+
++++
+
+[Photoplethysmography](https://en.wikipedia.org/wiki/Photoplethysmogram) is a non-invasive method used to measure the change of blood volume. This method can be used in addition to or as a replacement for electrocardiography, depending on the exact experimental design or research question. It can be more sensitive to movement, and - depending on the sampling rate - more or less suitable for studying heart rate variability. The PPG signal is characterized by a main **systolic peak**, often (but not always) followed by a smaller **diastolic peak** before the signal returns to origin. The lower point between the systolic and diastolic peak is the **dicrotic notch** {cite:p}`2022:mejia`. The systolic peaks correspond to the moment where the volume of blood in the blood vessel suddenly increases due to the pressure of the heart contraction. The blood volume measured at the periphery does not change immediately after the cardiac systole, but rather with a delay varying depending on physiological parameters. For this reason, the systolic peak and the R peak are not concomitant but rather delayed, the systolic peak often occurring after the T wave of the ECG. The delay between the R wave on the ECG and the systolic peak can vary between individuals and across time in the same individual according to a variety of physiological parameters.
+
++++ {"tags": ["hide-input"]}
+
+<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/pulseOximeter.png'/></p>
+
++++
+
+Let's first import an example dataset from [Systole](https://embodied-computation-group.github.io/systole/#). This time series represent a PPG recording from pulse oximeter in a healthy young participant. The sampling rate is 75 Hz.
+
+```{code-cell} ipython3
+ppg = import_ppg()
+```
+
+### Systolic peak detection
+
++++
+
+Like for ECG, we can use this signal to estimate the time interval between two heartbeats and assess cardiac activity. The main information of interest we can retrieve from the PPG signal is the timing of the occurrence of the systolic peak. The timing of these events is tightly linked to the occurrence of the R wave (although with a slightly variable delay), and we can use the peak vector resulting from this analysis the same way we analyze the RR interval time series with an ECG signal. Because we are not measuring the heart rate strictly speaking, but the pulse at the periphery of the body, this approach is often termed **pulse rate variability** to distinguish from the heart rate variability that builds on the ECG signal.
+
++++
+
+We can plot the PPG time serie and visualize peak detection and the inter-beat intervals time series using the `plot_raw` function.
+
+```{code-cell} ipython3
+show(
+    plot_raw(ppg, modality='ppg', backend='bokeh')
+)
+```
+
+This concludes our introduction to the basic elements of cardiac signal processing using the Systole package. In the next tutorial, we will take a closer examination of how Systole can be used to extract different parameters relating to heart-rate variability.
+
+```{code-cell} ipython3
+
+```
diff --git a/source/notebooks/2-DetectingCycles.ipynb b/docs/source/notebooks/2-DetectingCycles.ipynb
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+    "(cardiac_cycles)=\n",
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Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.0.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+      "application/vnd.bokehjs_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. 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      },
      "metadata": {},
      "output_type": "display_data"
     }
    ],
    "source": [
-    "import os\n",
-    "import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
     "import seaborn as sns\n",
     "import numpy as np\n",
-    "from systole.detection import ppg_peaks, interpolate_clipping, ecg_peaks\n",
+    "from systole.detection import interpolate_clipping, ecg_peaks\n",
     "from systole.plots import plot_raw\n",
     "from systole import import_dataset1, import_ppg\n",
     "from systole import serialSim\n",
@@ -363,20 +350,12 @@
     "sns.set_context('talk')"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "6d7eb360",
-   "metadata": {},
-   "source": [
-    "# Detecting cardiac cycles"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "c4591c61",
    "metadata": {},
    "source": [
-    "This notebook focuses on the characterisation of cardiac cycles from the physiological signals we previously described (PPG and ECG). Here we only briefly mention different QRS-detection algorithms as related to the estimation of heart rate frequency, which is a commonly used measure in psychology and cognitive science. However, both the ECG and the PPG signals contain rich information beyond the beat to beat frequency that is relevant for cognitive and physiological modelling. All these approaches are not fully covered by [Systole](https://systole-docs.github.io/), but are implemented in other software (e.g see **[1]** for ECG components delineation).\n",
+    "This notebook focuses on the characterisation of cardiac cycles from the physiological signals we previously described (PPG and ECG). Here we only briefly mention different QRS-detection algorithms as related to the estimation of heart rate frequency, which is a commonly used measure in psychology and cognitive science. However, both the ECG and the PPG signals contain rich information beyond the beat to beat frequency that is relevant for cognitive and physiological modelling. All these approaches are not fully covered by [Systole](https://embodied-computation-group.github.io/systole/#), but are implemented in other software (e.g see {cite:p}`2021:makowski` for ECG components delineation).\n",
     "\n",
     "In this notebook, we are going to review the peak detection algorithm, which future tutorials covering, for example, heart-rate variability will build upon. Here our intention is to provide a better intuition of what is happening in our peak detection algorithms, the corrections that can be applied, and the possible bias and artefacts that can emerge. However, you do not need a perfect understanding of all these steps if you want to apply peak detection to youre data, and you might also consider skipping this part to proceed directly to the next tutorial focusing on artefact detection and correction."
    ]
@@ -394,7 +373,7 @@
    "id": "3f96f57f",
    "metadata": {},
    "source": [
-    "Because we will ultimately be interested in heart rate and its variability, our first goal will be to detect the R peaks. We will use the `ecg_peaks()` function provided by Systole to perform R peak detection. This function is a simple wrapper for well-known peak detection algorithms that are implemented in the [py-ecg-detectors module](https://github.com/berndporr/py-ecg-detectors) **[2]**. The detection algorithm can be selected via the `ecg_method` parameter, it should be among the following: `hamilton`, `christov`, `engelse-zeelenberg`, `pan-tompkins`, `wavelet-transform`, `moving-average`. In this tutorial, we will use the [pan-tompkins algorithm](https://en.wikipedia.org/wiki/Pan%E2%80%93Tompkins_algorithm) **[3]** as it is a fast, well-perfoming, and commonly used algorithm for QRS detection."
+    "Because we will ultimately be interested in heart rate and its variability, our first goal will be to detect the R peaks. We will use the `ecg_peaks()` function provided by Systole to perform R peak detection. This function is a simple wrapper for well-known peak detection algorithms that are implemented in the [py-ecg-detectors module](https://github.com/berndporr/py-ecg-detectors) {cite:p}`2019:porr`. The detection algorithm can be selected via the `ecg_method` parameter, it should be among the following: `hamilton`, `christov`, `engelse-zeelenberg`, `pan-tompkins`, `wavelet-transform`, `moving-average`. In this tutorial, we will use the [pan-tompkins algorithm](https://en.wikipedia.org/wiki/Pan%E2%80%93Tompkins_algorithm) {cite:p}`1985:pan` as it is a fast, well-perfoming, and commonly used algorithm for QRS detection."
    ]
   },
   {
@@ -458,7 +437,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "15.1 ms ± 2.32 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+      "4.97 ms ± 254 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
      ]
     }
    ],
@@ -477,12 +456,7 @@
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        "\n",
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-       "\n",
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+       "  <div class=\"bk-root\" id=\"b1bf74bb-4255-4a2f-8964-bf31f7c7a777\" data-root-id=\"1170\"></div>\n"
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@@ -493,11 +467,9 @@
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        "  function embed_document(root) {\n",
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Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"2c9d856d-d0cc-4809-beae-3eda6a238fec\",\"root_ids\":[\"1170\"],\"roots\":{\"1170\":\"b1bf74bb-4255-4a2f-8964-bf31f7c7a777\"}}];\n",
        "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
        "  }\n",
        "  if (root.Bokeh !== undefined) {\n",
        "    embed_document(root);\n",
@@ -552,7 +524,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "23.5 ms ± 2.3 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+      "4.13 ms ± 111 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
      ]
     }
    ],
@@ -571,12 +543,7 @@
      "data": {
       "text/html": [
        "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "  <div class=\"bk-root\" id=\"983e98ad-aa19-4960-991a-052f95cc7212\" data-root-id=\"1722\"></div>\n"
+       "  <div class=\"bk-root\" id=\"6135c699-b6b0-4ede-9a4d-bae2da3a703a\" data-root-id=\"1722\"></div>\n"
       ]
      },
      "metadata": {},
@@ -587,11 +554,9 @@
       "application/javascript": [
        "(function(root) {\n",
        "  function embed_document(root) {\n",
-       "    \n",
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-       "  const render_items = [{\"docid\":\"9e48cba1-a836-4088-a08e-59d190402159\",\"root_ids\":[\"1722\"],\"roots\":{\"1722\":\"983e98ad-aa19-4960-991a-052f95cc7212\"}}];\n",
+       "  const docs_json = {\"5419e240-e39a-4872-88e3-747e236b867d\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1556\"},{\"id\":\"1650\"},{\"id\":\"1696\"}],\"sizing_mode\":\"stretch_width\"},\"id\":\"1722\",\"type\":\"Column\"},{\"attributes\":{},\"id\":\"1804\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"navy\",\"group\":null,\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[2,2],\"line_width\":0.5,\"syncable\":false},\"id\":\"1712\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"signal\"}},\"id\":\"1715\",\"type\":\"Line\"},{\"attributes\":{\"label\":{\"value\":\"R wave\"},\"renderers\":[{\"id\":\"1623\"}]},\"id\":\"1649\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1850\",\"type\":\"YearsTicker\"},{\"attributes\":{},\"id\":\"1704\",\"type\":\"LinearScale\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1848\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#a9373b\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"signal\"}},\"id\":\"1591\",\"type\":\"Line\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Select the time window\"},\"id\":\"1697\",\"type\":\"Title\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1847\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"1699\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1702\",\"type\":\"LinearScale\"},{\"attributes\":{\"data\":{\"peaks\":[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fals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+       "  const render_items = [{\"docid\":\"5419e240-e39a-4872-88e3-747e236b867d\",\"root_ids\":[\"1722\"],\"roots\":{\"1722\":\"6135c699-b6b0-4ede-9a4d-bae2da3a703a\"}}];\n",
        "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
        "  }\n",
        "  if (root.Bokeh !== undefined) {\n",
        "    embed_document(root);\n",
@@ -646,7 +611,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "28.2 ms ± 2.22 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+      "7.58 ms ± 414 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
      ]
     }
    ],
@@ -665,12 +630,7 @@
      "data": {
       "text/html": [
        "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "  <div class=\"bk-root\" id=\"74ceb262-0d82-476e-ac72-4de05e26402d\" data-root-id=\"2338\"></div>\n"
+       "  <div class=\"bk-root\" id=\"b07eb279-670a-47f0-8ef8-c8b5f1064bc5\" data-root-id=\"2338\"></div>\n"
       ]
      },
      "metadata": {},
@@ -681,11 +641,9 @@
       "application/javascript": [
        "(function(root) {\n",
        "  function embed_document(root) {\n",
-       "    \n",
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Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"9e26c16c-21bb-4958-866b-1e66ce71bc89\",\"root_ids\":[\"2338\"],\"roots\":{\"2338\":\"b07eb279-670a-47f0-8ef8-c8b5f1064bc5\"}}];\n",
        "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
        "  }\n",
        "  if (root.Bokeh !== undefined) {\n",
        "    embed_document(root);\n",
@@ -740,7 +698,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "261 ms ± 16.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+      "74.5 ms ± 229 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
      ]
     }
    ],
@@ -759,12 +717,7 @@
      "data": {
       "text/html": [
        "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "  <div class=\"bk-root\" id=\"823f0a2f-1943-41fe-94fd-f86a31dad9e6\" data-root-id=\"3018\"></div>\n"
+       "  <div class=\"bk-root\" id=\"86039955-a3ea-4f85-877e-a06dbe178737\" data-root-id=\"3018\"></div>\n"
       ]
      },
      "metadata": {},
@@ -775,11 +728,9 @@
       "application/javascript": [
        "(function(root) {\n",
        "  function embed_document(root) {\n",
-       "    \n",
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Application\",\"version\":\"2.4.0\"}};\n",
-       "  const render_items = [{\"docid\":\"9948833b-551d-4ff1-b94a-54bae4619612\",\"root_ids\":[\"3018\"],\"roots\":{\"3018\":\"823f0a2f-1943-41fe-94fd-f86a31dad9e6\"}}];\n",
+       "  const docs_json = 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Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"3efe6d43-95bb-4b3c-abb7-88548bdf8c90\",\"root_ids\":[\"3018\"],\"roots\":{\"3018\":\"86039955-a3ea-4f85-877e-a06dbe178737\"}}];\n",
        "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
        "  }\n",
        "  if (root.Bokeh !== undefined) {\n",
        "    embed_document(root);\n",
@@ -834,7 +785,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "102 ms ± 12.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+      "25.7 ms ± 69.7 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
      ]
     }
    ],
@@ -853,12 +804,7 @@
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        "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "  <div class=\"bk-root\" id=\"c8152739-4b48-498c-8db5-c5e7807ed6d7\" data-root-id=\"3762\"></div>\n"
+       "  <div class=\"bk-root\" id=\"c89bacb3-3098-4daf-a6aa-0090e7a3e183\" data-root-id=\"3762\"></div>\n"
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number\",\"@nbeat\"]]},\"id\":\"3732\",\"type\":\"HoverTool\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"3648\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"4054\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom\":3000,\"coordinates\":null,\"fill_alpha\":0.1,\"fill_color\":\"red\",\"group\":null},\"id\":\"3734\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"3649\",\"type\":\"DaysTicker\"},{\"attributes\":{\"source\":{\"id\":\"3724\"}},\"id\":\"3727\",\"type\":\"CDSView\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"3654\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"4035\"},\"group\":null,\"major_label_policy\":{\"id\":\"4036\"},\"ticker\":{\"id\":\"3747\"}},\"id\":\"3746\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"source\":{\"id\":\"3724\"}},\"id\":\"3731\",\"type\":\"CDSView\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"3716\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"4078\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"4080\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"source\":{\"id\":\"3595\"}},\"id\":\"3759\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"3643\",\"type\":\"Selection\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"4075\",\"type\":\"DaysTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"3724\"},\"glyph\":{\"id\":\"3728\"},\"group\":null,\"hover_glyph\":{\"id\":\"3729\"},\"view\":{\"id\":\"3731\"}},\"id\":\"3730\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"3642\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"4059\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"3724\"},\"glyph\":{\"id\":\"3725\"},\"group\":null,\"hover_glyph\":null,\"view\":{\"id\":\"3727\"}},\"id\":\"3726\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"4082\",\"type\":\"YearsTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"4079\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"tools\":[{\"id\":\"3709\"},{\"id\":\"3710\"},{\"id\":\"3711\"},{\"id\":\"3712\"},{\"id\":\"3713\"},{\"id\":\"3714\"},{\"id\":\"3732\"}]},\"id\":\"3717\",\"type\":\"Toolbar\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.1,\"fill_color\":\"red\",\"group\":null,\"top\":200},\"id\":\"3735\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"active_multi\":{\"id\":\"3751\"},\"tools\":[{\"id\":\"3751\"}]},\"id\":\"3750\",\"type\":\"Toolbar\"},{\"attributes\":{\"overlay\":{\"id\":\"3752\"},\"x_range\":{\"id\":\"3599\"},\"y_range\":null},\"id\":\"3751\",\"type\":\"RangeTool\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"4072\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"3742\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"3713\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"lightgrey\"},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":6},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"3728\",\"type\":\"Circle\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"4073\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"3716\"}},\"id\":\"3711\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"4036\",\"type\":\"AllLabels\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"3715\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"4064\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"3744\",\"type\":\"LinearScale\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"4065\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"4061\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"4077\",\"type\":\"DaysTicker\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"4071\"},{\"id\":\"4072\"},{\"id\":\"4073\"},{\"id\":\"407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+       "  const render_items = [{\"docid\":\"4cbc3104-bfb0-4532-93c9-cf7d8bc12469\",\"root_ids\":[\"3762\"],\"roots\":{\"3762\":\"c89bacb3-3098-4daf-a6aa-0090e7a3e183\"}}];\n",
        "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
        "  }\n",
        "  if (root.Bokeh !== undefined) {\n",
        "    embed_document(root);\n",
@@ -939,7 +883,7 @@
    "id": "29444c5f",
    "metadata": {},
    "source": [
-    "Let's first simulate some PPG recording. Here, we will use the `serialSim` class from Systole in conjunction with the `Oximeter` recording class. This will *simulate* the presence of a pulse oximeter on the computer and provide the information from a pre-recorded signal in real time. Simulating synthetic cardiac data in this way can be a great way to test your data analysis pipelines before collecting data - avoiding painful mistakes that can occur! "
+    "Let's first simulate some PPG recording. Here, we will use the `serialSim` class from Systole in conjunction with the `Oximeter` recording class. This will *simulate* the presence of a pulse oximeter on the computer and provide the information from a pre-recorded signal in real time. Simulating synthetic cardiac data in this way can be a great way to test your data analysis pipelines before collecting data - avoiding painful mistakes that can occur!"
    ]
   },
   {
@@ -995,7 +939,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -1038,7 +982,7 @@
    "id": "a5b02f0c",
    "metadata": {},
    "source": [
-    "A simple online approach like the one we described is usually good enough to detect all the systolic peaks, provided that the subject is not moving too much. "
+    "A simple online approach like the one we described is usually good enough to detect all the systolic peaks, provided that the subject is not moving too much."
    ]
   },
   {
@@ -1064,7 +1008,7 @@
    "id": "5cdac5ff",
    "metadata": {},
    "source": [
-    "Clipping is a form of distortion that can limit signal when it exceeds a certain threshold [see the Wikipedia page](https://en.wikipedia.org/wiki/Clipping_(signal_processing)). Some PPG devices can produce clipping artefacts when recording the PPG signal, for example if a participant is pressing too hard on the fingerclip. Here, we can see that some clipping artefacts are found between 100 and 150 seconds in the previous recording. The threshold values (here `255`), is often set by the device and can easily be found depending on the manufacturer. These artefacts should be corrected before systolic peaks detection. One way to correct these artefacts is to remove the portion of the signal where clipping artefacts occurs and use cubic spline interpolation to reconstruct a plausible estimate of the *real* underlying signal. This is what the function `interpolate_clipping()` does **[4]**."
+    "Clipping is a form of distortion that can limit signal when it exceeds a certain threshold [see the Wikipedia page](https://en.wikipedia.org/wiki/Clipping_(signal_processing)). Some PPG devices can produce clipping artefacts when recording the PPG signal, for example if a participant is pressing too hard on the fingerclip. Here, we can see that some clipping artefacts are found between 100 and 150 seconds in the previous recording. The threshold values (here `255`), is often set by the device and can easily be found depending on the manufacturer. These artefacts should be corrected before systolic peaks detection. One way to correct these artefacts is to remove the portion of the signal where clipping artefacts occurs and use cubic spline interpolation to reconstruct a plausible estimate of the *real* underlying signal. This is what the function `interpolate_clipping()` does {cite:p}`2019:vanGent`."
    ]
   },
   {
@@ -1075,7 +1019,7 @@
    "outputs": [],
    "source": [
     "signal = ppg[ppg.time.between(110, 113)].ppg.to_numpy()  # Extract a portion of signal with clipping artefacts\n",
-    "clean_signal = interpolate_clipping(signal, threshold=255)  # Remove clipping segment and interpolate missing calues"
+    "clean_signal = interpolate_clipping(signal, min_threshold=0, max_threshold=255)  # Remove clipping segment and interpolate missing calues"
    ]
   },
   {
@@ -1086,7 +1030,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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eLffNt7HX1mINDibt0osPOU5ZrQy94zYGXX0V/jHRvRihEKK31ObuYd1tv2f7E0/jaGo64DmlFNFTJpF42qkAFHz5FfaGBjPCFMJryAwMIYToQOS4cUSMH0fk+HHS6lAI0WU1O7Mp+u4HANIumYNveLjJEQkhzKLtdrY+/Cj2+nqqNm3CVlOLX5TfQePSrrgM7XCQesH5WAMCTIhUCO8hCQwhhMeq2bULpSwEJidh8Tv4F747+UVFMuIvf+rVcwohvF/efz8GrQlKG0DCKSd3eT9HczP7f/gRn9BQYo6e6sYIhRC9pWL9BhryCwAYdtcf8YuK7HCc1d+fjOuv7c3QhPBaksAQQnis3DfeomLNWhJPn82ga35tdjhCCHFYjubm1sK/SWee0a22iDmvvkHBl18RkBBP9FGTpaWiEH1A8YKFAIQNH9ZhLZxDcTQ3Y6+rkxlcQnRAamAIITxW3d48AIIG9F4Hko40Fhdjq6szNQYhhOfTdjupcy4gfNRIIieM69a+CbNPAaVoKCyieNFiN0UohOgt9oYGSn9eBtDacagrCud9y8pfX8fuf7/urtCE8GqSwBBCeCRbXR1NJSWAUcjTDFpr1t35R1ZefT1lzg8hQghxKNaAAJLPPpOR99+LX2THU8UPJSglmZjp0wDI++C/UntHCC9XtnwFjoYGlI8P0d1YFqasFporKylZvITmqio3RiiEd5IEhhDCI9U7Z18ABKYkmxKDUgq/yAgAylevMSUGIUT/kXKe0T6xPm8fpUt/NjkaIURPFP9vEQCRE8bhGxra5f1iZs7AGhyEttko+n6+u8ITwmtJAkMI4ZHq9u4FwDcyolu/+F0tYpwxDbxi7Xq5IyqEOCRbTQ2NpWU9OkZwehpRUyYBUPDVPFeEJYQwgdYav+gorIGBxB5zTLf2tfr7E3fcsQAUzvtGPnsI0Y4kMIQQHqm1/kWqufUvIsaOAcBWXU1tTq6psQghPNf+H//HyquuYdO99/foOPEnnQhA1abNNJaWuiI0IUQvU0ox+DfXM+n1V4iaPLHb+7d0MGos2t9aGFgIYZAEhhDCI9U7Z2CYncAISIjHPzYGgMoNG0yNRQjhucpXrgLAL6JnXQMixo7BJzQUtKZk8U+uCE0IYRKrvz8WX99u7xeUkkz46FEAFHwts7GEaEsSGEIIj9RUVg5AYGqKqXEopQgfZXyIqFy/0dRYhBCeyV5fT+XGTQBETpzQo2NZfHwYcPEcMm+5ifgTT3BFeEKIXmRvaEDb7T0+TuLsUwAoX7mahqL9PT6eEH2Fj9kBCCFER8Y8+XeaKyux+HT/zoWrhY8ayf75P1K1aTPabkdZrWaHJITwIBXrN6BtNpTV2rrsrCdaLlyEEN4n/9PPKfhqHomnnUrqBecd8XGiJk/CLyoKa3AQTeXlBMTHuTBKIbyXJDCEEB5JKYVfRITZYQBGAgNA2+3U5xcQZPKsECGEZylftRqA0GFZ+AQHmxyNEMIsWmuK/7eQ5ooKbLW1PTqWsloZ/ehD+MVEo5RyUYRCeD9JYAghRCf8Y2MY/ehDBA8aeERrWYUQfZfWmvKVRgIjcsJ4lx67NncP5atWk3zOWXIBI4QXaCwupn5fPgAx04/u8fFaanAJIX4hCQwhhMcpXbqMxtJSwoZlEZIxyOxwAAgdOsTsEIQQHqguJ5cmZ7eQqB7WvzjguHv2sPZ3twIQMWa0x7wXCiEOrXrbDgAsAQGEDBro0mM7bDYsPnLpJoQU8RRCeJyi739g90uvUPT9D2aHIoQQh1WXtw+Lnx/+cXEuLTocmJpKYEoyAMULF7nsuEII96nZvh2AkMEZLquXVbdnD5vvu59V19zgkuKgQng7SWAIITxOnYe0UG2vbPkKdr38b6p37DQ7FCGEh4idcTST33yN4X++y6XLPJRSxM6cAUDJosVoh8NlxxZCuEf1dmMGRuiQTJcd0xoYRPmqNTSVlVG1eYvLjiuEt5IEhhDCo9gbGmh0tgsLGuBZCYzcN9+m4PMvKV+x0uxQhBAexOrv75b3q5iZ0wFoKpULFyE8naO5mZrsXQCEDnHdslP/2BiCMzIAKF223GXHFcJbSQJDCOFR6vP2tX7vad0+wkePAqByw0aTIxFC9AeBiYmEZA4GoHjhYpOjEUIcTm1OLrq5GYAQF87AAIg+ajIAZctWoLV26bGF8DaSwBBCeJSW5SM+YWH4hoebHM2BwkcZCYzqbduxNzSYHI0QwmzVO3aS88ablPy01G3niJ42FYDylSvlwkUIDxY8MJ0xTzzG4Jt+g390lEuPHTV5EgCN+/dTl5Pr0mML4W0kgSGE8CgNzuUjgYkJJkdysPARw8FiQdvtMp1bCEHl+g3s++/H7H33fbedo6WzSVNpGbW7c9x2HiFEz1h8fAjJGET8Cce7/NhBaQMISIgHZBmJEJLAEEJ4lMb9xQD4x8aaHMnBfEKCW1sZyjISIUTt7t2AcefVXQJTUwgdlkX8iSdg8fN123mEEJ5LKdU6C6NMEhiin5MEhhDCo/hGhBOYktzaPtDThI8aCRh3XoUQ/VvtbmMqd3B6utvOoZRi9MMPMPi3NxCU4ll1gYQQBlttLcULF9NQtN9tS72inHUwanNyaaqocMs5hPAGPmadWCk1CZgLHAukAaXAT8CftNY724xbABzTwSHe01rPaXdMf+A+4DIgElgH3K21/sENL0EI4Qbpl1+K9eSzKKtqoHxHsdnhHKQmdjC5gfHE5+Rhq6nFJyTY7JCEECawNzZSn5+PA0V+SAIlbny/8vOxMmRABFar3HcSwhNVb93G9sefBIuFrJdfIa+s0aXHjwjxJ3XoUAbfdCORE8fjFxHh0uML4U1MS2AAfwCOBj4A1gMJwG+BNUqpyVrrtgvM9wB3t9s/p4NjvgacCzwF7MRIkHytlDpGa+2+CltCCJfZsLOEu/65xOwwDi/5ZBIC7MywNZsdiRDCJHW5e8DhYEH0BJbPKwQK3Xq+048eyLVnjcBWW4dvWKhbzyWE6J7qbdsBUAMHc8szP1FR7doEBkB6YhjHT0rjWJ9A/Fx+dCG8h5kJjCeAi7XWTS0blFLvARswkhtz24wt11q/ebiDKaUmA3OAW7XWTzm3vQFsBB4BZroyeCGEe2zMLmn9XikTAzmElpmhhQ1W8ustpEeYGo4QwiS1OTloYFN4Rus2d7xntbznfLVkNwM+eYFBowcz9I7bXH8iIcQRq96+A4BFEaOpqDSSF656P2h5D8gpqOKVzzby2hebOHpMEjdfOA4/X6trTiKEFzEtgaG1/qmDbTuUUpuAYe2fU0r5AAFa65pDHPI8oBl4uc3xGpRSrwAPKKUStdYFroleCOEOtbtz2LJwJRDKseNTuO2SCWaHdBCtNVf97VtKKhtYvXU/6YlhZockhDBB7a4c8gNiqLUEAPCv/zuBxBjXLylrtjm4/pEf2F9Wx4KAIUSuXo2221FWuXARwhNoh4Pq7TvY7xfBksogAH595kjOPiajkz27eHyt2bG3gu9X7GHh6jxqG2wsXLOP0WE2Tj7zKJecQwhv4lGLKZVSCogHSto9NQyoBaqVUvlKqbuUUu1jHwds7SDBsRxQwFg3hCyEcKHa3D0UVhh3LpLiQkyOpmNKKcYNjQNg9dZCHM2yjESI/igwOYnctHEADEgIdUvyAsDXx8LFJw0FYHPoQPKb/ajaus0t5xJCdF99fgG22lq+i52MBlLiQjh9+kCXHV8pxZABkfzm3DG8/tdTSLcYlzorV+9y2TmE8CYelcAALgGSgbYN1bOBBzCWh8zFqJfxAPB8u30TgY5mWLRsS+rohEqpisM9gPAjfTFCiO5p2F9Mma8xoyE5xjMTGADjhhgtXjfu2E/RyjUmRyOEMEPSGaeRHZUJwFEjE916rlkTUkmNN+peLIweS/nKVW49nxCi62q272BbcBp7AxMAuObsUfi4qeCuv6+VcalGsnRrpQeusxWiF3Tpp0spFaeUulYp9bZSap1SqsA5E2KdUuotpdQ1Sqm4ngSilMoCngMWA/9p2a61/rXW+j6t9cda69e11qdgFP68Vik1tM0hAoGOKuY0tHleCOHBygpLaLQapakSYz23u8fYoXEoNHZlZfWKHWaHI4QwQd7+avYVG3dCp4xIcOu5rBbFZadmAZAdnMra1Ts72UMI0VtKt25nfsxEwHgvGD+0R5dEnZo4yUicVliCyN2a49ZzCeGJDpvAUEqNdhbW3AO8AJwDBAG5wF7n9+cCLwJ7lFLvKqVGdTcIpVQC8CVQDpyvtXZ0ssvjGMtCjm2zrR7w72BsQJvnD6K1jjjcA6jszmsRQhy5/P3Vrd8nuWk6tiuEBvmRFmS8Ta3LqTI5GiGEGZZtNLqORIUFMDglwu3nO2pkIoNijY803zYn0bB/v9vPKYTo3A9lwVT5BuOjNL8+c6Tbzzd8UhaBDuOe7fKftnQyWoi+55AJDKXUv4HVwATgYWAqEKa1ztRaH6W1nqK1zgTCnM89CkwCViulXj7UcTs4TzjwNcZSjZO11l3pQ7bX+TWqzbYCjGUk7bVsy+9qTEIIc+RXGE2JwvwgKMDX5GgOb2yG8fazvTkIW02tydEIIXpT3ocfMf/LZYBxx9Vicf9UbqUUc88eA8DewAQWfbPS7ecUQhxeU7OdBbXGavOzZg5yWy2ctnx8rAwOMD4vrc8udfv5hPA0h5uBMQY4R2s9WGv9V631Mq31QdXqtNZNzufu0VpnYHQDGd+VkyulAoDPgSHA6VrrrlalGuT8Wtxm21ogSynVfuH8FOfXdV08thDCBFprip0LvhLCPb/D+VFTjRVspX4R7F65weRohBC9ad/mHezRxseNKSPdu3ykrbFD48nwMyaU/rBNZn8JYbb8kloam+wAnD4zs9fOO2pQJADb6/yw2+y9dl4hPMEhExha6wla68+7e0Ct9ada604TGEopK/AexuyN87XWP3cwJkwp5d/BfncBDuD7Nk99CPgCV7cZ6w9cCSzRWssMDCE8WHNFBWUW485FcqznFvBskTU4ngBsAKxYtdvkaIQQvWldfhMoRYAVRg+O6bXzKqU4eZbRaX63DsVu72zFrRDCnfbtN+rgBPpbiQ4P6GS060yearwP1Fn82bZme6+dVwhPYGYXkseBMzGWj0QppS5t8zjbOWY8sFsp9bhS6gal1J3Az8CpwGNa69arBq31Mozino8qpR5RSl0LzAfSgD/03ssSQhwJ7dBURScDkJIc1clo81mtFrKcPYrW76szNxghRK9prqpmC8bdz7Fpofj6WHv1/JOmDAGgrsHGjryKXj23EOJA25ZvBCAhSKFU73UFGTg8nXBn74KN+2QZq+hffEw891jn1zOcj7ZygU+cX5dgFAqNx5h1sRGYq7V+vYNjXg78zfk1EqPl6myt9RIXxy6EcDG/qEjKCADspCRFmh1Ol4zLimPtsjKyHaE01dbhFxxkdkhCCDcr3bGLnECjvNbUiem9fv6YiECSY0PYV1zDuh3FZKV5fsJXiL4qN7cYCCGysaJXz2uxWJg4aTA/rNjLlhJbr55bCLN1eQaGUmpXFx7ZXT2e1nqW1lod4pHuHLNba32+1jpdax2otQ52Fg/tKHmB1rpBa32n1jpRax2gtZ6stf6+o7FCCM9SVtVAg3MdqTcsIQGYOsOoNt5g9WdXSUMno4UQfcHKtTnYLD5YtIPJo1NNiWHUgFAAli3ebMr5hRCGonoNQHJUYK+fe0xmLAAbs0totslyMtF/dGcJyR6MGRFtH/sAPyAdsDnHCCFEt+UX/zIFMsGDW6i2lZgY2ZpsWbOtuJPRQoi+YE2useY9w7+BkEBzuiUN9jOWre2q0tRVyxI2IczgcDgodhh1L1JNmDnaksBoaLKzbZe0VRb9R5cTGM4ZE8e2e8zQWqcAlwAhwPVui1QI0aetec+oGRwVoPD37d015T0xPisOgDXb5MODEP1BQa1xxzUzxrxuSZNmjAatsSsrqxatNy0OIfqzoj2FNFmMJGb64KReP39UWAAJ/sbM1UWfy2p50X+4pIin1vodjJoVj7vieEKI/mff/moA4gK0yZF0z9jB0QBsyymlqqTS5GiEEO5W4R8GQFpmimkxRMVHkayMmSCr18vkVyHMsGtbnvGN1gzMGmBKDEMCmwDYVFBvyvmFMIMru5CsBWa68HhCiH5Ca01Js1FTONGEdaQ9MSw5FKUdOFCsWrLB7HCEEG5U19BMdaORZB00JtPUWIbFGjNANu9vNjUOIfqrPbnG0tEIXU9AsDmfXcaOMGZ+7HUEU1NRbUoMQvQ2VyYwxmJ0CRFCiG6xVVdTZjHqXiQnhpscTfeERoaSrIw16Os27zM5GiGEOxWU/FKrJzHa3Fo940cbd3zzCaasqMzUWIToj/KcM0fj/eymxTD5mDHGTRRlYdViuYki+ofudCGZeYjH2UqpZ4FrgG/cF6oQoq+qL9xPuZ9RVX/AgDiTo+m+rDjjTui2YrkTKkRftq/QWCYWFOBDWLB5NTAAJswYjVXbQSmWL1xnaixC9EclLTdeYs1LZoZHh5OIcRNl/Sa5iSL6B59ujF0AdLQ4XTm/fg/c1NOAhBD9T35uIXZlFO5MSY0xOZruGzMihe/372cfwVSVVBIW412zSIQQXbNjyWrAQkRzNUqpTse7U1BoEGnWOnY5Qlm7pZBTTI1GiP6nxOEP1JN19DhT4xgS7UN+GWwrbjQ1DiF6S3cSGFd2sE0DZcB2rfV214QkhOhv9u4rBcCiNQkmT8s+EhOnj0TN/x6tLKxasoFjz5pudkhCCDcoLKsHgonxsZkdCgCj0sLZtdvBTluI2aEI0a80NNnYX24UzkyJM/fnb9TQBBYsrSDPEURDrXn1OIToLd1po/p6B483tNZfSPJCCNET+UVGNf1IaxO+Pq4szdM7QiJCSZE6GEL0eUV1Rqmv+HBzl4+0mH7G0QAU1TooLpcuBEL0lrb1cFJizU1gjJ82HAC7srLu582mxiJEb/C+KwUhRJ9THW1U0Ta7KF5PtNTB2FoidTCE6KtKbc5uSbGhJkdiyEyJICjAiGndjmKToxGi/9iyeA0AARYHEaH+psYSkxRLYohxSZfjkNlYou9zSQJDKWVVSg1QSpnTBFkI4dVKdACAaX3UXWHMyBQA8gmhtr7J5GiEEK7WUFtPlTLeq1JSPKNWj9VqYVSGEcvarYUmRyNE/5G711j6GuOoNb0eDsDokakAbM6RjkSi73PVDIzBQA6wy0XHE0L0I/nOqZhJMd47A2PicROxWBQaxZaccrPDEUK42J6deeC8UBmQkWRyNL/ICDAK961dIx/BhOgtBWXGkq2EIPOTFwDDB0YDsGV3GXZHRz0XhOg7XJXAqAMWAotcdDwhRD/R3GyjqMyoH5EU471TH4MDfclMiQBgw84Sc4MRQrhc3m5jhoNV20lISzA5ml8MT4sEoNISSN7OPJOjEaJ/KKw3EhdJ0Z5RMHPEICOBUd9oY9uG3SZHI4R7uSSBobXeq7WepbU+1hXHE0L0HzkbduJw3i2ID/HusjwjM4wPEBuyJYEhRF+Tl2/MrIrSDVh9rCZH84sRk7Lwcxi1d1b/vMXkaITo++w2e+vS1wEpUSZHY4iLDCTMYcwKWfXTJpOjEcK9vPtqQQjh9fbk7geMu5rxiZ7xQeBIZcUahTx37imnqqTS5GiEEK5UE2UsG0lOjTY5kgP5+PmS5tsAwEZJngrhdoW5hTRbjOK5Az1kOZlSioxgOwBb9sjnD9G3SQJDCGGqwiLjF22EbsDH6t1vSSOHJqC0A60Uq5ZsMDscIYQLFVUbsxw8qf5Fi6zEIAB2VjhMjkSIvm/39r0AKO0gzYOKjw9PiwBgV4MvDoe8F4i+q1tXC0qpSKXUHUqpD5RS3yul5rd7/OCuQIUQfVNppTHlMcLH+3/ZhkSEkqKMeh7rNu8zORohhCsVOosNe2K759GjjIuoYksIZYXShUAId8rdY7QsjtT1+AcGmBzNL8ZNHAxArSWA3ZtzzA1GCDfqcgJDKZUGbAAeBU4AjgVGATOBWcBIYJDrQxRC9GXlNcZdzYgAz6jk3VNZccYykq3FzSZHIoRwFVtTM0WlRgIjISrI5GgONvqo4Vi0MX181U8bTY5GiL6tzN8onJvsYZ3TBo8aTKDD6Eq0ZsU2k6MRwn26MwPjfiACOB7IBBRwIRAGPARUAzNcHJ8Qoo+raDAKeEYG+5ociWuMGZkCQD7BUgdDiD5i3+587M7OhFG6ztxgOhAUEkSKxYhrw9YCk6MRom/b32BcPmWMyjA5kgNZfawM9G8CYPNumYkl+q7uJDCOB17SWv8ItDQYVlrrOq313RizMx5xdYBCiL6t0mbMvIgO94xWZD014eiRzjoYFlZKHQwh+oS9u4ykgNIOkgclmxxNx0aPTAUgLzDe5EiE6Nvy9lcDkBIXanIkB8tKMWLaWe3dNcWEOJzu/O+OBlrmJbbMjW57xfEdcKIrghJC9B/VGEsuoqNDTI7ENYw6GMZUc6mDIUTfkJdn3M0M1w34B/qbHE3Hxk8eCkB2fhX1jTaToxGib6qvb6Sk0uj6kxLneZ9bxo5JB6DcEsT+/TILVPRN3UlgFAMtPQ6rgQYgvc3zfhyY0BBCiMNqaGymwWIkMJIy00yOxnWy4owLnG1SB0OIPqGgxLjjGuNjNzmSQxs2MBqlwOHQbMuV6eNCuEPulpzW72P89aEHmmTkUSPw97UCsG1fjcnRCOEe3UlgbALGAGitNbAc+I1SaoBSKh24Ftjq8giFEH1WWXVj6/cJaQkmRuJaE6cYd0LzLaHU1ksSQwhvV1Rl/BzHhVhNjuTQQgJ9SXPeEV710yaToxGib8rL2Q+Aj8NGbGJUJ6N7n6+vD0PTjCKjWySRKfqo7iQwPgWmKqVaZlnch1HMczeQ7fz+b64NTwjRl5U5p2ECRIV55rTsIzFu6nAsFoXWsHl3qdnhCCF6qKTRqNXjiR1I2kptNNo7rt8ky9eEcIeCwnIAImnEYvHMOhNZ6UZiZYt8/hB9VJd/8rTWz2utM7TW9c4/zwemAk8DTwAztdafuSdMIURfVFxUAUBokC++Pp57Z7O7Av19yEyNAGBDtnyAEMKbORwOynQAAMlJEeYG04mRmXEA7LEF0ljf2MloIUR3FZYZ3X6i/RwmR3JomdHG0txdeyuoraw2ORohXM+nJztrrVcCK49kX6XUJGAucCyQBpQCPwF/0lrvbDd2GvAoMB6oAt4D/k/rA3uZKaX8MWaGXAZEAuuAu7XWPxxJjN1RW1tLVVUVNpsNh8Nz39SE8CS2in2cMTmCQG0jNzfXZce1WCz4+PgQFhZGcLA5fdpHZkSzLbectety4IwRpsQghOi54n0lNFuMj0upaZ7d4WPC1OGwYhk2iw8bV2xhwsyxZockRJ9SXGMUyPXk5WRZA40ZGA6lWPfzFqadPNnkiIRwLTPnPv0B+BXwPXAz8C9gFrBGKTWsZZBSaizwAxAA3Aa8DFyHkcRo7zXgVuBN5zEdwNdKqalueg04HA7y8vLYs2cPVVVVNDfLenchuip1YCJHjUxk/OgUlx63ubmZqqoq9uzZQ15enilJxUHKuOuRU9ZEZalUAhfCW5U0/3KhkjbMs4sNx6clEOkw7u2sW5tjbjBC9EGlzuVkcVHm3BzpiojYSOIcRgHPjZvzTI5GCNc75AwMpdTfgMe01lXdOaBSKgK4Q2v9p06GPgFcrLVuarPve8AGjOTGXOfmBzFmZ8zSWtc4x+UALymljnMuZUEpNRmYA9yqtX7Kue0NjNavjwAzu/M6uqqyspLq6mpiYmKIjo722PVwQniifftKqXNYCbbYSUqOdumxHQ4HpaWllJSUUFlZSWRkpEuP35nx00agvi9AKwurFm/guLOm9+r5hRCuUVBitEWOCvMnKNjzm61lhmqW18LWfOlAIIQrORwOyjCWkyUlRpgbTCcGhSv2V8P2wrrOBwvhZQ53tX0pkKOU+rtSakxnB1JKTVRKPY1R1PPizsZrrX9qm7xwbtuB0e1kmPOYYcCJwBstyQunN4Aa4II2284DmjFmaLQcrwF4BZiulErsLKYjUVNTg5+fHzExMZK8EKKb7M6JET5W5fJjWywWYmJi8PPzo6am9z/Ih0SEkqKMC591m6WgnhDeqrDU+DlOiPbcO65tDR9kJIN3N/pjt3lu21chvE3xvmJszuVkyQNiTY7m8FreB3Kb5H1A9D2Hu+LOAv4OXAWsVkrtU0p97Exo3KWUulsp9bhS6jOlVBGwDLgEeBhnAqK7lFIKiAdKnJtGYcwSOaDOhjPxsRYY12bzOGBru0QHGO1eFTD2EOesONwDCD9czA6HAx8fH4zQhRDd0fIr1Wp1T/JPKYWPj49pdWmy4oxCWltLbKacXwjRcznb9gAQG+QdNynGTx4CQIPFj+1rd5gcjRB9R8vyEYABQwaYGEnnxkzIBIz3gZ0bdnYyWgjvcsjfxlrrRq31g0AScC3G0o7jMepQ3I/RMvVWjKUZy4ErgWSt9SNa6yMtfX0JkAy87/xzy6yJgg7GFjhjo83YQ42j3VghhMm01tidb0F9qQNJW2NHGrU9CnQQlSUV5gYjhDgi+XuN1qQh5YUmR9I1aVlphDiMFtWb91SYG4wQfcj+SuPyJjzEj5Awz56RlT4snSCHEe+61dkmRyOEa3V6O0Fr3aC1fkVrfQoQAQwCpgCTgYFAlNb6DK31Gz1IXKCUygKeAxYD/3Fublls2tFxG9o83zL2UONoN7aV1jricA9Aqu8J4QZ2ux2NcTfDx7dvJjDGHz0Ki3YYdTCWbDQ7HCHEESh3+AKQEBtqciRdY7FYGDN2IADZtT1qNieEaKPI2UI1PirI5Eg6Z7FYGOhvrNTfmltucjRCuFa35kNqrR1a6xyt9Qqt9Uqtda7Wusdzs5VSCcCXQDlwfptj1ju/+newW0Cb51vGHmoc7cYKIUxma/plWYWPb9/8kH1AHYxNUgdDCG/TUFtPjcX4GJGQFGVyNF03YlAMAJt2laK1NjkaIfqGvD37AYiP9PxivgAjhiYAsNfau0XMhXA30xd0KqXCga8xak2crLVuO0ezZflHRwU4E4H8dmMPNY52Y4VwuZycHJRSvPbaa2aH4jazZs1i1qxZLjmWQ/3y9uN7BAkMb/n7Huqsg7FD7oQK4XX27f5lZWpyWryJkXTPyAyjgF9ZVUPrXWMhRM/kbskFILAw1+RIumbCLKNUYGFVMxXVRzxJXgiPY2oCQykVAHwODAFO11pvazdkI2ADJrbbzw+jKOfaNpvXAllKqZB2x5ji/LrOJUH3Qzt37uTaa69l4MCB+Pv7Ex4ezsyZM/nnP/9JU1NT5wfwMO+++y5PPfWUaedfsGABSqnWh5+fH5mZmdxwww0UFBR0e1yLoqIifv/73zNixAiCg4MJDAxkyJAhXHvttaxYsaI3X2KX2Np0IFF9uIPPtFOnApDX6ENNnff9vAjRn+XvKQJAaQeJaQkmR9N1AxLCCLQaMy+WfvWTydEI0TeU2Y0bEQkx7S81PNPglAh8nEXSt+aWmRyNEK5j2i1BpZQVeA+YCpyltf65/RitdaVS6nvgMqXUg206jFwGhAAftBn+IXAHcDXwlPMc/hjFRZdorWUGxhH4/PPPueCCCwgKCuLyyy9nxIgR1NfXs3DhQm666SZ2797No48+anaY3fLuu++ydu1abrnlFlPjuOWWW5gwYQINDQ0sXbqUf/3rX8ybN49NmzYRFBTUrXHLly/ntNNOo7a2ljlz5nDjjTfi5+fHjh07+Pjjj3nppZdYt24do0eP7lHM3377bY/2b8vm7KHq46YOJJ5i5NBEfKwKm12zIbuEqaOknrAQ3qKgoAKAMN2Aj5+vucF0g9WiSFM1bCWUTTuLOcfsgITwco31jVQqYzlZUnK0ydF0jZ+vlcEp4WzNLWfDxr0cNbKjiepCeB8z5zQ/DpyJMQMjSil1aZvnarTWnzi/vxv4CViglHoZSAFuB77WWn/fsoPWeplS6gPgUaVUIpANXAGkAXPd/Fr6pOzsbC666CIGDRrEjz/+SFxcXOtzN910E5s3b2bhwoU9Po/dbsdms+Hvf3AJk9raWoKDPbvS85E65phjOPvsswG4+uqriYqK4u9//zuffPIJF198cZfHlZeXc/bZZ+Pn58dPP/1EZmbmAed56KGHePXVV/H17fmHbz8/vx4fo0VLDQxrH+9AHODvQ1Z6FBuzS1m3QxIYQniTotIawI8oq73TsZ4mKymYrXtgZ5XZkQjh/fbt2gfK+MCSOtB7lpOl2srZCqxbuR3mTDY7HCFcwsxbn2OdX8/A6DrS9vFUyyCt9WrgBIwOI08C1wAvAed3cMzLgaedX/8B+AKztdZL3PEC+rrHHnuM2tpaXnnllQOSFy2GDx/O9ddf3/pnm83Gvffey6BBg/D39ycjI4O//e1v2O0HfvBTSnHLLbfwxhtvkJWVhb+/P0uXLuW1115DKcXixYu57rrriImJYeTIka37ffHFF0ybNo3g4GDCw8M555xz2Lnz4N7WS5cu5dRTTyUiIoKQkBDGjRvHyy+/DBg1HD799FNyc3Nbl2akp6e37ltfX8+f/vSn1teQlpbGPffcg81mO+AcFRUVzJ07l/DwcCIiIrjiiiuoqKg4kr/mVi21JXJycro17oUXXqCgoICnnnrqoOQFGJWof/3rXzNs2LDDHre5uZl7772XzMxMAgICiI6OZvr06Xz33XcHnLt9DYzc3FzOPPNMgoODiYuL49Zbb+Wbb75BKcWCBQsO2Hfs2LFs3LiRWbNmkZYax/RJw3n+H38/4HhNTU3cc889TJgwgfDwcIKDg5kxYwY//vjjYeP3ZMNjjcTP8qVbTI5ECNEd5U3GBUtMkPdlWkePTgOg1BJM0d4ik6MRwrvl5Rgl+pR2kJTuPTcisgZEAJDnCKKxvuHwg4XwEqbNwNBaz+rG2MXA0V0Y1wDc6XyIHvr888/JyMjgqKOO6tL4q6++mtdff505c+Ywffp0Fi1axD333MOePXt46aWXDhj77bff8t5773HjjTcSERFBYmJi6wX5ddddR2JiIvfeey/Nzc0AvPbaa1x11VWcfvrpPProo1RXV/PMM88wffp01q1bR3y8kQ2fN28eZ555JikpKdx6663Ex8ezfv16vvzyS66++mruvvtuampqyM3N5cknnwQgJMRYy+hwODjjjDNYtmwZ1113HUOGDGHVqlU88MAD7N27l1dffRUArTVnnXUWixcv5oYbbiArK4uPP/6YK664okd/37t27QIgOvrwUxPbj/v8888JDAxsnaVxpP7617/y2GOPceONNzJy5EgqKipYsWIFq1ev5sQTT+xwn9raWo477jgKCwv53e9+R0JCAm+//fYhkw2lpaWccsopnH/++Zxw0ml8+eXnPPDAfRx99FGceuqpAFRVVfHyyy9z0UUXcc0111BdXc0rr7zCySefzPLlyxk7dmyPXqcZhsUas1+KHQHk5+R71YcfIfqzmvB4KC8jY+o4s0PpttFHDcf6eQ52ZWX10s2cmuo9d42F8DT5+UYr0ggvW0429qhhsHQpdmVlw7ItTJzlfe9lQrQnZfHdrKFo/2Gf9w0PwxpgrKnTdjuNJaWHHe8XGYHFOY3fYbPRVHr4ojx+UZFYjmDpQFVVFfn5+Zx11lldGr9u3Tpef/11rr/+ev75z38CtCYnXnzxRW666aYD6i9s376dzZs3M2TIkNZtS5cuBSA2NpZvv/0Wi7OwY01NDbfccgs33ngjzzzzTOv4Cy+8kBEjRvDkk0/y8MMPY7fbueGGG0hNTWX16tWEh4e3jm1pI3fiiSfy3HPPUVJSwqWXtl21BG+99RYLFixgyZIlTJkypXX7oEGD+OMf/8gf/vAHsrKy+Oyzz1i4cCFPPPEEt956KwA33HADxx57bJf+rlpUV1dTUlJCY2MjP/30E/fddx8BAQGcdtpp3Rq3detWhg4detASkaqqqgOKrAYFBR1QW6O9L7/8kmuuuaY1sdMVL774Irt27eKLL75ojee6665j3LiOf0Hm5eXx9ttvc9FFF7FrbynnXHgFx08bzSuvvNKawIiMjCQnJ+eA5SrXXHMNWVlZPPPMM7zyyitdjs9TjJ46Ar9Ps2my+LJ84UbOlgSGEF5hf7nRwSM+2vuWMvoHBjDAUsduHcrG7UWcanZAQnixwpJawJ9oH1unYz1JXEockY46yi1BbNq0RxIYok84ZAJDKTX/CI6ntdbH9yCePmfVtTcc9vmhf7iDmGlGlwJbbV2n40fefy/ho4xlFY1F+1n9m5sOO37s008QnJ7WjYgNVVXGotnQ0NAujf/qq68AuO222w7Yfuutt/Liiy/y1VdfHZDAOO644w5IXrR17bXXtiYvAL777jsqKyu54IILKCkpad0eGhrKmDFjWpcprF69mpycHJ555pkDkhdgLFvpzIcffsjIkSPJyMg44DzHH2/8l16wYAFZWVl89dVX+Pn5cd1117WOsVqt3HTTTSxatKjT87S4/PLLD/hzSkoKr7/+OikpKd0aV1VV1TqLpK0LLriAb775pvXPf/nLX/jrX/96yHgiIiJYtmwZeXl5B8VwKPPmzSMtLe2ApEtAQADXXHMNt99++0Hjw8PDmTNnDlprHFjw87MyYcKE1lklYPxdWq1WwJgVU1FRgcPhYOLEiaxevbpLcXkaP38/Mvwb2NLsy7odxZxtdkBCiE412xyUVRlTruOiDp389WRD4wPYXQg7yryvhocQnqS4ugnwJybYanYo3TYw2EF5PWzfV212KEK4xOFmYAwCdG8FIjxLWFgYYNz974rc3Fx8fHzIyMg4YPvgwYPx8fEhN/fAntkDBw485LHaP7djxw4AZs6c2eH4QYMGAb8srWhbN6M7duzYwZYtW4iNje3w+eLiYsB4rcnJyQfNZhg6dGi3znfvvfcybdo0rFYrcXFxDBs27IDETVfHhYaGUlNTc9B+Dz/8MHfccQe1tbVdWl5y3333cdZZZzFgwADGjRvHKaecwiWXXMLw4cMPuU9ubu5B/+Zg/Lt3JDU1FaUUtuZmNEZSKSoqis1bNh8w7vXXX+fxxx9n69atrcuI4PD/bzzdyAFhbMnWbKux4nA4Ovy3FkJ4jvycfJyT94gO9s4Jq6NHpDCvsIhCgqgqrSQsOrzznYQQB6mNSYF9lWSMP3w9MU80JDWM1dsd5NR75/uYEO0d8n+y1jq9F+Posyb865+Hfd43PKz1e5/goE7H+0VGtH7vHx/X+fioyM6D7EBYWBiJiYls3LjxiPbvTGBgYJefcziMdptvv/12h8mFwx2rOxwOB+PGjTtkW9iWRImrjB49mhNOOKHH47Kysli3bh3Nzc0HLCNpqRXR1eKiM2fOJDs7m88++4xvv/2Wf/7znzz66KP861//4sorr+zSMTrTMrOiuemXKZjKolqX+AC8+eabzJ07l7PPPps777yTuLg4rFYrDz30ENnZ2S6JwwyTJg/hg+xtVFsCyd64i8zRHSd5hBCeIW/nPsAo2hcT4Z0zMMZNG4H6oRCtLGzPr2GiJDCEOCKFZcZysuTUg4vae7qRI9Nh+y6qLIFSh0v0CZKKc7OA+K6/0SmrtVvjLT4+3RrfXaeffjovvfQSy5YtO6AmREfS0tKw2WxkZ2cf0AkjOzsbm81GWlr3l7G0aLnDn5iYeFAHjI7GtXS5OJRDLSfJyMhg06ZNnSYV0tLS+PHHH6mrqztgFsa2bdsOu5+7nH766fz88898/PHHXHDBBT06VlRUFHPnzmXu3LnU1tYya9Ys7rnnnkMmMNLS0ti+fftB2zvqDtOWrdmYzqzQB81E+PDDDxk0aBAfffTRAf9Wf/nLX7r7cjzK0PFDCH5rHbWWAFYs3SoJDCE8XGGBUWMqVDfiH3hwm29vEBIRSkZKBDvzKtm8t5KJo5LNDkkIr1NT10RtvTEbND7a+5KZWROG4vPhdmwWHzau3S0JDOH1uj2HWSkVrJQ6QSl1iVJKSlr3Yb///e8JCgri6quvbl0+0daWLVt48cUXAZg9ezYATz311AFjnn76aYCDClN2x0knnURYWBgPPvjgQe1MgdZ6FePGjSMtLY0nn3ySysrKA8a0vcMfHBx80PMA5513Hrm5ubz++usHPVdTU0NDg7EWevbs2TQ1NbW+dgC73X5AgdHedMMNNxAfH8+tt97autymrbav/XBKSw8sIBscHExmZmbr6+7IySefTG5uLl9++WXrtoaGhoO6zrRnsxkJDEsHq9RaZmm0jXvZsmWtRV69lcViYUiw8f93Q06FucEIITplFO2DSKt3Fe1rb/ggo2PVpl2HLxIuhOjY3t0Frd/HR7pm1m9v8g/wIyPJqGm3zxphbjBCuEC3ZmAopW4AHgLCMOpjnAgUKaXigD3ATVrrw1+5CK8xePBg3nrrLebMmcOwYcO4/PLLGTFiBPX19SxevJj//ve/rUU7x4wZwxVXXMHzzz9PeXk506dPZ/Hixbzzzjv8+te/ZtSoUUccR3h4OM8++yxXXHEFEydO5MILLyQ6OpqcnBw+++wzzj77bO6//36sVivPP/88Z511FuPGjWPu3LnEx8ezadMm8vLy+OijjwCYMGECb731FrfddhuTJk0iJCSEM844g8svv5z33nuPK6+8ku+++46pU6fS1NTE5s2bef/991m1ahWDBw/mjDPO4Oijj+aOO+4gOzubYcOG8dFHH3WYFOkNUVFRfPzxx5x++umMGTOGiy66iIkTJ7bWHnn33XdRSpGamnrY4wwfPpxjjjmGiRMnEhUVxapVq1pb3R7Kddddx7PPPssFF1zAzTffTEJCAm+99RYBzs46h5rtov38ob4BX9+D34JOP/10PvroI8455xxOO+00du/ezQsvvMDw4cM7rPXhTcaPTmXNsnJ2EY7dobFaOi8uK4QwR3FVI+BLTKB3/5yOHBTNZwt3sT23nIa6BgKCAswOSQivkrvZqLHm52gmNNivk9GeaXhWMtsKd7JtT7nZoQjRY11OYCilzgWeAz4FPgdebnlOa71fKTUPOBuQBEYfcvbZZ7Nu3Toee+wxPvroI5577jkCAgIYO3Yszz333AFLC15++WUGDhzIa6+9xocffkhycjL33Xcfd911V4/juOyyy0hKSuLhhx/m4Ycfprm5mZSUFGbNmsWcOXNax82ePZsffviBe++9l8ceewyAzMxMfvvb37aOue6661i9ejWvvfYaTz75JGlpaZxxxhlYrVY+++wz/v73v/Pmm2/ywQcfEBISwuDBg/njH/9IcrIx9dZisfDZZ59xyy238J///AelFGeeeSaPP/74IduHutvUqVPZuHEjjz/+OF999RXvvPMOWmtSU1OZNWsW77zzDpMmTTrsMX73u9/x2Wef8d1339HY2EhaWhp/+9vfuPPOOw+5T0hICPPnz+emm27iqaeeIiQkhMsvv5xp06Zx7rnntiYy2rPZjLomPj4HV/OeO3cuhYWFvPjii3zzzTcMHz689d+jpeOMt5p6wkReWfYddU0OsvMqGDLgyGrUCCHcr7TemAUWG+ady0daDEkwprzbHJp1Szcx5fgJJkckhHfJL6gEFFGq0WsLcA9NMz5v7Nhbgc3uwMfqna9DCADV1enlSqmfgVqt9fFKqWigGDhBaz3f+fyfgGu01kde7MADKaUqwsPDww9VCLGlu0ZPajwI0dc89dRT3HrrreTl5bUmftrKL6mhtt5GRIgfsZHuXU/qaT+j1zz4HYWldVw+exjnH99xK2EhhPkuvfVdKi2BXD7Cj/OvOtXscHrkylvfpsQSzJmpdq655VdmhyOEV3no3nf4qSqIkX7VPPTQpWaHc0RKKuq48m/fAfDwJcMZMT6zkz2E8AgdToHsTvptFPDxYZ4vALyvNK8Qokfq6+sP+HNDQwMvvvgimZmZHSYvAGzOLiRW756ZfUTGZBqddFavzTE3ECHEITU1NlGljJkXiYneP1NqsLP5yNb8OnMDEcILldQadbtiQ307Gem5YiKCCHMYn9fWrTCn6LwQrtKdGhh2Dp/wSAJqexaOEMLbnHXWWQwcOJCxY8dSUVHBW2+9xdatW3nrrbcOuY/N7gAsKFtz7wXqIQb71PANsDWvmrrqOoJCva+iuRB9Xcn+KrQyPvIkpyeYHE3PjciI5ee1deQ0B2BrtuHTQf0hIUTHSpotYIGE6GCzQ+mR9EAb6xthe545NduEcJXuzMBYB5zc0RNKKQtwPrDCFUEJIbzHKaecwuLFi7nzzju57777CAgI4L333uPiiy/ucLx2aOzOGWE+vgfXwOjrphw9AqUd2Cw+LPlupdnhCCE6UNr4y/cpmYcvgOwNxh81FIAmiy9bVsndVyG6ytZso0IZ9bySkrx7NlamsxPJ7pp+OP1V9CndSWA8C5yqlPobENWyv1JqKPABMAL4h4vjE0J4uNtuu41NmzZRU1NDfX09K1eu5IILLjjkeFuzjZYlbR11IenrIuMiGWQ1JqstXZtncjRCiI4UlRlLLaLCAvDtoNiwt0kdnNo6fXztmmyToxHCexTtKcKhjPeA5LR4k6PpmREjjGRsmSWY0sISk6MR4sh1OYGhtX4PeBC4G9ji3DwP2AycA9yrtf7a5REKIfqU5mZb6/f9dRrzxEHGgvRN1T7OhI4QwpMUlxsJjPiovrHESylFRrCxjn/LniqToxHCe+zLL2v9PjWj47pe3mLEpCws2ugCt27ZVpOjEeLIdauHjtb6T8BE4Gnga+BbjJkZk7XW97k+PCFEX9Nywa7QWPvAnc0jccwJYwGos/izauE6c4MRQhxk1+rNAIQ1VZsciesMT4sAYFdTAF3tQCdEf1flHwZAdFgAAcGBJkfTM0EhQSQqYwbolu2FJkcjxJHrdhNgrfVqrfXtWuvTtNaztdY3a61lIbcQoktsNuMuoBUHSvXPdZipmakk6BoAflq20+RohBDt7XcuIQm39Z3a5JOPnwhALb7kl/Sd1yWEOxU63wvio/vGbKyMCOPG0c79DSZHIsSR63ICQyn1hFJqtDuDEUL0fUYHEuifcy9+MS7JKAq2ttiOw+EwORohRFtlNuMdKj7Gu7sOtJWeHkdokNEGctOuUpOjEcI7FJUaCQxv70DSIisjDoC9hGB3yEws4Z26MwPjFmCNUmqtUuoWpVScm2ISQvRhdufvS2u353/1LTNmZAFGMa3cPVJMSwhPYWtqpsrZdSA+PsLcYFzIYlEMHxgNSAJDiK7as30vAFGWJpMjcY1JJx8FQKNDkVfUd5bIif6lO5cQWcDDQATwBJCnlPpcKXWeUsrPHcEJIfoe7WO8XfgFefda0p4aMWkYseHGRdLK7ApzgxFCtCrcU4RDGR+Pkgd4d9eB9obEG++7a9fuNjkSIbzD/iqjp3J4Y98ofhsfFUR4iPE5bGtuWSejhfBM3elCsl1rfbfWOh04HngLmAm8DxQqpZ5XSk11T5hCiL6iZQmJj0//noJhsViYMjIRgJ83FpgcjRCixb7cotbvkwYlmhiJ62UaDZAos/mQn5NvbjBCeLi66jpqLMaNhuSUGJOjcQ2lFFlpUQBsyZEEhvBOR3QFobX+UWt9JZAAXAYsB64BFrkwNiFEH2RzriHxsfTvBAbAlJEJAGzfU0FJRb3J0QghAAryjeUVwY4GgkL6RuG+FiMmZeHrMDpBrf5pi8nRCOHZ8nbubf0+eVCCiZG41iBnS+W1K7abHIkQR6ZHVxBa63pgH1AANAD9s6WAEN2Unp7O3LlzzQ4DgAULFqCUYsGCBW4/l8PhaC0aZVVSPGpkRgyBzmqmP3z4o7nBCCEAKCo21oVHWppNjsT1/Pz9GOBjJEs37dxvcjRCeLa8XONnxKrtxKf0neVkmXHGrJJSAinJLzY5GiG674gSGEqpIUqp+5VSu4EfgEuA+cD5rgxOmOu1115DKdX68PX1ZcCAAdx4442Ul5ebHd5B8QUGBjJs2DD++Mc/UllZ2e1xLXbt2sVvfvMbMjMzCQwMJDg4mFGjRnHLLbewdevW3nyJfY6tydb6vVXSnfhYLWT5Ge1UV+yQqZxCeILqAGOdRXx0iMmRuMfQBKMOxo4K6X4kxOHkF1QAEKkbsPr0nd5poyYPw6qNWRhrfpaZWML7+HR1oFIqErgIuByYhDHbYi3wFPC21lpSeH3UAw88wIABA6irq+PHH3/k+eefZ82aNSxZsgSlzL8KbYmvtraW77//nkceeYQFCxawdOnSA+LryrgvvviCCy+8ED8/Py699FJGjhwJwJYtW/jwww959tlnKS4uJjIyskcxb9u2DUs/XELR3PxLAsPHr8tvP33aUSMTWbOimp3NQVQWVxAeG2F2SEL0axWWQKCW9NGZZofiFqNHpvJVfgFFKoSyojKi4qPMDkkIj1RYVgsEEu3Xt5J9AcGBJKs69hDK5u2FnGh2QEJ0U3euIAqd44swupC8rrXe2JOTK6USgZuBKcBEIAQ4Vmu9oN24HCCtg0M8orX+Y7uxEcCjwDlAELAMuE1rvbYnsfZns2fPZuzYsQBce+21ALz77rusWLGCyZMnmxiZoW181113Heeffz4ffvghS5cuZdq0aV0el52dzZw5cxg0aBDff/898fEHThd89NFHeeKJJ1yStPH39+/xMbyRzZnAsODAau07dzN6YuYpk3hp2bfYLD58/+Uyzp17stkhCdGv7S8zlljERfWt+hctxk0bieWbfTiUhTU/beL4c2aYHZIQHqm42vjMEhvc9z6vDI7xZU8J7CjpG+1hRf/SnVvAHwOnAyla6zt7mrxwGgr8AUgB1ncydhVGwdC2j3fbDlBKWYAvgTnAM8DvgXhggVIqwwXxCmD69OkAZGdnt24rKyvjjjvuYNSoUYSEhBAWFsapp57KunXrWsc4HA4iIyP5/e9/37qtqamJwMBAAgMDaWr65U30zjvvJCYmBq27Xydh1qxZAOTk5HRr3KOPPkptbS3//ve/D0peAPj5+fHHP/6RiIiIwx63urqaW265hfT0dPz9/YmLi+PEE09k9erVrWM6qoGxfv16jjnmGAIDA0lJSeH+++/n1VdfRSl1wGtJT0/n7LPP5n//+x+TJk0iICCAQYMG8cYbbxxwvK78m/Q2m824i2FF6l+0CIkIZWSQccG0eJNMZBPCTA6HpriiDoC4yL6ZwAgKDSJZ1QKwYat0QBLiUMqtxntAYnyYyZG43ohMoyhpniOIxvoGk6MRonu6PANDaz3HDedfBcRorUuVUmdjJEkOJU9r/WYnxzsPmAaco7X+BEAp9T6wHfgLxvKXXmG3Oyip9Jw3hJjwAKxW1yxZyM3NBThgGcWuXbv45JNPOP/88xk4cCBFRUW8+OKLHHPMMWzevJmkpCQsFgtTp05l0aJfmtWsWLGCxkajx/bKlStbZ0wsWrSIo48++ohmO+zatQuA6Ojobo374osvGDx4MJMmTer2Odu6/vrr+eKLL/jtb39LRkYGxcXFLFq0iM2bNzN+/PgO99m3bx/HHnssFouF//u//yM4OJiXX375kDM1tm/fzgUXXMA111zD3LlzeeWVV5g7dy4TJkxgxIgRra+vs3+T3ma0ULX0rHpwH3TMhDTWLikj2x5M0d4i4lP7TrEwIbxJ4Z6C1k5JEarv3pnMSg5h7z7I0X2zzocQPaW1ptzhB9jJnDbO7HBcbuxRw2DpUuzKysblW5lwzFizQxKiy7q9CF0pNRM4CWNmw+Na661KqRBgPLBea13R1WNprau7eW5/wKq1rjvEkPOAfODTNucodiYxLlJK+Wqte6WseEllA1c/8F1vnKpLXr77ROKPcDpsRUUFJSUl1NXVsWDBAp5//nliY2OZOXNm65hRo0axffv2A+o6XHbZZWRlZfHKK6/w5z//GYAZM2bwl7/8hfr6egIDA1m0aBHDhw/H4XCwaNEipk2bRl1dHatXr+bBBx/sdnzfffcdzz//PHFxccyYMaPL46qqqsjPz+fss8/u8Pg22y+1G0JDQw+7BOTLL7/kT3/6E3feeWfrtj/84Q+HfQ2PPPII5eXlrFu3jlGjRgFw5ZVXkpnZ8RrsLVu2sGTJktaEzwUXXEBqaiqvvvoqf//734Gu/5v0ppYOJD6SwTjAjFMn8+Kiz2iw+PHdF8u59IYzzA5JiH5p3+7C1u8Tk3pW68iTHXXyUXz372XklNtoaLIRIDWJhDhAZU0TDU1GocuE6GCTo3G9uJQ4Ih11lFuC2LAhVxIYwqt0+TJCKWVVSr0H/AjcBVwFtNzCtQGfAL9xdYBtnATUArVKqWyl1LUdjBkHrNIHrztYDoQCg9vvoJSqONwDCHfx6/A6xx57LLGxsaSlpXHFFVcwcOBAvvrqK4KCfkmI+Pv7t14o2+12SktLCQkJYejQoQcsnZg+fTrNzc38/PPPACxevJgZM2YwY8YMFi9eDMDPP/9Mc3Nz61KV7sR39dVXk56ezueff35AfJ2Nq6qqAiAk5OC7UUcddRSxsbGtj3feeeew8URERLBgwQJKS0u7FD/AvHnzmDFjRmvyAiAqKopLLrmkw/GjR48+oL5HbGwsQ4cObZ1VAl3/N+lNdmcdLKvF/OKvnsQ/0J+xYUZu9add3crrCiFcqDDf6AYU5GgkOKzvzk4YNtAo3Gl3aLbvMb+rmBCexijgaTjSG4CeLivVWBqz11cK+Qrv0p2U+x+Ac4HbgHlAa98drXWDUupjYDbQtdvm3bMeWISxFCQWuAZ4USkVpbV+uM24RIx2ru21LPJMahu3O8WEB/Dy3Z5T1zcmPOCI933hhRfIyMigrKyMF154gU2bNh2UHHA4HDz99NM8//zz7N69G7vd3vpc26UckydPxt/fn0WLFjFr1iyWLFnCc889h91u5+abb0ZrzaJFiwgMDGTChAndis/Hx4ekpCSGDBnS7XGhoaEA1NTUHLTfq6++Sm1tLdnZ2Vx//fWdxvPoo49yxRVXkJCQwOTJk5k9ezaXXnopaWkd1aE15ObmHjRjBGDw4INybgAMGDDgoG2RkZEHtLft6r9Jb7IrBRp8+lA7Mlc58cTR/PxxNnsdwRSU1JIY0/fu+Ajh6QqLqwArkZa+u3wEIDTIj7SEUHILq9mwtZDRg2PNDkkIj5K9YhMAwVYHQQG+JkfjHuOmjmDph+vYXlCL1tojOgsK0RXdSWBcDryhtX5aKdXR1c8WjASGy2mtz2z7Z6XUq8Bi4M9KqX9qrSudTwUCjR0coqHN8+2PHXG4cx/pLAyr1dJnMrZTpkxp7d5x5plnMm7cOC655BJWrVrVeof/wQcf5M9//jNXXXUVf/vb34iKisJisXDLLbfgcPzSfsrf35+JEyeyaNEiNm7cSEVFBTNmzMBut1NeXs6mTZtYtGgRU6ZMwde3a78w2sZ3pOPCw8NJTExk48aDa9NOnToVgJiYmC7Fc8EFFzBjxgw++eQTvv32Wx566CEefPBBPvroI04+2TUdJg7VwaPt5KOu/pv0Jruygtb4Bx/0o9jvTZg2gqgf9lFW1cDCtXlceMJQs0MSot/ZX9EABBPdDxpFDfStJxdY8b91XHL6qE7HC9Gf7NtbDFiJsNd2OtZbDU83Zl5UVDdSWFonN06E1+jOSvR0YOlhnq8AemXBqNbaDjyF0SZ1apun6oGOPnYEtHle9EBAQAB/+ctfWLt2Le+//37r9g8//JBjjz2WV155hTlz5nDSSSdxwgknUFFRcdAxpk+fztKlS/nxxx9JS0sjNTWV9PR0kpOT+fHHH/n555+7vHzElU477TR27tzJ8uXLe3ysxMREbrjhBj7++GNycnKIjo7m/vvvP+T4tLQ0du7cedD2jrZ1VXf+TXqDw6FxOGtguKqgbF9itShmjE0G4H+r846oA48QomdK64zkbkxo37zj2tbQOOOj0R5bIE2NfXvGiRDdZSQzIaYPJzNT40MJDjDuZa9fm93JaCE8R3euIqqBwy2SGgz0Zg/Avc6vbWMqwFhG0l7Ltny3RtRPnH/++aSnp/PII4+0brNarQddcH3wwQfs27fvoP1nzJhBbW0tzz333AHLJmbMmMGzzz5LbW1th8sp3O33v/89QUFBXHXVVRQVFR30fFcuKO12O5WVlQdsi4mJISUlhYaGQ3elOfnkk1m0aBEbNmxo3VZWVsZbb73VjVdwoO78m/QGm/2XWR8+Vpmm2JGZ44wExt6iGras3GZyNEL0P2XNxseiuD4yg/Jwxk8bBkCzxYdNK7aaHI0QnqXYmcyMC/czORL3sVgUKfYKAFYt2WRuMEJ0Q3eWkCwGLlVKPdr+CaVUJEZRz3muCqwLBjm/tk2arAWmKaVUu0KeU4Aa4MhvZ4tWVquVm2++mVtvvZV58+ZxyimncPrpp3Pfffdx5ZVXMm3aNDZs2MBbb73FoEGDDtq/pT3q9u3buf3221u3T58+nXfffRer1dq6bKM3ZWZm8vbbb3PRRReRlZXFJZdcwujRo3E4HGRnZ/PWW2/h4+NDYmJHOTJDdXU1KSkpnHvuuYwZM4bQ0FDmz5/P0qVLefzxxw+53+9//3vefPNNjj/+eG666SaCgoJ4+eWXGTBgAGVlZUe0LrE7/ya9obnhl9VdVovMwOjI4JRwohy1lFmC+e6H9QyflGV2SEL0G3abnQplzEpIjI8wN5hekJSeRISjjgpLEOvW7mbc9NFmhySExyi1WcECCTF9t5gvQGZcANv2wa5Kc5YWC3EkunMV8QCQiVEk83TntjFKqeuA1UAw8PAh9j1iSqkopZSl3bYA4E6MWSFtl7V8iFGo86w2Y2OA84FPe6uFan/w61//mvDwcB5+2Pgnv+uuu7j99tv55ptvuPnmm1m9ejVffvklqampB+0bERHByJEjAQ5YKtIy62L06NGtRTV721lnncX69eu58MIL+frrr/nd737H7bffztdff83555/Phg0bDlvHIigoiN/85jesW7eOv/71r9x6661s2bKF559/nttuu+2Q+6WmpvLjjz+SlZXFAw88wFNPPcUVV1zBVVddBRhLd7qrO/8mvaG5yWhFa8GBRbqQdMhisTAl2bjbs7zIIdO6hehFlTUNRp0eIHXIwYWS+6LBocZFy9Y86X4kRIumhkaqnMnMpKS+3aFj5AjjM2ERwVQWV5gbjBBdpLqzzlopdRrwMhDv3KQBBewHLtdaf9vtAJT6k/PbYcDFwL+B3UCF1vpZpdRc4G6M5EQOEA1cAQwBbtBav9DmWFaMmSIjgL8DJRitXVOBCVrrbs/AUEpVhIeHhx+qbkBubi7AYTtMCHGkbrnlFl588UVqamoOWbjTW5Tsr6C8EXyxk57ae11QvO1ndNemXdz8ynpQistH+HH+VaeaHZIQ/cLW3DLu/MciAN57YHaf7TzQ1gf//po3NjUR6GjkncfOxSodooRg95bd/O7l9QA8e80Y0rLSzQ3IjWoqqrn4vu/RysIdx8ZyzOnTzA5JiLY6vOPZnSUkaK2/VEqlAydiJBwUsAP4Rmtdd4SB/a3dn69yfs0FngU2AFuByzBaqDZizPi4XWv9Rbv47Eqp2cBjwO8wuo4sx0iuyPIR4dHq6+sJDPylO0dpaSn/+c9/mD59utcnLwDsdgdgQcpfHN6gEYOYGLyUlXUhfLKhkjNq6wmQri1CuN3+MuNjTGiQb79IXgCMnzSENzZtpN7iz84NOxk6TrofCZG326iDprSDxIFJJkfjXiERoSRQRwEhbNySzzGnd76PEGbrVgIDQGvdCHzhfPSY1vqwlzNa61XAGd04XjlwtfMhhNeYPHkyJ5xwAsOGDaOwsJBXXnmFqqoq/vznP5sdmkvYWjqQSAKjU3Mvnc7qF1dRZQnkvde+44obz+x8JyFEjxQWGgWY+0MBzxYDRwwk2LGSWksAa1ZlSwJDCKBcG0s5I30d+Pn33SKeLQZHWimogB37D11sXghPIpX0hPAQs2fP5osvvuCWW27hkUceIS0tjXnz5jFz5kyzQ3OJliYk0oGkc2lD05gWYRQ9/WpnA9Xlsj5dCHfLXm5MGQ8qLTA5kt5jsVgYnhYJwF7/WJOjEcIzlGmjd2pKeoLJkfSOYRkxAOyxBWBrknKBwvMdcgaGUmr+ERxPa62P70E8QvRbjzzyyAGtafsau/Orj1Xypl0x98rjWPbEYuos/nzw8Qquuuo4s0MSok8rqTXepaID+9d71PiJg1mxdwPrdpbgcGgpsiz6vULncrKE6GCTI+kd4yZnwapVNFt82bFlD8PGZJgdkhCHdbglJIMwinQKIUSPaK2xOyd8+UiRuC6JT43npKxQvtxez7yd9Zxb00h4iL/ZYQnRZ5U3W8AC8f1oCQnA+KFxAFTWNLErv5LBKRHmBiSEyYqcCYz+8l6QNCiJqJD1lNU0k12tGGZ2QEJ04pC3GbTW6Vrrgd199GbwnkAphcMhvZOFOByHQ6OdhYR9/LpdeqeH53aglHfeUbz0slkEB/pS32jjw/k7zA5HiD7L4XBQjpEgjI8PNzma3pUYE0xchNEycsn3q02ORgjz7cvdD0BYfZnJkfQOi8XC8AxjCdmWnP7xmoV361/zJN3A39+fxsZG7HZ754OF6Kfsjl8mc/n5994sArvdTkNDAwEBAb12TlcKCfLj3GMHA/DFol38/OMakyMSom8qLSzFZjGSq8mp/asWhFKKwQ7jomXVpnyToxHCXJWlldRbjMKd8RH9pwPYsPQoQBIYwjv07q3QPigsLIyysjIKCgpITEzsE+0uhXA1m7OCpwKsvVTE0263U1BgFOMLDQ3tlXO6wxkzBvHjshz2ltbz98928kBEUI87BdTUNbE9t4y13/3M7qIa8uos1HPge1e0pZlZ45I49dwZhAT2j5aSov/at7uw9fvk9EQTIzHHhJFJ/PRTBbn2IGoqqgmJ8N73TCF6YvfWPa3fpw1JNTGS3jU0JQyA4vJ68ncXkDSw/70PCu8hCYweCgwMJD4+nqKiImpqavD398dikYktQrTV1GynvtGGRSn27Kl0+/kcDgeNjY1orYmPjycw0HvvogT4+XDXBcO587kl1FgCuO+NNfw9MozEbl5k2ZqaWbE+jx83FrNicyE2u8ZIKYV2OBevlgDeWFPNuxvmMXVUEqcdPZBhA6Nc8pqE8DQFeSUA+DuaCI+NMDcYExw1ayzPLpmPQ1lZ9uNajj9nhtkhCWGKPc5kZpCjkaj4/vM7b2ByOL4OG80WH9Yu2yIJDOHRJIHhAlFRUQQGBlJdXU1DQwNaS+1TIdravWMfOVUOQqyaoye5v1SO1WolKiqK0NBQr05etEgZnMJdc0by13e3UGUJ5J5/zOeJP59JaGTnd0krSyv5zyvfsqTAQY3ll6U0FgVxfjaSrA0MjA8hOioY5axT4nA4WLu9mPVNoTQ2O/jfmjz+tyaPUwcorv3NbHx85VeH6FsK91cBEKmaTI7EHGHR4Qyw1JKrQ1m5IY/jzzE7IiHMsbegEvAlxtK/3gv8/P1I8alntyOUTTv3M9vsgIQ4DPkU6iKBgYF94kJJCHd4/42lLKwIZLhvNRefN8vscLzSqCkj+F1xJY/PL6JQhXDn/Z9y1uRkjjtzKv6BB9f4sDXb+O/r3/LRphrqLP6tsyxGZ0Rz4pQ0jhqZSID/oX8FnAnUNTSzeF0+Xyzexe78Kr7eo9l217vc9bsTiU+Nd9MrFaL31ccmQ84+kgbEmR2KaUYnB5GbB5vL5SaM6L8KKxoAXxKC+99s6sxYf3YXQXa5zexQhDgsSWAIIdyuvM74ZRgRKDVieuKY06dRXPw1r29sYh+hPL+8ileXfc5x04cyYlA0SkHtrt3UVdfy5doSilQIWPzxdTRzXKLmzLOnMGDIgC6fLyjAl5OmpDFrXDLPPPZfFpQFsMsRyi1PLODm0zI46oSJbny1QvSe4hrjPSo5PcHkSMwzeXImn+ftoswSTO7WHNKy0s0OSYheV1ivQEFSdP+7KTkyK5Fvi0rJ18HUVtUQHBZidkhCdEgSGEIIt6t0zsSMCvUzN5A+4LwrTyX2i5/4cvEutjYFU6/8+HLJbr5csvvAgcr44DEpuJZrrjq22zUz2vLz8+H2uy9k5IcLeGlJCTWWAB76ag9/sDuYdvLknrwcITzC/vI6AOIig0yOxDwjJw8j8MMt1Fv8+WnRJklgiH7H4XBQqgNAQUpy/6l/0WLsUSPgfwvRysL6n7cw9aRJZockRIe6ncBQSlmBMR08Va613t3BdiFEP1fpsIIFovvxxYErHXP6NI45fRpFe4v43/oiFm0ppayqAQBbbS04HCT7NjH3nLGMnjrSZec9+bxZDBm+m/teWkqJJZgn5uUSHRfe464oQpjJ4XCwv6QGgLiI3mvz7Gl8fH3ICrGxps6frdVyf0v0P6XldTQ72ylnjHB/vS5PExkXSayjhmJLCBs275UEhvBYh/0NpZSKApYAH2qt/+zcHAGsBNovkqxQSg3WWpe7PEohhNdyOBxUK+OiICYmzORo+pb41HguSI3ngtN675wDhw/kbzf69rgrihCeomJ/BQ024yNNaH0lkGJuQCaaecbRrHlvLVtKbNjsDnys/a8OgOi/8svqAVAKBgxONjkac2SEK4qrYUdBndmhCHFInf1muhJIB/7RwXNvAvc5H/cDIcBcF8YmhOgDyotKcSij9kVcQv+bktkXtXRF8XU0U2UJ5MF3NlDX0Gx2WEIckbzd+a3fJ/fz1oHjhhpFTOsbbWzLlftRon/ZV+yciRUZhJ9v/6zZNWKIUQdoD6E4HFLQV3imzuYIngp8qbUu7uC517XW81v+oJQaBpwGPOnC+IQQXq4or6T1+/jUWBMjEa40asoIbimr5fEfCsgpqeeR/6zknl8fhdWizA5NiG7JzzM+4vg5momIjTA3GJNFhweSnhhGTkEVqzblM2JQtNkhHWTptyv4ZP42nLWh8Y+Owjc8jLjIIDKSw0lQtQwdnkZ4dLi5gQqvsyfXeC9Iju2/xSsnnTiZV1b9QJ0N8vZXMyBBZs4Kz9NZAmMU8GgXj7UCuL1n4Qgh+poqhy8AVjSRcTIDoy+Zeepk6iNzefaDtazeup93v93KJacMMzssIbqlaH8VABGqEYtFlkwMC3eQUwD/+3EDl58xyuxwWu3eksO/3ljMxqZQIPSXJ0qaoaQUKGX+yr3Gtk92MzagmjtuO0MSGaLLdq7dDoQSWrIXmGp2OKZIigkmPMSPypomNmSXSgJDeKTOflNHAiXtttUANwFb220vdo4XQohWVRgJjOjIILk46INOPiqNM2cMAuC977ax+OtlJkckRPfsd657j/aT6dIAU4cZM+X2q2C2rGz/Ua/31dXU8dRD73PrS6udyQsYQDWzk2zMTrJx7oQYLjxhCEePTiK+TRHWtQ2h3HT/V2xcttms0IWX2d9kLBtJiu6/BceVUozJNN4DVm/K72S0EObobAZGLXBA6lpr3Qg818HYMEAqvgghDlBS4bw4CO9/PdX7i7mnj2D1TxvJswfx7Lc5ZA5PIz4tweywhOiS4lpjLUJ0UP9c897emGkjifzvJsotQXz3w3qGTcwyLZa6hmbufuQrdtb5g4JwRz0XTY7j1AvPOGRCvKqsiq/+u4h3tzRSbgniT+9t5eKNuZx35cmSRBeH1FjfQIUKACA1NcbkaMw1PFyzEFi7pYCmhkb8AvpvdybhmTp7J88GjurisaY6xwshRKv9ZUZeMzZSEhh9la+PhT/+ehr+jiZqLQE88Oz32JptZoclRJeUNBofhRKig02OxDNYLBamJBkz55YX2nE4HKbEUVPXxD0vLmVnnRHLKQnN/OtvZ3LaRccdNhERFhXGnGtO4/4Ls4h01GFXVv6zuYnH7n/PtNciPF/u9r1oZfy/Gjik/3YiAhg/ynj9TRZf1izZYHI0QhysswTGN8CvlFJDDjdIKZUF/Ar42lWBCSH6hpzVxvTdoLJCkyMR7pQ2NI1rpxsdDHY7QvnX05+YG5AQXWCz2SlrueuaLKtgW5x40hgAKi1BrF64rtfPX17VwF3/XMK2PeUoBTedO4ob7zyPoJCuT+0fOWU4z/xpNqP8qgFYXBnEa/+e38leor/K3Wksl/Bx2Pp9W/DE9ETitdGRZfmq3SZHI8TBOktg/ANoAL5RSh3X0QCl1PHAPIzlJs+6NjwhhLcrsxnTsqMDpTtFX3fSucdwTGQDAF/n+7BywRqTIxLi8MqqG7E72zwPGicFaFsMGZNJgvMC5oeFvVsHoyi3kNvu/YTd+VVYLYo7LpnASdMGHdGxwqPDuf+Bi5kYZLyWj7fU8sOKPa4MV/QRe/cZbYOjVQNWH1lONiLWqDKwsbDJ5EiEONhhExha6yJgDhALfKeU2qWU+lgp9brz6y7gWyAGmOMcL4QQANhtdqqUsXYyPl4qwfcHN91+tnHhoxTPfbqFhtp6s0MS4pAKimsBsChIlhkYB5iabiypWV1uxdbU3CvnrC6v5k9P/0AJgVi1gz9cOp6Z43o2nd9isfB/f76QMZlGXYNn3l/Luu3FrghX9CH5pcZy1/gAKeYLMGlsGgD5BFOSLz8vwrN0Ws1Iaz0PmAx8AiQCZwGXOb8mAh8Dk7XW37ovTCGENyrZV9x6dzMpNdbkaERv8A/05+YLx2HRDkoswbz0T1lZKDxXfqmRwIiJDMJX7roe4KTZEwGos/izfNk2t5+vqbGJvz70KYUqBKUd3DwrlqljXFOLwM/Ph/+7YjJpCaHYHZoHXlnqER1WhOcorDXqoyRGSMFKgIkzx+DjsIFSLP2x95eRdUdxWQ3LNxWyp7AKu0MSUP1BZ11IANBabwbOVUr5A5kYHUeqgB3OriRCCHGQfbm/TMpKSk8yMRLRm0ZOGc5JCzczr9DC90U+nLK3nMxUubstPM/uTbsAiA+W5EV7KYNTGBq/iW1FDSzLa2KaG8/lcDh49MEP2W432qReNjKAY8+c7tJzBAf68perp3L7Y99R3qh58K01PJMWT0SsvDcJqAiKhtomMseb13XHkwQEB5LhV882WyhrthVxhtkBdaC2qoY3/vUN3+YrbM6bZX6+VtJiAoivK+a46UOZMGusdB/qg7r0L6qUsiil4gG01hu11j85v/YoeaGUSlRKPayU+lEpVa2U0kqpWYcYe6ZSarVSqkEptUcp9Rel1EEJGKVUhFLqX0qpYqVUrVJqvlJqbE/iFEIcmcL8UgACHE2ERoaaHI3oTdfccjYDEkJxODT/eG8tzTap/i88zx5n4b6wKlkB25Hjpxs13JduyKex2e6287z89CcsqzGWrJyS0Mz5V53qlvPERgbyx3My8XHYqLAE8fDjX0pnEkFNfTOVtUath7TMZJOj8Ryj08IA2FLti9aeM7PBbrPz2Zvfcc1fvuCrAh9syorCiK+p2c6OgloWVwZx35d7ufL2d3n56Y/Jz8k3OWrhSp0mMJRSfwRKgXygSin1plKq62WgD28o8AcgBVh/mBhOxVjCUgbc5Pz+HuDJduMswJcYdTueAX4PxAMLlFIZLopZCNFFhfurAIhQUgSqv/Hz9TGWkijIKajivXmbzA5JiIMUNxrFhROjXfWxpm+ZNjoJq0VR32hn5Wb3JHm+enc+n+cZd08nBNVww+2/cst5WgyfNIxLx4QAsKk5lLde/MKt5xOeL7+4pvX75NgQEyPxLNNPmABAjcWfnIIqk6Mx1FXX8ce73+GlNXVUWwKxajsnxTXx5t3H89JdJ/B/V0zizJFhJGN0HyqzBPPpHgvX/2MZ/3ryI+w29yViRe85bAJDKXUZ8CDgB6wGKoCLMJIDrrAKiNFaZwKPHWbc34E1wMla65e01r8DHgJ+o5TKbDPuPGAacLnW+j6t9XPALEADf3FRzEKILiqpNDpSRPl5TuZe9J4hAyI5a6aRO/5g/k62r9thckRC/MJus1OG0UI1OTHK5Gg8U3iIP6NTjdlzn76/0OXH37e/mldWVAAwyFLN/911Xq9M9z7n8hNbO5N8uMPGmsWHvIcm+oFdW3IBCA30ITTIz+RoPMfAzCRiIgIBWLNtv8nRQFVZFX+49yO22oz3pNH+1Tx93QRu+sP5hEWFkhAdzLTRSVxz5bG88PilPHrRUGZFNRDkaEQrC5/nWfnD3e9QVlhm8isRPdXZb4lrgb3AUK31JCAV+By4RCkV3NOTa62rtdalhxujlBoODAde1Fq3TZs9jxH/uW22nYcxU+TTNucoBt4HzlZK+fY0ZiFE19VFxgOQPLB/91Tvzy46PoNIRx0OZeGFt5bJdG3hMQpzC7FZjJWoAzISTI7Gcx2dZMxS2dIQyOaVW1x23MZmO4/8ZyVNWAn31fz51pPxD+ydAooWi4U77jyLWEctDmXl8f9uoqK4vFfOLTxP9vqdAEQ1yP+BtpRSjB8aB8CabeZ2IinfX8HvH/icHG0kL+YMsfDAg5eSNjTtkPsMm5jF7XdfyOv3n8HR4UaXmW22UG75xyK25koSw5t1lsAYBbyktc4D0Fo3AQ9gzMjorSo345xfV7bdqLXOB/LaPN8ydpU+eKHWciAUGNz+4EqpisM9AOn9KMQRKjUmYJAy5NC/YETfFhgcyOUzjE4CO+yhzP9kickRCWHI3bnP+EZrBgx2TbeLvuiEs2cQ4zC6tbzz8SqXHfflTzeyO78Ki0Xxf9fOICapdztVBYeF8IfLJ+DjsFFpCeKxJ7/s1fMLz5FfbnxYiQ+WYo/tjR1szE7buHM/ddV1psRQXt3An19fzT6MDkVzRwVwyXVdLysaEBzIH++5iGvHB+OnHJQ3wh+fXcxP66Uuhrfq7Cc1FMhpty2nzXO9oeXWbUEHzxUASe3GHmoc7cYKIdysuKIegLioQJMjEWY67uyjybQa61HfWJRHQ229yREJAXl5JQCE63oCguU96lCsPlbOGhcDwLr6YHY5O7f0xJfvL2De0hwALj0lixGDont8zCMxdNzQ1noY6xtDWb1Nirn2R/sbjFlGSfJZ5SCjUkNR2oFNK36ev7rXz9/UbOevL/1MbmE1VovixmPiOXfuyUd0rDMuOYGn7jyB1HijnfLjb61i0/ZCF0csekNnCQwFtJ/v2/Ln3kpTtrybdNTxpKHN8y1jDzWOdmMB0FpHHO4BVPYgdiH6rZqaemrrmwGIjZAPBf2ZxWLh+kumYNEOyi1BvPnyPLNDEoL8/UYNhBgfKerWmdkXziLCUYdWFt55/+ceHWvn+mz+vdRIHo2K9+XcYzM72cO9zrn8REakGZNtX/50Iza7LHPrT+w2OyXaqIWTmiy1cNqLiI0kzWLMwFq4MrfXz/+vD9ewa18lFgV3XTmZk8/qWUPn1PhQHvrN0STFBNNkc3DvPxeRvbHnSVnRu7qShJiolPpVywM43bl9etvtbZ53tZZbdR0tjAxo83zL2EONo91YIYQb5W375RddhNVmYiTCEwwZk8kxMUY3mq9y7NLSTJiupNnofBEfYjU5Es/n5+/H7OFGS8Xl1QHs23VkP7/F+4q579XlNFl8CXXUc/vlk7FYlCtD7TaLxcJ15xkdk/YW1fDlkt2mxiN6175d+1pr4aRnSL2ujkzPMhI7G2r8e3UZyRdv/8A3K42lfpeeOozJw11Tqyg8xJ8/XTaWIEcj9RY/7n1lGcX7zK3xIbqnKwmMm4EP2jz+7dz+13bbP3R+dbWW5R8dvaskYhTtbDv2UONoN1YI4Ub5zunZVm0nJsGc6cHCs/z6ulMIdjTQbPHlxZd/NDsc0c9VBEYCMHTGBJMj8Q7nXHwcIY4GHMrKO293vyNJbVUN9zzxDeWWIHwcNu48dzjRCTFuiLT7BiaFc/LUdADe+nyDXMz0I1s3GAkrq7YzaMRAk6PxTCeefhQW7aDJ4sv/vlrWK+fM3riLV1cYRVWH+FTzq1kHlTHskdSUGP74q6H4OGyUW4K454lvTKvxIbqvswTGlcBVHTyu7OC5lj+72lrn14ltNyqlkoCUNs+3jJ2glGqfzp8C1AA73RCfEKIDRUXG6qtw3YDVR+5wCgiPDuf80cZU7dX1IWzefdgmVEK4jcOhKSg1PqwmxfVWSS/vFhAcyEmDjAmtP5X7U1Hd0Mkev7A127jvwU/Iw1hPf+OMOMZNH+2uUI/IJScNJVA3U+9Q/Otf35kdjugl2buNmy0Jqg4fP2lW2JGohCiG+hnLSP63Zp/bz1dXU8fD/17aOlPr/24+GavV9ZULxs0Yw29mxILW5BHK00982vlOwiMc9n+D1vr17j5cHaDWehOwFbhWKdX2KugGjHoc/22z7UOMQp1ntWxQSsUA5wOfaq2bXR2fEKJj+8uMX3aRPrKeWPzi7MtOZHCKkcT41ycbsDvaN40Swv3KqxtoajZqXyTF9LgrfL9x3qXHEexvpRkL73y7jYObvh3M4XDw+EMfsLnZ2f5wqC8n/GqGu0PttvDQAM4eaiRofq4OYv3SjSZHJHrD3hrj/3BqiHQgOZwZo43lG1ubgqh0c8vhfzzxKYXK6Dhy6xlD3Nqh6MRfzeTsNOP/wE9VQSz9doXbziVcp0s/rUqpWKXUFKVUhqsDUEr9SSn1J4wkA8Blzm2/bTPsTmA88I1S6hql1NPAXcCLWuvtbcZ9CPwMvKGUukcp9RtgAcbr/KurYxdCHFpJtVHvIDpQPhSIX1h9rFx3jnHnNTuvku+X935RMCGy1xsTMhWa+Kggk6PxHqGRoZztLLr51U85vPLZRhyOQyepm212nn1jKYsrjb/j42Maufi60w853mwXXHky8boGlOJf/1172Ncm+oYiH6O2y6hjxpsciWc79rSj8HXYsCsr33/Rs0K+h7Nk3jKWON8vzkyDSce5/9/lit+cQQpGp7R/fr2T2qoat59T9MxhryyUUhal1AsYtSV+ArYrpRYrpVyZCvub83Gx889XOf98R8sArfUXwK+AaOAZ5/f3A79reyCttR2YDbzvfO4xoBg4Vmsty0eE6EVlztnFMeEd1dUV/VlWehTHTkgB4NX/rnb73Rwh2svdkQdAqKMBfz8fk6PxLucdl8kx44yf308X7uLhv72LrfngQs2FpbX8/plFfLfBmKI/LrCGm+48t1dj7S4fP1+uOtlI0OTqUBZ8/pPJEQl3qqlrYn+5Ud9/8ED33eXvC0LCQxgdZcxUWFUV0MnoI1NTUc0L3xgdQQZQzdzfnOGW87Tn4+vDLZdOwqrtlFuC+PebS3rlvOLIdXZr9LfAtUAh8BGwAZgGvOiqALTW6hCP9HbjPtFaj9NaB2itU7XWf9FaH/QbU2tdrrW+Wmsdo7UO1lofq7Xu/cbFQvRz5Q7joiAuOsTkSIQnuuzEwfg5mql1WHnpxW/MDkf0M/n7jbttsT6ysrS7fKwWbr14PDMHGu2xl1YFc9+977Evex/5u/LJ35XPNx8t4pYnFrAzz2h/eOnJQ/nLX+d4RT2kaSdPJtNq/P9453+52G3SZrev2p1f1fp9emKYiZF4h9nnTgdg494qyqq6XgOnq156fSEVliCs2s4tVxyFj2/vJZeHjhvKGYONG27f7Wpgy+6yXju36L7OEhiXA1uAYVrr87XWY4FXgDOUUhFujk0I4aUaG5qoVkaGPiEx0uRohCeKjQ1n9kDjw8nCMn+2r9neyR5CuE5hpbHELS7Y8y+oPZHVorj9NycwK8q4iFlTH8L1z6/kuudWcN1zK3h2SRm1DTYiQvy577ppXHhSllckL1rMPWcsAIUqhK/fl45JfdWGn9YBRivloAAp4NmZcUPiCAn0RWtYvNa1xTw37Spl/h7jvvRZg/3IHO3ariNdccV1pzIoKRyt4en31rTWSRKep7MExlDgNa11dZttzwBWYIjbohJCeLWymiZwNgMakCVtyUTHLr3mFKIctWhl4Z9vL5f15qLXFDca708JUv/iiFksFm79v/OZnWhD6YN/dgdaqnny5hmMyfS+qfmjp45klJ/x0fe/a8ux2eW9qS/aubMQgPjmCnMD8RK+PhaOHpMEwA8Lt7rsuI3Ndv7x3hoABqeEc/l1s1127O7wsVq4ec44rBbFvuIaXn93qSlxiM51NjcnGMhvty2/zXNCCHGQkopfphYmJEeZGInwZP6BAVwxawBPLixlpyOU7z9exEnnHmN2WKKPczgclOkAUJCSJDPEesJisXDDHedyfn4x1RW/FL7z8fUhOSMZi8V7izjPnXMUd7yxiRK7Hz+s2MPJR6WbHZJwsb01gIL0OElkdtWUJF++AXaV29i1aReDRgzq8TFff385+SW1+FgVN88Z75aWqV01KDmcc6YN4MPFuXy+ppjJGRsZM22kafGIjnXlf0j7Hlktf1YujkUI0UcUV9QBEBXmj68XTRsWve+4s6Yz1Me40/mfxfk01NabHJHo64r2FNFsMe7fDBiUYHI0fUNMUiwDhw9sfaRmpnp18gJgyJjBHDcpFYB3vt1Go0wn71Ma6xvZj1HHZfCgOJOj8R7jp2QR5jB+T7/zQc+7kaxZtI4vVhkzYc6bOdAjapHMOSWLOEcNWll45sN1NNY3mh2SaKcrv11mK6Vua3kAN2AkMc5vu935uNW94QohvEHebuOXUXSIn8mRCG9w/SVTsWg7FZYg3vjX12aHI/q4PTt/Wbs9YEiqiZEIT3fxSVn4WC2UVjbw+XzXTZkX5tuxPhuHMm6wZI3OMDka72H1sXL6sFAAllUFsmvTriM+VmN9A898tBGtLMTrGs473jOqE/gHBvDbc0ehtIMiFcK/n//C7JBEO11JYFwM/L3N4z6M2RfXtdve8hBC9HN7Nhpdi4NK269AE+Jgg0dncGysUbzrm30WSipkFoZwn6I6YyJpuGoiKESmjotDi4sK4qSx8QC8P28TVWVVnewhvMX2rXsBCHI0Ej8g3uRovMuvLjuBCEcdWll49e0jbzX88rNfUGwJQWkHvzt/DP6B/i6MsmfGTR/NcbFGl6p5+yxsXrnF5IhEW50lMI7t5uM4t0UqhPAaZfVGwbOYUJmBIbrmqutOITzQhyatePWLTWaHI/qwcqtRwmvAoCSTIxHe4NyZ6fg6mqm3+PPWv78zOxzhIrv2lgOQ7Nvk9cudept/oD/njo8GYG1DKJuWb+72MTYs28Q3BcYMmBPjbYye6nl1Jq696XSiHLU4lIWn316NrUnabnuKw/7Eaq3/191HbwUuhPBcZc3GW0tsVKDJkQhvERYVxtwzRwGwcM0+Nu0qNTki0VfllxjFJpNipRa56FxcShzHJRqzdr7fpyktKDY5IuEKeyqMWX8DIuVGy5E4fc5xxDmM99LX/ruqW/s2NTbxj/fWopWFGEct1/z2dHeE2GNBIUH89ows0Jp8FcJ/XvzK7JCEk6QchRAu5XA4qMSYBhgfF2FuMMKrHDcxlSEDIgB4/j9LsTXbzA1I9Em5BcYygJS4EJMjEd7isitPJMDRRJPFl9f//YPZ4Yge0lpTaDF+/gdnSAHPI+Hj68OF01MA2GoLY9XiDV3e9+VnPqNQhYDW/Pac4QQEe+7NrknHjWd6hLGs9YvdNsoqak2OSIAkMIQQLlZaUIrNWeE/KSXG5GiEN7FYFNecPgyAPVV2vnh3vskRib6mpqKaffuNu4YpQe2brAnRsfDYCE5JN36vLSz1Y1/2vk72EJ5sf3k99XajmeLomeNNjsZ7nXDODAb4NQHw/toKtO78PfX9b7fwdYEvAMfGNDJh5lh3hugS191wCsFWTZPy4Y1528wORyAJDCGEi+3LKWz9Pik90cRIhDfKyohjbIDRVvW/q0ulfZlwqW3rskEZFy4ZaZJgFV130VUnE+JowK6svPYfWTHtzXbtqwTAz8dCcqzMxDpSFouFa6+cBcDm3WW8/uVm7HZHh2O11vzn6y3855vtAGQFNvCbm8/spUh7JiI2kivOGQvADyv2si23zNyAhCQwhBCuVZhfAoCfo5mwaPP7eQvvc+XF01DaQYUliP++8b3Z4Yg+ZPs24855uKOeyLhIk6MR3iQoNIgzhxkXu8uqAsneeOTtI4W5WhIYaYlhWK1yKdQTY4bEctTIBAD+++NObv/TBxTlFh4wxuFw8OIHq3n/eyN5MXVUIg/+9TyPXjrS3klT0hiUFA7Aix+uxW6zmxxR/yY/tUIIlyoqrQMgQjVKZW9xRAaNGMSUMGPN6Wdba6itqjE5ItFX7M43LlyS/aW+iui+tu0jP/i5wOxwxBFav9AoOpmI1DNwhT9cPomzj8kAILspgJuf+h+fv/097738FQ/d+w7X3/42Xy7LA+DYCSn84bKJ+PpYzQy526wWxTVnG51SduRX8+lbcnPFTHJ1IYRwqYoIozVhRlaayZEIb3bl5bOwaju1lgDefVVaFwrX2FttTG9Oi/GeO3/Cc/gH+nPFBVMAWLKlpPVOvvAu++qNi+eUYKmD4wo+Vgu/PnMkN02LwN/RRK0lgH+tquXNLc38VBVEgSUUgBlxdm6ZM95rZ72MzIhhbKBxQ+X9tRVUlVWZHFH/5Z3/g4QQHmtvkVG/IF3Wl4seSBqUxMwYo+f6vBwblcUV5gYkvJ6tqZlCh5G4GDxQ3p/EkTl2ykAGJBgXZP/5eovJ0YjuKt5XTKXFeB/IzEwyOZq+5aRzj+Hx6yaRgvE5MNRRzzDfak5JaOaOY2O5486zsViUyVH2zPVXHYuvw0atJYBXXvza7HD6LR+zAxBC9B1aa/Y4Exip8aEmRyO83eVXHs+SRxfQYPHjP6/P57d3/MrskIQX27Vpd2uHpKxRA02ORngrq0Vx6SnDePC15azcUsTKheuYOHOM2WGJLlr43WoAfB3NjJyUZXI0fU9aVjr/fDyduuo6gkKDzA7H5ZIHJXHKAMXnebCg2Jcz1mczeHSG2WH1OzIDQwjhMoV791PfaKwtT4mWKdqiZ2ISYzgx3Wi3tqDEj7KqBpMjEt5s2+Y9APg7mkgZnGJyNMKbHTUygQF+Roek1z/bgMPRcecF4XlWbC0GYFhgg1cVkfQ2fTF50eLya08lwlGHQ1l54a2lZofTL0kCQwjhMjs2GFXZlXaQFNN3f3mJ3nP5dbMJC/ajsdnO619uNjsc4cUKfYyuSAMifKXAsOgRpRQXH2PUecrRoSz66meTIxJdUVddx7ZGI2kxeXi8ydEIbxUQHMhlRxvLj7bZQpn/6WKTI+p/5De4EMJlcnKNOxvRuh7/wACToxF9QVCAL5fPHgbA/JV72bK71OSIhLfaU2HMDhs2Rqb7ip47+pQpZFiMJZNvzd8tbRW9wE/frcJm8UFpBzNOnGB2OMKLnfCrGQx2/vy/vmAPTY1NJkfUv0gCQwjhMnv3G9WZEwJkOq1wnRMmpzEo0aip8vRz38iFgug2rXVrC9WBSeEmRyP6iivOHAVAgQrh2/8uNDka0Zml641WngOttUTFR5kcjfBmFouFGy6ejEVryizBfL4k1+yQ+hVJYAghXKagxkhcJEf6mxyJ6EusFsWlEyIA2KeD+eQ/0n9ddE9JSRWVNcYdskHJksAQrjFuxhhG+Bp3Yd/9uYDG+kaTIxKHYndotjkiAJg2Id3UWETfMGTcEE6baczoe+/7bVKnqxdJAkMI4RIOh4Miu5G4SEuONDka0ddMOnY845z91z9YX0FlaaXJEQlvsnHpBgAs2kGK1OcRLnTVhZNR2kGZJZi3X55ndjjiELbmlFFZayQxZ5003uRoRF9x8clZhAX7Ud8odbp6kyQwhBAuUbyvmAaLHwADB0tvdeF61199LL6OZmf/dblQEF23c9d+AOKow8/f1+RoRF8yZNwQZkQaMy++2G2jtLzW5IhER5ZtKgQgPTGM+ChJYgrXCAk8sE7Xqv+tNTegfkISGEIIl9i52bn+T2sGjUg3NRbRNyWlJ/H/7d13fJXl/f/x1+dkQ0LYe++poAiIAxQHIlW01VorzmqXv9bxtX6tdbSuar9WbWtrq9a9F1oXigJVNsoQ2XskQELI3ue+fn/cJxBiwghJzjnJ+/l45JFw3fd1n8/RK3fu+3Ou+3Od0yMGgNmZ8axbvj7MEUm02Ly7EIBuyWEORBqla392Ns1jHaUWy/Mfrwl3OFKF53l8OW8tAKMGtw9zNNLYTDihO53wZ4g++d4K1elqAFGRwDCz8WbmavgaWGXfsWb2pZkVmtlOM3vMzJRqFalnadn+1MzWFNMsWb9yUj+mXjuRVl4hngV44sX5eJ4KxsqhbS/yL3d6dkwJcyTSGLVs14orpwwH/E9h12zJCm9AcoD1yzeQUeKfA45t5cIcjTQ2sTEBrp3sz8LYQQrTXvg0zBE1flGRwKjkUWBqla+0io1mNhz4DEgEbgKeAn4KvNbAcYo0ORmx/o1B3yG9whyJNGaJzZOYekoXANYGU5j57pwwRySRLm9vHlmhzzH69e0U5miksTpzdI99BWKfeGOJPoWNIP+dvQKAFl4RQ0cPDnM00hgdWKcrR3W66lm0JTBmO+derPKVW2n7/cAeYLxz7gnn3O+A64HJZnZ6WCIOgy3pufz9zWWUlZaFOxRpQrbt8iuxd9cnnFLPJkw5mX4x/nh7ZXk+ZbpRkINYs2w9mAEwaETfMEcjjVVMwLhuylAA1qfn8+5LWi0pUny11a9LckwrRyAQbbc+Ei1Up6vhRN1vsZmlmFlsNe0tgDOB551z+ZU2PQ/kAxc3UIhhlZNfwh3/nMtH8zZzx52vUVxQFO6QpImoSGB066AEhtSvQCDA//v5WcQEjF25pUybvSHcIUkEW7vGn6iZ6hXSsp1WSJL6M6R3232fwr6+NJvcrNxD9JD6tvrrNWzHvy4ZO1IzRKX++HW6/Fvr2ZnxrF22LswRNV7RlsB4AcgFiszsEzMbVmnbMCAWWFy5g3OuFFgKjKjugGaWfbAvIKoWjG/RPJ7T+/sn6m/LUrjt7jcpyM0/RC+Ro5OZlkFOvl8Do3NytJ1WJBr16tWeySf3BuD1GWvZk6NkrVRvU7p/E9k1QTN1pP797OrTiPPKQ5/CfhTucJo0z/N44pVFALTxChg9QcunSv2aeu05++p0/fWFBXqUrJ5Ey51GKfAm8GvgfOD3wCjgSzPrH9qn4sHW9Gr6pwNNYl1HM+PKS0/i+6Ek83qvBbf+YZqexZJ6taFiBRKgW+eoyvlJFLvkrAGkJsdTXBrk74/rRkGqty2hHQCDj+sX5kikKejcuzMTu/uPLM3KiGf9cs0QC5dP3prNBs//UO/K03sQnxAf5oiksUtsnsQ1E3oAsNml8OGcjWGOqHGKigSGc26uc+4i59y/nXPvOefuBcYBzYC7Qrslhb6XVHOI4krbqx675cG+gKi887/y+vP58cBYcI4tLoXf3Pc+WTv3hDssaaQ2bdoFQEuvkOYttE6hNIzkpDguOsZPmC3cE8Pc6QvDHJFEmrTMfHZk+s+/jxnT/xB7i9SNy687h5ahT2H/8dI8nNPKFw2tuLScl+bvBmBQXB7jv3dSmCOSpmLc5LGcNsxPnD//8Rp27ikIc0SNT1QkMKrjnFsGzAAmhJoq5g8nVLN7YqXtTcYl157LNSOaYc4jzZK55cGP2bVlZ7jDkkZo205/inbHeE2Vk4Y1+fzRdMWvv/LExxv0yJwcYPGqUHI1OYG+XVuGNxhpMhKbJzH1ZH/i79ryFGa+p9WSGto7szaQTSIxOH42dWy4w5Em5rqLR9K6RQLFpUH+9sZSJTHrWNQmMEK2Aa1DP1c8OlLdGmmdqLTcalMyZepZ/HJsKwIuyO5AMr95bCa7MvPCHZY0Mjty/cRF55ZxYY5EmpqY2BhuvGwUMS7I3kAz/vHXD8IdkkSQL2cuB2BEn1YEAhbmaKQpOeOCU/atlvTcrK2UlpSGOaKmY/feQt783C+gOOW0fvQe0jvMEUlTk9wsnl98/1gAlq3L5M1np4c5osYl2hMYvYGM0M8rgHJgZOUdzCweGI5fyLNJOvsH47np9I7EuiBZ1oz//cc80jL0KaXUnV3lfuKie6eW4Q1EmqT+I/pzbnf/59l7Elg8a0l4A5KIkJ+dx9ps/1OvQQmFYY5GmppAIMDPLh1NAEdWoDnvzdly6E5y1DzP46m3l1JaFqR1iwQuPkOPjkl4jB7aiZGtygF4bXk+aRt2hDmixiMqEhhm1q6atpOB04DpAM65HPxHSqaaWeWH8KcCycAbDRBqxBo3eSx3XTmSpIQYMrOLuPXxL9mSruW95Ohl7coiP5AIQO8+HcMcjTRVV/x8Mp1cPpjx+LurtIS0MP/zJQQtBnMeY8/Q6gPS8PoP78fkU/oA8Oqneha+Js45yoMepSWl+748zzvi4+RkZHP77S8zb6X/2ebl5wyiWaJmhkr4XP+TcTTzSigJxPHIv2bWalzLd8WGO4DD9JqZFQJzgUxgKHBd6Oe7K+13e2ifWWb2FNAVuBn4yDk3o0EjjkDDj+nOPanJ3PXkfLLzSvjNnz/jt1P6cuxJww7dWaQGG1Zu3vdznyFaY13CIz4hnl/9cAS3v7aGzEBz/vW3//CrWy8Od1gSRgu/2Q40p2eggNQ2Wh1JwuPSswcyZ3kae3KK+ctrS7j3Z2MJBKLi88N6UVJUzNplG1i7ais7yhPZXhzL5vQcikoOrKGV4JXRKaaYHi1j6d2tFQMHd6fvMX1qXEnkm/nf8qfXlrM34K86Mjq5gPHHda339yNyMG06tuXKMe34+8JcVpen8N5LM5gy9axwhxX1LBqKipjZr4AfA32BFsBu/JkXdzvntlbZ92TgQeA4IBd4DbjNOVertLeZZaempqZmZ2fX/g1EmE1pOdz+2OfklQeI98q4dXIvRk04PtxhVcs5x/KlG1k4exnBYM1jNaVXD3r360zvLi1p3yoJMz3r3FD+89FS/jVjC6kx5bz40PfDHY40cY//6U0+3hmHAX+8/mQG92oT7pAkDDzPY+rNr5MbSOKCHo6rfzUl3CFJE7Zw5U7ueXoBAFMHx3HxNZPCHFHDycnI5pP/zGPV5r1sy3fsJgnPYmp1rBhz9OzSkt6dU2mbmkjutysBKCopZ3ZmHEGLIdYr57JjmvP9qybW5dsQqTXnHLf/9iW+KU0h0SvlbzedSoduHcIdVrSo9oYuKhIY4dQYExgA65dv4K5nFpEbSCLWK+emMztzyqQTwx3WPlm5xcxcvI0Zi7ayffeR1etonhhLh9K9dG8ZR59urRgwuDt9hvXW+t/15M8vf8XMr7YzekhHfnf16HCHI01cSVEJNz82my0ZRbRNTeTRm8aTmlzd4lTSmK1ctIpbX10LwMOXDaL/CD0HL+F19x0v81Vhc+K9Mv5y/Yl06dMl3CHVG89zLF+fwbtvfMHSTCgPfHfCd3OvmG7JxtAxQ+ndOZXWqYkUp6fjlZaCg507s9iwJYstWaXsKI+nKHDo83hrr4BbLx3B4BMG1cfbEqm1Xdt28f/+PJuiQAJD4/O4775Lm/RMrCOgBEZtNNYEBsDWtVv53T/msDfQjBgX5PJjm3PhFWeHLZ6SohJmfTCfzxZvY015Cl6lodkhroyk8uKaO7duS1pOGaXl1T9bFuuVMySpiDPH9uaks0cRGxctT09FNuccV9/7KZnZRfzk/KGcf2qfcIckwvbdedz06GyKSoIcP7A9d1w9mpgYXSg0JU899g7vbg3Q0ivkuYd/qAtFCbusnVn84sFPKQgkMiA2j4ceaHw3MM455n2TzrMfrCQ9c//E5zivnAGJRfRq34x+fdoz6Ni+tO/W/rDfv+d5pG/eyZa9pWzZU8LGHdnkFpRSuHl/YdTuqbH89JeTaNG6RZ2/L5G68O6Ln/LUEr+g9C9GpXDOD08Pc0RRQQmM2mjMCQyA9M3p3P7YTDICzQEYlVzAzbdMoVlyswaLYeXi1Xw4fRmLMo3CShn2lGZxjDuuK2ec0J0+XVse8jjBoMeOjHxWf7uFbxesZMveMtKqydq38Io489QBnHVKPzq3Ta7haHI4dqRl8bOHvwDgsZvG07uLnjOXyDD76+3830tfATClu8c1v74gzBHVj2B5kEWzlrB2bRoxzZrTvFfPfdsKt22jLKfmYs1xqS1o1q0bAAlxATo3g9492pLSKqW+w6531//Pi2xxKZycWsitd/4o3OGIAPDxGzN5fL7/O3n1sYlccHn4PjSqa98sWMlTby9lY3nzfW2DuqcyukUxZ005qVGcV0SOhud53Hrby6wuT6FFYgx/v+1MzRA9NCUwaqOxJzAAsjP28sDDH7CyzP/j0immhLtvmUTndvV3c5+dsZcP357L7DXZpFVaNMacR/+4AiYc14UJF55C/FHOlPA8j/RN6Sycs4KZyzPY5A78AzqkdxvGDWjJKSN7kNxSf1yP1FvPfMyzK0pIsnJefehCAgHVHpHI8eCDb/Plbn8Vijsm9+CE0xvPShTb12/ng/cWMGdbKXsDdZhwdo7WrpAOCR4xlX6d42KM3r3aM+ykY+jdOZVWLRLr7jXrWG5BKZfd+REOuPm09oyfHDmPR4rc/tsXWV6SQrxXxt2XDGLY6CHhDumo7Nq2iyef+owFec0gVH/shMEduPLcwXTvqNkQIpXt3J7Jr/++gMKSco7p25a7rz2RuNjGNROrjimBURtNIYEB/o3+c4+/xzubHM4CJCXEctk5A5k0thexdTT1Oug5lq3LYMbCrcxbvoPKT3u09go4pWcSk84fTeeenevk9aqzadVmPl+8nS83F5KZvX+ZxXivjOEtSpk4biDHjx/e6KZ11pe773iJrwqTGRKXxx//eFm4wxE5QGF+Ib+68x12WTIpXhGP3DCeDj2ib6nf0rIg67dns3LpelYt3cC2PEc6zffdLAC08QpITIwnoW3b/f2ysigvqnk52ZikRBJa+0VO84tK2b338JeebZ4YiyssBPxriFg8OsaV07NNAn17tmXw8N70GNDjCN9p3aiYfRMfG+DleyeREFe7goEi9SFjRwY3/t9n5ASSSPaK+dMvT6Jr3+hbLaO4oIiXnvqYDzcHKQ34S5W29/K54ozenHqukoYiNfnvku386UV/huj4Yzty42Un6L6jZkpg1EZTSWBUWL5iGw+/tZKsXL/eROfUOC4Z3oJxk2u/7NemlZv44P3FLC5ozp78sn3t8a6c4SklYUkaBD3H8nUZfDJvI/OWpxGsVBG7Iply4SXjaN2hdYPFFG0qV/m/uI8x9RfnhTskke/YsGIjv3n6a0oDcXR2+Tx853lRMdvK8zy+WbCSOTuC/HfJdgqKy7+zT3OvmNHt4dyJI+qkSGV2xl5WLVnP2nXp7N5bWJGbAKCgNMju+FbsyC3H8w7vuqFnCkw66xhOGdGV5KS4o47vcD3w3ELmLk9n5KAO3PWTMQ32uiKHa82SNdz+/HJKAvF0jC/nkTvPa9DfkaPheR7T35zNy/N2kh2a/ZXklXDBoOZcdOVZxMZHx/sQCafXZqzhxY9WAzCxYxm/vOUHYY4oYimBURtNLYEBkJNfwksfr2b6/M37Cmn2i8ljyrg+jD3rhMMqgJmfnccn785l5jcZbK7msY0zTujO2KEdaNYs/M9+ZWfs5aN35jJ79V522P5Yk7wSzh+YxEVXnq0VTKqxZfVmrn9yGQAPXtJfVb8lYs1870semZWBswADY/N44J4fRuxFdsaODD6cNpf/rs9nd+DAx/japybQviiTnu2SGNi/EyeeObLBz02lZUG27sxjV1YhuWvXUvFHIi+/mE07stmaEyTdS6QssP+/b3xsgJF9W9GtfC/9+ndm0Ih+9VZo7+svv+GudzYCcOOPjuP0kd3q5XVEjta8Txbx4PQdBLHQVPIxxMVG9myh9duz+ecrC1m905+tFXAe49qWcs21Z5HarlWYoxOJHs45Hrj3DeZl+/dBlw+J56KrzwlzVBFJCYzaaIoJjArr1uzg8admssHbf1PfwitibOdYzjhjGC1atSC+VUsACovLWbloFatXbGZLVilbyhL3TSms6HdSjySmXDYhogtnrgoVFJ2bGbMv/i6tE7n2+8M5fqDWbK6sov5FolfKq3+6kJgIv/CSpu31pz/khZX+DLAxKYXcdmfkrExRWlLKfz9YwIyFW1hV2hzP9sfVKdFj0lnDGDeia0TXnaisvKycr+d+y5y0IHOWp1FSGvzOPm29Ar43vA3n//iMOjt3BMuD/OI3r5JmyXRv5vGX308hRnV5JILN+mobD7/8NQCnDu/CTZceF5ErJmXlFvPiR6uYsWgrFbcNg+Ly+OllY+kztHd4gxOJUmUlpfzvHa+zNpiCOY+bT+/AuMljwx1WpFECozaacgID/KmCM9+dw7Q5W74zk+JQYlyQYUmFnDn28GduRIrd23fz1NMzmJ/bDBf63Rk3oiu/vOhYkhKi533UJ9W/kGjz14fe4JNd/oyFH43rwaXnDQ9rPM45Pn3nC178YscBhTgTvFJGtipn4oShHHPikIhJtNRGYXEZXy5LY87sb9iUnvedgqOdXT4/mTyoTgqsvvnMRzy3ohSAu77XnZHjRxz1MUXq2+sz1vLCR6sAGJaYz12/+wEJSeGfnQp+nYsXn/qYj7dBifPPQz06pnDVOQM4fmiXMEcnEv3y9uZx8z3vkW7Jjaawbx1TAqM2mnoCo7KKWhbz0oPkBpK+sz0x1ugQzKVHaix9urdi/MQTor6GxMYd2Tz93rcsX58JQIfYMn5zyTF18rx5NDug/kVfY+rPVf9CIp/nedxz/9ss3uvPrrrmvKFMGdcnLLFsSsvhqXdX7Du34Bz9YvM5bXhHJpw3tkGXsm5IOXtyWLVkHR/OWsOSov2z8UaklnHpFaczoHsrzI581kRORjbX3f8JhYEEjm+Wz933/LguwxapN845nnlzMe/MTwOgf0we99xxIc1SwncO8DyP6W/M5uX5++tcpCQEmDp5KGeN7hGRs0REolX65nRueWz2vsK+D/1iLN366fHHECUwakMJjO8qLytn2/rteEGPxA7tAYiNCdCuZVKjXEbTOcf7X27i6XeXE3RGnFfOFce34PzLzgx3aGGzZd12rn/Cr6Cs+hcSTcrKg/zh6QUsXZsBwI8m9OGSiYMbbJZDRloGr36xnU8rTcUeGF/AtZecQP9j+zVIDJHiq9lLeeq9FWxn/+y+ru2TOeOEbpzcL5UO3Q7/sb2H73uNWVmJxHllPP7rk+jUs1N9hCxSb55+7B2mbfXPQ70sj/tuP5+UVg1bcLggN59Pp83lk2W72Rb6vQy4IOPblnH1tWeT2q5lg8Yj0lRULuzbzsvnkd+eq983nxIYtaEEhlRY8sUyHn57FTmh2SfHJORx3RWnhG2pwHD6ZMEW/vr6UprHGy/dc67qX0hUKS0L8sfnF7Fo5S4AJrQt4Ve3/qBekxglRcW89OTHfLCpfF99nW4dkrnmvKFNur5OsDzIx+/N55NNZWxMy9nXbs5jYHw+Z4zszrhzxxx0Sv2aJWv4zQsr8SzAlO4e1/z6goYIXaTOvfTP//DqWn+N+U4un9uvO4keA3vW++uu3bqXt178jMUZHFC/bHBcHj+dOpbeQ1TnQqS+zZ2+kAenb8ezGIb2bMUffn5SxBf2bQBKYNSGEhhSWdbOLB545ENWl/ufTMS4IBM6BLnyuokN/klJOD388lfM+mo7Y4Z25ParRoc7HJEjVh70uPeP0/gqy784OLFFITfcfH6dP7pRmF/Ip9Pm8NZXmfvqPyS5UqZecBznjO1FrKZi77NhezYzFm3l87kbKPT2/3dp5pUwso3HkH7tGTi0p580DgRYti6Djz5dwaKN2QQthtZeAf+6/0ISkqKj2KlIdd5+bjrPLivEWYAEr5SfntKBMy88tV5ea+eeAp59fyVzlqfta4txQYYkFnLuuP6MPXtUvbyuiFTvo/8s4O+zdgIwuFdrfjN1JG1Sv/vYfhOiBEZtKIEhVQXLg3zw6ue8+tUe8kKzMZp7xUydOJCJZx7T6KveO+e4+p5PyMwp5trzh3LeqeGpISBytMrLynng3tdZmN8cgFSvkEtHd2DixeOPajaG53ksm7uCjz/7lq+yYykJ+IVDA87jlNYlXH3tWVFfH6g+lRQV8/l78/js6x2sLWuOswP/X8SbR7PkJLLzSva1JXhl/M+5PRlzxsiGDlekzs2ZvpC/fryJgoCfjPve8R24+oej6izhmbc3j+f+PYPPdsVQHvTvA3q0S2JMyxImTTmJ1h11fhIJl7dnrueZ978FICXB+MUp7Tn5nDFhjipslMCoDSUwpCYFufk8/+R0PtkO5QF/ZZLeXVK59vyhDO3TNszR1Z8ta7dx/T/9Zd8eu/FUenfV2u8SvYLlQZ545B0+SQ/gmT8bo4flMXXiQEaccizxCXGHOMJ+e/OKmbl4O598uZYd2WX72gMuyNDEQq68ZAz9julb5++hMUvbnMaH7y5gydYC0r1EygIH/v8Y0rsNJ3WL47RTB5PcsunMgpPGb+eWndz31xn7VoDr2j6Zs0b34NSh7WnTtkWtjrlq8Wo+mL6MhZlGUcB/LKttaiJXTB7CuBFdalVAV0Tq3sJvd/LnlxZTUBIE55jUJci1vzo/qlZ0rCNKYNSGEhhyKGkb03hhxnq+XLN3X9tx7QNc94Pj6NKn8S0z9vI/3+eVtUESvVJe/dOFqn8hjcKmlZv45/Nz+LZs/01wbIzRvUMLenVpQfeUAF0Sgwwa0Y8Wrf2bh5KiEjas2MjqlVtZnhvPkq15eN7+v6kdXD7j+qUw6YKxtOnYeJOaDSVYHmTz6i1sySoh3+IZObADndslH7qjSJQqLy3jxU/W8NbMDfvaAs5jUHwBowa1Y+Dg7vQ9pg/xCfHV9s/NymXVknWsXr2duRvySbP9vy9xXjkTe8Zy+c/PJTG+yd0UiUS8reu2cv8TX7AD//e2k8vnmnMHMHpCk5ppqARGbSiBIYdr9ZYsnpq2gjVb/URGklfCLyd0ZdzksWGOrO6Ul5Zxza1vkBVozgnNC7jzD5eGOySROjVn+kKenb6OnVbzjXErr5AE88ggiaAdmMBrnhTH+OO6Mm5QKwYM6NJgq5uISOO1YXs2nyzYwqxFWygsO/C6PcYF6UARKXF+e3LfPjgH6XsKSM8s+M6xWnsFnNIzie9NOZEOPTo2SPwiUjslRcU89n/T+CJ7fx2MJraIgBIYtaEEhhwJ5xwfvjOX577Y4U/PdI6Jncr56Q1TGsW0r/df/ox/fpUPzvHwFUOa3LKP0jR4nkfGrr1s3VvGxh05bNiRw5pV28gqr/53uJlXQo/EciZffCpjhnYiPk6zkkSk7hUXFDHj3bnMXpbOltL4fY+BHEorr5B+LRwTxw3k+PHDlVgViTJLvljGk9O+2be8cYwLckLneL43ZTRDe7cl0Hjr7ymBURtKYEht7Niwg/v/PpOtoRNN70Aet/7ydDr37BzmyGrP8zyu+59X2GXJDIvP4/4HLgt3SCINKicjm1XL1rN2bRrFJeX06dmOQcf2oWPPjrohEJEG5XkeOzfvZNWyDazftJuikiAYpA4ZAkDr1ER6tk2kZ4dkUtukhjlaETlanufxwSuf8+riTHID+2dktG/djPHD2tM3sZRBI/rRsl3L8AVZ95TAqA0lMKS2SopK+NufpzEry68iHueVMbF7gMuunVjnSzU2hM+mfcGjX2QBcN8P+nDMiUPDHJGIiIiISNNRmFfIB29/ycKcRFZv2fud7S29QjolBImv9LlKfNu2jBwzgEljezVgpHVCCYzaUAJDjtb0N2fx7zm7Kayo+N0igavPG8bJwztHTcVvz/O4/paX2UYK/WPyePghzb4QEREREQmXbbvy+GzRVr6Yt47dxQe/pzjjhO78+pIRDRRZnVECozaUwJC6kLMnh2f+NZ1Ze+IJOv93cVDP1lx1dl8G9e8U5ugObeEXK7hnml8F/XeTujS1CsgiIiIiIhErb28eq5euY+3aHWzflU+lRdFIaN+O4Sf05/SR3cMXYO0ogVEbSmBIXUrLzOfZ91cy75v0fW0jm+Vz7TWnRXR9jN89MYdl6zLpk+zx6O8vCHc4IiIiIiLSuCmBURtKYEh9WL4+g3+8MJft+f6/47xyxrQu45yzhjFs9JDwBlfFwpU7uefpBQDc9ZMxjBzUIcwRiYiIiIhII6cERm0ogSH1pbysnHde+JS3vsmlIJC4r72jy2dcvxTOuWAsbTq2DVt8wfIgT/3lXT7YEYMD+nZN5c83jIuauh0iIiIiIhK1mkYCw8wSgD8AU4FWwDLgdufcZ7U8nhIYUq9ys3J566WZfLGxgIxA833tMXiMPqYLZ47qwYj+7YiJabhlGjPTMrj/0emsC/rLwPbt3ILbrhpN+9bRt3qKiIiIiIhEnSaTwHgF+D7wKLAeuBIYCYxzzs2rxfGUwJAG4Xkey+Z8w0efr+Tr7DhKAnH7trVukcColmWcffpg+g7rU28xZKZl8OG0eXy8rpC80BrTJ6cWcsMtF5CQlHiI3iIiIiIiInWi8ScwzGwUsAC40Tn3aKgtEVgBpDnnTq3FMZXAkAZXmFfI/FW7+eyrHSxfn3nAtu7kMX5IG8acMpQufboQCBzdzIzcglIWzVjEjPmbWFnSDM9iAIj3yrh6VCvO/dGEozq+iIiIiIjIEWoSCYyHgBuA1s65/ErttwH3AV2cc+k1dK/pmEpgSFjt3FPAh+8v4vOl6eQEDnyEI9ErpXNsCT3bN6PdsEH72ovTd1KSuafGYwZSW5IZk8LGtBwys4sO2JbglXJ8y3IuuWgMvQb3qts3IyIiIiIicmhNIoHxKdDBOXdMlfYJwAxgknPuoyrbsg9x2NTU1FSUwJBwC5YHmf/ZV3zyxTq+KUikLBBbZ8c2HL0D+UwY3pEJ54+lWbJqXYiIiIiISNhUm8CouzugyNAJ2FFNe8Wsi84NGItInYqJjeGks0dx0tmjKC8tY/2Kjaz+dgsbt+0lrQASunbdt2/JnizKcnJqPFYgEKDPyMH06ZJKry6p9OiQQlJiXI37i4iIiIiIhFtjS2AkASXVtBdX2n4A51zLgx0wNEMj9WgDE6lLsfFxDDxuAAOPGxDuUERERERERBpEw63L2DCKgIRq2hMrbRcRERERERGRKNPYEhjp+I+RVFXRltaAsYiIiIiIiIhIHWlsCYylwEAzS67SPjr0fVnDhiMiIiIiIiIidaGxJTDeBOKAn1Q0mFkCcBUwxzmnGRgiIiIiIiIiUahRFfF0zi0wszeAh8ysE7ABuALoAVwZzthEREREREREpPYaVQIj5HLgntD3VsByYJJzbk5YoxIRERERERGRWjPnXLhjiGhmlp2ampqanZ0d7lBEREREREREmgKrrrGx1cAQERERERERkUZICQwRERERERERiXh6hOQQzMwDLDU1NdyhiIiIiIiIiDR6OTk5W51zPaq2N8YinnXNAwI5OTm54Q7kCFRkW3LCGoU0RhpbUh80rqQ+aFxJfdHYkvqgcSX1odGNK83AaITMLBvAOdcyvJFIY6OxJfVB40rqg8aV1BeNLakPGldSHxrjuFINDBERERERERGJeEpgiIiIiIiIiEjEUwJDRERERERERCKeEhgiIiIiIiIiEvGUwBARERERERGRiKcEhoiIiIiIiIhEPCUwRERERERERCTimXMu3DGIiIiIiIiIiByUZmCIiIiIiIiISMRTAkNEREREREREIp4SGCIiIiIiIiIS8ZTAEBEREREREZGIpwSGiIiIiIiIiEQ8JTCiiJklmNmDZpZmZkVmNt/MJhxm3y5m9rqZZZtZrplNM7Ne9R2zRIfaji0zu9vMXDVfOxsibolsZtbJzP5oZjPNLC80NsYfQf9BZvaxmeWbWZaZPWdmbesvYokGRzOuzOzZGs5Z8+s3aol0ZnaCmT1uZivNrMDMtprZq2bW9zD76zpLvuNoxpWuseRgzGykmb1jZltC1+47Q9dMYw+zf9Ses2LDHYAckWeB7wOPAuuBK4GPzGycc25eTZ3MLBmYCaQA9wHlwI3ALDMb7pzbW79hSxR4llqMrUp+ChRW+ndRHccn0WkAcCv+mFoOHNYfVQAz6wr8F8gGfgskA/8DDDOz0c65sjqPVqJFrcdVSCH+OauyjDqIS6LbrcBJwBv446ojcD2wxMxGOedW1dRR11lyELUeV5XoGkuq0wf/Xv5JIB1oCfwY+K+ZneOc+7SmjtF+zjLnXLhjkMNgZqOABcCNzrlHQ22JwAogzTl36kH6/gb4I3C8c25JqG1gqO/9zrk76zl8iWBHObbuBu4CWjnnsus9WIkqZpYCxDvn9pjZFOAd4DTn3KzD6Pt34HJggHNuR6jtDOBT4Brn3L/rLXCJaEc5rp4FpjjnWtZnjBJ9Qp9aLnbOlVZq6wd8A7zqnLvyIH11nSXVOspxdTe6xpIjYGbNgI34Y27yQfaL6nOWHiGJHj8AyoCnKhqcc8XA08DJZtbpEH3nVwzQUN/VwGfAxfUTrkSRoxlbFczMWpiZ1VOMEoWcc3nOuT217P594L2K5EXoeDOAtei81aQd5bgCwMxiQokQEQCcc3Mr32SG2tYB3wKDDtFd11lSraMcVxV0jSWHxTlXiD+jsOUhdo3qc5YSGNFjBLDaOZdfpX0hYMDw6jqZWQA4BlhczeaFQP9Qtk6arlqNrSq2AjlAjpn928xa122I0pSYWRegPTWft0Y0bETSyKQAuUCumWWa2Z9Ds85EDhC6YewAZB5kH11nyRE5nHFVha6xpEZmlmJmbc1sgJndDwzFT0TUtH/Un7NUAyN6dAJ2VNOeHvreuYZ+rYGESvtV7WuhY2842gAlatV2bAHsBf4KzAdKgdPxn9U8LlSnoKQuA5Umo2LWT03nrfZmFuOcCzZgTNI4pAMPAUuAGOB7+M/9DgLOCWNcEpl+DHQBbj/IPrrOkiN1OOMKdI0lh+cZ/Fmr4I+TJ4D7D7J/1J+zlMCIHklAdSeq4krba+pHLftK01DbsYVz7rEqTW+a2Qrgcfz6BU/WSYTS1BzueavqrCGRg3LO3Val6RUz2w7cYmZnHqzomTQtoefBHwe+BF44yK66zpLDdgTjStdYcrh+D/wT6ApMxU9OxFH9OQkawTlLj5BEjyL8AVlVYqXtNfWjln2laajt2KrJE/jVsg9riV+Raui8JQ3p4dB3nbMEADPrCHyA/wn4Rc457yC763wlh+UIx1VNdI0lB3DOfeOc+9Q59wxwNnA8/uqCNYn6c5YSGNEjnf3TqiuraEuroV8Wfoatpr6O6qcQSdNR27FVrdAf5B34U9REaqPinFTTuNytx0ekrjjnduFPu9U5SzCzVOAjIBU42zm38xBddJ0lh1SLcVUtXWPJwYSWmH8XuNDMappFEfXnLCUwosdSYGBo3d7KRoe+L6uuU+hE9w0wsprNo4F1oYq10nQtpRZjqyZmFgd0w6+CLHLEQiuPZFD9eWsU/pgVqRNm1hWIR+esJi9UzPU/QH9gsnNuzaH66DpLDqU24+ogx9I1lhxKEn4di2pX2moM5ywlMKLHm/jPM/2kosHMEoCrgDnOubRQW/fQ83VV+44xsxGV+g7ALwb0Rn0HLhGv1mPLzNpVc7xb8KegTa+3iKVRMbM+ZtanSvNbwHmhFUkq9puAfwGo85YcUtVxZWaJNSydekfou85ZTZiZxQCvASfiT++fX8N+us6Sw3Y040rXWHIw1Y0PM2sBXARsc87tDrU1unOWOefCHYMcJjN7HZgCPIJfGfYK4ATgNOfcnNA+s4Bxzjmr1C8Fv+J6c/xnfcuBmwgtkemc29Nw70Ii0VGMrULgVWAF/nS00/ArIX8Z6lvecO9CIpGZ/S704yDgUuDfwCYg2zn3t9A+mwGccz0r9euGf97Kwq/Cnox/4bYVGOWcK22YdyCRqDbjysx64o+pl4HV+B/ifA//WfLXnHOXNNgbkIhjZo8Cv8b/pPz1KpvznXPTQvvNQtdZcpiOclzpGktqZGaf4xfdnAvsxJ+ZcxV+Mc9LnHOvh/abRSM7ZymBEUVCU9DuAS4DWgHLgd8652ZU2mcWVQZpqL0r/s3pWfgXbTOBG5xzGxsmeolktR1bZvYkcBL+STMe2Iz/ScMDzrmILgAkDcPMavojs6XSjeVmODCBEWofAvwZOBm/RsH7wE3OOU2dbeJqM67MrCV+MmwM/vLQAWAt8BzwmOqqNG0Vf+Nq2Fx5XM1C11lymI5mXOkaSw7GzK7GX41mMP61ezb+krv/55ybXWm/WTSyc5YSGCIiIiIiIiIS8VQDQ0REREREREQinhIYIiIiIiIiIhLxlMAQERERERERkYinBIaIiIiIiIiIRDwlMEREREREREQk4imBISIiIiIiIiIRTwkMEREREREREYl4SmCIiIhIWJjZs2bmwh3HwZhZezPLMbNrj7CfmdnXZvZMfcUmIiLS1CiBISIiInXCzNwRfPUMd7yH6V4gAziiRIRzzgF3A5eb2fC6D0tERKTpMf/vq4iIiMjRMbPLqjSdAlwH/Av4osq2d4BSIMY5V9wA4R0xM+sKbAZuds49VstjbAC+ds5dVJexiYiINEWx4Q5AREREGgfn3IuV/21msfgJjHlVt1VSVu+B1d5PAQe8chTHeBG4zcw6Oud21k1YIiIiTZMeIREREZGwqK4GRkWbmbUJ/ZxpZnlmNs3MOob2uc7MVplZsZmtNrPzazj+D83sy1D/QjNbYGY/OIIQLwIWO+d2VzluwMxuMLPloWPnmtkaM3vazOKqHOMjIA6YcgSvKyIiItVQAkNEREQi0cdAKnAn8CQwGXjHzG4BbgGeA/4XiAfeNLNelTub2b3Aq0AecEdo30LgDTP75aFe3Mw6AAOAhdVsvh14BP/xkltD8bwDnAgkVNn3a6AEGH+o1xQREZGD0yMkIiIiEokWOuf2JRrMDOBGoAsw1DmXG2r/HFiG/6jKbaG24/CTDA84535b6Zh/MbNpwANm9rxzLu8grz849H1DNdsuAFY5586r0v6/VXd0zpWa2XZgyEFeS0RERA6DZmCIiIhIJHq0yr8rioA+X5G8AHDOLQdygX6V9v0xfu2K58ysbeUv4D0gBX+2xMG0C33PqmZbDtDFzE4+rHcCe4D2h7mviIiI1EAzMERERCQSbazy772h75uq2Xcv0KbSvwcBBqw+yPE7HOL1K2pzWDXbfgtMA74wszRgFvAB8KZzrrSa/a3S8URERKSWlMAQERGRiOOcC9awqaZ2q/KzA845yP7fHiKEjND31tXENs/M+gBnA6eFvi4FfmdmJzvnqs7aaF3peCIiIlJLSmCIiIhIY7MOmAhsdc6tquUxKhIc/arb6JzLB94KfWFmvwAeB64B/lSxn5klAN2At2sZh4iIiISoBoaIiIg0Ni+Evt9vZjFVN4ZWGDko51wGfhJjTDX921bT5evQ96ozNkbgr5Qy+1CvKSIiIgenGRgiIiLSqDjnFpnZ3cDdwFIzewNIAzoBxwOT8JMKh/IGcIeZdXLOpVdqX2Vm84EFlY57HVCKv3RrZZOAMvyaGSIiInIUNANDREREGh3n3O+ByfgJhhvwH++4DkgAfnWYh3kSv5bGpVXaHwZSQ8f5B/AzYCFwonNuWZV9LwPedc7tPPJ3ISIiIpWZcyqKLSIiIlIdM3sCOAsY4JwrO8K+5+PXvjjeObe0HsITERFpUpTAEBEREamBmbXHLwp6i3PuX0fQz/DrYix1zl1VX/GJiIg0JUpgiIiIiIiIiEjEUw0MEREREREREYl4SmCIiIiIiIiISMRTAkNEREREREREIp4SGCIiIiIiIiIS8ZTAEBEREREREZGIpwSGiIiIiIiIiEQ8JTBEREREREREJOL9f+N6VvhbvKyDAAAAAElFTkSuQmCC\n",
       "text/plain": [
        "<Figure size 1080x360 with 1 Axes>"
       ]
@@ -1113,23 +1057,7 @@
    "id": "02b230ba",
    "metadata": {},
    "source": [
-    "This concludes the tutorial on using Systole to detect individual heartbeats and to reject common ECG and PPG artefacts. The next tutorial will go further into more nuanced issues in artefact detection and correction. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2cb610f7",
-   "metadata": {},
-   "source": [
-    "**References**\n",
-    "\n",
-    "**[1]** Makowski, D., Pham, T., Lau, Z. J., Brammer, J. C., Lespinasse, F., Pham, H., Schölzel, C., & Chen, S. A. (2021). NeuroKit2: A Python toolbox for neurophysiological signal processing. Behavior Research Methods. https://doi.org/10.3758/s13428-020-01516-y **P, Q, S and T waves detection in the ECG signal. See also this tutorial:** https://neurokit2.readthedocs.io/en/latest/examples/ecg_delineate.html\n",
-    "\n",
-    "**[2]** Porr, B., & Howell, L. (2019). R-peak detector stress test with a new noisy ECG database reveals significant performance differences amongst popular detectors. Cold Spring Harbor Laboratory. https://doi.org/10.1101/722397 **Python implementation of famous R peak detection algorithms tested against large dataset**.\n",
-    "\n",
-    "**[3]** Pan, Jiapu; Tompkins, Willis J. (March 1985). \"A Real-Time QRS Detection Algorithm\". IEEE Transactions on Biomedical Engineering. BME-32 (3): 230–236. doi:10.1109/TBME.1985.325532 **This paper describes the first implementation of the Pan-Tompkins algorithm**\n",
-    "\n",
-    "**[4]** van Gent, P., Farah, H., van Nes, N., & van Arem, B. (2019). HeartPy: A novel heart rate algorithm for the analysis of noisy signals. *Transportation Research Part F: Traffic Psychology and Behaviour, 66, 368–378*. https://doi.org/10.1016/j.trf.2019.09.015 **This paper describes of a simple systolic peak detection algorithm and clipping artefacts correction**."
+    "This concludes the tutorial on using Systole to detect individual heartbeats and to reject common ECG and PPG artefacts. The next tutorial will go further into more nuanced issues in artefact detection and correction."
    ]
   },
   {
@@ -1142,6 +1070,9 @@
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  ],
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+  "jupytext": {
+   "formats": "ipynb,md:myst"
+  },
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    "language": "python",
@@ -1157,7 +1088,12 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.9"
+   "version": "3.8.8"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f"
+   }
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diff --git a/docs/source/notebooks/2-DetectingCycles.md b/docs/source/notebooks/2-DetectingCycles.md
new file mode 100644
index 00000000..358c3241
--- /dev/null
+++ b/docs/source/notebooks/2-DetectingCycles.md
@@ -0,0 +1,231 @@
+---
+jupytext:
+  formats: ipynb,md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.14.1
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+(cardiac_cycles)=
+# Detecting cardiac cycles
+Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+```{code-cell} ipython3
+:tags: [hide-input]
+
+%%capture
+import sys
+if 'google.colab' in sys.modules:
+    ! pip install systole
+```
+
+```{code-cell} ipython3
+import matplotlib.pyplot as plt
+import seaborn as sns
+import numpy as np
+from systole.detection import interpolate_clipping, ecg_peaks
+from systole.plots import plot_raw
+from systole import import_dataset1, import_ppg
+from systole import serialSim
+from systole.recording import Oximeter
+
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+output_notebook()
+
+sns.set_context('talk')
+```
+
+This notebook focuses on the characterisation of cardiac cycles from the physiological signals we previously described (PPG and ECG). Here we only briefly mention different QRS-detection algorithms as related to the estimation of heart rate frequency, which is a commonly used measure in psychology and cognitive science. However, both the ECG and the PPG signals contain rich information beyond the beat to beat frequency that is relevant for cognitive and physiological modelling. All these approaches are not fully covered by [Systole](https://embodied-computation-group.github.io/systole/#), but are implemented in other software (e.g see {cite:p}`2021:makowski` for ECG components delineation).
+
+In this notebook, we are going to review the peak detection algorithm, which future tutorials covering, for example, heart-rate variability will build upon. Here our intention is to provide a better intuition of what is happening in our peak detection algorithms, the corrections that can be applied, and the possible bias and artefacts that can emerge. However, you do not need a perfect understanding of all these steps if you want to apply peak detection to youre data, and you might also consider skipping this part to proceed directly to the next tutorial focusing on artefact detection and correction.
+
++++
+
+## Electrocardiography
+
++++
+
+Because we will ultimately be interested in heart rate and its variability, our first goal will be to detect the R peaks. We will use the `ecg_peaks()` function provided by Systole to perform R peak detection. This function is a simple wrapper for well-known peak detection algorithms that are implemented in the [py-ecg-detectors module](https://github.com/berndporr/py-ecg-detectors) {cite:p}`2019:porr`. The detection algorithm can be selected via the `ecg_method` parameter, it should be among the following: `hamilton`, `christov`, `engelse-zeelenberg`, `pan-tompkins`, `wavelet-transform`, `moving-average`. In this tutorial, we will use the [pan-tompkins algorithm](https://en.wikipedia.org/wiki/Pan%E2%80%93Tompkins_algorithm) {cite:p}`1985:pan` as it is a fast, well-perfoming, and commonly used algorithm for QRS detection.
+
++++
+
+Let's first load an ECG recording. Here, we will select a 5 minute interval and compare the performances of the different algorithms supported by Systole.
+
+```{code-cell} ipython3
+# Import ECg recording
+ecg_df = import_dataset1(modalities=['ECG'], disable=True)
+signal = ecg_df[ecg_df.time.between(60, 360)].ecg.to_numpy()  # Select 5 minutes
+```
+
+### Detecting R peaks
+The main feature that we can extract from the ECG recording is the R wave (see image in notebook 1). A large variety of algorithms have been proposed to extract the timing of R waves while controlling for signal noise and physiological variability. Reviewing and comparing all of the available methods is beyond the scope of this tutorial. Here, we are going to restrict our focus to some of the most popular methods, which also are available in the Python opensource ecosystem (`hamilton`, `christov`, `engelse-zeelenberg`, `pan-tompkins`, and `moving-average`. These methods were implemented originally in the [py-ecg-detectors module](https://github.com/berndporr/py-ecg-detectors) - Systole includes a modified version that runs with the [Numba](http://numba.pydata.org/) package for better performance, resulting in 7-30x faster estimation, depending on the algorithm.
+
+```{code-cell} ipython3
+from systole.detectors import pan_tompkins, hamilton, moving_average, christov, engelse_zeelenberg
+```
+
+#### Pan-Tompkins
+
+The [Pan-Tompkins algorithm](https://en.wikipedia.org/wiki/Pan%E2%80%93Tompkins_algorithm) was introduced in 1985. It uses band-pass filtering and derivation to identify the QRS complex and apply an adaptive threshold to detect the R peaks on the filtered signal.
+
+This is a very popular - maybe to most popular - method for R peaks detection. One of the advantages is that it can easily be applied for online detection (see [this implementation](https://github.com/c-labpl/qrs_detector) for example). As we can see in the timing report, this algorithm is also the fastest among those available in the Systole toolbox, making ideal for applications such as online peak detection and biofeedback. You can also see that the algorithm's peak detection is highly accurate as we do not see any artifacts in the estimated R-R time series. One notable exception is the first peak which has been estimated incorrectly. This is due to the filtering steps in the Pan-Tompkins algorithms, and can be corrected by using a slightly longer signal than the range of interest.
+
+```{code-cell} ipython3
+%%timeit
+peaks_pt = pan_tompkins(signal, sfreq=1000)
+```
+
+```{code-cell} ipython3
+show(
+    plot_raw(signal, modality='ecg', ecg_method='pan-tompkins', backend='bokeh', show_heart_rate=True)
+)
+```
+
+#### Moving average
+
+```{code-cell} ipython3
+%%timeit
+peaks_wa = ecg_peaks(signal, sfreq=1000, method="moving-average")
+```
+
+```{code-cell} ipython3
+show(
+    plot_raw(signal, modality='ecg', ecg_method='moving-average', backend='bokeh', show_heart_rate=True)
+)
+```
+
+#### Hamilton
+
+```{code-cell} ipython3
+%%timeit
+peaks_ha = hamilton(signal, sfreq=1000)
+```
+
+```{code-cell} ipython3
+show(
+    plot_raw(signal, modality='ecg', ecg_method='hamilton', backend='bokeh', show_heart_rate=True)
+)
+```
+
+#### Christov
+
+```{code-cell} ipython3
+%%timeit
+peaks_ch = christov(signal, sfreq=1000)
+```
+
+```{code-cell} ipython3
+show(
+    plot_raw(signal, modality='ecg', ecg_method='christov', backend='bokeh', show_heart_rate=True)
+)
+```
+
+#### Engelse-Zeelenberg
+
+```{code-cell} ipython3
+%%timeit
+peaks_ew = engelse_zeelenberg(signal, sfreq=1000)
+```
+
+```{code-cell} ipython3
+show(
+    plot_raw(signal, modality='ecg', ecg_method='engelse-zeelenberg', backend='bokeh', show_heart_rate=True)
+)
+```
+
+## Photoplethysmography
+
++++
+
+### Systolic peaks detection
+
++++
+
+#### Online
+
++++
+
+Let's first simulate some PPG recording. Here, we will use the `serialSim` class from Systole in conjunction with the `Oximeter` recording class. This will *simulate* the presence of a pulse oximeter on the computer and provide the information from a pre-recorded signal in real time. Simulating synthetic cardiac data in this way can be a great way to test your data analysis pipelines before collecting data - avoiding painful mistakes that can occur!
+
+```{code-cell} ipython3
+# Pulse oximeter simulation
+ser = serialSim()
+
+# Create an Oxymeter instance, initialize recording and record for 10 seconds
+oxi = Oximeter(serial=ser, sfreq=75).setup()
+oxi.read(20);
+```
+
+```{code-cell} ipython3
+# Retrieve the data from the oxi class
+times = np.array(oxi.times)
+threshold = np.array(oxi.threshold)
+recording = np.array(oxi.recording)
+peaks = np.array(oxi.peaks)
+```
+
+This method uses the derivative to find peaks in the signal and select them based on and adaptive threshold based on the rolling mean and rolling standard deviation in a given time window.
+
+```{code-cell} ipython3
+fig, ax = plt.subplots(figsize=(15, 5))
+ax.set_title("Oximeter recording")
+
+ax.plot(times, threshold, linestyle="--", color="gray", label="Threshold", linewidth=1.5)
+ax.fill_between(
+    x=times, y1=threshold, y2=recording.min(), alpha=0.2, color="gray"
+)
+ax.plot(times, recording, label="Recording", color="#4c72b0", linewidth=1.5)
+ax.fill_between(x=times, y1=recording, y2=recording.min(), color="w")
+ax.scatter(x=times[np.where(peaks)[0]], y=recording[np.where(peaks)[0]],
+           color="#c44e52", alpha=.6, label="Online estimation",
+           edgecolors='k')
+ax.set_ylabel("PPG level")
+ax.set_xlabel("Time (s)")
+ax.legend()
+sns.despine()
+```
+
+#### Offline
+
++++
+
+A simple online approach like the one we described is usually good enough to detect all the systolic peaks, provided that the subject is not moving too much.
+
+```{code-cell} ipython3
+ppg = import_ppg()
+```
+
+**Clipping artefacts**
+
++++
+
+Clipping is a form of distortion that can limit signal when it exceeds a certain threshold [see the Wikipedia page](https://en.wikipedia.org/wiki/Clipping_(signal_processing)). Some PPG devices can produce clipping artefacts when recording the PPG signal, for example if a participant is pressing too hard on the fingerclip. Here, we can see that some clipping artefacts are found between 100 and 150 seconds in the previous recording. The threshold values (here `255`), is often set by the device and can easily be found depending on the manufacturer. These artefacts should be corrected before systolic peaks detection. One way to correct these artefacts is to remove the portion of the signal where clipping artefacts occurs and use cubic spline interpolation to reconstruct a plausible estimate of the *real* underlying signal. This is what the function `interpolate_clipping()` does {cite:p}`2019:vanGent`.
+
+```{code-cell} ipython3
+signal = ppg[ppg.time.between(110, 113)].ppg.to_numpy()  # Extract a portion of signal with clipping artefacts
+clean_signal = interpolate_clipping(signal, min_threshold=0, max_threshold=255)  # Remove clipping segment and interpolate missing calues
+```
+
+```{code-cell} ipython3
+plt.figure(figsize=(15, 5))
+plt.plot(np.arange(0, len(clean_signal))/75, clean_signal, label='Corrected PPG signal', linestyle= '--', color='#c44e52')
+plt.plot(np.arange(0, len(signal))/75, signal, label='Raw PPG signal', color='#4c72b0')
+plt.legend()
+plt.xlabel('Time (s)')
+plt.ylabel('PPG level (a.u)')
+sns.despine()
+plt.tight_layout()
+```
+
+This concludes the tutorial on using Systole to detect individual heartbeats and to reject common ECG and PPG artefacts. The next tutorial will go further into more nuanced issues in artefact detection and correction.
+
+```{code-cell} ipython3
+
+```
diff --git a/docs/source/notebooks/3-DetectingAndCorrectingArtefacts.ipynb b/docs/source/notebooks/3-DetectingAndCorrectingArtefacts.ipynb
new file mode 100644
index 00000000..70b4092a
--- /dev/null
+++ b/docs/source/notebooks/3-DetectingAndCorrectingArtefacts.ipynb
@@ -0,0 +1,1310 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "28251b50",
+   "metadata": {},
+   "source": [
+    "(correcting_artefacts)=\n",
+    "# Detecting and correcting artefacts\n",
+    "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "fe14b5b4",
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "%%capture\n",
+    "import sys\n",
+    "if 'google.colab' in sys.modules:\n",
+    "    ! pip install systole"
+   ]
+  },
+  {
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+       "      delete root._bokeh_onload_callbacks\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (js_urls == null || js_urls.length === 0) {\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    function on_error(url) {\n",
+       "      console.error(\"failed to load \" + url);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < css_urls.length; i++) {\n",
+       "      const url = css_urls[i];\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < js_urls.length; i++) {\n",
+       "      const url = js_urls[i];\n",
+       "      const element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
+       "  const css_urls = [];\n",
+       "\n",
+       "  const inline_js = [    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "function(Bokeh) {\n",
+       "    }\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if (root.Bokeh !== undefined || force === true) {\n",
+       "          for (let i = 0; i < inline_js.length; i++) {\n",
+       "      inline_js[i].call(root, root.Bokeh);\n",
+       "    }\n",
+       "if (force === true) {\n",
+       "        display_loaded();\n",
+       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    } else if (force !== true) {\n",
+       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
+       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  if (root._bokeh_is_loading === 0) {\n",
+       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
+       "    run_inline_js();\n",
+       "  } else {\n",
+       "    load_libs(css_urls, js_urls, function() {\n",
+       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "      run_inline_js();\n",
+       "    });\n",
+       "  }\n",
+       "}(window));"
+      ],
+      "application/vnd.bokehjs_load.v0+json": ""
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import seaborn as sns\n",
+    "from bokeh.io import output_notebook\n",
+    "from bokeh.plotting import show\n",
+    "from systole import import_dataset1\n",
+    "from systole.correction import correct_peaks, correct_rr\n",
+    "from systole.detection import ecg_peaks\n",
+    "from systole.plots import (plot_evoked, plot_frequency, plot_raw, plot_rr,\n",
+    "                           plot_subspaces)\n",
+    "from systole.utils import input_conversion\n",
+    "\n",
+    "output_notebook()\n",
+    "\n",
+    "sns.set_context('talk')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "276a25c0",
+   "metadata": {},
+   "source": [
+    "In this notebook, we introduce two methods for artefact detection and correction based on the peaks vector or the RR time series, respectively. ECG and PPG recording and the resulting R-R interval time series can be noisy, either due to artefacts in the signal or invalid peak detection. Common sources of signal artefacts in the signal are participant movements or sub-optimal recording setup (e.g., power line noise). These artefacts can be attenuated or removed by using appropriate filtering approaches, or ultimately by checking the recorded signal and manually correcting the time series. However, even when using valid ECG and PPG recording, the heart can adapt its frequency in a way that can appear unlikely considering the RR intervals distributions and dynamics. Artefact detection and correction methods try to dissociate true artefacts induced by low-quality signals and irregular heart rate frequency."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "6463cfe7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import ECg recording\n",
+    "ecg_df = import_dataset1(modalities=['ECG', \"Stim\"], disable=True)\n",
+    "\n",
+    "# Select the first minute of recording\n",
+    "signal = ecg_df.ecg.to_numpy()\n",
+    "\n",
+    "# R peaks detection\n",
+    "signal, peaks = ecg_peaks(signal=signal, method='sleepecg', sfreq=1000)\n",
+    "\n",
+    "# Convert peaks vector to RR time series\n",
+    "rr = input_conversion(peaks, input_type='peaks', output_type='rr_ms')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "25966d73",
+   "metadata": {},
+   "source": [
+    "Following {cite:p}`2019:lipponen`, we distinguish between three kinds of irregular RR intervals, aka inter-beat intervals (IBIs):\n",
+    "1. Missing R peaks / long beats. This artefact corresponds to an interval that is longer than expected. The missed peaks suggest that an actual heartbeat was not correctly detected.\n",
+    "2. Extra R peaks or short beats. This artefact corresponds to an interval that is shorter than expected. The extra peak suggests that an R wave is erroneously detected.\n",
+    "3. Ectopic beats forming negative-positive-negative (NPN) or positive-negative-positive (PNP) segments.\n",
+    "\n",
+    "Heart rate variability metrics are highly sensitive to such R-R artefacts, it is therefore critical to perform a careful artefact detection and correction procedure before extracting the heart rate variability metrics."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "602385ac",
+   "metadata": {},
+   "source": [
+    "## Artefacts detection\n",
+    "[Systole](https://embodied-computation-group.github.io/systole/#) implements artefact detection based on adaptive thresholding of first and second derivatives of the R-R interval time series (see {cite:p}`2019:lipponen` for a description of the method). One way to visualize the distribution of regular and irregular intervals is to use the transformation plotted below, which can be used to detect ectopic beats and long/short intervals. In the figure, the grey areas indicate the range of unlikely values considering each artefacts subtype. The intervals that are falling in these areas will be labelled as irregular."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "3488ac43",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"10883991-234a-4d12-b279-11c1cc91c5a3\" data-root-id=\"4991\"></div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
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+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function embed_document(root) {\n",
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{\"id\":\"4793\"}},\"id\":\"4774\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"gray\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"gray\"},\"size\":{\"value\":8},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4896\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#6c0073\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#6c0073\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#6c0073\"},\"marker\":{\"value\":\"triangle\"},\"size\":{\"value\":8},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"4777\",\"type\":\"Scatter\"},{\"attributes\":{\"label\":{\"value\":\"Long beats\"},\"renderers\":[{\"id\":\"4943\"}]},\"id\":\"4963\",\"type\":\"LegendItem\"},{\"attributes\":{\"label\":{\"value\":\"Ectopic beats\"},\"renderers\":[{\"id\":\"4778\"}]},\"id\":\"4796\",\"type\":\"LegendItem\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Ectopic beats\"},\"id\":\"4708\",\"type\":\"Title\"}],\"root_ids\":[\"4991\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"e3e8cb5c-b7c5-4b6f-b860-a214475f981a\",\"root_ids\":[\"4991\"],\"roots\":{\"4991\":\"10883991-234a-4d12-b279-11c1cc91c5a3\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "4991"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(\n",
+    "    plot_subspaces(rr, input_type='rr_ms', backend='bokeh', figsize=400)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9dfd883a",
+   "metadata": {},
+   "source": [
+    "It is also possible to automatically propagate this information to the R-R interval time series plot itself so we can visualize exactly where the artefacts are located in the signal. You can achieve this behavior by setting `show_artefacts` to `True`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "632cdf06",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"c7681a0a-fbf7-4082-b4c0-7b748a6878a2\" data-root-id=\"5788\"></div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function embed_document(root) {\n",
+       "  const docs_json = 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AAAGcpN0EAAAAAiSw3QQAAAACVLzdBAAAAAOEwN0EAAAAAvzI3QQAAAADfNTdBAAAAANM4N0EAAAAA0js3QQAAAADKPjdBAAAAAKdBN0EAAAAAckQ3QQAAAAA5RzdBAAAAAAFKN0EAAAAAq0w3QQAAAABWTzdBAAAAABNSN0EAAAAA41Q3QQAAAACgVzdBAAAAAI5aN0EAAAAAql03QQAAAADmYDdBAAAAAANkN0EAAAAAJWc3QQAAAABpajdBAAAAAJFtN0EAAAAAqXA3QQ==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1937]}},\"selected\":{\"id\":\"5649\"},\"selection_policy\":{\"id\":\"5648\"}},\"id\":\"5625\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"tools\":[{\"id\":\"5610\"},{\"id\":\"5611\"},{\"id\":\"5612\"},{\"id\":\"5613\"},{\"id\":\"5614\"},{\"id\":\"5615\"},{\"id\":\"5633\"}]},\"id\":\"5618\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"5607\",\"type\":\"BasicTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"6147\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"5625\"},\"glyph\":{\"id\":\"5700\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"5702\"},\"nonselection_glyph\":{\"id\":\"5701\"},\"view\":{\"id\":\"5698\"}},\"id\":\"5703\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_color\":{\"value\":\"lightgrey\"},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":6},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"5629\",\"type\":\"Circle\"},{\"attributes\":{\"overlay\":{\"id\":\"5617\"}},\"id\":\"5612\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"5611\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"6148\",\"type\":\"DaysTicker\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"5616\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"overlay\":{\"id\":\"5522\"}},\"id\":\"5518\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"filters\":[{\"id\":\"5697\"}],\"source\":{\"id\":\"5625\"}},\"id\":\"5698\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"PPG recording\"},\"id\":\"5498\",\"type\":\"Title\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"lightgrey\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5563\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"5521\",\"type\":\"HelpTool\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"5546\"},{\"id\":\"5547\"},{\"id\":\"5548\"},{\"id\":\"5549\"},{\"id\":\"5550\"},{\"id\":\"5551\"},{\"id\":\"5552\"},{\"id\":\"5553\"},{\"id\":\"5554\"},{\"id\":\"5555\"},{\"id\":\"5556\"},{\"id\":\"5557\"}]},\"id\":\"5509\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"indices\":[199,1914]},\"id\":\"5697\",\"type\":\"IndexFilter\"},{\"attributes\":{\"label\":{\"value\":\"Systolic peaks\"},\"renderers\":[{\"id\":\"5564\"}]},\"id\":\"5590\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"6110\",\"type\":\"AllLabels\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"6149\",\"type\":\"DaysTicker\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"5652\"},{\"id\":\"5653\"},{\"id\":\"5654\"},{\"id\":\"5655\"},{\"id\":\"5656\"},{\"id\":\"5657\"},{\"id\":\"5658\"},{\"id\":\"5659\"},{\"id\":\"5660\"},{\"id\":\"5661\"},{\"id\":\"5662\"},{\"id\":\"5663\"}]},\"id\":\"5603\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"6150\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"5596\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"lightgrey\"},\"hatch_alpha\":{\"value\":0.1},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":5},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"5562\",\"type\":\"Circle\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"6151\",\"type\":\"DaysTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"5560\"},\"glyph\":{\"id\":\"5561\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"5563\"},\"nonselection_glyph\":{\"id\":\"5562\"},\"view\":{\"id\":\"5565\"}},\"id\":\"5564\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"5560\"}},\"id\":\"5565\",\"type\":\"CDSView\"},{\"attributes\":{\"below\":[{\"id\":\"5508\"}],\"center\":[{\"id\":\"5511\"},{\"id\":\"5515\"},{\"id\":\"5558\"}],\"height\":300,\"left\":[{\"id\":\"5512\"}],\"output_backend\":\"webgl\",\"renderers\":[{\"id\":\"5534\"},{\"id\":\"5564\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"5498\"},\"toolbar\":{\"id\":\"5523\"},\"x_range\":{\"id\":\"5500\"},\"x_scale\":{\"id\":\"5504\"},\"y_range\":{\"id\":\"5502\"},\"y_scale\":{\"id\":\"5506\"}},\"id\":\"5497\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"5615\",\"type\":\"SaveTool\"}],\"root_ids\":[\"5788\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"079dd663-2262-46b1-a278-de64117eba61\",\"root_ids\":[\"5788\"],\"roots\":{\"5788\":\"c7681a0a-fbf7-4082-b4c0-7b748a6878a2\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "5788"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(\n",
+    "    plot_raw(signal, backend='bokeh', show_artefacts=True, show_heart_rate=True, figsize=300)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8952e231",
+   "metadata": {},
+   "source": [
+    "As we can see in the figure above, the majority of detected R peaks are correctly localized, and the RR interval time series for the most part well estimated. There are few notable exceptions however, including extra R waves and the erroneous detection of artefacts around these areas. Note that, because the artefact detection method uses different orders of the derivative to estimate the regularity of the interval, the presence of actual artefacts can distort this process and induce false-positive around the true artefacts. That is why data cleaning should proceed first with the correction of the more salient divergences (i.e., missed and extra peaks) before correcting the less salient ones (i.e., long and short peaks). The correction of ectopic beats is more nuanced and depends on the exact experimental context (see below)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8079928f",
+   "metadata": {},
+   "source": [
+    "## Artefact correction"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "304105cf",
+   "metadata": {},
+   "source": [
+    "Well-calibrated automated R-R intervals artefact detection can often find issues that mere visual inspection of raw data may miss. Corrected these artefacts can in turn help to estimate heart rate variability more accurately, limiting the occurence of erroneous conclusions (i.e., type-I and type-II errors). The appropriate correction method depends on the nature of the artefact. It can be something that you might want to code yourself or correct manually by placing or removing peaks in the raw signal. It can also be a more automated process - regardless of the choice of automatic or manual correction, the correction procedure should be documented in a transparent and reproducible manner.\n",
+    "\n",
+    "Systole provides two correction methods (`correct_rr` and `correct_peaks`). The choice between these two methods mostly depends on the level of signal preservation we want to achieve after correction: do we want to recreate a new RR time series that does not contains irregular intervals, or do we want a better detection of the R peaks themselves?\n",
+    "\n",
+    "1. **correct_rr**: will operate on the RR time series directly and will return another time series that *can have a different timing* (as the cumulative sum of the R interval will change).\n",
+    "2. **correct_peaks**: will operate on the peaks vector directly. The number of peaks (and therefore the RR intervals) can vary, but the timing will remain constant.\n",
+    "\n",
+    "The approach is often prefered for heart rate variability studies. In this case, long recordings of the heart rate (>5 minutes) are used and a robust estimate of some HRV metrics is estimated.  Because we do not want this estimate to be contaminated by extreme RR intervals or even smaller deviations, those intervals are corrected by interpolation to make the time series as standard as possible, sacrificing the temporal precision of the heartbeat occurrence.\n",
+    "\n",
+    "The second method is more appropriate when the temporal precision of the heartbeat detection is relevant (this can concern heartbeat evoked potentials or instantaneous heart rate variability when it is time-locked to some specific stimuli, see tutorial **5)**. In this case, instead of blind interpolation, the raw signal time series can be used to re-estimate the peaks."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4ee1f84f",
+   "metadata": {},
+   "source": [
+    "### Correcting atefacts in RR time series"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8694775e",
+   "metadata": {},
+   "source": [
+    "```{note}\n",
+    "See also the example `Detecting and correcting artefacts in RR time series` in the example gallery.\n",
+    "```\n",
+    "\n",
+    "To illustrate how the `correct_rr` method can remove RR artefacts, we will use the RR interval time series extracted from the previous recording."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "5f74e6a6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Convert the peaks vector into RR intervals time series.\n",
+    "rr_ms = input_conversion(peaks, input_type=\"peaks\", output_type=\"rr_ms\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e15da5b6",
+   "metadata": {},
+   "source": [
+    "#### Creating artefacts"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8c81d601",
+   "metadata": {},
+   "source": [
+    "For now, this time series it not severely artefacted. But we can easily simulate missed peaks and extra peaks by manually increasing or decreasing the length of some RR intervals."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "856fef18",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.random.seed(123)  # For result reproducibility\n",
+    "\n",
+    "corrupted_rr = rr_ms.copy()  # Create a new RR intervals vector\n",
+    "\n",
+    "# Randomly select 50 intervals in the time series and multiply them by 2 (missed peaks)\n",
+    "corrupted_rr[np.random.choice(len(corrupted_rr), 50)] *= 2\n",
+    "\n",
+    "# Randomly select 50 intervals in the time series and divide them by 3 (missed peaks)\n",
+    "corrupted_rr[np.random.choice(len(corrupted_rr), 50)] /= 3"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "589bc166",
+   "metadata": {},
+   "source": [
+    "Lets see if the artefact we created are correctly detected. Note that here, we are using `show_artefacts=True` so the artefacts detection runs automatically and shows in the plot."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "041bd841",
+   "metadata": {},
+   "outputs": [
+    {
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+       "  const render_items = [{\"docid\":\"eb50c712-a439-411e-be40-2c6b154c7c41\",\"root_ids\":[\"2440\"],\"roots\":{\"2440\":\"b92c7e78-4f26-4913-8b01-4328b5f2cf2b\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "2440"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(\n",
+    "    plot_rr(corrupted_rr, input_type=\"rr_ms\", show_artefacts=True,  line=False, backend=\"bokeh\", figsize=300)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "31b14898",
+   "metadata": {},
+   "source": [
+    "#### Correcting artefacts"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "31e21885",
+   "metadata": {},
+   "source": [
+    "The artefacts simulation seems to work fine so far. We have created abnormal long and short RR intervals and they are later correctly detected. We can now apply the RR time series correction method. This function will automatically detect possible artefacts in the RR intervals and reconstruct the most probable value using time series interpolation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "2e333160",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cleaning the RR interval time series.\n",
+      "... correcting 43 missed interval(s).\n",
+      "... correcting 34 ectopic interval(s).\n",
+      "... correcting 47 short interval(s).\n",
+      "... correcting 3 long interval(s).\n"
+     ]
+    }
+   ],
+   "source": [
+    "corrected_rr, _ = correct_rr(corrupted_rr)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "255864da",
+   "metadata": {},
+   "source": [
+    "Let's now have a look at the corrected RR time series."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "93be8acc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"a9e4f2f9-8617-4a8f-93c1-d6dcb0aa4dd6\" data-root-id=\"2980\"></div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function embed_document(root) {\n",
+       "  const docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1979]}},\"selected\":{\"id\":\"2840\"},\"selection_policy\":{\"id\":\"2839\"}},\"id\":\"2819\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"2853\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"2801\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"2808\",\"type\":\"ResetTool\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"2852\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"axis\":{\"id\":\"2800\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"2803\",\"type\":\"Grid\"},{\"attributes\":{\"fill_color\":{\"value\":\"#c56c5e\"},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"2828\",\"type\":\"Circle\"},{\"attributes\":{\"indices\":[340,433,614,669,1916,1939]},\"id\":\"2857\",\"type\":\"IndexFilter\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2819\"},\"glyph\":{\"id\":\"2820\"},\"group\":null,\"hover_glyph\":{\"id\":\"2821\"},\"view\":{\"id\":\"2823\"}},\"id\":\"2822\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#6c0073\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"marker\":{\"value\":\"triangle\"},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"2924\",\"type\":\"Scatter\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"2849\",\"type\":\"DaysTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"3154\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"2843\"},{\"id\":\"2844\"},{\"id\":\"2845\"},{\"id\":\"2846\"},{\"id\":\"2847\"},{\"id\":\"2848\"},{\"id\":\"2849\"},{\"id\":\"2850\"},{\"id\":\"2851\"},{\"id\":\"2852\"},{\"id\":\"2853\"},{\"id\":\"2854\"}]},\"id\":\"2797\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"2811\"}},\"id\":\"2806\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"2811\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_color\":{\"value\":\"#9d2b39\"},\"marker\":{\"value\":\"square\"},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"2891\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"2794\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_color\":{\"value\":\"#6c0073\"},\"marker\":{\"value\":\"triangle\"},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"2922\",\"type\":\"Scatter\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"2845\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"2846\",\"type\":\"DaysTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2819\"},\"glyph\":{\"id\":\"2922\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2924\"},\"nonselection_glyph\":{\"id\":\"2923\"},\"view\":{\"id\":\"2920\"}},\"id\":\"2925\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"3155\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"fill_color\":{\"value\":\"firebrick\"},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":6},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"2821\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#9ac1d4\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"2862\",\"type\":\"Circle\"},{\"attributes\":{\"overlay\":{\"id\":\"2810\"}},\"id\":\"2807\",\"type\":\"BoxSelectTool\"},{\"attributes\":{},\"id\":\"3135\",\"type\":\"AllLabels\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"gr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interval\",\"@rr{%0.2f} ms\"],[\"BPM\",\"@bpm{%0.2f} BPM\"],[\"Heartbeat number\",\"@nbeat\"]]},\"id\":\"2824\",\"type\":\"HoverTool\"},{\"attributes\":{},\"id\":\"2792\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2809\",\"type\":\"SaveTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#9ac1d4\"},\"hatch_alpha\":{\"value\":0.1},\"line_alpha\":{\"value\":0.1},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"2861\",\"type\":\"Circle\"}],\"root_ids\":[\"2980\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"4a36c3d6-2650-4b0d-a0e5-b84d1d00ea82\",\"root_ids\":[\"2980\"],\"roots\":{\"2980\":\"a9e4f2f9-8617-4a8f-93c1-d6dcb0aa4dd6\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "2980"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(\n",
+    "    plot_rr(\n",
+    "        corrected_rr, input_type='rr_ms', backend=\"bokeh\", show_artefacts=True,\n",
+    "        line=False, figsize=300\n",
+    "        )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3e79906d",
+   "metadata": {},
+   "source": [
+    "#### Visualization of the correction quality"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9abaf9b1",
+   "metadata": {},
+   "source": [
+    "We can see that after two iterations, nearly all of of the artefacts have been corrected. This does not means that the new values match exactly the RR intervals, and the new corrected time series will always slightly differ from the original one. However, we can estimate how large this difference is by comparing the true, corrupted and corrected time series a posteriori. Here, instead of comparing the time series side by side, we can inspect HRV metrics that are known to be affected by RR artefacts, like the high frequency HRV."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "1fa10e6d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1296x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_, axs = plt.subplots(1, 3, figsize=(18, 6), sharey=True)\n",
+    "for i, rr, lab in zip(range(3), \n",
+    "                 [rr_ms, corrupted_rr, corrected_rr],\n",
+    "                 [\"Original\", \"Corrupted\", \"Corrected\"]):\n",
+    "    plot_frequency(rr, input_type=\"rr_ms\", ax=axs[i])\n",
+    "    axs[i].set_title(lab)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1dd8720e",
+   "metadata": {},
+   "source": [
+    "### Correcting artefacts in peaks vector"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ea5128e8",
+   "metadata": {},
+   "source": [
+    "```{note}\n",
+    "See also the exxample `Detecting and correcting artefacts in RR time series` in the example gallery.\n",
+    "```\n",
+    "\n",
+    "Here, we are going to use the same recording, but this time correcting directly the peaks vector to demonstrate the use of `correct_peaks`."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ec43a8ae",
+   "metadata": {},
+   "source": [
+    "#### Creating artefacts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "b3a5d8d0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.random.seed(123)  # For result reproductibility\n",
+    "\n",
+    "corrupted_peaks = peaks.copy()  # Create a new RR intervals vector\n",
+    "\n",
+    "# Randomly select 50 peaks in the peask vector and set it to 0 (missed peaks)\n",
+    "corrupted_peaks[np.random.choice(np.where(corrupted_peaks)[0], 50)] = 0\n",
+    "\n",
+    "# Randomly add 50 intervals in the peaks vector (extra peaks)\n",
+    "corrupted_peaks[np.random.choice(len(corrupted_peaks), 50)] = 1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "6444f1af",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"18b97a8b-4219-4222-960f-9bb3e1a31264\" data-root-id=\"3591\"></div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function embed_document(root) {\n",
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the time window\"},\"id\":\"3565\",\"type\":\"Title\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#c56c5e\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"3410\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"3815\",\"type\":\"YearsTicker\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"3805\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"3587\"},\"x_range\":{\"id\":\"3585\"},\"y_range\":null},\"id\":\"3586\",\"type\":\"RangeTool\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"3804\"},{\"id\":\"3805\"},{\"id\":\"3806\"},{\"id\":\"3807\"},{\"id\":\"3808\"},{\"id\":\"3809\"},{\"id\":\"3810\"},{\"id\":\"3811\"},{\"id\":\"3812\"},{\"id\":\"3813\"},{\"id\":\"3814\"},{\"id\":\"3815\"}]},\"id\":\"3575\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"3814\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"3432\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"3434\",\"type\":\"YearsTicker\"}],\"root_ids\":[\"3591\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"f016bba2-7346-45e8-ad68-bece8fcb5142\",\"root_ids\":[\"3591\"],\"roots\":{\"3591\":\"18b97a8b-4219-4222-960f-9bb3e1a31264\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "3591"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(\n",
+    "    plot_rr(corrupted_peaks, input_type=\"peaks\", show_artefacts=True,  line=False, backend=\"bokeh\", figsize=300)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4c45cc2d",
+   "metadata": {},
+   "source": [
+    "#### Correcting artefacts"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2efd2599",
+   "metadata": {},
+   "source": [
+    "Again, the simulated artefact detection has worked as intended. We can now apply the peak correction method. This function will automatically detect possible artefacts in the peak vector and reconstruct the most coherent values using time series interpolation. The number of iteration is set to `2` by default, we add it here for clarity. Here, the `correct_peaks` function only correct for extra and missed peaks. This feature is intentional and reflects the notion that only artefacts in R peaks detection should be corrected, but \"true\" intervals that are anomaly shorter or longer should not be corrected."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "8bb0032c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cleaning the peaks vector using 1 iterations.\n",
+      " - Iteration 1 - \n",
+      "... correcting 44 extra peak(s).\n",
+      "... correcting 47 missed peak(s).\n"
+     ]
+    }
+   ],
+   "source": [
+    "peaks_correction = correct_peaks(corrupted_peaks)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "3c40a229",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"94a303f4-b563-46c0-b948-9a0fcf3e4c6a\" data-root-id=\"4242\"></div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function embed_document(root) {\n",
+       "  const docs_json = {\"2b9eab58-ff4b-407a-869a-891a99d16b77\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"4016\"},{\"id\":\"4215\"}],\"sizing_mode\":\"stretch_width\"},\"id\":\"4242\",\"type\":\"Column\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"4497\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"axis\":{\"id\":\"4031\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"4034\",\"type\":\"Grid\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"4498\",\"type\":\"DaysTicker\"},{\"attributes\":{\"label\":{\"value\":\"Ectopic 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rate\"},\"id\":\"4017\",\"type\":\"Title\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"4476\"},\"group\":null,\"major_label_policy\":{\"id\":\"4477\"},\"ticker\":{\"id\":\"4226\"}},\"id\":\"4225\",\"type\":\"DatetimeAxis\"},{\"attributes\":{},\"id\":\"4023\",\"type\":\"LinearScale\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"4495\"},{\"id\":\"4496\"},{\"id\":\"4497\"},{\"id\":\"4498\"},{\"id\":\"4499\"},{\"id\":\"4500\"},{\"id\":\"4501\"},{\"id\":\"4502\"},{\"id\":\"4503\"},{\"id\":\"4504\"},{\"id\":\"4505\"},{\"id\":\"4506\"}]},\"id\":\"4226\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#2f5f91\"},\"hatch_alpha\":{\"value\":0.1},\"line_alpha\":{\"value\":0.1},\"marker\":{\"value\":\"square\"},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"4123\",\"type\":\"Scatter\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"4083\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"4085\",\"type\":\"YearsTicker\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Select the time window\"},\"id\":\"4216\",\"type\":\"Title\"},{\"attributes\":{\"filters\":[{\"id\":\"4119\"}],\"source\":{\"id\":\"4050\"}},\"id\":\"4120\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"4025\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"4223\",\"type\":\"LinearScale\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"4079\",\"type\":\"DaysTicker\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"navy\",\"group\":null,\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[2,2],\"line_width\":0.5,\"syncable\":false},\"id\":\"4238\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"4218\",\"type\":\"DataRange1d\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"4082\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"axis\":{\"id\":\"4225\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"4228\",\"type\":\"Grid\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.1,\"fill_color\":\"red\",\"group\":null,\"top\":200},\"id\":\"4214\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"4081\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"4050\"},\"glyph\":{\"id\":\"4051\"},\"group\":null,\"hover_glyph\":{\"id\":\"4052\"},\"view\":{\"id\":\"4054\"}},\"id\":\"4053\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"4074\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"axis_label\":\"R-R interval (ms)\",\"coordinates\":null,\"formatter\":{\"id\":\"4065\"},\"group\":null,\"major_label_policy\":{\"id\":\"4066\"},\"ticker\":{\"id\":\"4032\"}},\"id\":\"4031\",\"type\":\"LinearAxis\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"4050\"},\"glyph\":{\"id\":\"4122\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"4124\"},\"nonselection_glyph\":{\"id\":\"4123\"},\"view\":{\"id\":\"4120\"}},\"id\":\"4125\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"source\":{\"id\":\"4050\"}},\"id\":\"4054\",\"type\":\"CDSView\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"4078\",\"type\":\"DaysTicker\"},{\"attributes\":{\"axis\":{\"id\":\"4027\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"4030\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#2f5f91\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"marker\":{\"value\":\"square\"},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"4124\",\"type\":\"Scatter\"},{\"attributes\":{\"background_fill_color\":\"#efefef\",\"below\":[{\"id\":\"4225\"}],\"center\":[{\"id\":\"4228\"}],\"height\":150,\"renderers\":[{\"id\":\"4234\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"4216\"},\"toolbar\":{\"id\":\"4229\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"4218\"},\"x_scale\":{\"id\":\"4221\"},\"y_range\":{\"id\":\"4021\"},\"y_scale\":{\"id\":\"4223\"}},\"id\":\"4215\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"4221\",\"type\":\"LinearScale\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"4084\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"4076\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"4070\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"indices\":[184,437,602,824]},\"id\":\"4150\",\"type\":\"IndexFilter\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"4050\"},\"glyph\":{\"id\":\"4231\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"4233\"},\"nonselection_glyph\":{\"id\":\"4232\"},\"view\":{\"id\":\"4235\"}},\"id\":\"4234\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"4233\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"4021\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.1},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"4232\",\"type\":\"Circle\"},{\"attributes\":{\"fill_color\":{\"value\":\"#2f5f91\"},\"marker\":{\"value\":\"square\"},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"4122\",\"type\":\"Scatter\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"4075\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"label\":{\"value\":\"Long intervals\"},\"renderers\":[{\"id\":\"4094\"}]},\"id\":\"4118\",\"type\":\"LegendItem\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"4077\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"4080\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"4071\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"4238\"},\"x_range\":{\"id\":\"4236\"},\"y_range\":null},\"id\":\"4237\",\"type\":\"RangeTool\"}],\"root_ids\":[\"4242\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"2b9eab58-ff4b-407a-869a-891a99d16b77\",\"root_ids\":[\"4242\"],\"roots\":{\"4242\":\"94a303f4-b563-46c0-b948-9a0fcf3e4c6a\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "4242"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(\n",
+    "    plot_rr(peaks_correction[\"clean_peaks\"], input_type=\"peaks\", show_artefacts=True,  line=False, backend=\"bokeh\", figsize=300)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e8d2e74",
+   "metadata": {},
+   "source": [
+    "#### Visualization of the correction quality"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f450804e",
+   "metadata": {},
+   "source": [
+    "As previously mentioned, this method is more appropriate in the context of event-related analysis, where the evolution of the instantaneous heart rate is assessed after some experimental manipulation (see Tutorial 5). One way to control for the quality of the artefact correction is to compare the evoked responses measured under corrupted, corrected and baseline recording. Here, we will use the `plot_evoked` function, which simply take the indexes of events as input together with the recording (here the peaks vector), and produce the evoked plots."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "8d3fbef1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Merge the two conditions together.\n",
+    "# The events of interest are all data points that are not 0.\n",
+    "triggers_idx = [np.where(ecg_df.stim.to_numpy() != 0)[0]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "e231231c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1296x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_, axs = plt.subplots(1, 3, figsize=(18, 6), sharey=True)\n",
+    "plot_evoked(rr=corrupted_peaks, triggers_idx=triggers_idx, ci=68,\n",
+    "            input_type=\"peaks\", decim=100, apply_baseline=(-1.0, 0.0), figsize=(8, 8),\n",
+    "            labels=\"Uncorrected\", palette=[\"#c44e52\"], ax=axs[0])\n",
+    "plot_evoked(rr=peaks_correction[\"clean_peaks\"], triggers_idx=triggers_idx, ci=68,\n",
+    "            input_type=\"peaks\", decim=100, apply_baseline=(-1.0, 0.0), figsize=(8, 8),\n",
+    "            labels=\"Corrected\", ax=axs[1])\n",
+    "plot_evoked(rr=peaks, triggers_idx=triggers_idx, ci=68, palette=[\"#55a868\"],\n",
+    "            input_type=\"peaks\", decim=100, apply_baseline=(-1.0, 0.0), figsize=(8, 8),\n",
+    "            labels=\"Initial recording\", ax=axs[2])\n",
+    "plt.ylim(-20, 20);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8a67ca80",
+   "metadata": {},
+   "source": [
+    "This concludes the tutorial on using Systole to detect and correct more complex artefacts. In the next tutorial we will introduce more advanced signal processing techniques for estimating low and high-frequency heart-rate variability. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "30b7859a",
+   "metadata": {},
+   "source": [
+    "## Handling bad segments in the physiological recording\n",
+    "\n",
+    "In some situations, the physiological recording will contain one or many invalid segments in the middle of the recording. If those segments are longer than a few seconds, the peaks cannot be reliably estimated and most of the heart rate variability metrics will not be valid, even after applying the correction listed above. We can consider a bad segment when 3 or more consecutive beats cannot be detected, and using interpolation will cause more harm in this context. Such bad segments can be manually labelled using the Viewer (see {the section on how to use the Viewer}`viewer`).\n",
+    "\n",
+    "Most functions will let you provide `bad_segments` arguments and will try to handle the data accordingly. Using the same ECG recording as in the previous examples, we can annotate the raw plot by providing custom bad segment intervals (note that here the time stamps are in milliseconds)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "75d38db0-9b25-4e3f-a3b7-c6c90a1c29d7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1296x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_raw(signal=signal, show_heart_rate=True, figsize=(18, 6), bad_segments=[(600000, 660000), (1000000, 1200000)]);\n",
+    "plt.tight_layout()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dd627eb6-aa7f-4d66-a763-594d4a03611d",
+   "metadata": {},
+   "source": [
+    "Because most heart rate variability metrics require continuous interval time series, we cannot simply remove the invalid intervals and concatenate everything, we have to extract valid segments and compute the HRD indices from there. Systole comes with the py:func`systole.utils.get_valid_segments()` function that will return the valid portion of the physiological recording, sorted according to the signal length."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "161c2efc-9760-4c27-957a-4c9b7799b706",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[array([3.29986572, 3.26385498, 3.23852539, ..., 0.30670166, 0.30761719,\n",
+       "        0.30670166]),\n",
+       " array([-0.10986328, -0.10925293, -0.10406494, ...,  1.95007324,\n",
+       "         2.0135498 ,  2.05993652]),\n",
+       " array([-0.09399414, -0.09033203, -0.09094238, ..., -0.10620117,\n",
+       "        -0.04974365, -0.03601074])]"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from systole.utils import get_valid_segments\n",
+    "valids = get_valid_segments(signal=signal, bad_segments=[(600000, 660000), (1000000, 1200000)])\n",
+    "valids"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a4fdb36b-e253-4ae7-95a1-b058d3030fce",
+   "metadata": {},
+   "source": [
+    "```{note}\n",
+    "Bad segments are represented either with a boolean vector of the same length that the input signal where `True` indicates a bad sample, or as a list of tuples such as (start_idx, end_idx). If this list contains overlapping intervals, they will automatically be merged before returning the valid portions.\n",
+    "```\n",
+    "\n",
+    "The signals are automatically sorted according to their length so we can easily select the most representative portion of the valid signal."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "2150285b-af8a-4834-8148-ebff9f333994",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[600000, 340000, 336570]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "[len(sig) for sig in valids]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "075a9586-43cf-4dad-bcff-466cbd2bd707",
+   "metadata": {},
+   "source": [
+    "We can also provide the peaks vector directly and compute heart rate variability from the valid segments in this vector."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "06d1486c-d088-4ce4-824b-ca68bea8548a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "valids = get_valid_segments(signal=peaks, bad_segments=[(600000, 660000), (1000000, 1200000)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "de253ffb-bd9f-42ef-b6a9-01c23ef6e57c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1296x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_, axs = plt.subplots(1, 3, figsize=(18, 6), sharey=True)\n",
+    "for i, valid_peaks in enumerate(valids):\n",
+    "    plot_frequency(rr=valid_peaks, input_type=\"peaks\", ax=axs[i])\n",
+    "    axs[i].set_title(f\"Valid segment number {i}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "003d4726-03bc-4f74-8270-a1d06c384ed4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "formats": "ipynb,md:myst"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/source/notebooks/3-DetectingAndCorrectingArtefacts.md b/docs/source/notebooks/3-DetectingAndCorrectingArtefacts.md
new file mode 100644
index 00000000..2b8d01e8
--- /dev/null
+++ b/docs/source/notebooks/3-DetectingAndCorrectingArtefacts.md
@@ -0,0 +1,308 @@
+---
+jupytext:
+  formats: ipynb,md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.14.1
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+(correcting_artefacts)=
+# Detecting and correcting artefacts
+Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+```{code-cell} ipython3
+:tags: [hide-input]
+
+%%capture
+import sys
+if 'google.colab' in sys.modules:
+    ! pip install systole
+```
+
+```{code-cell} ipython3
+import matplotlib.pyplot as plt
+import numpy as np
+import seaborn as sns
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+from systole import import_dataset1
+from systole.correction import correct_peaks, correct_rr
+from systole.detection import ecg_peaks
+from systole.plots import (plot_evoked, plot_frequency, plot_raw, plot_rr,
+                           plot_subspaces)
+from systole.utils import input_conversion
+
+output_notebook()
+
+sns.set_context('talk')
+```
+
+In this notebook, we introduce two methods for artefact detection and correction based on the peaks vector or the RR time series, respectively. ECG and PPG recording and the resulting R-R interval time series can be noisy, either due to artefacts in the signal or invalid peak detection. Common sources of signal artefacts in the signal are participant movements or sub-optimal recording setup (e.g., power line noise). These artefacts can be attenuated or removed by using appropriate filtering approaches, or ultimately by checking the recorded signal and manually correcting the time series. However, even when using valid ECG and PPG recording, the heart can adapt its frequency in a way that can appear unlikely considering the RR intervals distributions and dynamics. Artefact detection and correction methods try to dissociate true artefacts induced by low-quality signals and irregular heart rate frequency.
+
+```{code-cell} ipython3
+# Import ECg recording
+ecg_df = import_dataset1(modalities=['ECG', "Stim"], disable=True)
+
+# Select the first minute of recording
+signal = ecg_df.ecg.to_numpy()
+
+# R peaks detection
+signal, peaks = ecg_peaks(signal=signal, method='sleepecg', sfreq=1000)
+
+# Convert peaks vector to RR time series
+rr = input_conversion(peaks, input_type='peaks', output_type='rr_ms')
+```
+
+Following {cite:p}`2019:lipponen`, we distinguish between three kinds of irregular RR intervals, aka inter-beat intervals (IBIs):
+1. Missing R peaks / long beats. This artefact corresponds to an interval that is longer than expected. The missed peaks suggest that an actual heartbeat was not correctly detected.
+2. Extra R peaks or short beats. This artefact corresponds to an interval that is shorter than expected. The extra peak suggests that an R wave is erroneously detected.
+3. Ectopic beats forming negative-positive-negative (NPN) or positive-negative-positive (PNP) segments.
+
+Heart rate variability metrics are highly sensitive to such R-R artefacts, it is therefore critical to perform a careful artefact detection and correction procedure before extracting the heart rate variability metrics.
+
++++
+
+## Artefacts detection
+[Systole](https://embodied-computation-group.github.io/systole/#) implements artefact detection based on adaptive thresholding of first and second derivatives of the R-R interval time series (see {cite:p}`2019:lipponen` for a description of the method). One way to visualize the distribution of regular and irregular intervals is to use the transformation plotted below, which can be used to detect ectopic beats and long/short intervals. In the figure, the grey areas indicate the range of unlikely values considering each artefacts subtype. The intervals that are falling in these areas will be labelled as irregular.
+
+```{code-cell} ipython3
+show(
+    plot_subspaces(rr, input_type='rr_ms', backend='bokeh', figsize=400)
+)
+```
+
+It is also possible to automatically propagate this information to the R-R interval time series plot itself so we can visualize exactly where the artefacts are located in the signal. You can achieve this behavior by setting `show_artefacts` to `True`.
+
+```{code-cell} ipython3
+show(
+    plot_raw(signal, backend='bokeh', show_artefacts=True, show_heart_rate=True, figsize=300)
+)
+```
+
+As we can see in the figure above, the majority of detected R peaks are correctly localized, and the RR interval time series for the most part well estimated. There are few notable exceptions however, including extra R waves and the erroneous detection of artefacts around these areas. Note that, because the artefact detection method uses different orders of the derivative to estimate the regularity of the interval, the presence of actual artefacts can distort this process and induce false-positive around the true artefacts. That is why data cleaning should proceed first with the correction of the more salient divergences (i.e., missed and extra peaks) before correcting the less salient ones (i.e., long and short peaks). The correction of ectopic beats is more nuanced and depends on the exact experimental context (see below).
+
++++
+
+## Artefact correction
+
++++
+
+Well-calibrated automated R-R intervals artefact detection can often find issues that mere visual inspection of raw data may miss. Corrected these artefacts can in turn help to estimate heart rate variability more accurately, limiting the occurence of erroneous conclusions (i.e., type-I and type-II errors). The appropriate correction method depends on the nature of the artefact. It can be something that you might want to code yourself or correct manually by placing or removing peaks in the raw signal. It can also be a more automated process - regardless of the choice of automatic or manual correction, the correction procedure should be documented in a transparent and reproducible manner.
+
+Systole provides two correction methods (`correct_rr` and `correct_peaks`). The choice between these two methods mostly depends on the level of signal preservation we want to achieve after correction: do we want to recreate a new RR time series that does not contains irregular intervals, or do we want a better detection of the R peaks themselves?
+
+1. **correct_rr**: will operate on the RR time series directly and will return another time series that *can have a different timing* (as the cumulative sum of the R interval will change).
+2. **correct_peaks**: will operate on the peaks vector directly. The number of peaks (and therefore the RR intervals) can vary, but the timing will remain constant.
+
+The approach is often prefered for heart rate variability studies. In this case, long recordings of the heart rate (>5 minutes) are used and a robust estimate of some HRV metrics is estimated.  Because we do not want this estimate to be contaminated by extreme RR intervals or even smaller deviations, those intervals are corrected by interpolation to make the time series as standard as possible, sacrificing the temporal precision of the heartbeat occurrence.
+
+The second method is more appropriate when the temporal precision of the heartbeat detection is relevant (this can concern heartbeat evoked potentials or instantaneous heart rate variability when it is time-locked to some specific stimuli, see tutorial **5)**. In this case, instead of blind interpolation, the raw signal time series can be used to re-estimate the peaks.
+
++++
+
+### Correcting atefacts in RR time series
+
++++
+
+```{note}
+See also the example `Detecting and correcting artefacts in RR time series` in the example gallery.
+```
+
+To illustrate how the `correct_rr` method can remove RR artefacts, we will use the RR interval time series extracted from the previous recording.
+
+```{code-cell} ipython3
+# Convert the peaks vector into RR intervals time series.
+rr_ms = input_conversion(peaks, input_type="peaks", output_type="rr_ms")
+```
+
+#### Creating artefacts
+
++++
+
+For now, this time series it not severely artefacted. But we can easily simulate missed peaks and extra peaks by manually increasing or decreasing the length of some RR intervals.
+
+```{code-cell} ipython3
+np.random.seed(123)  # For result reproducibility
+
+corrupted_rr = rr_ms.copy()  # Create a new RR intervals vector
+
+# Randomly select 50 intervals in the time series and multiply them by 2 (missed peaks)
+corrupted_rr[np.random.choice(len(corrupted_rr), 50)] *= 2
+
+# Randomly select 50 intervals in the time series and divide them by 3 (missed peaks)
+corrupted_rr[np.random.choice(len(corrupted_rr), 50)] /= 3
+```
+
+Lets see if the artefact we created are correctly detected. Note that here, we are using `show_artefacts=True` so the artefacts detection runs automatically and shows in the plot.
+
+```{code-cell} ipython3
+show(
+    plot_rr(corrupted_rr, input_type="rr_ms", show_artefacts=True,  line=False, backend="bokeh", figsize=300)
+)
+```
+
+#### Correcting artefacts
+
++++
+
+The artefacts simulation seems to work fine so far. We have created abnormal long and short RR intervals and they are later correctly detected. We can now apply the RR time series correction method. This function will automatically detect possible artefacts in the RR intervals and reconstruct the most probable value using time series interpolation.
+
+```{code-cell} ipython3
+corrected_rr, _ = correct_rr(corrupted_rr)
+```
+
+Let's now have a look at the corrected RR time series.
+
+```{code-cell} ipython3
+show(
+    plot_rr(
+        corrected_rr, input_type='rr_ms', backend="bokeh", show_artefacts=True,
+        line=False, figsize=300
+        )
+)
+```
+
+#### Visualization of the correction quality
+
++++
+
+We can see that after two iterations, nearly all of of the artefacts have been corrected. This does not means that the new values match exactly the RR intervals, and the new corrected time series will always slightly differ from the original one. However, we can estimate how large this difference is by comparing the true, corrupted and corrected time series a posteriori. Here, instead of comparing the time series side by side, we can inspect HRV metrics that are known to be affected by RR artefacts, like the high frequency HRV.
+
+```{code-cell} ipython3
+_, axs = plt.subplots(1, 3, figsize=(18, 6), sharey=True)
+for i, rr, lab in zip(range(3), 
+                 [rr_ms, corrupted_rr, corrected_rr],
+                 ["Original", "Corrupted", "Corrected"]):
+    plot_frequency(rr, input_type="rr_ms", ax=axs[i])
+    axs[i].set_title(lab)
+```
+
+### Correcting artefacts in peaks vector
+
++++
+
+```{note}
+See also the exxample `Detecting and correcting artefacts in RR time series` in the example gallery.
+```
+
+Here, we are going to use the same recording, but this time correcting directly the peaks vector to demonstrate the use of `correct_peaks`.
+
++++
+
+#### Creating artefacts
+
+```{code-cell} ipython3
+np.random.seed(123)  # For result reproductibility
+
+corrupted_peaks = peaks.copy()  # Create a new RR intervals vector
+
+# Randomly select 50 peaks in the peask vector and set it to 0 (missed peaks)
+corrupted_peaks[np.random.choice(np.where(corrupted_peaks)[0], 50)] = 0
+
+# Randomly add 50 intervals in the peaks vector (extra peaks)
+corrupted_peaks[np.random.choice(len(corrupted_peaks), 50)] = 1
+```
+
+```{code-cell} ipython3
+show(
+    plot_rr(corrupted_peaks, input_type="peaks", show_artefacts=True,  line=False, backend="bokeh", figsize=300)
+)
+```
+
+#### Correcting artefacts
+
++++
+
+Again, the simulated artefact detection has worked as intended. We can now apply the peak correction method. This function will automatically detect possible artefacts in the peak vector and reconstruct the most coherent values using time series interpolation. The number of iteration is set to `2` by default, we add it here for clarity. Here, the `correct_peaks` function only correct for extra and missed peaks. This feature is intentional and reflects the notion that only artefacts in R peaks detection should be corrected, but "true" intervals that are anomaly shorter or longer should not be corrected.
+
+```{code-cell} ipython3
+peaks_correction = correct_peaks(corrupted_peaks)
+```
+
+```{code-cell} ipython3
+show(
+    plot_rr(peaks_correction["clean_peaks"], input_type="peaks", show_artefacts=True,  line=False, backend="bokeh", figsize=300)
+)
+```
+
+#### Visualization of the correction quality
+
++++
+
+As previously mentioned, this method is more appropriate in the context of event-related analysis, where the evolution of the instantaneous heart rate is assessed after some experimental manipulation (see Tutorial 5). One way to control for the quality of the artefact correction is to compare the evoked responses measured under corrupted, corrected and baseline recording. Here, we will use the `plot_evoked` function, which simply take the indexes of events as input together with the recording (here the peaks vector), and produce the evoked plots.
+
+```{code-cell} ipython3
+# Merge the two conditions together.
+# The events of interest are all data points that are not 0.
+triggers_idx = [np.where(ecg_df.stim.to_numpy() != 0)[0]]
+```
+
+```{code-cell} ipython3
+_, axs = plt.subplots(1, 3, figsize=(18, 6), sharey=True)
+plot_evoked(rr=corrupted_peaks, triggers_idx=triggers_idx, ci=68,
+            input_type="peaks", decim=100, apply_baseline=(-1.0, 0.0), figsize=(8, 8),
+            labels="Uncorrected", palette=["#c44e52"], ax=axs[0])
+plot_evoked(rr=peaks_correction["clean_peaks"], triggers_idx=triggers_idx, ci=68,
+            input_type="peaks", decim=100, apply_baseline=(-1.0, 0.0), figsize=(8, 8),
+            labels="Corrected", ax=axs[1])
+plot_evoked(rr=peaks, triggers_idx=triggers_idx, ci=68, palette=["#55a868"],
+            input_type="peaks", decim=100, apply_baseline=(-1.0, 0.0), figsize=(8, 8),
+            labels="Initial recording", ax=axs[2])
+plt.ylim(-20, 20);
+```
+
+This concludes the tutorial on using Systole to detect and correct more complex artefacts. In the next tutorial we will introduce more advanced signal processing techniques for estimating low and high-frequency heart-rate variability. 
+
++++
+
+## Handling bad segments in the physiological recording
+
+In some situations, the physiological recording will contain one or many invalid segments in the middle of the recording. If those segments are longer than a few seconds, the peaks cannot be reliably estimated and most of the heart rate variability metrics will not be valid, even after applying the correction listed above. We can consider a bad segment when 3 or more consecutive beats cannot be detected, and using interpolation will cause more harm in this context. Such bad segments can be manually labelled using the Viewer (see {the section on how to use the Viewer}`viewer`).
+
+Most functions will let you provide `bad_segments` arguments and will try to handle the data accordingly. Using the same ECG recording as in the previous examples, we can annotate the raw plot by providing custom bad segment intervals (note that here the time stamps are in milliseconds).
+
+```{code-cell} ipython3
+plot_raw(signal=signal, show_heart_rate=True, figsize=(18, 6), bad_segments=[(600000, 660000), (1000000, 1200000)]);
+plt.tight_layout()
+```
+
+Because most heart rate variability metrics require continuous interval time series, we cannot simply remove the invalid intervals and concatenate everything, we have to extract valid segments and compute the HRD indices from there. Systole comes with the py:func`systole.utils.get_valid_segments()` function that will return the valid portion of the physiological recording, sorted according to the signal length.
+
+```{code-cell} ipython3
+from systole.utils import get_valid_segments
+valids = get_valid_segments(signal=signal, bad_segments=[(600000, 660000), (1000000, 1200000)])
+valids
+```
+
+```{note}
+Bad segments are represented either with a boolean vector of the same length that the input signal where `True` indicates a bad sample, or as a list of tuples such as (start_idx, end_idx). If this list contains overlapping intervals, they will automatically be merged before returning the valid portions.
+```
+
+The signals are automatically sorted according to their length so we can easily select the most representative portion of the valid signal.
+
+```{code-cell} ipython3
+[len(sig) for sig in valids]
+```
+
+We can also provide the peaks vector directly and compute heart rate variability from the valid segments in this vector.
+
+```{code-cell} ipython3
+valids = get_valid_segments(signal=peaks, bad_segments=[(600000, 660000), (1000000, 1200000)])
+```
+
+```{code-cell} ipython3
+_, axs = plt.subplots(1, 3, figsize=(18, 6), sharey=True)
+for i, valid_peaks in enumerate(valids):
+    plot_frequency(rr=valid_peaks, input_type="peaks", ax=axs[i])
+    axs[i].set_title(f"Valid segment number {i}")
+```
+
+```{code-cell} ipython3
+
+```
diff --git a/docs/source/notebooks/4-HeartRateVariability.ipynb b/docs/source/notebooks/4-HeartRateVariability.ipynb
new file mode 100644
index 00000000..9c80d681
--- /dev/null
+++ b/docs/source/notebooks/4-HeartRateVariability.ipynb
@@ -0,0 +1,814 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "af36102a",
+   "metadata": {},
+   "source": [
+    "(hrv)=\n",
+    "# Heart rate variability\n",
+    "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "b6e4e605",
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "%%capture\n",
+    "import sys\n",
+    "if 'google.colab' in sys.modules:\n",
+    "    ! pip install systole"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "0b2009aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"bk-root\">\n",
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+       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
+       "    </div>\n"
+      ]
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+     "output_type": "display_data"
+    },
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+       "\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
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+       "\n",
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+       "     \"<div style='background-color: #fdd'>\\n\"+\n",
+       "     \"<p>\\n\"+\n",
+       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
+       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
+       "     \"</p>\\n\"+\n",
+       "     \"<ul>\\n\"+\n",
+       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
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+       "     \"<code>\\n\"+\n",
+       "     \"from bokeh.resources import INLINE\\n\"+\n",
+       "     \"output_notebook(resources=INLINE)\\n\"+\n",
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+       "     \"</div>\"}};\n",
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+       "\n",
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+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
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+       "  const css_urls = [];\n",
+       "\n",
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+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "function(Bokeh) {\n",
+       "    }\n",
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+       "}(window));"
+      ],
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Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "from systole.detection import ecg_peaks\n",
+    "from systole import import_dataset1\n",
+    "\n",
+    "from bokeh.io import output_notebook\n",
+    "from bokeh.plotting import show\n",
+    "from bokeh.layouts import row, column\n",
+    "\n",
+    "output_notebook()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "050d89d5",
+   "metadata": {},
+   "source": [
+    "After having preprocessed the ECG or PPG signal, performed peaks detection and artefacts correction, we discuss here the extraction of heart rate variability (**HRV**) indices.\n",
+    "\n",
+    "A healthy heart, and a healthy brain-heart connection, does not result in a stable and never-changing cardiac activity. On the contrary, the heart rate variability (the amount of change from one RR interval to the next) can be largely different across individuals and across time for the same individual. A considerable literature has documented the robust relations between various HRV indices and both physical and mental health (see {cite:p}`2009:thayer`). Extracting these indices can therefore be one of the first steps in the process of analysing and quantifying the cardiac signal. \n",
+    "\n",
+    "The heart rate variability indices are often split into three different sub-domain: *1.* the time domain, *2.* the frequency domain and *3.* the nonlinear domain (see {cite:p}`2021:pham` for review). The rationale of this repartition consist mostly in the nature of the statistical and mathematical operations performed to compute the indices, and the interpretation you can make of it. While the time domain looks at the distribution of the RR intervals as a whole and will examine different aspects of its spread and variance, the frequency domain interpolate the RR time-series and will extract the power of different frequency bands of interest. The nonlinear approach capitalizes on the notion that the variations found in RR time series can often be nonlinear and uses mathematical derivation from probability and chaos theories to quantify its chaotic/flatness dimension.\n",
+    "\n",
+    "[Systole](https://embodied-computation-group.github.io/systole/#) only implement a small number of all the HRV indices that have been proposed in the literature. They are, however, the most widely used, the most often reported and, for the most part, the most interpretable ones. It is also worth noting that high colinearity exists among all the HRV variables, and they can often be reduced to a few significant dimensions.\n",
+    "\n",
+    "HRV analysis quantifies the cardiac variability for a given recording taken as a whole. The recommendation for this kind of analysis is that the signal should be at least 5 minutes long ideally, and not shorter than 2 minutes (even if recording as short as 10 seconds, aka ultra short term HRV, can give reliable results for some domains (e.g. {cite:p}`2015:munoz`). On the other side, some indices from the frequency domain focusing on very slow fluctuation can require recording of 24 hours or more to be estimated reliably."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "2b8d3caa",
+   "metadata": {
+    "tags": [
+     "hide-output"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Import ECg recording\n",
+    "signal = import_dataset1(modalities=['ECG'], disable=True).ecg.to_numpy()\n",
+    "\n",
+    "# R peaks detection\n",
+    "signal, peaks = ecg_peaks(signal=signal, method='pan-tompkins', sfreq=1000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ded41bee",
+   "metadata": {},
+   "source": [
+    "In Systole, the HRV indices can be found in the `systole.hrv` submodule. For most of the indices, it can be imported individually, such as:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "ebc8166d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from systole.hrv import rmssd"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e89eba1f",
+   "metadata": {},
+   "source": [
+    "This will import the RMSSD function that will compute the *Root Mean Square of the Successive Differences*, which is an often-used indice from the time domain dimension that is known to reflect the short-term heart rate variability, which evolves under the influence of the parasympathetic nervous system. Following [Systole](https://embodied-computation-group.github.io/systole/#)'s API, all the HRV functions have an `input_type` parameter that will let you compute the indices using either boolean `peaks` vectors, integer `peaks_idx` vectors, or the float RR interval vectors itself in milliseconds (`rr_ms`) or seconds (`rr_s`)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "50bd3082",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "59.21645574070569"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rmssd(peaks, input_type=\"peaks\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "68de0079",
+   "metadata": {},
+   "source": [
+    "This approach will be more computationally efficient when working on a small number of indices as it allows to only retrieve some of them from the RR intervals. Other uses more focused on feature extraction can require to access all the possible indices or all of them in a specific domain. The `time_domain()`, `frequency_domain()` and `nonlinear_domain()` functions will return a data frame containing indices from the time, frequency or nonlinear domain respectively. The `all_domain()` function can be used to wrap all of this method in a single call and compute all the HRV metrics currently implemented in Systole."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fed1bedf",
+   "metadata": {},
+   "source": [
+    "## Time domain"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "a4c54c14",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from systole.hrv import time_domain\n",
+    "\n",
+    "# Extract time domain heart rate variability\n",
+    "hrv_df = time_domain(peaks, input_type='peaks')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4da914d5",
+   "metadata": {},
+   "source": [
+    "The data frame output is in the long format as it is more convenient to append it in a larger summary variable for a large number of groups/session/participants. Here we simply pivot it so it renders more nicely in the notebook:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "35095aaf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>Metric</th>\n",
+       "      <th>MaxBPM</th>\n",
+       "      <th>MaxRR</th>\n",
+       "      <th>MeanBPM</th>\n",
+       "      <th>MeanRR</th>\n",
+       "      <th>MedianBPM</th>\n",
+       "      <th>MedianRR</th>\n",
+       "      <th>MinBPM</th>\n",
+       "      <th>MinRR</th>\n",
+       "      <th>RMSSD</th>\n",
+       "      <th>SDNN</th>\n",
+       "      <th>SDSD</th>\n",
+       "      <th>nn50</th>\n",
+       "      <th>pnn50</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Values</th>\n",
+       "      <td>184.615385</td>\n",
+       "      <td>1040.0</td>\n",
+       "      <td>76.107736</td>\n",
+       "      <td>793.32438</td>\n",
+       "      <td>75.471698</td>\n",
+       "      <td>795.0</td>\n",
+       "      <td>57.692308</td>\n",
+       "      <td>325.0</td>\n",
+       "      <td>59.216456</td>\n",
+       "      <td>60.855827</td>\n",
+       "      <td>59.231183</td>\n",
+       "      <td>636.0</td>\n",
+       "      <td>32.868217</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Metric      MaxBPM   MaxRR    MeanBPM     MeanRR  MedianBPM  MedianRR  \\\n",
+       "Values  184.615385  1040.0  76.107736  793.32438  75.471698     795.0   \n",
+       "\n",
+       "Metric     MinBPM  MinRR      RMSSD       SDNN       SDSD   nn50      pnn50  \n",
+       "Values  57.692308  325.0  59.216456  60.855827  59.231183  636.0  32.868217  "
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.pivot_table(hrv_df, values='Values', columns='Metric')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1f4292c8",
+   "metadata": {},
+   "source": [
+    "## Frequency domain"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3a940f7d",
+   "metadata": {},
+   "source": [
+    "Using a similar approach, indices from the frequency domains can be extracted from RR intervals time-series. Here, we demonstrate how to plot and render an output table for frequency domain indices. Systole includes tables functions that can print the table of results using either [tabulate](https://github.com/astanin/python-tabulate) or [Bokeh](https://docs.bokeh.org/en/latest/index.html) for better rendering in the notebook. Those are located in the `systole.plots` submodule. Here we use [tabulate](https://github.com/astanin/python-tabulate) (note that it is called inside a print function)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "67e0fa3b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "=================  ============  =============  ===========  ==============\n",
+      "Frequency Band       Peaks (Hz)    Power (ms²)    Power (%)    Power (n.u.)\n",
+      "=================  ============  =============  ===========  ==============\n",
+      "VLF (0-0.04 Hz)          0.0078      1441.6998      56.7621\n",
+      "LF (0.04-0.15 Hz)        0.0938       522.1761      20.5589         47.5484\n",
+      "HF (0.15-0.4 Hz)         0.3555       576.0226      22.6790         52.4516\n",
+      "Total                                2539.8985\n",
+      "LF/HF                                   0.9065\n",
+      "=================  ============  =============  ===========  ==============\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from systole.plots import plot_frequency\n",
+    "from systole.reports import frequency_table\n",
+    "\n",
+    "# Print frequency table\n",
+    "print(\n",
+    "    frequency_table(peaks, input_type='peaks', backend=\"tabulate\")\n",
+    ")\n",
+    "\n",
+    "# Plot PDS using Matplotlib\n",
+    "plot_frequency(peaks, input_type='peaks');"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "af78e820",
+   "metadata": {},
+   "source": [
+    "## Nonlinear domain\n",
+    "The nonlinear domain indices are accesible using the same API. Here, we demonstrate how to report it using [Bokeh](https://docs.bokeh.org/en/latest/index.html) only."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "50f4b841",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from systole.plots import plot_poincare\n",
+    "from systole.reports import nonlinear_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c7e8c9c9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"58f76618-f12d-4275-bf2f-67b842e131eb\" data-root-id=\"1074\"></div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function embed_document(root) {\n",
+       "  const docs_json = 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Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"632508cf-0b48-41e0-96d5-11772753f672\",\"root_ids\":[\"1074\"],\"roots\":{\"1074\":\"58f76618-f12d-4275-bf2f-67b842e131eb\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "1074"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(\n",
+    "    row(\n",
+    "        plot_poincare(peaks, input_type='peaks', backend='bokeh'),\n",
+    "        nonlinear_table(peaks, input_type='peaks', backend='bokeh')\n",
+    "    )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e6f5b7d8",
+   "metadata": {},
+   "source": [
+    "## Creating HRV summary"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "46fbd306",
+   "metadata": {},
+   "source": [
+    "These function can be modularily concatenated to render HRV dashboard. Here is an exampe for an HTML report using [Bokeh](https://docs.bokeh.org/en/latest/index.html) functions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "ddec034e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"432e6ebd-2b02-4809-bc65-3948e0be8ad0\" data-root-id=\"1481\"></div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function embed_document(root) {\n",
+       "  const docs_json = 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Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"d39de23e-936f-4d61-af8e-0c216a0cd7b6\",\"root_ids\":[\"1481\"],\"roots\":{\"1481\":\"432e6ebd-2b02-4809-bc65-3948e0be8ad0\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "1481"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from systole.plots import plot_poincare, plot_frequency, plot_rr\n",
+    "from systole.reports import nonlinear_table, frequency_table\n",
+    "\n",
+    "show(\n",
+    "    column(\n",
+    "        plot_rr(peaks, input_type=\"peaks\", backend=\"bokeh\"),\n",
+    "        row(\n",
+    "            plot_frequency(peaks, input_type=\"peaks\", backend=\"bokeh\", figsize=(400, 400)),\n",
+    "            frequency_table(peaks, input_type=\"peaks\", backend=\"bokeh\"),\n",
+    "        ),\n",
+    "        row(\n",
+    "            plot_poincare(peaks, input_type=\"peaks\", backend=\"bokeh\", figsize=(400, 400)),\n",
+    "            nonlinear_table(peaks, input_type=\"peaks\", backend=\"bokeh\"),\n",
+    "        )\n",
+    "    )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "84f107bc",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "formats": "ipynb,md:myst"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/source/notebooks/4-HeartRateVariability.md b/docs/source/notebooks/4-HeartRateVariability.md
new file mode 100644
index 00000000..751b0f38
--- /dev/null
+++ b/docs/source/notebooks/4-HeartRateVariability.md
@@ -0,0 +1,154 @@
+---
+jupytext:
+  formats: ipynb,md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.14.1
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+(hrv)=
+# Heart rate variability
+Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+```{code-cell} ipython3
+:tags: [hide-input]
+
+%%capture
+import sys
+if 'google.colab' in sys.modules:
+    ! pip install systole
+```
+
+```{code-cell} ipython3
+import pandas as pd
+from systole.detection import ecg_peaks
+from systole import import_dataset1
+
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+from bokeh.layouts import row, column
+
+output_notebook()
+```
+
+After having preprocessed the ECG or PPG signal, performed peaks detection and artefacts correction, we discuss here the extraction of heart rate variability (**HRV**) indices.
+
+A healthy heart, and a healthy brain-heart connection, does not result in a stable and never-changing cardiac activity. On the contrary, the heart rate variability (the amount of change from one RR interval to the next) can be largely different across individuals and across time for the same individual. A considerable literature has documented the robust relations between various HRV indices and both physical and mental health (see {cite:p}`2009:thayer`). Extracting these indices can therefore be one of the first steps in the process of analysing and quantifying the cardiac signal. 
+
+The heart rate variability indices are often split into three different sub-domain: *1.* the time domain, *2.* the frequency domain and *3.* the nonlinear domain (see {cite:p}`2021:pham` for review). The rationale of this repartition consist mostly in the nature of the statistical and mathematical operations performed to compute the indices, and the interpretation you can make of it. While the time domain looks at the distribution of the RR intervals as a whole and will examine different aspects of its spread and variance, the frequency domain interpolate the RR time-series and will extract the power of different frequency bands of interest. The nonlinear approach capitalizes on the notion that the variations found in RR time series can often be nonlinear and uses mathematical derivation from probability and chaos theories to quantify its chaotic/flatness dimension.
+
+[Systole](https://embodied-computation-group.github.io/systole/#) only implement a small number of all the HRV indices that have been proposed in the literature. They are, however, the most widely used, the most often reported and, for the most part, the most interpretable ones. It is also worth noting that high colinearity exists among all the HRV variables, and they can often be reduced to a few significant dimensions.
+
+HRV analysis quantifies the cardiac variability for a given recording taken as a whole. The recommendation for this kind of analysis is that the signal should be at least 5 minutes long ideally, and not shorter than 2 minutes (even if recording as short as 10 seconds, aka ultra short term HRV, can give reliable results for some domains (e.g. {cite:p}`2015:munoz`). On the other side, some indices from the frequency domain focusing on very slow fluctuation can require recording of 24 hours or more to be estimated reliably.
+
+```{code-cell} ipython3
+:tags: [hide-output]
+
+# Import ECg recording
+signal = import_dataset1(modalities=['ECG'], disable=True).ecg.to_numpy()
+
+# R peaks detection
+signal, peaks = ecg_peaks(signal=signal, method='pan-tompkins', sfreq=1000)
+```
+
+In Systole, the HRV indices can be found in the `systole.hrv` submodule. For most of the indices, it can be imported individually, such as:
+
+```{code-cell} ipython3
+from systole.hrv import rmssd
+```
+
+This will import the RMSSD function that will compute the *Root Mean Square of the Successive Differences*, which is an often-used indice from the time domain dimension that is known to reflect the short-term heart rate variability, which evolves under the influence of the parasympathetic nervous system. Following [Systole](https://embodied-computation-group.github.io/systole/#)'s API, all the HRV functions have an `input_type` parameter that will let you compute the indices using either boolean `peaks` vectors, integer `peaks_idx` vectors, or the float RR interval vectors itself in milliseconds (`rr_ms`) or seconds (`rr_s`).
+
+```{code-cell} ipython3
+rmssd(peaks, input_type="peaks")
+```
+
+This approach will be more computationally efficient when working on a small number of indices as it allows to only retrieve some of them from the RR intervals. Other uses more focused on feature extraction can require to access all the possible indices or all of them in a specific domain. The `time_domain()`, `frequency_domain()` and `nonlinear_domain()` functions will return a data frame containing indices from the time, frequency or nonlinear domain respectively. The `all_domain()` function can be used to wrap all of this method in a single call and compute all the HRV metrics currently implemented in Systole.
+
++++
+
+## Time domain
+
+```{code-cell} ipython3
+from systole.hrv import time_domain
+
+# Extract time domain heart rate variability
+hrv_df = time_domain(peaks, input_type='peaks')
+```
+
+The data frame output is in the long format as it is more convenient to append it in a larger summary variable for a large number of groups/session/participants. Here we simply pivot it so it renders more nicely in the notebook:
+
+```{code-cell} ipython3
+pd.pivot_table(hrv_df, values='Values', columns='Metric')
+```
+
+## Frequency domain
+
++++
+
+Using a similar approach, indices from the frequency domains can be extracted from RR intervals time-series. Here, we demonstrate how to plot and render an output table for frequency domain indices. Systole includes tables functions that can print the table of results using either [tabulate](https://github.com/astanin/python-tabulate) or [Bokeh](https://docs.bokeh.org/en/latest/index.html) for better rendering in the notebook. Those are located in the `systole.plots` submodule. Here we use [tabulate](https://github.com/astanin/python-tabulate) (note that it is called inside a print function).
+
+```{code-cell} ipython3
+from systole.plots import plot_frequency
+from systole.reports import frequency_table
+
+# Print frequency table
+print(
+    frequency_table(peaks, input_type='peaks', backend="tabulate")
+)
+
+# Plot PDS using Matplotlib
+plot_frequency(peaks, input_type='peaks');
+```
+
+## Nonlinear domain
+The nonlinear domain indices are accesible using the same API. Here, we demonstrate how to report it using [Bokeh](https://docs.bokeh.org/en/latest/index.html) only.
+
+```{code-cell} ipython3
+from systole.plots import plot_poincare
+from systole.reports import nonlinear_table
+```
+
+```{code-cell} ipython3
+show(
+    row(
+        plot_poincare(peaks, input_type='peaks', backend='bokeh'),
+        nonlinear_table(peaks, input_type='peaks', backend='bokeh')
+    )
+)
+```
+
+## Creating HRV summary
+
++++
+
+These function can be modularily concatenated to render HRV dashboard. Here is an exampe for an HTML report using [Bokeh](https://docs.bokeh.org/en/latest/index.html) functions.
+
+```{code-cell} ipython3
+from systole.plots import plot_poincare, plot_frequency, plot_rr
+from systole.reports import nonlinear_table, frequency_table
+
+show(
+    column(
+        plot_rr(peaks, input_type="peaks", backend="bokeh"),
+        row(
+            plot_frequency(peaks, input_type="peaks", backend="bokeh", figsize=(400, 400)),
+            frequency_table(peaks, input_type="peaks", backend="bokeh"),
+        ),
+        row(
+            plot_poincare(peaks, input_type="peaks", backend="bokeh", figsize=(400, 400)),
+            nonlinear_table(peaks, input_type="peaks", backend="bokeh"),
+        )
+    )
+)
+```
+
+```{code-cell} ipython3
+
+```
diff --git a/docs/source/notebooks/5-InstantaneousHeartRate.ipynb b/docs/source/notebooks/5-InstantaneousHeartRate.ipynb
new file mode 100644
index 00000000..ba8b6eaf
--- /dev/null
+++ b/docs/source/notebooks/5-InstantaneousHeartRate.ipynb
@@ -0,0 +1,897 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "cf2a2ca5",
+   "metadata": {},
+   "source": [
+    "(instantaneous_heart_rate)=\n",
+    "# Instantaneous and evoked heart rate\n",
+    "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "24263369",
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "%%capture\n",
+    "import sys\n",
+    "if 'google.colab' in sys.modules:\n",
+    "    ! pip install systole"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "5a341b77",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"bk-root\">\n",
+       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
+       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
+       "    </div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  const force = true;\n",
+       "\n",
+       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
+       "    root._bokeh_onload_callbacks = [];\n",
+       "    root._bokeh_is_loading = undefined;\n",
+       "  }\n",
+       "\n",
+       "const JS_MIME_TYPE = 'application/javascript';\n",
+       "  const HTML_MIME_TYPE = 'text/html';\n",
+       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
+       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
+       "\n",
+       "  /**\n",
+       "   * Render data to the DOM node\n",
+       "   */\n",
+       "  function render(props, node) {\n",
+       "    const script = document.createElement(\"script\");\n",
+       "    node.appendChild(script);\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when an output is cleared or removed\n",
+       "   */\n",
+       "  function handleClearOutput(event, handle) {\n",
+       "    const cell = handle.cell;\n",
+       "\n",
+       "    const id = cell.output_area._bokeh_element_id;\n",
+       "    const server_id = cell.output_area._bokeh_server_id;\n",
+       "    // Clean up Bokeh references\n",
+       "    if (id != null && id in Bokeh.index) {\n",
+       "      Bokeh.index[id].model.document.clear();\n",
+       "      delete Bokeh.index[id];\n",
+       "    }\n",
+       "\n",
+       "    if (server_id !== undefined) {\n",
+       "      // Clean up Bokeh references\n",
+       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
+       "      cell.notebook.kernel.execute(cmd_clean, {\n",
+       "        iopub: {\n",
+       "          output: function(msg) {\n",
+       "            const id = msg.content.text.trim();\n",
+       "            if (id in Bokeh.index) {\n",
+       "              Bokeh.index[id].model.document.clear();\n",
+       "              delete Bokeh.index[id];\n",
+       "            }\n",
+       "          }\n",
+       "        }\n",
+       "      });\n",
+       "      // Destroy server and session\n",
+       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
+       "      cell.notebook.kernel.execute(cmd_destroy);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when a new output is added\n",
+       "   */\n",
+       "  function handleAddOutput(event, handle) {\n",
+       "    const output_area = handle.output_area;\n",
+       "    const output = handle.output;\n",
+       "\n",
+       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
+       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
+       "      return\n",
+       "    }\n",
+       "\n",
+       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
+       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
+       "      // store reference to embed id on output_area\n",
+       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "    }\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "      const bk_div = document.createElement(\"div\");\n",
+       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "      const script_attrs = bk_div.children[0].attributes;\n",
+       "      for (let i = 0; i < script_attrs.length; i++) {\n",
+       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
+       "      }\n",
+       "      // store reference to server id on output_area\n",
+       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function register_renderer(events, OutputArea) {\n",
+       "\n",
+       "    function append_mime(data, metadata, element) {\n",
+       "      // create a DOM node to render to\n",
+       "      const toinsert = this.create_output_subarea(\n",
+       "        metadata,\n",
+       "        CLASS_NAME,\n",
+       "        EXEC_MIME_TYPE\n",
+       "      );\n",
+       "      this.keyboard_manager.register_events(toinsert);\n",
+       "      // Render to node\n",
+       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "      render(props, toinsert[toinsert.length - 1]);\n",
+       "      element.append(toinsert);\n",
+       "      return toinsert\n",
+       "    }\n",
+       "\n",
+       "    /* Handle when an output is cleared or removed */\n",
+       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
+       "    events.on('delete.Cell', handleClearOutput);\n",
+       "\n",
+       "    /* Handle when a new output is added */\n",
+       "    events.on('output_added.OutputArea', handleAddOutput);\n",
+       "\n",
+       "    /**\n",
+       "     * Register the mime type and append_mime function with output_area\n",
+       "     */\n",
+       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "      /* Is output safe? */\n",
+       "      safe: true,\n",
+       "      /* Index of renderer in `output_area.display_order` */\n",
+       "      index: 0\n",
+       "    });\n",
+       "  }\n",
+       "\n",
+       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
+       "  if (root.Jupyter !== undefined) {\n",
+       "    const events = require('base/js/events');\n",
+       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  }\n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
+       "     \"<div style='background-color: #fdd'>\\n\"+\n",
+       "     \"<p>\\n\"+\n",
+       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
+       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
+       "     \"</p>\\n\"+\n",
+       "     \"<ul>\\n\"+\n",
+       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
+       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
+       "     \"</ul>\\n\"+\n",
+       "     \"<code>\\n\"+\n",
+       "     \"from bokeh.resources import INLINE\\n\"+\n",
+       "     \"output_notebook(resources=INLINE)\\n\"+\n",
+       "     \"</code>\\n\"+\n",
+       "     \"</div>\"}};\n",
+       "\n",
+       "  function display_loaded() {\n",
+       "    const el = document.getElementById(\"1002\");\n",
+       "    if (el != null) {\n",
+       "      el.textContent = \"BokehJS is loading...\";\n",
+       "    }\n",
+       "    if (root.Bokeh !== undefined) {\n",
+       "      if (el != null) {\n",
+       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
+       "      }\n",
+       "    } else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(display_loaded, 100)\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (js_urls == null || js_urls.length === 0) {\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    function on_error(url) {\n",
+       "      console.error(\"failed to load \" + url);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < css_urls.length; i++) {\n",
+       "      const url = css_urls[i];\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < js_urls.length; i++) {\n",
+       "      const url = js_urls[i];\n",
+       "      const element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n",
+       "  const css_urls = [];\n",
+       "\n",
+       "  const inline_js = [    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "function(Bokeh) {\n",
+       "    }\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if (root.Bokeh !== undefined || force === true) {\n",
+       "          for (let i = 0; i < inline_js.length; i++) {\n",
+       "      inline_js[i].call(root, root.Bokeh);\n",
+       "    }\n",
+       "if (force === true) {\n",
+       "        display_loaded();\n",
+       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    } else if (force !== true) {\n",
+       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
+       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  if (root._bokeh_is_loading === 0) {\n",
+       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
+       "    run_inline_js();\n",
+       "  } else {\n",
+       "    load_libs(css_urls, js_urls, function() {\n",
+       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "      run_inline_js();\n",
+       "    });\n",
+       "  }\n",
+       "}(window));"
+      ],
+      "application/vnd.bokehjs_load.v0+json": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import numpy as np\n",
+    "from systole.detection import ecg_peaks\n",
+    "from systole.plots import plot_rr, plot_evoked, plot_events\n",
+    "from systole import import_dataset1\n",
+    "from systole.utils import heart_rate, to_epochs\n",
+    "\n",
+    "from bokeh.io import output_notebook\n",
+    "from bokeh.plotting import show\n",
+    "output_notebook()\n",
+    "\n",
+    "sns.set_context('talk')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cfc81d37",
+   "metadata": {},
+   "source": [
+    "This tutorial will cover instantaneous heart rate and evoked heart rate analysis. In the previous section, we  analyzed the heart rate variability as a property that can be observed in longer cardiac recordings and that might reflect the influence of the sympathetic and/or the parasympathetic nervous system on behavior. This approach has been widely used in psychology and psychophysiology to evaluate the trait heart rate variability (HRV) of a given participant on a continuous domain, sometimes in conjunction with experimental manipulations. This approach requires relatively long recordings to give a reasonable estimate of the HRV (~5 minutes), and resting conditions are also required to let the nervous system returns to a baseline. In some cases, experimenters may want to also record and/or control for respiratory frequency as this has a known physiological impact on HRV, in particular in the lower frequency components. \n",
+    "\n",
+    "However, psychophysiological interactions can appear at much shorter time scales (as fast as 1-2 seconds following stimulation), and these effects can be examined using evoked heart rate analysis. Evoked heart rate refers to the fluctuation of instantaneous heart rate following stimulation and could be described as the cardiac equivalent of event-related potentials [ERP](https://en.wikipedia.org/wiki/Event-related_potential). These fast fluctuations in heart-rate have many sources, for example changes in noradrenaline and/or autonomic factors, emotional states, and other cognitive variables. \n",
+    "\n",
+    "To perform evoked heart rate analysis, we need an ECG recording and a trigger, or stim channel, that will encode the occurrence of the events we want to study. Here, we will use an example dataset included in Systole. The task itself has been described in {cite:p}`2020:legrand`. During the recording, the participant has to rate the emotional valence of 36 neutral and 36 disgusting images (10 seconds max per image). The stim channel encodes the presentation of disgusting (`2`) and neutral (`1`) images."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a628e6dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import ECG recording and Stim channel\n",
+    "ecg_df = import_dataset1(modalities=['ECG', 'Stim'], disable=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cba92579",
+   "metadata": {},
+   "source": [
+    "## Instantaneous heart rate"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "8da7e896",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Peak detection in the ECG signal using the Pan-Tompkins method\n",
+    "signal, peaks = ecg_peaks(signal=ecg_df.ecg, method='sleepecg', sfreq=1000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ae67d479",
+   "metadata": {},
+   "source": [
+    "Because the heartbeats are discrete events interleaved by unequal intervals, the instantaneous heart rate time series is the results of the interpolation of the individual heart rate estimates.\n",
+    "\n",
+    "By defaults, the `plot_rr` function will linearly connect the dots to save memory."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "cf3175d8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"85119073-73da-403c-931d-8ffcaddf219a\" data-root-id=\"1076\"></div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function embed_document(root) {\n",
+       "  const docs_json = 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window\"},\"id\":\"1050\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1083\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{},\"id\":\"1055\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1084\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1057\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1086\"},\"group\":null,\"major_label_policy\":{\"id\":\"1087\"},\"ticker\":{\"id\":\"1060\"}},\"id\":\"1059\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1059\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1062\",\"type\":\"Grid\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1092\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"1072\"},\"x_range\":{\"id\":\"1070\"},\"y_range\":null},\"id\":\"1071\",\"type\":\"RangeTool\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"1093\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"1100\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"active_multi\":{\"id\":\"1071\"},\"tools\":[{\"id\":\"1071\"}]},\"id\":\"1063\",\"type\":\"Toolbar\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"1095\",\"type\":\"DaysTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1094\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"1103\",\"type\":\"YearsTicker\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1067\",\"type\":\"Line\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"1099\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1066\",\"type\":\"Line\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1096\",\"type\":\"DaysTicker\"},{\"attributes\":{\"line_color\":\"#4c72b0\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1038\",\"type\":\"Line\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"1098\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1102\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"1097\",\"type\":\"DaysTicker\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1101\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"navy\",\"group\":null,\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[2,2],\"line_width\":0.5,\"syncable\":false},\"id\":\"1072\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"1037\"}},\"id\":\"1069\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1086\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{},\"id\":\"1087\",\"type\":\"AllLabels\"}],\"root_ids\":[\"1076\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"05e814b4-0e86-4418-ac56-266916cd3ac2\",\"root_ids\":[\"1076\"],\"roots\":{\"1076\":\"85119073-73da-403c-931d-8ffcaddf219a\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "1076"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(\n",
+    "    plot_rr(peaks, input_type='peaks', backend='bokeh', figsize=250)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e3edde9e",
+   "metadata": {},
+   "source": [
+    "The `heart_rate` function provide more options and enables the user to select between different interpolation parameter following the ones povided by the `scipy.interpolate.interpolate1d` function."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "10c4a955",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Select a subsample of the recording\n",
+    "this_peaks = peaks[20000:35000]\n",
+    "\n",
+    "_, ax = plt.subplots(figsize=(13, 5))\n",
+    "for kind, color, style in zip([\"cubic\", \"linear\", \"previous\", \"next\"], \n",
+    "                               sns.color_palette(\"deep\", n_colors=4),\n",
+    "                               [\"-\", \"--\", \":\", \"-.\"]):\n",
+    "    hr, time = heart_rate(x=this_peaks, input_type='peaks', kind=kind)\n",
+    "    ax.plot(time, hr, color=color, label=kind, linestyle=style)\n",
+    "\n",
+    "# Show individual heartbeats\n",
+    "ax.scatter(np.where(this_peaks)[0][1:]/1000,\n",
+    "           np.diff(np.where(this_peaks)[0]),\n",
+    "           s=100, color=\"gray\", edgecolors=\"k\", label=\"Heartbeats\")\n",
+    "plt.legend()\n",
+    "ax.set_xlabel(\"Time (s)\")\n",
+    "ax.set_ylabel(\"RR intervals (ms)\")\n",
+    "ax.set_title(\"Interpolation of the instantaneous heart rate\")\n",
+    "sns.despine()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3163842b",
+   "metadata": {},
+   "source": [
+    "Note that here the timing of the peaks detection matters. The artefact correction, if it is used, should take this into account and never interpolate RR times series directly but always try to infer the presence, or absence, of cardiac cycles."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "474cb83d",
+   "metadata": {},
+   "source": [
+    "## Evoked heart rate"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0028c1bf",
+   "metadata": {},
+   "source": [
+    "Finding R peaks and extract instantaneous heart rate."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a13efc04",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "heartrate, new_time = heart_rate(peaks, kind='previous', unit='bpm')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f18f9b1c",
+   "metadata": {},
+   "source": [
+    "Create stim vectors for neutral and discusting images separately. Here, 1 encode the presentation of an image."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "2cf71d30",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "triggers_idx = [\n",
+    "    np.where(ecg_df.stim.to_numpy() == 2)[0], \n",
+    "    np.where(ecg_df.stim.to_numpy() == 1)[0]\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "197eae0d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "neutral, disgust = np.zeros(len(new_time)), np.zeros(len(new_time))\n",
+    "\n",
+    "disgust[np.round(np.where(ecg_df.stim.to_numpy() == 2)[0]).astype(int)] = 1\n",
+    "neutral[np.round(np.where(ecg_df.stim.to_numpy() == 1)[0]).astype(int)] = 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fb402ae3",
+   "metadata": {},
+   "source": [
+    "### Event plot"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d1ede881",
+   "metadata": {},
+   "source": [
+    "The `plot_events` function can be usefull to visualize the distribution of events during the task."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "0d9c3d76",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:xlabel='Time'>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 936x216 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plot_events(triggers_idx=triggers_idx, backend=\"matplotlib\", labels=[\"Disgust\", \"Neutral\"],\n",
+    "            tmin=-0.5, tmax=10.0, palette=[sns.xkcd_rgb[\"denim blue\"], sns.xkcd_rgb[\"pale red\"]],\n",
+    "            figsize=(13, 3))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1fe14ae1",
+   "metadata": {},
+   "source": [
+    "This plot can be combined with other functionnalities of Systole, for example to wisualize the evolution of instantaneous heart rate across the different trials."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "e295ece7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"29ba311c-7f83-4fee-8119-452b91aa95bc\" data-root-id=\"1534\"></div>\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/javascript": [
+       "(function(root) {\n",
+       "  function embed_document(root) {\n",
+       "  const docs_json = 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+       "  const render_items = [{\"docid\":\"44710f29-a847-4e0e-a56c-1ebd6f59da30\",\"root_ids\":[\"1534\"],\"roots\":{\"1534\":\"29ba311c-7f83-4fee-8119-452b91aa95bc\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "1534"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# First, we create a RR interval plot\n",
+    "show(\n",
+    "    plot_rr(\n",
+    "        peaks, input_type='peaks', backend='bokeh', figsize=250, \n",
+    "        events_params={\"triggers_idx\": triggers_idx, \"labels\": [\"Disgust\", \"Neutral\"],\n",
+    "                       \"tmin\": -0.5, \"tmax\": 10.0, \"palette\": [sns.xkcd_rgb[\"denim blue\"], sns.xkcd_rgb[\"pale red\"]]}\n",
+    "    )\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "84902b95",
+   "metadata": {},
+   "source": [
+    "However, it is still difficult to see if a general tendency emerges from the time course of the heart rate following the stimulations, and if the two conditions differ from one another."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "28860b28",
+   "metadata": {},
+   "source": [
+    "### Evoked plot"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e5794f88",
+   "metadata": {},
+   "source": [
+    "Systole provides a function `to_epochs` that can easily convert raw signal and triggers vectors into the corresponding epochs array. An epoch is simply a 2d matrix containing the signal of interest sliced using some interval around the trigers. It is also common practice to baseline correct these signal using the value at *t*=`0` or some interval before the stimuli (e.g., the average interval from 1 second pre-baseline), so the evoked response can be more readily interpreted.\n",
+    "\n",
+    "This function accepts several arguments and can be used in a variety of ways (see documentation). Here, we provide the trigger idexes using the `triggers_idx` parameter (the sames where a trigger was recorded, here indicating that an image appeared on the screen). The `apply_baseline` parameter is set to `(-1.0, 0.0)` to indicate that we want substract the average of the signal value one second before the triggers appear."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "8011e37a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "epoch, rejected = to_epochs(signal=signal, triggers_idx=triggers_idx, apply_baseline=(-1.0, 0.0))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9458ca97",
+   "metadata": {},
+   "source": [
+    "The function returns two objects:\n",
+    "* A 2d epoch array, that contains the signal of interest in the range around the trigger.\n",
+    "* A 1d reject array that indexes the rejected trials during the epoching process.\n",
+    "\n",
+    "Trials can be rejected because\n",
+    "1. They contain artefacts. The artefacted part of the recording can be indexed using the `reject` parameter.\n",
+    "2. The time range of the trial lies outside the signal range. This can be the case for the first or the last trials"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6df492b0",
+   "metadata": {},
+   "source": [
+    "Visualization of the event related instantaneous heart rate:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "38f228d0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "  <div class=\"bk-root\" id=\"2d510cf7-49bf-431e-939e-424c975325bb\" data-root-id=\"1815\"></div>\n"
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+     },
+     "metadata": {},
+     "output_type": "display_data"
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Application\",\"version\":\"2.4.3\"}};\n",
+       "  const render_items = [{\"docid\":\"ad7a7a45-2820-41c4-8b46-4d32559e1605\",\"root_ids\":[\"1815\"],\"roots\":{\"1815\":\"2d510cf7-49bf-431e-939e-424c975325bb\"}}];\n",
+       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
+       "  }\n",
+       "  if (root.Bokeh !== undefined) {\n",
+       "    embed_document(root);\n",
+       "  } else {\n",
+       "    let attempts = 0;\n",
+       "    const timer = setInterval(function(root) {\n",
+       "      if (root.Bokeh !== undefined) {\n",
+       "        clearInterval(timer);\n",
+       "        embed_document(root);\n",
+       "      } else {\n",
+       "        attempts++;\n",
+       "        if (attempts > 100) {\n",
+       "          clearInterval(timer);\n",
+       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
+       "        }\n",
+       "      }\n",
+       "    }, 10, root)\n",
+       "  }\n",
+       "})(window);"
+      ],
+      "application/vnd.bokehjs_exec.v0+json": ""
+     },
+     "metadata": {
+      "application/vnd.bokehjs_exec.v0+json": {
+       "id": "1815"
+      }
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "show(\n",
+    "    plot_evoked(rr=peaks, triggers_idx=triggers_idx, input_type=\"peaks\", backend=\"bokeh\", \n",
+    "                palette=[sns.xkcd_rgb[\"pale red\"], sns.xkcd_rgb[\"denim blue\"]], decim=100,\n",
+    "                apply_baseline=(-1.0, 0.0), figsize=(400, 400))\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "3bb793b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x432 with 3 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axs = plt.subplots(1, 3, figsize=(15, 6), sharey=True)\n",
+    "\n",
+    "for i, kind in enumerate([\"cubic\", \"linear\", \"previous\"]):\n",
+    "    axs[i].set_title(f\"Interpolation: {kind}\")\n",
+    "    plot_evoked(\n",
+    "        rr=peaks, triggers_idx=triggers_idx, input_type=\"peaks\", kind=kind,\n",
+    "        palette=[sns.xkcd_rgb[\"pale red\"], sns.xkcd_rgb[\"denim blue\"]], labels=[\"Disgust\", \"Neutral\"],\n",
+    "        decim=100, apply_baseline=(-1.0, 0.0), figsize=(6, 6), ax=axs[i], ci=68\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8d790d7f",
+   "metadata": {},
+   "source": [
+    "This concludes the tutorial on using systole for evoked HR analysis!"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "723b27a4",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "formats": "ipynb,md:myst"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/source/notebooks/5-InstantaneousHeartRate.md b/docs/source/notebooks/5-InstantaneousHeartRate.md
new file mode 100644
index 00000000..2535a6a6
--- /dev/null
+++ b/docs/source/notebooks/5-InstantaneousHeartRate.md
@@ -0,0 +1,203 @@
+---
+jupytext:
+  formats: ipynb,md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.14.1
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+(instantaneous_heart_rate)=
+# Instantaneous and evoked heart rate
+Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+```{code-cell} ipython3
+:tags: [hide-input]
+
+%%capture
+import sys
+if 'google.colab' in sys.modules:
+    ! pip install systole
+```
+
+```{code-cell} ipython3
+import matplotlib.pyplot as plt
+import seaborn as sns
+import numpy as np
+from systole.detection import ecg_peaks
+from systole.plots import plot_rr, plot_evoked, plot_events
+from systole import import_dataset1
+from systole.utils import heart_rate, to_epochs
+
+from bokeh.io import output_notebook
+from bokeh.plotting import show
+output_notebook()
+
+sns.set_context('talk')
+```
+
+This tutorial will cover instantaneous heart rate and evoked heart rate analysis. In the previous section, we  analyzed the heart rate variability as a property that can be observed in longer cardiac recordings and that might reflect the influence of the sympathetic and/or the parasympathetic nervous system on behavior. This approach has been widely used in psychology and psychophysiology to evaluate the trait heart rate variability (HRV) of a given participant on a continuous domain, sometimes in conjunction with experimental manipulations. This approach requires relatively long recordings to give a reasonable estimate of the HRV (~5 minutes), and resting conditions are also required to let the nervous system returns to a baseline. In some cases, experimenters may want to also record and/or control for respiratory frequency as this has a known physiological impact on HRV, in particular in the lower frequency components. 
+
+However, psychophysiological interactions can appear at much shorter time scales (as fast as 1-2 seconds following stimulation), and these effects can be examined using evoked heart rate analysis. Evoked heart rate refers to the fluctuation of instantaneous heart rate following stimulation and could be described as the cardiac equivalent of event-related potentials [ERP](https://en.wikipedia.org/wiki/Event-related_potential). These fast fluctuations in heart-rate have many sources, for example changes in noradrenaline and/or autonomic factors, emotional states, and other cognitive variables. 
+
+To perform evoked heart rate analysis, we need an ECG recording and a trigger, or stim channel, that will encode the occurrence of the events we want to study. Here, we will use an example dataset included in Systole. The task itself has been described in {cite:p}`2020:legrand`. During the recording, the participant has to rate the emotional valence of 36 neutral and 36 disgusting images (10 seconds max per image). The stim channel encodes the presentation of disgusting (`2`) and neutral (`1`) images.
+
+```{code-cell} ipython3
+# Import ECG recording and Stim channel
+ecg_df = import_dataset1(modalities=['ECG', 'Stim'], disable=True)
+```
+
+## Instantaneous heart rate
+
+```{code-cell} ipython3
+# Peak detection in the ECG signal using the Pan-Tompkins method
+signal, peaks = ecg_peaks(signal=ecg_df.ecg, method='sleepecg', sfreq=1000)
+```
+
+Because the heartbeats are discrete events interleaved by unequal intervals, the instantaneous heart rate time series is the results of the interpolation of the individual heart rate estimates.
+
+By defaults, the `plot_rr` function will linearly connect the dots to save memory.
+
+```{code-cell} ipython3
+show(
+    plot_rr(peaks, input_type='peaks', backend='bokeh', figsize=250)
+)
+```
+
+The `heart_rate` function provide more options and enables the user to select between different interpolation parameter following the ones povided by the `scipy.interpolate.interpolate1d` function.
+
+```{code-cell} ipython3
+# Select a subsample of the recording
+this_peaks = peaks[20000:35000]
+
+_, ax = plt.subplots(figsize=(13, 5))
+for kind, color, style in zip(["cubic", "linear", "previous", "next"], 
+                               sns.color_palette("deep", n_colors=4),
+                               ["-", "--", ":", "-."]):
+    hr, time = heart_rate(x=this_peaks, input_type='peaks', kind=kind)
+    ax.plot(time, hr, color=color, label=kind, linestyle=style)
+
+# Show individual heartbeats
+ax.scatter(np.where(this_peaks)[0][1:]/1000,
+           np.diff(np.where(this_peaks)[0]),
+           s=100, color="gray", edgecolors="k", label="Heartbeats")
+plt.legend()
+ax.set_xlabel("Time (s)")
+ax.set_ylabel("RR intervals (ms)")
+ax.set_title("Interpolation of the instantaneous heart rate")
+sns.despine()
+```
+
+Note that here the timing of the peaks detection matters. The artefact correction, if it is used, should take this into account and never interpolate RR times series directly but always try to infer the presence, or absence, of cardiac cycles.
+
++++
+
+## Evoked heart rate
+
++++
+
+Finding R peaks and extract instantaneous heart rate.
+
+```{code-cell} ipython3
+heartrate, new_time = heart_rate(peaks, kind='previous', unit='bpm')
+```
+
+Create stim vectors for neutral and discusting images separately. Here, 1 encode the presentation of an image.
+
+```{code-cell} ipython3
+triggers_idx = [
+    np.where(ecg_df.stim.to_numpy() == 2)[0], 
+    np.where(ecg_df.stim.to_numpy() == 1)[0]
+]
+```
+
+```{code-cell} ipython3
+neutral, disgust = np.zeros(len(new_time)), np.zeros(len(new_time))
+
+disgust[np.round(np.where(ecg_df.stim.to_numpy() == 2)[0]).astype(int)] = 1
+neutral[np.round(np.where(ecg_df.stim.to_numpy() == 1)[0]).astype(int)] = 1
+```
+
+### Event plot
+
++++
+
+The `plot_events` function can be usefull to visualize the distribution of events during the task.
+
+```{code-cell} ipython3
+plot_events(triggers_idx=triggers_idx, backend="matplotlib", labels=["Disgust", "Neutral"],
+            tmin=-0.5, tmax=10.0, palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+            figsize=(13, 3))
+```
+
+This plot can be combined with other functionnalities of Systole, for example to wisualize the evolution of instantaneous heart rate across the different trials.
+
+```{code-cell} ipython3
+# First, we create a RR interval plot
+show(
+    plot_rr(
+        peaks, input_type='peaks', backend='bokeh', figsize=250, 
+        events_params={"triggers_idx": triggers_idx, "labels": ["Disgust", "Neutral"],
+                       "tmin": -0.5, "tmax": 10.0, "palette": [sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]]}
+    )
+)
+```
+
+However, it is still difficult to see if a general tendency emerges from the time course of the heart rate following the stimulations, and if the two conditions differ from one another.
+
++++
+
+### Evoked plot
+
++++
+
+Systole provides a function `to_epochs` that can easily convert raw signal and triggers vectors into the corresponding epochs array. An epoch is simply a 2d matrix containing the signal of interest sliced using some interval around the trigers. It is also common practice to baseline correct these signal using the value at *t*=`0` or some interval before the stimuli (e.g., the average interval from 1 second pre-baseline), so the evoked response can be more readily interpreted.
+
+This function accepts several arguments and can be used in a variety of ways (see documentation). Here, we provide the trigger idexes using the `triggers_idx` parameter (the sames where a trigger was recorded, here indicating that an image appeared on the screen). The `apply_baseline` parameter is set to `(-1.0, 0.0)` to indicate that we want substract the average of the signal value one second before the triggers appear.
+
+```{code-cell} ipython3
+epoch, rejected = to_epochs(signal=signal, triggers_idx=triggers_idx, apply_baseline=(-1.0, 0.0))
+```
+
+The function returns two objects:
+* A 2d epoch array, that contains the signal of interest in the range around the trigger.
+* A 1d reject array that indexes the rejected trials during the epoching process.
+
+Trials can be rejected because
+1. They contain artefacts. The artefacted part of the recording can be indexed using the `reject` parameter.
+2. The time range of the trial lies outside the signal range. This can be the case for the first or the last trials
+
++++
+
+Visualization of the event related instantaneous heart rate:
+
+```{code-cell} ipython3
+show(
+    plot_evoked(rr=peaks, triggers_idx=triggers_idx, input_type="peaks", backend="bokeh", 
+                palette=[sns.xkcd_rgb["pale red"], sns.xkcd_rgb["denim blue"]], decim=100,
+                apply_baseline=(-1.0, 0.0), figsize=(400, 400))
+)
+```
+
+```{code-cell} ipython3
+fig, axs = plt.subplots(1, 3, figsize=(15, 6), sharey=True)
+
+for i, kind in enumerate(["cubic", "linear", "previous"]):
+    axs[i].set_title(f"Interpolation: {kind}")
+    plot_evoked(
+        rr=peaks, triggers_idx=triggers_idx, input_type="peaks", kind=kind,
+        palette=[sns.xkcd_rgb["pale red"], sns.xkcd_rgb["denim blue"]], labels=["Disgust", "Neutral"],
+        decim=100, apply_baseline=(-1.0, 0.0), figsize=(6, 6), ax=axs[i], ci=68
+    )
+```
+
+This concludes the tutorial on using systole for evoked HR analysis!
+
+```{code-cell} ipython3
+
+```
diff --git a/docs/source/notebooks/6-WorkingWithBIDSFolders.ipynb b/docs/source/notebooks/6-WorkingWithBIDSFolders.ipynb
new file mode 100644
index 00000000..9555a03d
--- /dev/null
+++ b/docs/source/notebooks/6-WorkingWithBIDSFolders.ipynb
@@ -0,0 +1,306 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "cf2a2ca5",
+   "metadata": {},
+   "source": [
+    "(bids_folders)=\n",
+    "# Working with BIDS folders\n",
+    "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "24263369",
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "%%capture\n",
+    "import sys\n",
+    "if 'google.colab' in sys.modules:\n",
+    "    ! pip install systole"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cfc81d37",
+   "metadata": {},
+   "source": [
+    "Starting in version `0.2.3`, Systole provides tools to interact efficiently with large datasets containing physiological recordings. Most of the functionalities interface with folders structured following the [BIDS standards](https://bids-specification.readthedocs.io/en/stable/) and this is the format we recommend using if you are following this tutorial.\n",
+    "\n",
+    "Under BIDS standards, physiological recordings, sometimes associated with behavioural tasks or neural recordings, are stored with a filename ending with `*_physio.tsv.gz` and are always accompanied with sidecar a `*_physio.json` file containing metadata like the recording modality or the sampling frequency. Accessing both the times series and its accompanying metadata will help Systole automate the preprocessing by finding the correct parameters for peaks detection and reports.\n",
+    "\n",
+    "Once you have organized your folder, you should have a structure resembling this one:\n",
+    "\n",
+    "```\n",
+    "└─ BIDS/\n",
+    "   ├─ sub-0001/\n",
+    "   │  └─ ses-session1/\n",
+    "   │     └─ beh/\n",
+    "   │        ├─ sub-0001_ses_session1_task-mytask_physio.tsv.gz\n",
+    "   │        └─ sub-0001_ses_session1_task-mytask_physio.json\n",
+    "   │\n",
+    "   ├─ sub-0002/\n",
+    "   ├─ sub-0003/\n",
+    "   └─ ... \n",
+    "```\n",
+    "\n",
+    "Here, we have physiological recordings associated with a behavioural task for `n` participants in the folder."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cba92579",
+   "metadata": {},
+   "source": [
+    "## Signal preprocessing and creation of subject and group-level reports"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1b2348ca-8c1c-4efa-9ab5-f2f3edba125b",
+   "metadata": {},
+   "source": [
+    "The first step will be to preprocess the raw data and store the signal and peaks detection in a new derivative folder. During this step, we can also decide to create HTML reports for each participants, so we can visualize the signal quality and peaks detection.\n",
+    "\n",
+    "### Preprocessing the physiological recording from one participant\n",
+    "\n",
+    "The py:func:`systole.reports` sub-module contains tools to directly interact with BIDS formatted folders, preprocess and save individual reports in a BIDS consistent way. Those functionalities are built on the top of the py:func:`systole.reports.subject_level_report` function. This function will simply take a signal as input and will save as output the preprocessed signal with peaks detection (`_physio.tsv.gz` with the `_physio.json`), an `.html` reports adapted to the kind of signal that was provided, and a `features.tsv` file containing heart rate or respiratory rate variability features.\n",
+    "\n",
+    "For example, running the following code:\n",
+    "\n",
+    "\n",
+    "```python\n",
+    "from systole import import_dataset1\n",
+    "from systole.reports import subject_level_report\n",
+    "\n",
+    "ecg = import_dataset1(modalities=[\"ECG\"]).ecg.to_numpy()\n",
+    "\n",
+    "subject_level_report(\n",
+    "    participant_id=\"participant_test\",\n",
+    "    pattern=\"task_test\",\n",
+    "    result_folder=\"./\",\n",
+    "    session=\"session_test\",\n",
+    "    ecg=ecg,\n",
+    "    ecg_sfreq=1000,\n",
+    ")\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b90beeaa-0911-4b50-b281-af0c6981364a",
+   "metadata": {},
+   "source": [
+    "will save these four new files in the file folder.\n",
+    "1. The `.html` file is a standalone document that can be visualized in the browser.\n",
+    "2. The `features.tsv` contains heart rate and/or respiration rate variability metrics.\n",
+    "3. The `_physio.tsv.gz` and the `_physio.json` files contain the preprocessed signal with new columns `peaks` for peaks detection."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "20491907-8031-455b-9834-ac219c384c40",
+   "metadata": {},
+   "source": [
+    "### Preprocessing the entire BIDS folder\n",
+    "\n",
+    "The previous function call can be automated for each participant and each file of a given BIDS folder and to extract the physiological features using the information provided in the `json` metadata automatically. This can be done using the py:func:`systole.reports.wrapper` function, or directly from the command line. For example, the following command:\n",
+    "\n",
+    "```bash\n",
+    "systole --bids_folder=\"/path/to/BIDS/folder/\" \\\n",
+    "        --patterns=\"task-mytask\" \\\n",
+    "        --modality=\"beh\" \\\n",
+    "        --n_jobs=10 \\\n",
+    "        --overwrite=True \\\n",
+    "        --html_reports==False\n",
+    "```\n",
+    "\n",
+    "will preprocess the data for all participants with a physiological recording in the session `ses-session1` (default), for the behavioural modality (`beh`) and the task `mytask`. We set `n_jobs=10`, meaning that we will run 40 processes in parallel, and `overwrite=True` to overwrite previous data with the same ID in the derivative folder. Note that we also set `html_reports` to `False` as these files can be quite large, it is often preferable to only create it for the participant we want to review, or to use the {ref}`viewer`. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f4f50d3f-83ec-4c79-b7f8-81f146b21d2d",
+   "metadata": {},
+   "source": [
+    "```{note}\n",
+    "When setting `overwrite=True`, only the preprocessed derivatives will be overwritten, but not the edited files located in `BIDS/systole/derivatives/corrected/*`. This means that it is possible to re-run the preprocessing event after working on the manual artefacts edition (see below).\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "46e763cc-134a-4850-973d-96ea9d401db9",
+   "metadata": {},
+   "source": [
+    "Once the preprocessing is completed, and if you did not asked for an external result folder, the structure of the BIDS repository should now include a new `systole` folder in the derivatives:\n",
+    "\n",
+    "```\n",
+    "└─ BIDS/\n",
+    "   ├─ derivatives/\n",
+    "   │  └─ systole/\n",
+    "   │     └─ sub-0001/\n",
+    "   │         └─ ses-session1/\n",
+    "   │            └─ beh/\n",
+    "   │               ├─ sub-0001_ses_session1_task-mytask_features.tsv\n",
+    "   │               ├─ sub-0001_ses_session1_task-mytask_report.html\n",
+    "   │               ├─ sub-0001_ses_session1_task-mytask_physio.tsv.gz\n",
+    "   │               └─ sub-0001_ses_session1_task-mytask_physio.json\n",
+    "   ├─ sub-0001/\n",
+    "   │  └─ ses-session1/\n",
+    "   │     └─ beh/\n",
+    "   │        ├─ sub-0001_ses_session1_task-mytask_physio.tsv.gz\n",
+    "   │        └─ sub-0001_ses_session1_task-mytask_physio.json\n",
+    "   │\n",
+    "   ├─ sub-0002/\n",
+    "   ├─ sub-0003/\n",
+    "   └─ ... \n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "576128ad-9178-4522-b2db-963f8854ffe3",
+   "metadata": {},
+   "source": [
+    "(viewer)=\n",
+    "## Manual edition of peaks vector and labelling bad segments using the Viewer\n",
+    "\n",
+    "While we hope that the peaks detection function used by [Systole](https://embodied-computation-group.github.io/systole/#) is sufficiently robust to extract peak vectors without errors for most of the uses cases, you might still encounter noisy or invalid recording that you will want to manually inspect and sometimes edit.\n",
+    "\n",
+    "The py:func:`systole.viewer` sub-module is built on the top of Matplotlib widgets and can help for manual peaks edition or bad segments labelling. For example, running the following cells in a Jupyter notebook:\n",
+    "\n",
+    "```python\n",
+    "from IPython.display import display\n",
+    "from systole.viewer import Viewer\n",
+    "\n",
+    "%matplotlib ipympl\n",
+    "```\n",
+    "\n",
+    "```python\n",
+    "view = Viewer(\n",
+    "    figsize=(15, 5),\n",
+    "    input_folder=\"/BIDS_folder/derivatives/systole/\",\n",
+    "    pattern=\"task-hrd\", # A string long enough to disambiguate in case of mmultiple recordings\n",
+    "    modality=\"beh\",\n",
+    "    signal_type=\"ECG\"\n",
+    ")\n",
+    "```\n",
+    "\n",
+    "```python\n",
+    "display(view.io_box, view.commands_box, view.output)\n",
+    "```\n",
+    "\n",
+    "will create an interactive windows from which all the preprocessed recordings and peaks detection can be inspected.\n",
+    "\n",
+    "<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/editor.gif'/></p>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "32fe5112-2c28-479f-8674-90a9e9d415bf",
+   "metadata": {},
+   "source": [
+    "### Inserting / deleting peaks\n",
+    "\n",
+    "Peaks can be inserted (using the local maxima of the selected range) or deleted.\n",
+    "\n",
+    "* Left mouse button : remove all the peaks in the selected interval.\n",
+    "* Right mouse button : add one new peaks where the signal local maximum is found.\n",
+    "\n",
+    "<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/editor_peaks.gif'/></p>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "64b8cb01-d097-4cc5-a0f2-3bc58b5b135c",
+   "metadata": {},
+   "source": [
+    "### Bad segments labelling\n",
+    "\n",
+    "In case a whole segment of the recording contain noise and should be entirely removed from future analysis, it can be labelled by swiching the edition mode from `Correction` to `Rejection`.\n",
+    "\n",
+    "<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/editor_peaks.gif'/></p>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9444bb13-09f8-4b65-a7e6-afdad0e75ba2",
+   "metadata": {},
+   "source": [
+    "### Working with corrected signals\n",
+    "\n",
+    "After manual peaks correction and segments labelling, a new `corrected` subfolder will be appended to the systole derivatives:\n",
+    "\n",
+    "```\n",
+    "└─ BIDS/\n",
+    "   ├─ derivatives/\n",
+    "   │  └─ systole/\n",
+    "   │     ├─ corrected/\n",
+    "   │        └─ sub-0001/\n",
+    "   │           └─ ses-session1/\n",
+    "   │              └─ beh/\n",
+    "   │                 └─ sub-0001_ses_session1_task-mytask_physio.json\n",
+    "   │     └─ sub-0001/\n",
+    "   │         └─ ses-session1/\n",
+    "   │            └─ beh/\n",
+    "   │               ├─ sub-0001_ses_session1_task-mytask_features.tsv\n",
+    "   │               ├─ sub-0001_ses_session1_task-mytask_report.html\n",
+    "   │               ├─ sub-0001_ses_session1_task-mytask_physio.tsv.gz\n",
+    "   │               └─ sub-0001_ses_session1_task-mytask_physio.json\n",
+    "   ├─ sub-0001/\n",
+    "   │  └─ ses-session1/\n",
+    "   │     └─ beh/\n",
+    "   │        ├─ sub-0001_ses_session1_task-mytask_physio.tsv.gz\n",
+    "   │        └─ sub-0001_ses_session1_task-mytask_physio.json\n",
+    "   │\n",
+    "   ├─ sub-0002/\n",
+    "   ├─ sub-0003/\n",
+    "   └─ ... \n",
+    "```\n",
+    "\n",
+    "The logs of artefacts correction are located in the new `_physio.json` file and contains all information about bad segments labelling, peaks deletion and peaks insertion. The JSON file contains the following entries for each modality (ECG, PPG and respiration)\n",
+    "\n",
+    "* `valid` : is the recording valid or should it be discared (`True` unless otherwise stated).\n",
+    "* `corrected_peaks` : the peaks indexes after correction.\n",
+    "* `bad_segments` : a list of `start` and `end` indexed of bad segments."
+   ]
+  }
+ ],
+ "metadata": {
+  "jupytext": {
+   "formats": "ipynb,md:myst"
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.8"
+  },
+  "vscode": {
+   "interpreter": {
+    "hash": "40d3a090f54c6569ab1632332b64b2c03c39dcf918b08424e98f38b5ae0af88f"
+   }
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/source/notebooks/6-WorkingWithBIDSFolders.md b/docs/source/notebooks/6-WorkingWithBIDSFolders.md
new file mode 100644
index 00000000..50a1d722
--- /dev/null
+++ b/docs/source/notebooks/6-WorkingWithBIDSFolders.md
@@ -0,0 +1,226 @@
+---
+jupytext:
+  formats: ipynb,md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.14.1
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+(bids_folders)=
+# Working with BIDS folders
+Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+```{code-cell} ipython3
+:tags: [hide-input]
+
+%%capture
+import sys
+if 'google.colab' in sys.modules:
+    ! pip install systole
+```
+
+Starting in version `0.2.3`, Systole provides tools to interact efficiently with large datasets containing physiological recordings. Most of the functionalities interface with folders structured following the [BIDS standards](https://bids-specification.readthedocs.io/en/stable/) and this is the format we recommend using if you are following this tutorial.
+
+Under BIDS standards, physiological recordings, sometimes associated with behavioural tasks or neural recordings, are stored with a filename ending with `*_physio.tsv.gz` and are always accompanied with sidecar a `*_physio.json` file containing metadata like the recording modality or the sampling frequency. Accessing both the times series and its accompanying metadata will help Systole automate the preprocessing by finding the correct parameters for peaks detection and reports.
+
+Once you have organized your folder, you should have a structure resembling this one:
+
+```
+└─ BIDS/
+   ├─ sub-0001/
+   │  └─ ses-session1/
+   │     └─ beh/
+   │        ├─ sub-0001_ses_session1_task-mytask_physio.tsv.gz
+   │        └─ sub-0001_ses_session1_task-mytask_physio.json
+   │
+   ├─ sub-0002/
+   ├─ sub-0003/
+   └─ ... 
+```
+
+Here, we have physiological recordings associated with a behavioural task for `n` participants in the folder.
+
++++
+
+## Signal preprocessing and creation of subject and group-level reports
+
++++
+
+The first step will be to preprocess the raw data and store the signal and peaks detection in a new derivative folder. During this step, we can also decide to create HTML reports for each participants, so we can visualize the signal quality and peaks detection.
+
+### Preprocessing the physiological recording from one participant
+
+The py:func:`systole.reports` sub-module contains tools to directly interact with BIDS formatted folders, preprocess and save individual reports in a BIDS consistent way. Those functionalities are built on the top of the py:func:`systole.reports.subject_level_report` function. This function will simply take a signal as input and will save as output the preprocessed signal with peaks detection (`_physio.tsv.gz` with the `_physio.json`), an `.html` reports adapted to the kind of signal that was provided, and a `features.tsv` file containing heart rate or respiratory rate variability features.
+
+For example, running the following code:
+
+
+```python
+from systole import import_dataset1
+from systole.reports import subject_level_report
+
+ecg = import_dataset1(modalities=["ECG"]).ecg.to_numpy()
+
+subject_level_report(
+    participant_id="participant_test",
+    pattern="task_test",
+    result_folder="./",
+    session="session_test",
+    ecg=ecg,
+    ecg_sfreq=1000,
+)
+```
+
++++
+
+will save these four new files in the file folder.
+1. The `.html` file is a standalone document that can be visualized in the browser.
+2. The `features.tsv` contains heart rate and/or respiration rate variability metrics.
+3. The `_physio.tsv.gz` and the `_physio.json` files contain the preprocessed signal with new columns `peaks` for peaks detection.
+
++++
+
+### Preprocessing the entire BIDS folder
+
+The previous function call can be automated for each participant and each file of a given BIDS folder and to extract the physiological features using the information provided in the `json` metadata automatically. This can be done using the py:func:`systole.reports.wrapper` function, or directly from the command line. For example, the following command:
+
+```bash
+systole --bids_folder="/path/to/BIDS/folder/" \
+        --patterns="task-mytask" \
+        --modality="beh" \
+        --n_jobs=10 \
+        --overwrite=True \
+        --html_reports==False
+```
+
+will preprocess the data for all participants with a physiological recording in the session `ses-session1` (default), for the behavioural modality (`beh`) and the task `mytask`. We set `n_jobs=10`, meaning that we will run 40 processes in parallel, and `overwrite=True` to overwrite previous data with the same ID in the derivative folder. Note that we also set `html_reports` to `False` as these files can be quite large, it is often preferable to only create it for the participant we want to review, or to use the {ref}`viewer`. 
+
++++
+
+```{note}
+When setting `overwrite=True`, only the preprocessed derivatives will be overwritten, but not the edited files located in `BIDS/systole/derivatives/corrected/*`. This means that it is possible to re-run the preprocessing event after working on the manual artefacts edition (see below).
+```
+
++++
+
+Once the preprocessing is completed, and if you did not asked for an external result folder, the structure of the BIDS repository should now include a new `systole` folder in the derivatives:
+
+```
+└─ BIDS/
+   ├─ derivatives/
+   │  └─ systole/
+   │     └─ sub-0001/
+   │         └─ ses-session1/
+   │            └─ beh/
+   │               ├─ sub-0001_ses_session1_task-mytask_features.tsv
+   │               ├─ sub-0001_ses_session1_task-mytask_report.html
+   │               ├─ sub-0001_ses_session1_task-mytask_physio.tsv.gz
+   │               └─ sub-0001_ses_session1_task-mytask_physio.json
+   ├─ sub-0001/
+   │  └─ ses-session1/
+   │     └─ beh/
+   │        ├─ sub-0001_ses_session1_task-mytask_physio.tsv.gz
+   │        └─ sub-0001_ses_session1_task-mytask_physio.json
+   │
+   ├─ sub-0002/
+   ├─ sub-0003/
+   └─ ... 
+```
+
++++
+
+(viewer)=
+## Manual edition of peaks vector and labelling bad segments using the Viewer
+
+While we hope that the peaks detection function used by [Systole](https://embodied-computation-group.github.io/systole/#) is sufficiently robust to extract peak vectors without errors for most of the uses cases, you might still encounter noisy or invalid recording that you will want to manually inspect and sometimes edit.
+
+The py:func:`systole.viewer` sub-module is built on the top of Matplotlib widgets and can help for manual peaks edition or bad segments labelling. For example, running the following cells in a Jupyter notebook:
+
+```python
+from IPython.display import display
+from systole.viewer import Viewer
+
+%matplotlib ipympl
+```
+
+```python
+view = Viewer(
+    figsize=(15, 5),
+    input_folder="/BIDS_folder/derivatives/systole/",
+    pattern="task-hrd", # A string long enough to disambiguate in case of mmultiple recordings
+    modality="beh",
+    signal_type="ECG"
+)
+```
+
+```python
+display(view.io_box, view.commands_box, view.output)
+```
+
+will create an interactive windows from which all the preprocessed recordings and peaks detection can be inspected.
+
+<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/editor.gif'/></p>
+
++++
+
+### Inserting / deleting peaks
+
+Peaks can be inserted (using the local maxima of the selected range) or deleted.
+
+* Left mouse button : remove all the peaks in the selected interval.
+* Right mouse button : add one new peaks where the signal local maximum is found.
+
+<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/editor_peaks.gif'/></p>
+
++++
+
+### Bad segments labelling
+
+In case a whole segment of the recording contain noise and should be entirely removed from future analysis, it can be labelled by swiching the edition mode from `Correction` to `Rejection`.
+
+<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/docs/source/images/editor_peaks.gif'/></p>
+
++++
+
+### Working with corrected signals
+
+After manual peaks correction and segments labelling, a new `corrected` subfolder will be appended to the systole derivatives:
+
+```
+└─ BIDS/
+   ├─ derivatives/
+   │  └─ systole/
+   │     ├─ corrected/
+   │        └─ sub-0001/
+   │           └─ ses-session1/
+   │              └─ beh/
+   │                 └─ sub-0001_ses_session1_task-mytask_physio.json
+   │     └─ sub-0001/
+   │         └─ ses-session1/
+   │            └─ beh/
+   │               ├─ sub-0001_ses_session1_task-mytask_features.tsv
+   │               ├─ sub-0001_ses_session1_task-mytask_report.html
+   │               ├─ sub-0001_ses_session1_task-mytask_physio.tsv.gz
+   │               └─ sub-0001_ses_session1_task-mytask_physio.json
+   ├─ sub-0001/
+   │  └─ ses-session1/
+   │     └─ beh/
+   │        ├─ sub-0001_ses_session1_task-mytask_physio.tsv.gz
+   │        └─ sub-0001_ses_session1_task-mytask_physio.json
+   │
+   ├─ sub-0002/
+   ├─ sub-0003/
+   └─ ... 
+```
+
+The logs of artefacts correction are located in the new `_physio.json` file and contains all information about bad segments labelling, peaks deletion and peaks insertion. The JSON file contains the following entries for each modality (ECG, PPG and respiration)
+
+* `valid` : is the recording valid or should it be discared (`True` unless otherwise stated).
+* `corrected_peaks` : the peaks indexes after correction.
+* `bad_segments` : a list of `start` and `end` indexed of bad segments.
diff --git a/docs/source/references.md b/docs/source/references.md
new file mode 100644
index 00000000..d977a9bd
--- /dev/null
+++ b/docs/source/references.md
@@ -0,0 +1,4 @@
+# References
+
+```{bibliography}
+```
diff --git a/docs/source/refs.bib b/docs/source/refs.bib
new file mode 100644
index 00000000..d30a979e
--- /dev/null
+++ b/docs/source/refs.bib
@@ -0,0 +1,140 @@
+@article{2019:lipponen,
+author = {Jukka A. Lipponen and Mika P. Tarvainen},
+title = {A robust algorithm for heart rate variability time series artefact correction using novel beat classification},
+journal = {Journal of Medical Engineering \& Technology},
+volume = {43},
+number = {3},
+pages = {173-181},
+year  = {2019},
+publisher = {Taylor & Francis},
+doi = {10.1080/03091902.2019.1640306},
+    note ={PMID: 31314618},
+URL = { 
+        https://doi.org/10.1080/03091902.2019.1640306
+},
+eprint = { 
+        https://doi.org/10.1080/03091902.2019.1640306
+}
+}
+
+@article{2020:legrand,
+  doi = {10.1038/s41598-020-71858-2},
+  url = {https://doi.org/10.1038/s41598-020-71858-2},
+  year = {2020},
+  month = sep,
+  publisher = {Springer Science and Business Media {LLC}},
+  volume = {10},
+  number = {1},
+  author = {Nicolas Legrand and Olivier Etard and Anaïs Vandevelde and Melissa Pierre and Fausto Viader and Patrice Clochon and Franck Doidy and Denis Peschanski and Francis Eustache and Pierre Gagnepain},
+  title = {Long-term modulation of cardiac activity induced by inhibitory control over emotional memories},
+  journal = {Scientific Reports}
+}
+
+@incollection{2022:mejia,
+title = {4 - Photoplethysmography signal processing and synthesis},
+editor = {John Allen and Panicos Kyriacou},
+booktitle = {Photoplethysmography},
+publisher = {Academic Press},
+pages = {69-146},
+year = {2022},
+isbn = {978-0-12-823374-0},
+doi = {https://doi.org/10.1016/B978-0-12-823374-0.00015-3},
+url = {https://www.sciencedirect.com/science/article/pii/B9780128233740000153},
+author = {Elisa Mejía-Mejía and John Allen and Karthik Budidha and Chadi El-Hajj and Panicos A. Kyriacou and Peter H. Charlton},
+keywords = {Blood volume pulse, Cardiovascular, Digital volume pulse, Photoplethysmogram, Pulse wave, Signal processing},
+abstract = {This chapter presents the fundamental signal processing techniques used to analyze the PPG signal. The chapter starts by providing an overview of the PPG signal, covering its physiological origins, presentation, and acquisition. Fundamental signal processing techniques are then presented, covering: preprocessing techniques; analysis in the time and frequency domains; the application of machine learning; and methods to estimate physiological parameters from PPG signals. Finally, the chapter provides a review of methods to synthesize PPG signals.}
+}
+
+@article{2021:makowski,
+  doi = {10.3758/s13428-020-01516-y},
+  url = {https://doi.org/10.3758/s13428-020-01516-y},
+  year = {2021},
+  month = feb,
+  publisher = {Springer Science and Business Media {LLC}},
+  volume = {53},
+  number = {4},
+  pages = {1689--1696},
+  author = {Dominique Makowski and Tam Pham and Zen J. Lau and Jan C. Brammer and Fran{\c{c}}ois Lespinasse and Hung Pham and Christopher Sch\"{o}lzel and S. H. Annabel Chen},
+  title = {{NeuroKit}2: A Python toolbox for neurophysiological signal processing},
+  journal = {Behavior Research Methods}
+}
+
+@article{2019:porr,
+  doi = {10.1101/722397},
+  url = {https://doi.org/10.1101/722397},
+  year = {2019},
+  month = aug,
+  publisher = {Cold Spring Harbor Laboratory},
+  author = {Bernd Porr and Luis Howell},
+  title = {R-peak detector stress test with a new noisy {ECG} database reveals significant performance differences amongst popular detectors}
+}
+
+@article{1985:pan,
+  doi = {10.1109/tbme.1985.325532},
+  url = {https://doi.org/10.1109/tbme.1985.325532},
+  year = {1985},
+  month = mar,
+  publisher = {Institute of Electrical and Electronics Engineers ({IEEE})},
+  volume = {{BME}-32},
+  number = {3},
+  pages = {230--236},
+  author = {Jiapu Pan and Willis J. Tompkins},
+  title = {A Real-Time {QRS} Detection Algorithm},
+  journal = {{IEEE} Transactions on Biomedical Engineering}
+}
+
+@article{2019:vanGent,
+  doi = {10.1016/j.trf.2019.09.015},
+  url = {https://doi.org/10.1016/j.trf.2019.09.015},
+  year = {2019},
+  month = oct,
+  publisher = {Elsevier {BV}},
+  volume = {66},
+  pages = {368--378},
+  author = {Paul van Gent and Haneen Farah and Nicole van Nes and Bart van Arem},
+  title = {{HeartPy}: A novel heart rate algorithm for the analysis of noisy signals},
+  journal = {Transportation Research Part F: Traffic Psychology and Behaviour}
+}
+
+@article{2009:thayer,
+  doi = {10.1016/j.neubiorev.2008.08.004},
+  url = {https://doi.org/10.1016/j.neubiorev.2008.08.004},
+  year = {2009},
+  month = feb,
+  publisher = {Elsevier {BV}},
+  volume = {33},
+  number = {2},
+  pages = {81--88},
+  author = {Julian F. Thayer and Richard D. Lane},
+  title = {Claude Bernard and the heart{\textendash}brain connection: Further elaboration of a model of neurovisceral integration},
+  journal = {Neuroscience {\&}amp$\mathsemicolon$ Biobehavioral Reviews}
+}
+
+@article{2021:pham,
+  doi = {10.3390/s21123998},
+  url = {https://doi.org/10.3390/s21123998},
+  year = {2021},
+  month = jun,
+  publisher = {{MDPI} {AG}},
+  volume = {21},
+  number = {12},
+  pages = {3998},
+  author = {Tam Pham and Zen Juen Lau and S. H. Annabel Chen and Dominique Makowski},
+  title = {Heart Rate Variability in Psychology: A Review of {HRV} Indices and an Analysis Tutorial},
+  journal = {Sensors}
+}
+
+@article{2015:munoz,
+  doi = {10.1371/journal.pone.0138921},
+  url = {https://doi.org/10.1371/journal.pone.0138921},
+  year = {2015},
+  month = sep,
+  publisher = {Public Library of Science ({PLoS})},
+  volume = {10},
+  number = {9},
+  pages = {e0138921},
+  author = {M. Loretto Munoz and Arie van Roon and Harriëtte Riese and Chris Thio and Emma Oostenbroek and Iris Westrik and Eco J. C. de Geus and Ron Gansevoort and Joop Lefrandt and Ilja M. Nolte and Harold Snieder},
+  editor = {Xiongwen Chen},
+  title = {Validity of (Ultra-)Short Recordings for Heart Rate Variability Measurements},
+  journal = {{PLOS} {ONE}}
+}
\ No newline at end of file
diff --git a/source/releases/v0.0.1.txt b/docs/source/releases/v0.0.1.txt
similarity index 100%
rename from source/releases/v0.0.1.txt
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rename from source/releases/v0.1.0.txt
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similarity index 100%
rename from source/releases/v0.1.1.txt
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diff --git a/source/releases/v0.1.2.txt b/docs/source/releases/v0.1.2.txt
similarity index 100%
rename from source/releases/v0.1.2.txt
rename to docs/source/releases/v0.1.2.txt
diff --git a/source/releases/v0.1.3.txt b/docs/source/releases/v0.1.3.txt
similarity index 100%
rename from source/releases/v0.1.3.txt
rename to docs/source/releases/v0.1.3.txt
diff --git a/source/releases/v0.2.0.txt b/docs/source/releases/v0.2.0.txt
similarity index 100%
rename from source/releases/v0.2.0.txt
rename to docs/source/releases/v0.2.0.txt
diff --git a/source/releases/v0.2.1.txt b/docs/source/releases/v0.2.1.txt
similarity index 100%
rename from source/releases/v0.2.1.txt
rename to docs/source/releases/v0.2.1.txt
diff --git a/source/releases/v0.2.2.txt b/docs/source/releases/v0.2.2.txt
similarity index 71%
rename from source/releases/v0.2.2.txt
rename to docs/source/releases/v0.2.2.txt
index 346cb462..e6e8a032 100644
--- a/source/releases/v0.2.2.txt
+++ b/docs/source/releases/v0.2.2.txt
@@ -9,12 +9,12 @@ This release seeks to improve the heart rate variability module and will be the
 Changes
 +++++++
 
-- |Feature| HRV module: Add a function py:func:`systole.hrv.all_domain()` to easily compute all possible HRV indices.
+- |Feature| HRV module: Add a function func:`systole.hrv.all_domain()` to easily compute all possible HRV indices.
 - |Feature| HRV module: Add recurence plot analysis and fast recurrence matrix computation (thanks to Dominique Makowski), and basic quantitative metrics (recurrence rate, l_max, l_mean, determinism rate, Shannon entropy). These metrics are now part of the nonlinear reports (py:func:`systole.hrv.nonlinear_domain()`) or can be called separately (py:func:`systole.hrv.recurrence()`).
-- |Feature| |Enhancement| HRV module: The time domain function (py:func:`systole.hrv.time_domain()`) also reports the SDSD by default.
-- |Feature| |Enhancement| HRV module: The frequency domain function (py:func:`systole.hrv.frequency_domain()`) now returns the total power and LF/HF ratio by default.
+- |Feature| |Enhancement| HRV module: The time domain function (func:`systole.hrv.time_domain()`) also reports the SDSD by default.
+- |Feature| |Enhancement| HRV module: The frequency domain function (func:`systole.hrv.frequency_domain()`) now returns the total power and LF/HF ratio by default.
 - |Feature| Plotting module: Add nicer rendering for table output for time_domain, frequency_domain and nonlinear_domain functions, working either with Tabulate or Bokeh.
-- |Feature| Add a respiratory peaks detection function (py:func:`systole.detection.res_peaks()`). VEry simple for now, will be improved in the future.
+- |Feature| Add a respiratory peaks detection function (func:`systole.detection.rsp_peaks()`). Very simple for now, will be improved in the future.
 - |Docs| |Enhancement| Improve tutorial notebook on HRV.
 
 Contributors
diff --git a/docs/source/releases/v0.2.3.txt b/docs/source/releases/v0.2.3.txt
new file mode 100644
index 00000000..e1cb2c51
--- /dev/null
+++ b/docs/source/releases/v0.2.3.txt
@@ -0,0 +1,32 @@
+v0.2.3 (September 2022)
+-----------------------
+
+Highlights
+++++++++++
+
+This release introduce two new components: 
+
+* the report module for fast preprocessing of ECG/PPG/Respiration dataset with interactive reports
+* the Editor/Viewer for manual peaks correction and segments annotation.
+
+Both modules are intended to integrate tightly with BIDS structured folders, but can also be used separately. Some features are still missing (especially related to respiration), and will be covered in future releases.
+
+Changes
++++++++
+
+- |Fix| Rewrite func:`systole.correction.correct_missed` (now func:`systole.correction.correct_missed_rr`), func:`systole.correction.correct_extra` (now func:`systole.correction.correct_extra_rr`) and func:`systole.correction.correct_rr` to fix the index overflows caused by the insertion or deletion of intervals. All function are now jited, which should also provided performance improvements.
+- |Fix| func:`systole.detection.interpolate_clipping()` was not handling thresholds correctly if the provided threshold is not the max/min of the time series.
+- |Enhancement| |Feature| Add a func:`systole.utils.find_clipping()` function to automatically find clipping threshold. This function is called by ppg_peaks when clipping=True and clipping_threshold="auto".
+- |Feature| Plots module: Add a function func:`systole.plots.plot_raw()` can now plot respiratory signal.
+- |Feature| Utils : Add a function func:`systole.utils.nan_cleaning()` to automatically interpolate NaN values in a given signal. This function can be called automatically (if required) and the begining of `ppg_peaks`, `ecg_peaks` or `rsp_peaks` by setting the parameter `clean_nan` to `True`. The default is `False`.
+- Remove the default sampling frequencies for `ecg_peaks`, `ppg_peaks` and `rsp_peaks`. Do not resample if `sfreq` and `new_sfreq` are identicals.
+- Remove func:`systole.recording.findOximeter()`.
+- |Feature| func:`systole.plots.plot_raw()` and py:func:`systole.plots.plot_r()` now accept an `events_params` parameter to plot events together with the instantaneous heart rate.
+- |Enhancement| func:`systole.detection.ppg_peaks()`: change `noise_removal` to moving_average and add a `moving_average_length` parameter to control the window length.
+- |Enhancement| |Feature| func:`systole.plots.plot_raw()` and func:`systole.plots.plot_r()` now accept a `bad_segments` parameter to help visualize annotated bad segments from the Editor/Viewer.
+- |Feature| Add func:`systole.utils.norm_bad_segments()` and func:`systole.utils.get_valid_segments()` to help filtering part of the signal that are marked as bad.
+
+Contributors
+++++++++++++
+
+- Alex Vasilichi (https://github.com/alexvasilichi)
diff --git a/docs/source/tutorials.md b/docs/source/tutorials.md
new file mode 100644
index 00000000..fca37a95
--- /dev/null
+++ b/docs/source/tutorials.md
@@ -0,0 +1,25 @@
+# Tutorials
+
+Systole is oriented to physiological signal analysis, with the main focus on cardiac activity. The notion that cognition and metacognition are influenced by body states and physiological signals - heart rate, and heart rate variability being the most prominent ones - is extensively investigated by cognitive neuroscience. Systole_ was first developed to help
+interfacing psychological tasks (e.g using Psychopy) with physiological recording in the context of psychophysiology experiments. It has progressively grown and integrates more algorithms and metrics, and embeds several static and dynamic plotting utilities that we think make it useful to generate reports, helps to produce clear and transparent research outputs, and participates in creating more robust and open science overall.
+
+These tutorials introduce both the basic concepts of cardiac signal analysis and their implementation with examples of analysis using Systole. The focus and the illustrations are largely derived from the cognitive science approach and interest, but it can be of interest to anyone willing to use Systole or learn about cardiac signal analysis in general.
+
+```{toctree}
+---
+hidden:
+glob:
+---
+
+notebooks/*
+
+```
+
+| Notebook | Colab |
+| --- | ---|
+| {ref}`physiological_signals` | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/docs/source/notebooks/1-PhysiologicalSignals.ipynb)
+| {ref}`cardiac_cycles` | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/docs/source/notebooks/2-DetectingCycles.ipynb)
+| {ref}`correcting_artefacts` | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/docs/source/notebooks/3-DetectingAndCorrectingArtefacts.ipynb)
+| {ref}`hrv` | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/docs/source/notebooks/4-HeartRateVariability.ipynb)
+| {ref}`instantaneous_heart_rate` | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/docs/source/notebooks/5-InstantaneousHeartRate.ipynb)
+| {ref}`bids_folders` | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/docs/source/notebooks/6-WorkingWithBIDSFolders.ipynb)
diff --git a/requirements-docs.txt b/requirements-docs.txt
new file mode 100644
index 00000000..4cfbd7b8
--- /dev/null
+++ b/requirements-docs.txt
@@ -0,0 +1,11 @@
+pydata-sphinx-theme>=0.10.1
+sphinx-bootstrap-theme>=0.8.1
+sphinx-gallery>=0.11.0
+jupyter_sphinx>=0.4.0
+sphinx-panels>=0.6.0
+myst-nb>=0.16.0
+sphinx==4.4.0
+numpydoc>=1.4.0
+ipympl
+myst-parser
+sphinxcontrib-bibtex>=2.4.2
\ No newline at end of file
diff --git a/requirements-test.txt b/requirements-test.txt
deleted file mode 100644
index 37eece2b..00000000
--- a/requirements-test.txt
+++ /dev/null
@@ -1,15 +0,0 @@
-numpy>=1.17,<1.21
-scipy>=1.3.0
-pandas>=0.24
-matplotlib>=3.0.2
-seaborn>=0.9.0
-bokeh>=2.3.2
-pyserial>=3.4
-setuptools>=38.4
-packaging
-numba>=0.51.2
-tqdm
-requests>=2.24.0
-papermill>=2.2.2
-pytest
-tabulate>=0.8.9
\ No newline at end of file
diff --git a/requirements-tests.txt b/requirements-tests.txt
new file mode 100644
index 00000000..37c67e75
--- /dev/null
+++ b/requirements-tests.txt
@@ -0,0 +1,5 @@
+-e ./
+papermill>=2.2.2
+pytest
+ipywidgets
+ipympl
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 4c420d61..aca7e2ff 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
-numpy>=1.17,<1.21
+numpy>=1.21.6,<=1.22
 scipy>=1.3.0
 pandas>=0.24
 matplotlib>=3.0.2
@@ -7,7 +7,9 @@ bokeh>=2.3.2
 pyserial>=3.4
 setuptools>=38.4
 packaging
-numba>=0.51.2
+numba>=0.56.0
 tqdm
 requests>=2.26.0
-tabulate>=0.8.9
\ No newline at end of file
+tabulate>=0.8.9
+sleepecg>=0.5.1
+joblib>=1.1.0
\ No newline at end of file
diff --git a/setup.py b/setup.py
index a753aff9..a9810797 100644
--- a/setup.py
+++ b/setup.py
@@ -20,7 +20,7 @@ def get_requirements():
 DISTNAME = "systole"
 MAINTAINER = "Nicolas Legrand"
 MAINTAINER_EMAIL = "nicolas.legrand@cfin.au.dk"
-VERSION = "0.2.2"
+VERSION = "0.2.3"
 
 
 if __name__ == "__main__":
@@ -39,4 +39,7 @@ def get_requirements():
         install_requires=get_requirements(),
         include_package_data=True,
         packages=find_packages(),
+        entry_points = {
+        'console_scripts': ['systole=systole.reports.command_line:main'],
+    }
     )
diff --git a/source/api/systole.correction.correct_extra.examples b/source/api/systole.correction.correct_extra.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.correction.correct_extra_peaks.examples b/source/api/systole.correction.correct_extra_peaks.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.correction.correct_missed.examples b/source/api/systole.correction.correct_missed.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.correction.correct_missed_peaks.examples b/source/api/systole.correction.correct_missed_peaks.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.correction.correct_peaks.examples b/source/api/systole.correction.correct_peaks.examples
deleted file mode 100644
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diff --git a/source/api/systole.correction.correct_rr.examples b/source/api/systole.correction.correct_rr.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.correction.interpolate_bads.examples b/source/api/systole.correction.interpolate_bads.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.detection.ecg_peaks.examples b/source/api/systole.detection.ecg_peaks.examples
deleted file mode 100644
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diff --git a/source/api/systole.detection.interpolate_clipping.examples b/source/api/systole.detection.interpolate_clipping.examples
deleted file mode 100644
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diff --git a/source/api/systole.detection.ppg_peaks.examples b/source/api/systole.detection.ppg_peaks.examples
deleted file mode 100644
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diff --git a/source/api/systole.detection.res_peaks.examples b/source/api/systole.detection.res_peaks.examples
deleted file mode 100644
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diff --git a/source/api/systole.detection.rr_artefacts.examples b/source/api/systole.detection.rr_artefacts.examples
deleted file mode 100644
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diff --git a/source/api/systole.hrv.all_domain.examples b/source/api/systole.hrv.all_domain.examples
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diff --git a/source/api/systole.hrv.frequency_domain.examples b/source/api/systole.hrv.frequency_domain.examples
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diff --git a/source/api/systole.hrv.nnX.examples b/source/api/systole.hrv.nnX.examples
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diff --git a/source/api/systole.hrv.nonlinear.examples b/source/api/systole.hrv.nonlinear.examples
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diff --git a/source/api/systole.hrv.nonlinear_domain.examples b/source/api/systole.hrv.nonlinear_domain.examples
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diff --git a/source/api/systole.hrv.pnnX.examples b/source/api/systole.hrv.pnnX.examples
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diff --git a/source/api/systole.hrv.poincare.examples b/source/api/systole.hrv.poincare.examples
deleted file mode 100644
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diff --git a/source/api/systole.hrv.psd.examples b/source/api/systole.hrv.psd.examples
deleted file mode 100644
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diff --git a/source/api/systole.hrv.recurrence.examples b/source/api/systole.hrv.recurrence.examples
deleted file mode 100644
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diff --git a/source/api/systole.hrv.recurrence_matrix.examples b/source/api/systole.hrv.recurrence_matrix.examples
deleted file mode 100644
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diff --git a/source/api/systole.hrv.rmssd.examples b/source/api/systole.hrv.rmssd.examples
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diff --git a/source/api/systole.hrv.time_domain.examples b/source/api/systole.hrv.time_domain.examples
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diff --git a/source/api/systole.plots.plot_circular.examples b/source/api/systole.plots.plot_circular.examples
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diff --git a/source/api/systole.plots.plot_ectopic.examples b/source/api/systole.plots.plot_ectopic.examples
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diff --git a/source/api/systole.plots.plot_events.examples b/source/api/systole.plots.plot_events.examples
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diff --git a/source/api/systole.plots.plot_evoked.examples b/source/api/systole.plots.plot_evoked.examples
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diff --git a/source/api/systole.plots.plot_frequency.examples b/source/api/systole.plots.plot_frequency.examples
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diff --git a/source/api/systole.plots.plot_poincare.examples b/source/api/systole.plots.plot_poincare.examples
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diff --git a/source/api/systole.plots.plot_pointcare.examples b/source/api/systole.plots.plot_pointcare.examples
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diff --git a/source/api/systole.plots.plot_raw.examples b/source/api/systole.plots.plot_raw.examples
deleted file mode 100644
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diff --git a/source/api/systole.plots.plot_rr.examples b/source/api/systole.plots.plot_rr.examples
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diff --git a/source/api/systole.plots.plot_shortlong.examples b/source/api/systole.plots.plot_shortlong.examples
deleted file mode 100644
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diff --git a/source/api/systole.plots.plot_subspaces.examples b/source/api/systole.plots.plot_subspaces.examples
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diff --git a/source/api/systole.plots.plot_timevarying.examples b/source/api/systole.plots.plot_timevarying.examples
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diff --git a/source/api/systole.recording.BrainVisionExG.GetData.examples b/source/api/systole.recording.BrainVisionExG.GetData.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.BrainVisionExG.GetProperties.examples b/source/api/systole.recording.BrainVisionExG.GetProperties.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.recording.BrainVisionExG.RecvData.examples b/source/api/systole.recording.BrainVisionExG.RecvData.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.BrainVisionExG.SplitString.examples b/source/api/systole.recording.BrainVisionExG.SplitString.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.BrainVisionExG.__init__.examples b/source/api/systole.recording.BrainVisionExG.__init__.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.BrainVisionExG.close.examples b/source/api/systole.recording.BrainVisionExG.close.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.BrainVisionExG.examples b/source/api/systole.recording.BrainVisionExG.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.recording.BrainVisionExG.read.examples b/source/api/systole.recording.BrainVisionExG.read.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.Oximeter.__init__.examples b/source/api/systole.recording.Oximeter.__init__.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.recording.Oximeter.add_paquet.examples b/source/api/systole.recording.Oximeter.add_paquet.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.Oximeter.check.examples b/source/api/systole.recording.Oximeter.check.examples
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diff --git a/source/api/systole.recording.Oximeter.data_format2.examples b/source/api/systole.recording.Oximeter.data_format2.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.Oximeter.data_format7.examples b/source/api/systole.recording.Oximeter.data_format7.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.Oximeter.examples b/source/api/systole.recording.Oximeter.examples
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diff --git a/source/api/systole.recording.Oximeter.find_peaks.examples b/source/api/systole.recording.Oximeter.find_peaks.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.Oximeter.plot_events.examples b/source/api/systole.recording.Oximeter.plot_events.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.Oximeter.plot_raw.examples b/source/api/systole.recording.Oximeter.plot_raw.examples
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diff --git a/source/api/systole.recording.Oximeter.read.examples b/source/api/systole.recording.Oximeter.read.examples
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diff --git a/source/api/systole.recording.Oximeter.readInWaiting.examples b/source/api/systole.recording.Oximeter.readInWaiting.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.Oximeter.reset.examples b/source/api/systole.recording.Oximeter.reset.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.Oximeter.save.examples b/source/api/systole.recording.Oximeter.save.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.Oximeter.setup.examples b/source/api/systole.recording.Oximeter.setup.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.Oximeter.waitBeat.examples b/source/api/systole.recording.Oximeter.waitBeat.examples
deleted file mode 100644
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diff --git a/source/api/systole.recording.findOximeter.examples b/source/api/systole.recording.findOximeter.examples
deleted file mode 100644
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diff --git a/source/api/systole.utils.heart_rate.examples b/source/api/systole.utils.heart_rate.examples
deleted file mode 100644
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diff --git a/source/api/systole.utils.input_conversion.examples b/source/api/systole.utils.input_conversion.examples
deleted file mode 100644
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diff --git a/source/api/systole.utils.norm_triggers.examples b/source/api/systole.utils.norm_triggers.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.utils.simulate_rr.examples b/source/api/systole.utils.simulate_rr.examples
deleted file mode 100644
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diff --git a/source/api/systole.utils.time_shift.examples b/source/api/systole.utils.time_shift.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.utils.to_angles.examples b/source/api/systole.utils.to_angles.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.utils.to_epochs.examples b/source/api/systole.utils.to_epochs.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/api/systole.utils.to_neighbour.examples b/source/api/systole.utils.to_neighbour.examples
deleted file mode 100644
index e69de29b..00000000
diff --git a/source/notebooks/1-PhysiologicalSignals.ipynb b/source/notebooks/1-PhysiologicalSignals.ipynb
deleted file mode 100644
index 00a83c8a..00000000
--- a/source/notebooks/1-PhysiologicalSignals.ipynb
+++ /dev/null
@@ -1,1062 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "tags": [
-     "hide-input"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%%capture\n",
-    "import sys\n",
-    "if 'google.colab' in sys.modules:\n",
-    "    ! pip install systole"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    <div class=\"bk-root\">\n",
-       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
-       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
-       "    </div>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "\n",
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "  const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null && id in Bokeh.index) {\n",
-       "      Bokeh.index[id].model.document.clear();\n",
-       "      delete Bokeh.index[id];\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim();\n",
-       "            if (id in Bokeh.index) {\n",
-       "              Bokeh.index[id].model.document.clear();\n",
-       "              delete Bokeh.index[id];\n",
-       "            }\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
-       "      /* Index of renderer in `output_area.display_order` */\n",
-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  \n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded() {\n",
-       "    const el = document.getElementById(\"1002\");\n",
-       "    if (el != null) {\n",
-       "      el.textContent = \"BokehJS is loading...\";\n",
-       "    }\n",
-       "    if (root.Bokeh !== undefined) {\n",
-       "      if (el != null) {\n",
-       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
-       "      }\n",
-       "    } else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(display_loaded, 100)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    function on_error(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  \n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.0.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "  \n",
-       "\n",
-       "  const inline_js = [\n",
-       "    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "    function(Bokeh) {\n",
-       "    \n",
-       "    \n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    \n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "      \n",
-       "    for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "    if (force === true) {\n",
-       "        display_loaded();\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
-      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.0.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "import numpy as np\n",
-    "from systole.plots import plot_raw\n",
-    "from systole.detection import ecg_peaks\n",
-    "from systole import import_dataset1, import_ppg\n",
-    "from systole.utils import input_conversion\n",
-    "\n",
-    "from bokeh.io import output_notebook\n",
-    "from bokeh.plotting import show\n",
-    "output_notebook()\n",
-    "\n",
-    "sns.set_context('talk')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Cardiac signal analysis"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This tutorial notebook introduces two commonly used methods to record cardiac activity: electrocardiography (ECG) and photoplethysmography (PPG)."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "---\n",
-    "## Electrocardiography (ECG)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "[Electrocardiography](https://en.wikipedia.org/wiki/Electrocardiography) (ECG or EKG) is the process of recording the small electrical changes that are a consequence of cardiac muscle depolarization followed by repolarization during each cardiac cycle (i.e., the heartbeat). It is important to note that the conventional ECG performed in a clinical context requires placing ten electrodes on the patient's limbs and the surface of the chest. Electrical potentials are then measured from 12 different angles to give a better representation of the 3 main components of the cardiac cycle (see panel **b.** bellow): the **P wave**, the **QRS component**, and the **T wave**. However, in the context of psychological research, the shape of each of these components and their intervals is of lesser interest. The focus is instead on the heart rate and the heart rate variability, which essentially requires the estimation of the R-R intervals, and therefore the detection of the R peaks. A 3-electrode system is then often preferred over more complex setups (see panel **a.** bellow)."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {
-    "tags": [
-     "hide-input"
-    ]
-   },
-   "source": [
-    "<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/source/images/ecg.png'/></p>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Importing Example ECG dataset"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "To illustrate the analysis of ECG signals, we will use a dataset containing ECG and respiratory recording from a healthy participant. These data were acquired concurrently with the paradigm described in Legrand et al. (2020), where subjects were asked to memorize and later inhibit/suppress images [1] and ECG was recorded using a standard 3-point electrode montage. You can load this data set with Systole directly using `systole.import_dataset1()`. As this dataset contains many modalities (ECG, respiration, EDA), you can decide to download only some of them to save time. This is what we are doing with the `modalities` argument."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {
-    "tags": [
-     "hide-output"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "ecg_df = import_dataset1(modalities=['ECG'], disable=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "The resulting variable (`ecg_df`) is a [Pandas](https://pandas.pydata.org/docs/getting_started/index.html#getting-started) DataFrame. Using basic Pandas utilities, quickly check the columns names and datatypes by showing the first 5 rows using `head()`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>ecg</th>\n",
-       "      <th>time</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
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-       "      <th>1</th>\n",
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-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>3.238525</td>\n",
-       "      <td>0.002</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>3.224487</td>\n",
-       "      <td>0.003</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>3.218079</td>\n",
-       "      <td>0.004</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        ecg   time\n",
-       "0  3.299866  0.000\n",
-       "1  3.263855  0.001\n",
-       "2  3.238525  0.002\n",
-       "3  3.224487  0.003\n",
-       "4  3.218079  0.004"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "ecg_df.head()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here, the ECG signal is encoded in the `ecg` collumn. The `time` column encodes the acquisition time in seconds. We can see here that the sampling rate is 1000 Hz. We can also have a quick look at the ECG signal using the built-in `plot()` method (here showing only a slice of 30 seconds for clarity)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='time'>"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 936x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ecg_df[ecg_df.time.between(40, 70)].plot(x='time', y='ecg', figsize=(13, 5))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### R peaks detection"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Plotting the raw ECG signal is an important step if we want to check the quality of the recording, but it will give very little information in itself regarding the subtle change in the dynamic of cardiac activity that might interact with cognitive processes. If we want more details, we need to analyze the heart rate frequency, and this is done by estimating the time interval between two heartbeats. A heartbeat is not a discrete process though and results from a sequence of characteristic biomechanical activities, each giving a particular electrical waveform (see panel **b.** above). But we can see in the recording that one component (the R peak, that corresponds to the ventricular depolarization and the ejection of the blood from the cardiac cavities) clearly emerges from the noise and can be systematically detected with great precision. For these reasons, the R peak is often used as the temporal index of heartbeats.\n",
-    "\n",
-    "[Systole](https://systole-docs.github.io/) offers different algorithms for R peaks detection that will be discussed in the next section. Here we will use an illustration using the [Pan-Tompkins algorithm](https://en.wikipedia.org/wiki/Pan%E2%80%93Tompkins_algorithm). First, let's select a subsample of the signal."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "signal = ecg_df[ecg_df.time.between(500, 530)].ecg.to_numpy()  # Select only 30 seconds of recording"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Then, we use the `systole.detection.ecg_peaks()` function to this sample by providing the algorithm and method we want to use."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "signal, peaks = ecg_peaks(signal, method='pan-tompkins', sfreq=1000)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This function will output two 1d Numpy arrays: **1)** the resampled `signal` (this only matters if the sampling frequency of the input signal was different from the standard 1000 Hz that is the default of many Systole functions), and **2)** a `peaks` vector. The peaks vector has the same size as the input signal and is a boolean array (i.e., it only contains 0/False and 1/True logical values). The R peaks are encoded as 1 and the rest of the signal is set to 0. This vector can then be used to plot the detected R peaks on the input signal (panel **1** below). We can also use this vector to compute the distance between each R peaks (the R-R interval, see panel **2** below), which is used to measure the instantaneous heart rate (see panel **3** below)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1296x648 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "time = np.arange(0, len(signal))/1000  # Create a time vector (seconds)\n",
-    "\n",
-    "fig, axs = plt.subplots(3, 1, figsize=(18, 9), sharex=True)\n",
-    "\n",
-    "# Raw ECG signal and R peaks\n",
-    "# --------------------------\n",
-    "axs[0].plot(time, signal, color='#c44e52', linewidth=1, label='ECG signal')\n",
-    "axs[0].scatter(time[peaks], signal[peaks], color='gray', edgecolor=\"k\", alpha=.6, label=\"R peaks\")\n",
-    "axs[0].set_ylabel('ECG (mV)')\n",
-    "axs[0].legend()\n",
-    "\n",
-    "# The boolean peaks vector\n",
-    "# ------------------------\n",
-    "axs[1].plot(time, peaks, color='g')\n",
-    "axs[1].set_ylabel('Peaks')\n",
-    "\n",
-    "# The instantaneous heart rate activity\n",
-    "# -------------------------------------\n",
-    "axs[2].plot(time[peaks][1:], np.diff(np.where(peaks)[0]), color='#4c72b0', linestyle='--', label=\"Interpolated instantaneous heart rate\")\n",
-    "axs[2].scatter(time[peaks][1:], np.diff(np.where(peaks)[0]), color='#4c72b0', edgecolor=\"k\", alpha=.6, label=\"Instantaneous heart rate\")\n",
-    "axs[2].set_xlabel('Time (s)')\n",
-    "axs[2].set_ylabel('R-R interval (ms)')\n",
-    "axs[2].legend()\n",
-    "\n",
-    "sns.despine()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**A note on the data format:** [Systole](https://systole-docs.github.io/) will output a boolean peaks vector after detection by default. We found this approach more intuitive as the time series keeps the same size and it can easier to slice it according to events observed in another signal (e.g the respiration or the stim channel). However, the same information can also be encoded as peaks indexes (`peaks_idx`), referring to the sample number where the R peaks were detected, or directly as RR-intervals expressed in seconds or milliseconds (`rr_s` and `rr_ms` respectively). Other packages will use different formats as default for encoding and you might have to convert your inputs. This can be done easily using `systole.utils.input_conversion`, which will let you convert your data accordingly."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([  431,  1321,  2117,  2931,  3773,  4581,  5406,  6249,  7074,\n",
-       "        7893,  8752,  9628, 10467, 11320, 12166, 12973, 13797, 14629,\n",
-       "       15426, 16242, 17069, 17918, 18773, 19618, 20408, 21216, 22013,\n",
-       "       22786, 23548, 24315, 25050, 25785, 26514, 27236, 27964, 28701,\n",
-       "       29458], dtype=int64)"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# From boolean peaks vector to peaks indexs\n",
-    "peaks_idx = input_conversion(peaks, input_type=\"peaks\", output_type=\"peaks_idx\")\n",
-    "peaks_idx"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([0.89 , 0.796, 0.814, 0.842, 0.808, 0.825, 0.843, 0.825, 0.819,\n",
-       "       0.859, 0.876, 0.839, 0.853, 0.846, 0.807, 0.824, 0.832, 0.797,\n",
-       "       0.816, 0.827, 0.849, 0.855, 0.845, 0.79 , 0.808, 0.797, 0.773,\n",
-       "       0.762, 0.767, 0.735, 0.735, 0.729, 0.722, 0.728, 0.737, 0.757])"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# From peaks index to R-R intervals (seconds)\n",
-    "rr_s = input_conversion(peaks_idx, input_type=\"peaks_idx\", output_type=\"rr_s\")\n",
-    "rr_s"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([890., 796., 814., 842., 808., 825., 843., 825., 819., 859., 876.,\n",
-       "       839., 853., 846., 807., 824., 832., 797., 816., 827., 849., 855.,\n",
-       "       845., 790., 808., 797., 773., 762., 767., 735., 735., 729., 722.,\n",
-       "       728., 737., 757.])"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# From R-R intervals (seconds) to R-R intervals (miliseconds)\n",
-    "rr_ms = input_conversion(rr_s, input_type=\"rr_s\", output_type=\"rr_ms\")\n",
-    "rr_ms"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### R-R intervals and beats per minute"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "As we have seen above, the R-R intervals are simply the time elapsed between one R peak and the next, corresponding to one complete cardiac cycle. Of course, this value is not stable across time, it is updated at each heartbeat, and these beat to beat values can then be transformed to a continuous vector encoding the instantaneous heart rate, expressed in beats per minute (BPM). The conversion from RR-interval in milliseconds to BPM is done using the following formula:\n",
-    "$$BPM = \\frac{60000}{RR} $$"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "It is worth noting that the conversion from RR intervals to beats per minute involves a non-linear function of the form $\\frac{1}{x}$. This should be taken into account when interpreting the amplitude of changes in heart rate, e.g., when comparing an experimental condition to baseline. For example, increasing the heart rate from 40 to 45 bpm diminishes the RR interval by approximately 167ms, while increasing the heart rate from 120 to 125 bpm decrease RR intervals by only 20ms (see graph below)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "rr = np.arange(300, 2000, 2)\n",
-    "plt.figure(figsize=(6, 6))\n",
-    "plt.plot(60000/rr, rr)\n",
-    "\n",
-    "plt.fill_between(x=np.arange(40, 46), y1=60000/np.arange(40, 46), y2=300, alpha=.3, color='#c44e52')\n",
-    "plt.plot([40, 45], 60000/np.array([40, 45]), 'ko')\n",
-    "\n",
-    "plt.fill_between(x=np.arange(120, 126), y1=60000/np.arange(120, 126), y2=300, alpha=.3, color='#c44e52', label='5 BPM')\n",
-    "plt.plot([120, 125], 60000/np.array([120, 125]), 'ko')\n",
-    "\n",
-    "plt.xlabel('BPM')\n",
-    "plt.ylabel('RR intervals (ms)')\n",
-    "plt.title('RR intervals - BPM equivalence')\n",
-    "plt.legend()\n",
-    "sns.despine()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Interactive visualization"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "R peaks detection and the conversion of the peak to peaks intervals into interpretable heart rate measures are the two building blocks of cardiac signal analysis. [Systole](https://systole-docs.github.io/) lets you execute and plot these processes in one line of code using the `systole.plots.plot_raw()` function. The `plots` module contains several plotting utilities for standard visualization processes in cardiac signal analysis. Each function support two plotting backends: [Matplotlib](https://matplotlib.org/) for static graphs and [Bokeh](https://docs.bokeh.org/en/latest/index.html), for interactive graphs. In the following tutorials, we will use Bokeh as a default rendering backend (see the `backend` argument below). However, it is always possible to plot the same figure using Matplotlib if you do not change this argument. The other arguments here simply specify the modality of the recording, which can currently be `ECG` or `PPG`, and the algorithm to use for R peaks detection. Because we would like to have the Raw ECG signal stacked with the estimated instantaneous heart rate frequency, we set `show_heart_rate` to `True`."
-   ]
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-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Extract 100 seconds of recording for illustration\n",
-    "signal = ecg_df[ecg_df.time.between(500, 600)].ecg.to_numpy()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
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-    "show(\n",
-    "    plot_raw(signal, modality='ecg', ecg_method='pan-tompkins', show_heart_rate=True, backend='bokeh')\n",
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-    "We can see that the Pan-Tompkins algorithm does a good job at detecting the QRS components. We will see in the next tutorial that this algorithm is a great starting point for R peaks detection. Furthermore, looking at the R-R intervals time series, it is also obvious that the heart rate is not constant across time but oscillates according to both higher and lower frequencies. We will investigate these variations later in the section dedicated to heart rate variability."
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-   "source": [
-    "---\n",
-    "## Photoplethysmography (PPG)"
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-   "metadata": {},
-   "source": [
-    "[Photoplethysmography](https://en.wikipedia.org/wiki/Photoplethysmogram) is a non-invasive method used to measure the change of blood volume. This method can be used in addition to or as a replacement for electrocardiography, depending on the exact experimental design or research question. It can be more sensitive to movement, and - depending on the sampling rate - more or less suitable for studying heart rate variability. The PPG signal is characterized by a main **systolic peak**, often (but not always) followed by a smaller **diastolic peak** before the signal returns to origin. The lower point between the systolic and diastolic peak is the **dicrotic notch**. The systolic peaks correspond to the moment where the volume of blood in the blood vessel suddenly increases due to the pressure of the heart contraction. The blood volume measured at the periphery does not change immediately after the cardiac systole, but rather with a delay varying depending on physiological parameters. For this reason, the systolic peak and the R peak are not concomitant but rather delayed, the systolic peak often occurring after the T wave of the ECG. The delay between the R wave on the ECG and the systolic peak can vary between individuals and across time in the same individual according to a variety of physiological parameters."
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-    "<p align='center'><img src='https://github.com/embodied-computation-group/systole/raw/dev/source/images/pulseOximeter.png'/></p>"
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-    "Let's first import an example dataset from [Systole](https://systole-docs.github.io/). This time series represent a PPG recording from pulse oximeter in a healthy young participant. The sampling rate is 75 Hz."
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-    "ppg = import_ppg()"
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-   "source": [
-    "### Systolic peak detection"
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-   "source": [
-    "Like for ECG, we can use this signal to estimate the time interval between two heartbeats and assess cardiac activity. The main information of interest we can retrieve from the PPG signal is the timing of the occurrence of the systolic peak. The timing of these events is tightly linked to the occurrence of the R wave (although with a slightly variable delay), and we can use the peak vector resulting from this analysis the same way we analyze the RR interval time series with an ECG signal. Because we are not measuring the heart rate strictly speaking, but the pulse at the periphery of the body, this approach is often termed **pulse rate variability** to distinguish from the heart rate variability that builds on the ECG signal."
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-    "We can plot the PPG time serie and visualize peak detection and the inter-beat intervals time series using the `plot_raw` function."
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-       "    \n",
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recording\"},\"id\":\"1557\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1598\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1653\",\"type\":\"DataRange1d\"},{\"attributes\":{\"line_alpha\":0.2,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"signal\"}},\"id\":\"1671\",\"type\":\"Line\"},{\"attributes\":{\"axis_label\":\"Time\",\"coordinates\":null,\"formatter\":{\"id\":\"1600\"},\"group\":null,\"major_label_policy\":{\"id\":\"1601\"},\"ticker\":{\"id\":\"1568\"}},\"id\":\"1567\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"signal\"}},\"id\":\"1670\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1563\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"1555\"}},\"id\":\"1673\",\"type\":\"CDSView\"},{\"attributes\":{\"data\":{\"peaks\":[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,true,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,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-       "  const render_items = [{\"docid\":\"c624bf4e-a602-4b8e-9b7b-d548d1b04e10\",\"root_ids\":[\"1676\"],\"roots\":{\"1676\":\"4f85c1ad-91e2-428c-aef6-eedd7be3d68b\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
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-      }
-     },
-     "output_type": "display_data"
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-   ],
-   "source": [
-    "show(\n",
-    "    plot_raw(ppg, modality='ppg', backend='bokeh')\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This concludes our introduction to the basic elements of cardiac signal processing using the Systole package. In the next tutorial, we will take a closer examination of how Systole can be used to extract different parameters relating to heart-rate variability. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "**References**\n",
-    "\n",
-    "**[1]** Legrand, N., Etard, O., Vandevelde, A., Pierre, M., Viader, F., Clochon, P., Doidy, F., Peschanski, D., Eustache, F., & Gagnepain, P. (2020). Long-term modulation of cardiac activity induced by inhibitory control over emotional memories. Scientific Reports, 10(1). https://doi.org/10.1038/s41598-020-71858-2 **We will use one example recording throughout the tutorial that was acquired using this paradigm**.\n",
-    "\n",
-    "**Going further**\n",
-    "\n",
-    "Mejía-Mejía E., Allen J., Budidha K., El-Hajj C., Kyriacou P.A. and Charlton P.H., Photoplethysmography Signal Processing and Synthesis. In Photoplethysmography; Kyriacou, P.A., Allen, J., Eds.; Elsevier, 2021. **Book chapter providing an extensive review of photoplethysmogram signal processing methods.**"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
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-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
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-    "name": "ipython",
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-   "name": "python",
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-   "pygments_lexer": "ipython3",
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diff --git a/source/notebooks/3-DetectingAndCorrectingArtefacts.ipynb b/source/notebooks/3-DetectingAndCorrectingArtefacts.ipynb
deleted file mode 100644
index 45160426..00000000
--- a/source/notebooks/3-DetectingAndCorrectingArtefacts.ipynb
+++ /dev/null
@@ -1,1209 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "28251b50",
-   "metadata": {},
-   "source": [
-    "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "fe14b5b4",
-   "metadata": {
-    "tags": [
-     "hide-input"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%%capture\n",
-    "import sys\n",
-    "if 'google.colab' in sys.modules:\n",
-    "    ! pip install systole"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "52705253",
-   "metadata": {},
-   "outputs": [
-    {
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-       "\n",
-       "    <div class=\"bk-root\">\n",
-       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
-       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
-       "    </div>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "\n",
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "  const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null && id in Bokeh.index) {\n",
-       "      Bokeh.index[id].model.document.clear();\n",
-       "      delete Bokeh.index[id];\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
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-       "            const id = msg.content.text.trim();\n",
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-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
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-       "      // store reference to server id on output_area\n",
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-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
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-       "  }\n",
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-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
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-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
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-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
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-       "\n",
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-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
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-       "    if (root._bokeh_is_loading > 0) {\n",
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-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
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-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
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-       "    function on_error(url) {\n",
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-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  \n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.0.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "  \n",
-       "\n",
-       "  const inline_js = [\n",
-       "    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "    function(Bokeh) {\n",
-       "    \n",
-       "    \n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    \n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "      \n",
-       "    for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "    if (force === true) {\n",
-       "        display_loaded();\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
-      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.0.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "import numpy as np\n",
-    "import seaborn as sns\n",
-    "import matplotlib.pyplot as plt\n",
-    "from systole.detection import ecg_peaks\n",
-    "from systole.correction import correct_rr, correct_peaks\n",
-    "from systole.plots import plot_subspaces, plot_raw, plot_rr, plot_frequency, plot_evoked\n",
-    "from systole import import_dataset1\n",
-    "from systole.utils import input_conversion\n",
-    "\n",
-    "from bokeh.io import output_notebook\n",
-    "from bokeh.plotting import show\n",
-    "output_notebook()\n",
-    "\n",
-    "sns.set_context('talk')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "276a25c0",
-   "metadata": {},
-   "source": [
-    "# Detecting and correcting artefacts\n",
-    "In this notebook, we introduce two methods for artefact detection and correction based on the peaks vector or the RR time series, respectively. ECG and PPG recording and the resulting R-R interval time series can be noisy, either due to artefacts in the signal or invalid peak detection. Common sources of signal artefacts in the signal are participant movements or sub-optimal recording setup (e.g., power line noise). These artefacts can be attenuated or removed by using appropriate filtering approaches, or ultimately by checking the recorded signal and manually correcting the time series. However, even when using valid ECG and PPG recording, the heart can adapt its frequency in a way that can appear unlikely considering the RR intervals distributions and dynamics. Artefact detection and correction methods try to dissociate true artefacts induced by low-quality signals and irregular heart rate frequency."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "6463cfe7",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Import ECg recording\n",
-    "ecg_df = import_dataset1(modalities=['ECG', \"Stim\"], disable=True)\n",
-    "\n",
-    "# Select the first minute of recording\n",
-    "signal = ecg_df.ecg.to_numpy()\n",
-    "\n",
-    "# R peaks detection\n",
-    "signal, peaks = ecg_peaks(signal, method='pan-tompkins', sfreq=1000)\n",
-    "\n",
-    "# Convert peaks vector to RR time series\n",
-    "rr = input_conversion(peaks, input_type='peaks', output_type='rr_ms')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "25966d73",
-   "metadata": {},
-   "source": [
-    "Following **[1]**, we distinguish between three kinds of irregular RR intervals, aka inter-beat intervals (IBIs):\n",
-    "1. Missing R peaks / long beats. This artefact corresponds to an interval that is longer than expected. The missed peaks suggest that an actual heartbeat was not correctly detected.\n",
-    "2. Extra R peaks or short beats. This artefact corresponds to an interval that is shorter than expected. The extra peak suggests that an R wave is erroneously detected.\n",
-    "3. Ectopic beats forming negative-positive-negative (NPN) or positive-negative-positive (PNP) segments.\n",
-    "\n",
-    "Heart rate variability metrics are highly sensitive to such R-R artefacts, it is therefore critical to perform a careful artefact detection and correction procedure before extracting the heart rate variability metrics."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "602385ac",
-   "metadata": {},
-   "source": [
-    "## Artefacts detection\n",
-    "[Systole](https://systole-docs.github.io/) implements artefact detection based on adaptive thresholding of first and second derivatives of the R-R interval time series (see **[1]** for a description of the method). One way to visualize the distribution of regular and irregular intervals is to use the transformation plotted below, which can be used to detect ectopic beats and long/short intervals. In the figure, the grey areas indicate the range of unlikely values considering each artefacts subtype. The intervals that are falling in these areas will be labelled as irregular."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "3488ac43",
-   "metadata": {},
-   "outputs": [
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beats\"},\"id\":\"1004\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1257\",\"type\":\"Selection\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"KYyzKYyz+T8NjfQ2+L7xPwtnEUZJoP4/VVVVVVVV9T9j9JQ7fjL0Px6UeVZRYxBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[6]},\"y\":{\"__ndarray__\":\"W+WCW+WC2z8LZxFGSaD+Pw2N9Db4vvE/AAAAAAAAAAAAAAAAAAAAAFy+5Vu+5es/\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[6]}},\"selected\":{\"id\":\"1115\"},\"selection_policy\":{\"id\":\"1114\"}},\"id\":\"1093\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"Standard 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-       "  const render_items = [{\"docid\":\"631d8fa5-696a-4614-8f6f-8676c53f8c80\",\"root_ids\":[\"1287\"],\"roots\":{\"1287\":\"c184da76-411f-453d-8c7e-3a1be31f4d8c\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
-     },
-     "metadata": {
-      "application/vnd.bokehjs_exec.v0+json": {
-       "id": "1287"
-      }
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show(\n",
-    "    plot_subspaces(rr, input_type='rr_ms', backend='bokeh', figsize=400)\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9dfd883a",
-   "metadata": {},
-   "source": [
-    "It is also possible to automatically propagate this information to the R-R interval time series plot itself so we can visualize exactly where the artefacts are located in the signal. You can achieve this behavior by setting `show_artefacts` to `True`."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "632cdf06",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "  <div class=\"bk-root\" id=\"1da92645-e7d6-49e7-9fd0-8dbd6797a586\" data-root-id=\"1820\"></div>\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function embed_document(root) {\n",
-       "    \n",
-       "  const docs_json = 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Application\",\"version\":\"2.4.0\"}};\n",
-       "  const render_items = [{\"docid\":\"5edf0971-86db-4a9b-9549-946ee22565a7\",\"root_ids\":[\"1820\"],\"roots\":{\"1820\":\"1da92645-e7d6-49e7-9fd0-8dbd6797a586\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
-     },
-     "metadata": {
-      "application/vnd.bokehjs_exec.v0+json": {
-       "id": "1820"
-      }
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show(\n",
-    "    plot_raw(signal, backend='bokeh', show_artefacts=True, show_heart_rate=True, figsize=300)\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8952e231",
-   "metadata": {},
-   "source": [
-    "As we can see in the figure above, the majority of detected R peaks are correctly localized, and the RR interval time series for the most part well estimated. There are few notable exceptions however, including extra R waves and the erroneous detection of artefacts around these areas. Note that, because the artefact detection method uses different orders of the derivative to estimate the regularity of the interval, the presence of actual artefacts can distort this process and induce false-positive around the true artefacts. That is why data cleaning should proceed first with the correction of the more salient divergences (i.e., missed and extra peaks) before correcting the less salient ones (i.e., long and short peaks). The correction of ectopic beats is more nuanced and depends on the exact experimental context (see below)."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8079928f",
-   "metadata": {},
-   "source": [
-    "## Artefact correction"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "304105cf",
-   "metadata": {},
-   "source": [
-    "Well-calibrated automated R-R intervals artefact detection can often find issues that mere visual inspection of raw data may miss. Corrected these artefacts can in turn help to estimate heart rate variability more accurately, limiting the occurence of erroneous conclusions (i.e., type-I and type-II errors). The appropriate correction method depends on the nature of the artefact. It can be something that you might want to code yourself or correct manually by placing or removing peaks in the raw signal. It can also be a more automated process - regardless of the choice of automatic or manual correction, the correction procedure should be documented in a transparent and reproducible manner.\n",
-    "\n",
-    "Systole provides two correction methods (`correct_rr` and `correct_peaks`). The choice between these two methods mostly depends on the level of signal preservation we want to achieve after correction: do we want to recreate a new RR time series that does not contains irregular intervals, or do we want a better detection of the R peaks themselves?\n",
-    "\n",
-    "1. **correct_rr**: will operate on the RR time series directly and will return another time series that *can have a different timing* (as the cumulative sum of the R interval will change).\n",
-    "2. **correct_peaks**: will operate on the peaks vector directly. The number of peaks (and therefore the RR intervals) can vary, but the timing will remain constant.\n",
-    "\n",
-    "The approach is often prefered for heart rate variability studies. In this case, long recordings of the heart rate (>5 minutes) are used and a robust estimate of some HRV metrics is estimated.  Because we do not want this estimate to be contaminated by extreme RR intervals or even smaller deviations, those intervals are corrected by interpolation to make the time series as standard as possible, sacrificing the temporal precision of the heartbeat occurrence.\n",
-    "\n",
-    "The second method is more appropriate when the temporal precision of the heartbeat detection is relevant (this can concern heartbeat evoked potentials or instantaneous heart rate variability when it is time-locked to some specific stimuli, see tutorial **5)**. In this case, instead of blind interpolation, the raw signal time series can be used to re-estimate the peaks."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4ee1f84f",
-   "metadata": {},
-   "source": [
-    "### Correcting atefacts in RR time series"
-   ]
-  },
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-   "cell_type": "markdown",
-   "id": "8694775e",
-   "metadata": {},
-   "source": [
-    "**Note:** see also the example `Detecting and correcting artefacts in RR time series` in the example gallery.\n",
-    "\n",
-    "To illustrate how the `correct_rr` method can remove RR artefacts, we will use the RR interval time series extracted from the previous recording."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "5f74e6a6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Convert the peaks vector into RR intervals time series.\n",
-    "rr_ms = input_conversion(peaks, input_type=\"peaks\", output_type=\"rr_ms\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e15da5b6",
-   "metadata": {},
-   "source": [
-    "#### Creating artefacts"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8c81d601",
-   "metadata": {},
-   "source": [
-    "For now, this time series it not severely artefacted. But we can easily simulate missed peaks and extra peaks by manually increasing or decreasing the length of some RR intervals."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "856fef18",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "np.random.seed(123)  # For result reproducibility\n",
-    "\n",
-    "corrupted_rr = rr_ms.copy()  # Create a new RR intervals vector\n",
-    "\n",
-    "# Randomly select 50 intervals in the time series and multiply them by 2 (missed peaks)\n",
-    "corrupted_rr[np.random.choice(len(corrupted_rr), 50)] *= 2\n",
-    "\n",
-    "# Randomly select 50 intervals in the time series and divide them by 3 (missed peaks)\n",
-    "corrupted_rr[np.random.choice(len(corrupted_rr), 50)] /= 3"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "589bc166",
-   "metadata": {},
-   "source": [
-    "Lets see if the artefact we created are correctly detected. Note that here, we are using `show_artefacts=True` so the artefacts detection runs automatically and shows in the plot."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "041bd841",
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-       "  const render_items = [{\"docid\":\"7a5cd2ac-a426-4d51-b0c5-c94b88fcb674\",\"root_ids\":[\"2440\"],\"roots\":{\"2440\":\"ed9cc322-bbd7-47da-a57b-95606330594b\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
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-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
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-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
-     },
-     "metadata": {
-      "application/vnd.bokehjs_exec.v0+json": {
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-     "output_type": "display_data"
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-   "source": [
-    "show(\n",
-    "    plot_rr(corrupted_rr, input_type=\"rr_ms\", show_artefacts=True,  line=False, backend=\"bokeh\", figsize=300)\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "31b14898",
-   "metadata": {},
-   "source": [
-    "#### Correcting artefacts"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "31e21885",
-   "metadata": {},
-   "source": [
-    "The artefacts simulation seems to work fine so far. We have created abnormal long and short RR intervals and they are later correctly detected. We can now apply the RR time series correction method. This function will automatically detect possible artefacts in the RR intervals and reconstruct the most probable value using time series interpolation. The number of iteration is set to `2` by default, we add it here for clarity."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "2e333160",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Cleaning the RR interval time series using 2 iterations.\n",
-      " - Iteration 1 - \n",
-      "... correcting 43 missed interval(s).\n",
-      "... correcting 18 ectopic interval(s).\n",
-      "... correcting 51 short interval(s).\n",
-      "... correcting 7 long interval(s).\n",
-      " - Iteration 2 - \n",
-      "... correcting 1 missed interval(s).\n",
-      "... correcting 4 ectopic interval(s).\n"
-     ]
-    }
-   ],
-   "source": [
-    "rr_correction = correct_rr(corrupted_rr, n_iterations=2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "255864da",
-   "metadata": {},
-   "source": [
-    "Let's now have a look at the corrected RR time series."
-   ]
-  },
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-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "93be8acc",
-   "metadata": {},
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-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1980]}},\"selected\":{\"id\":\"3012\"},\"selection_policy\":{\"id\":\"3011\"}},\"id\":\"2819\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"active_multi\":{\"id\":\"2850\"},\"tools\":[{\"id\":\"2850\"}]},\"id\":\"2842\",\"type\":\"Toolbar\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"3035\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"3032\",\"type\":\"DaysTicker\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2819\"},\"glyph\":{\"id\":\"2844\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2846\"},\"nonselection_glyph\":{\"id\":\"2845\"},\"view\":{\"id\":\"2848\"}},\"id\":\"2847\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"Time\",\"coordinates\":null,\"formatter\":{\"id\":\"3006\"},\"group\":null,\"major_label_policy\":{\"id\":\"3007\"},\"ticker\":{\"id\":\"2797\"}},\"id\":\"2796\",\"type\":\"DatetimeAxis\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"3031\",\"type\":\"DaysTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"3033\",\"type\":\"DaysTicker\"},{\"attributes\":{\"axis\":{\"id\":\"2800\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"2803\",\"type\":\"Grid\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"3028\"},{\"id\":\"3029\"},{\"id\":\"3030\"},{\"id\":\"3031\"},{\"id\":\"3032\"},{\"id\":\"3033\"},{\"id\":\"3034\"},{\"id\":\"3035\"},{\"id\":\"3036\"},{\"id\":\"3037\"},{\"id\":\"3038\"},{\"id\":\"3039\"}]},\"id\":\"2839\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"3036\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"end\":1570845.0,\"start\":476.0},\"id\":\"2849\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"3039\",\"type\":\"YearsTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"3034\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"3006\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"below\":[{\"id\":\"2796\"}],\"center\":[{\"id\":\"2799\"},{\"id\":\"2803\"},{\"id\":\"2826\"},{\"id\":\"2827\"}],\"height\":300,\"left\":[{\"id\":\"2800\"}],\"output_backend\":\"webgl\",\"renderers\":[{\"id\":\"2822\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"2786\"},\"toolbar\":{\"id\":\"2812\"},\"x_range\":{\"id\":\"2849\"},\"x_scale\":{\"id\":\"2792\"},\"y_range\":{\"id\":\"2790\"},\"y_scale\":{\"id\":\"2794\"}},\"id\":\"2785\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"2794\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"3003\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"3019\",\"type\":\"DaysTicker\"},{\"attributes\":{\"axis\":{\"id\":\"2796\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"2799\",\"type\":\"Grid\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"3020\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"2792\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"2804\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"3026\",\"type\":\"YearsTicker\"},{\"attributes\":{\"fill_color\":{\"value\":\"firebrick\"},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":6},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"2821\",\"type\":\"Circle\"},{\"attributes\":{\"axis\":{\"id\":\"2838\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"2841\",\"type\":\"Grid\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"3028\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"3030\",\"type\":\"AdaptiveTicker\"}],\"root_ids\":[\"2855\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.0\"}};\n",
-       "  const render_items = [{\"docid\":\"b308c44b-9220-49f9-9615-402bbf07ed94\",\"root_ids\":[\"2855\"],\"roots\":{\"2855\":\"053e5b5e-d4fd-4954-bc77-9b43aa6abcd9\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
-     },
-     "metadata": {
-      "application/vnd.bokehjs_exec.v0+json": {
-       "id": "2855"
-      }
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show(\n",
-    "    plot_rr(rr_correction[\"clean_rr\"], input_type='rr_ms', backend=\"bokeh\", show_artefacts=True, line=False, figsize=300)\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3e79906d",
-   "metadata": {},
-   "source": [
-    "#### Visualization of the correction quality"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9abaf9b1",
-   "metadata": {},
-   "source": [
-    "We can see that after two iterations, nearly all of of the artefacts have been corrected. This does not means that the new values match exactly the RR intervals, and the new corrected time series will always slightly differ from the original one. However, we can estimate how large this difference is by comparing the true, corrupted and corrected time series a posteriori. Here, instead of comparing the time series side by side, we can inspect HRV metrics that are known to be affected by RR artefacts, like the high frequency HRV."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "1fa10e6d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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kFHQREZEF6d/+7d/o6Ohg+fLl9Pf357s5IiIiIlKECiroYoypM8Z8wxiz3xgzYox5xBjzmhSOe48x5lfGmJ3ucc+752lLsP9HjDHPGWPGjDFbjTEfN8ZM6wtjzFpjzC3GmD5jzIAx5nZjzIYs/J6zPUVKKioqtJxbFqgfRYqPMYZf/epXAHR1dfGXh/6as2tpDJk99aFIcdI98fyifhTJjLHW5rsNPmPMHcBJwMeB7cDlwNuAi6y1tyc5bi9wF3A7sBfYAHwWGAVOsNb2Bvb9FPB54F+BO4Ez3Odft9Z+IrBfO/A40Al8DpgEPgWsBU601u7J8HfsbWxsbOzt7Z1xXxGRuRIKhejr6+uz1oby3ZZc88ZhgL6+PgC+f831vPvyd+S1XSKysC2kcRh0TywihSkXY3FZtk40W8aYC4GXApdaa292t90FrAG+jhNQSeREa21n4Pk9xphNwN3AO4BvuudrAT4JfMta+xl337uNMbXAx40x3woEUz4GNAGnWGv3ucf/GScY9EngA7P8lUVEJI+8gAvAnj1789gSERERESlWhTS96BKgD/ilt8E6aTjXAUcnm9YTE3DxPOz+uSyw7RVAlXvOoGtxAlDBqUyXAHd4ARf3OoeBW4FLZ/hdRESkgMVmee7bvy/BniIiIiIimSuYTBfgWGCTtTYcs31j8PU0zvcS98+nYq5hgaeDO1prnzfGjLivY4ypxplG9PM4590IvNUY0x4v2GOM6Z2hXY1TU1OMjo5SVVWV0i+SidHRUR599FEATjrppJxeq5ipH0Xmn1TG4cnJSSorK/2Vi/bvy03QRWPI7KkPReYn3RMXF/WjSOYKKejSAjwXZ3t34PWUGGOagW8AzwM/i7nGsLU23vqgPYFrNAEmcO1E7YmXYTOjiYmJOXmDueOOOwDYsGGDBsYMqR9FitPU1BTV1dV+0GVfDoMuGkNmR30oUrx0Tzx/qB9FMldIQRdwslAyec1njKkBbgGagXPiBFjSuUba7Zmp4I4b9W9Mto+IiGQuk3H44IH9OWyRiMjCo3tiERFHIdV0OUz8bJZm9894WSdR3GlBvwJOBC601m6M2eUwUGuMqYxzeFPgGj04QZVZtUdEROaH7sOHCIcLZzU/ERERESkOhRR0eRpYb4yJbdNx7p9PkYQxpgqnCO/pwKuttQ8kuIYBjok5dh1Q7V3DWjsCbMOt8RKnPV0JiveKiMg8NDQ0yMTkZL6bISIiIiJFppCCLjcDIeCimO3vBDZbaxMW0XUzV24BzgYuttbek2DX3wBjOMtIB10GTOKsTBRszwXGmI7AdZrd9t00w+8iIiLzwKLFS/3HfX39eWyJiIiIiBSjQqrpcjtwF/B9Y0wLsB0nGHIWcLG3kzHmbuBca60JHPsL4OXAF4BBY8yLAq91WWu3grPkszHmK8CnjTF97vVOB/4JuNJauztw3NdwgjO3G2M+jxOU+ZT755ez9luLiEjetLS2c3D/XgB6enppb0u5ZruIiIiIyIwKJuhirbXGmNfiBDS+jJP1sgm41Fp7a5JDAV7t/vkZ9yfoOuDywPMvAH3Ah4B/BvYBnwW+GtOeg8aYs3GCLzfgZAXdi1Ocd1cav5qIiBSo1tZF/uPevt78NUREREREilLBBF0ArLX9wIfdn0T7nBdnm4mza6LjLXCl+zPTvs8TyLLJFmMMJSW5ndlVUlJCY2Oj/1gyo34UKV7hcJiW1jb/eW9vX9avoTFk9tSHIsVL98Tzh/pRJHPGiUHIXDHG9DY2Njb29vbmuykiIr5QKERfX1/fTEt8FgNjTG9ZWVnj5OQkb3/XB/nFj69hdHSEn/zsJt70hkvy3TwRWaAW0jgMuicWkcKUi7FYYUoREVlwvC8cKquqqK9vAKBP04tEREREJMsUdBERkQWrurqG+gYv6JL96UUiIiIisrAVVE2XhWJycpKRkRGqq6tzdo2RkREeeOABAM4444ycXquYqR9FilNJSQnl5eVUVlVR52e6ZH/JaI0hs6c+FCleuieeP9SPIplT0CUPJicnGRsby+lgNTY2xn333QfAySefrIExQ+pHkeJUUlJCVVWVk+lSn7tMF40hs6c+FCleuieeP9SPIpnT9CIREVmwqgI1Xfr7Nb1IRERERLJLQRcREVmwqiqrIzVd+rM/vUhEREREFjYFXUREZMGqqq6mpqYWgKGBwTy3RkRERESKjYIuIiKyYDlBlxoAhoaH8twaERERESk2CrqIiMiCVV1dTbUbdBlW0EVEREREskxBFxERWbCqq6qprnamFw0PD+e5NSIiIiJSbLRkdB6UlJRQWlqa02uUlpayePFi/7FkRv0oUpystUxNTVFVVeVPLxrJQdBFY8jsqQ9FipfuiecP9aNI5oy1Nt9tWFCMMb2NjY2Nvb29+W6KiIgvFArR19fXZ60N5bstuWaM6QUaAe7+89M8+sgD/P3fvpfmljYOdR3EGJPfBorIgrSQxmHQPbGIFKZcjMWaXiQiIgtWVXU1NdVupsvIEGF9DyEiIiIiWaSgi4iILFjV1TVUu0tGj46MEA6H89wiERERESkmqumSB5OTkwwPD/t1BHJheHiYP/7xjwCcf/75Ob1WMVM/ihSnsrIyqqqqqCgv91cvstYyPDxMY0N91q6jMWT21IcixUv3xPOH+lEkc8p0yYPJyUnGx8dzeo3x8XEeffRRHn300Zxfq5ipH0WKU2lpKXV19RhD1I3jwGB2l43WGDJ76kOR4qV74vlD/SiSOQVdRERkQSqvKMcY4y8ZDTA4MJjHFomIiIhIsVHQRUREFqTS0nKIyXQZHFLQRURERESyR0EXERFZkMrKyjDg13QBGBwczl+DRERERKToKOgiIiILUlm5N70oEnQZUqaLiIiIiGSRgi4iIrIglZWWA1BSUkJVVTUAg1kupCsiIiIiC5uCLiIisiCVlpf6j70pRqrpIiIiIiLZVJbvBgQZY+qALwNvAELA08AXrLW/muG4s4B3AycBxwBl1loTZ7/LgWuSnOot1tqfuPt+DvhsnH0OWms7ZvpdkiktLaWsLLddX1ZWxpo1a/zHkhn1o0hxCofDlBAJutTU1NDTfZjhoezWdNEYMnvqQ5HipXvi+UP9KJK5QvsfczNO4OTjwHbgcuBmY8xF1trbkxx3PnAe8CgwAZySYL/bgNPjbL8KOB74bZzXLgCCX33OemH68vJy6urqZnuapOrq6njHO96R02ssBOpHkeI0MTHBVDjsP6+qcjJdhoezO71IY8jsqQ9FipfuiecP9aNI5gom6GKMuRB4KXCptfZmd9tdwBrg60CyoMsXrbWfd4+5kgRBF2ttF9AVc9124ETg59ba3jiHPZJgu4iIzGNl5eX+46qqKgBGRsby1RwRERERKUKFVNPlEqAP+KW3wVprgeuAo40xGxIdaK0NJ3otBe8EyoEfzOIcIiIyz5SVTQ+6jI6O5Ks5IiIiIlKECibTBTgW2BQngLIx+HoOrvsuYAdwZ4LXn3GzYTqBXwOftNZ2zuaCExMTDA0NUVtbO5vTJDU0NMRtt90GwKte9aqcXquYqR9FilN5eTk1NZGloisr3UyXLAddNIbMnvpQpHjpnnj+UD+KZK6QMl1agO4427sDr2eVMeZFwAbgGjerJmgr8C84QZkLgG8DbwYeNMY0JTlnb7IfoHFqaoqJiYls/zpRJiYmeOaZZ3jmmWdyfq1ipn4UmX9SGYdLSkqorKz0j6n0Ml1GRrPaFo0hs6c+FJmfdE9cXNSPIpkrpEwXgNjAR6qvZerdQBi4dtrFrL0hZtOdxpgHgd8DHwK+lIP2iIjIHAnWdMlVpouIiIiILGyFFHQ5TPxslmb3z3hZMBkzxtQAbwL+aK3dlcox1to7jDH7ib8CkrdPaIbr9gKNqbdURETSkeo4XFYaWTLaq+kyNprdTBcRkYVK98QiIo5Cml70NLDeGBPbpuPcP5/K8vVeDzQA30/zuBKc7BgREZnHSsviZLqMKNNFRERERLKnkIIuNwMh4KKY7e8ENltrs11E99042TO3pHqAMeZlwCLgwSy3RURE5ljU9CJ/9SItGS0iIiIi2VNI04tuB+4Cvm+MaQG2A5cBZwEXezsZY+4GzrXWmsC2NuBc9+k6d9vr3ec7rLWPBC9kjFkDnAP8t7U27h22MeYx4HpgMzABnAF8DNgC/PdsflEREcm/8qhMF6eorpaMFhEREZFsKpigi7XWGmNeC3zZ/QnhLBF9qbX21hkOPwb4ecw27/l1wOUxr70LMMAPkpzzWeCDwBKgHNgNfA/4orW2d4b2iIhIgSsti7wFVlVVAzCqmi4iIiIikkUFE3QBsNb2Ax92fxLtc16cbXfjBFFSvc6ngU/PsM9bUj1fukpLSykPpLXnQnl5Occee6z/WDKjfhQpTuFwOCroEplelN2gi8aQ2VMfihQv3RPPH+pHkcwVVNBloSgvL6e2tjan16itreV1r3tdTq+xEKgfRYrTxMQEZaXTC+lme/UijSGzpz4UKV66J54/1I8imSukQroiIiJzJlhIt8rPdFFNFxERERHJHgVdRERkQSqPs2T02NgY1tp8NUlEREREioymF+XB+Pg4g4OD1NXV5ewag4OD/OIXvwDg9a9/fU6vVczUjyLFqby8nIqKYCFdL+gySthCacpVwpLTGDJ76kOR4qV74vlD/SiSOQVd8iAcDjM5OZnTa0xOTrJz507/sWRG/ShSnEpKSqIKAVb4S0aPupku2Ym6aAyZPfWhSPHSPfH8oX4UyZymF4mIyIJUVhas6eIsGT0+Nko4HM5Xk0RERESkyCjoIiIiC1LUktFupks4HGZsfCJfTRIRERGRIqOgi4iILEgV5dMzXQBGRrSCkYiIiIhkh4IuIiKyIJWVVfiPK91CugDDwwq6iIiIiEh2KOgiIiILUll5cHpRJOgyqkwXEREREckSBV1ERGRBKi+bvmQ0wJCCLiIiIiKSJVoyOg/KysqoqKiYecdZqKio4NRTT/UfS2bUjyLFaWpqivJAdksw02VsZDRr19EYMnvqQ5HipXvi+UP9KJI5Y63NdxsWFGNMb2NjY2Nvb2++myIi4guFQvT19fVZa0P5bkuuGWN6gcZrf/xrzjzzTADGRkc59sjFANzxx3t46UvOyV8DRWRBWkjjMOieWEQKUy7GYk0vEhGRBSn4TV2Fu2Q0wMiopheJiIiISHYo6CIiIguOKSmhurom8twYf4rRyHD2pheJiIiIyMKmmi55MD4+Tn9/Pw0NDTm7Rn9/Pz/60Y8AeNvb3pbTaxUz9aNIcaqsqGTxkiXR2yorGRsbZWRkOGvX0Rgye+pDkeKle+L5Q/0okjkFXfIgHA4TDodzfo3Ozk7/sWRG/ShSnKydPg5XVVXT39/H6Fj2Ml00hsye+lCkeOmeeP5QP4pkTtOLREREiNR1GdGS0SIiIiKSJQq6iIiI4GS6AIxmccloEREREVnYFHQREREBqqrcQrrKdBERERGRLFHQRUREBKeQLsDo2FieWyIiIiIixUJBFxEREaDSnV6kTBcRERERyRYFXURERIhkuoyNqqaLiIiIiGRHQS0ZbYypA74MvAEIAU8DX7DW/mqG484C3g2cBBwDlFlrTYJ9bYLTfMBa+z8x+64Fvg68GCdAdS/wMWvtplR/p3jKysr82gG5UlVVxbnnnus/lsyoH0WKU2lpGeUVlVHbqnKQ6aIxZPbUhyLFS/fE84f6USRzBRV0AW7GCZx8HNgOXA7cbIy5yFp7e5LjzgfOAx4FJoBTZrjOT4ErY7ZtCz4xxrTjBFk6gcuASeBTwD3GmBOttXtm/nXim6s3mPPOOy+n11gI1I8ixamktJSKmKCLn+kylr1MF40hs6c+FCleuieeP9SPIpkrmKCLMeZC4KXApdbam91tdwFrcLJNkgVdvmit/bx7zJXMHHQ5YK19cIZ9PgY0AadYa/e55/4zTjDok8AHZjheRETmkUqtXiQiIiIiWVZINV0uAfqAX3obrLUWuA442hizIdGB1tpwjtpzhxdwca9zGLgVuDQH1xMRkTyqrPSCLqrpIiIiIiLZUTCZLsCxwKY4AZSNwdezdK13GmPeDxjgCeDr1tqfeS8aY6qBtcDP4xy7EXirMabdWtuZycXHxsbo6+ujsbExk8NT0tfXx/e+9z0A3vOe9+T0WsVM/ShSnCYnxhkeGqCmqtnf5qW4Z3N6kcaQ2VMfihQv3RPPH+pHkcwVUtClBXguzvbuwOvZ8COcqUq7gcXAB4GfGmMWW2uvcvdpwgnIdMc5PtieaUEXY0zvDNdvtNbiJPHkjrWWwcFB/7FkRv0oMv9kOg5HMl2yN71IY8jsqQ9F5ifdExcX9aNI5gop6AKQ7H9wVv53W2vfHnxujPkFcDfwJWPM1dba4N12ztsjIiKFodLPdBnLc0tEREREpFgUUtDlMPGzWbzc73hZJ7NmrQ0bY34InI0zhelhoAcnqJJ2e6y1oWTXc6P+yscTEcmRTMdhb8no0VEV0hURmS3dE4uIOAqpkO7TwHpjTGybjnP/fCqH1/auGQZws1224QRhYh0HdGVaz0VERAqTv2T0qArpioiIiEh2FFLQ5WYgBFwUs/2dwGZrbbaK6EZxgzxvAwZwAj/B9lxgjOkI7Nvstu+mXLRFRETyxyukO6qgi4iIiIhkSSFNL7oduAv4vjGmBdgOXAacBVzs7WSMuRs411prAtvagHPdp+vcba93n++w1j7ibvsYcBRwJ7Af6AA+4F7jQ9ba4J3214B3ALcbYz4PTAKfcv/8ctZ+axERKQheId3x8THCYUtJiZnhCBERERGR5Aom6GKttcaY1+IENL6Mk/WyCbjUWnvrDIcfw/Tlnb3n1wGXu4834wRwXuuefwj4K/Ca2GtYaw8aY87GCb7cgJMVdC9wjrV2V1q/nIiIFLwKd3rR+PiYKqWLiIiISFYUTNAFwFrbD3zY/Um0z3lxtt2Ns8TzTOe/FZgpgBPc/3kCWTbZUl5eTnV1dbZPG6W6uppXvOIV/mPJjPpRpDiVlpVR4Wa2ePygy9iYuxzm7DNdNIbMnvpQpHjpnnj+UD+KZK6ggi4LRWlpqV+wMVcqKys57bTTcnqNhUD9KFKcSkpKKS+viNrmjcuTk5NMTExSVloR79C0aAyZPfWhSPHSPfH8oX4UyVwhFdIVERHJm8pA5ouK6YqIiIhINijoIiIiAlHfto4o6CIiIiIiWaDpRXkwNjZGb28voVAoZ9fo7e3lm9/8JgB/+7d/m9NrFTP1o0hxmpwYZ2iwn5qqFn9bVKbLSHaCLhpDZk99KFK8dE88f6gfRTKnoEseOAUacy8cDs/JdYqd+lGk+MQbh4OZLtmcXqQxZPbUhyLFSffE84v6USQzml4kIiICVFQEpxeN5LElIiIiIlIsFHQREREhJtNlZCyPLRERERGRYqGgi4iICFARqOmiTBcRERERyQYFXURERICKigr/8diYMl1EREREZPYUdBEREQGMMf4KRiNZWr1IRERERBY2BV1ERERcXrZLNlcvEhEREZGFS0tG50FFRQU1NTU5vUZNTQ2XXnqp/1gyo34UKU5lZeVUVlZP215ZWcXAQD+jWarpojFk9tSHIsVL98Tzh/pRJHMKuuRBSUlJVO2AXKioqOC4447L6TUWAvWjSHEyJSWUlZdP215Z5axgNDqanZouGkNmT30oUrx0Tzx/qB9FMpdy0MUY85lZXut6a+2OWZ5DREQWiHy873g1XUbHNL1IRAT0GUBEZLbSyXT5HGABk8F1LHAfsCODY4uStRZjMunK1M8/Pj4OOJHpXF6rmKkfRfLqc+TwfcdaO21bRaWT6TKWpUwXjSGzpz4UybvPkeOxWPfEhU/9KJK5dKcXfRT4ZZrHNAN/TfOYojY6OkpfXx+hUChn1+jr6+Oqq64C4IorrsjptYqZ+lEk73LyvjMxPsbw0AC11S1R2ysqvOlF2cl00Rgye+pDkYKQk7FY98Tzh/pRJHPpBl0OWWt3pnOAMWYwzWuIiIh45vR9p7Iyu0EXEZEioc8AIiIZSifocjqwJYNr9LrHbsrgWBERWbjm/H3Hr+mioIuIiEefAUREZqEk1R2ttX+x1h5O9wLW2in32IF0jxURkYUrH+87fqbLAimka63lxz/+MU8//XS+myIiBUqfAUREZkdLRouIiLi8TJfxsewU0i10P/vZz3jrW98KxC8sLCIiIiKzk3KmSyxjzA+MMV82xlQkeP1FxpgfZN40ERGRiLl436mocE69UKYX/fjHP/YfDwyp/IKIzEyfAURE0pNx0AW4HPgn4E5jTGuc19cCl83i/CIiIkGXk+P3HS/TZWyBZLqUlpb6j7dt35bHlojIPHI5+gwgIpKy2QRdAH4KnAD8xRhz9OybIyIiklRO33cqFtjqRZOTk/7jrdu25rElIjLP6DOAiEiKZlvT5dfA14FbgT8bY95grf3D7JtV3CoqKqitrc3pNWpra3n729/uP5bMqB9FCk5W3nfKysqpqqqZtj3bS0YX+hiyd+9e//H27dvz2JLECr0PRRaorIzFuieeP9SPIpmbbaYL1tq/AqcBu4DbjTHvy/Rcxpg6Y8w3jDH7jTEjxphHjDGvSeG4s9z5pY8bYyaMMXGrARpjjjTG/Kcx5jFjTJ8x5rAx5t541zDGfM4YY+P8HMj09/OUlJRQXl4+29MkVV5eztq1a1m7dm3Or1XM1I8ihScb7zumpITSsunfO1RWZbeQbqGPIbt37/Yf79y5I38NSaLQ+1BkocrGWKx74vlD/SiSuaysXmSt3W2MORP4GfAdY8xRwOMZnOpm4CTg48B2nDmjNxtjLrLW3p7kuPOB84BHgQnglAT7vQx4JXAD8DBQDrwD+KUx5qPW2ivjHHMBEKwuOJ7i7yIiIjmSxfedKH4h3QWwZPTo6CidnZ3+8127difZW0RkulyNxSIixSRrS0ZbaweNMa8GvgF8FNifzvHGmAuBlwKXWmtvdrfdBazBSV9MFnT5orX28+4xV5I46PIT4L9t9LqYtxtjOoBPAVfGOeYRa21v6r/JzKy1hMNhSkpmnWiUUDgcpr+/H4CGhoacXquYqR9FCtes3nfccTiWX0h3NDuZLoU8hhw+fDjq+YDbzkJTyH0oIrMbi3VPPH+oH0Uyl9X/LdbasLX2w8DfA4vSPPwSoA/4ZeB8FrgOONoYsyHZdVNs36GYgIvnYaDFGFOdXpMzMzY25g9audLf389VV13FVVddlfNrFTP1o0hhy/R9Z2JinJHh6UskezVdxrKU6VLIY8jgYPTvPzg0lKeWJFfIfSgijkzHYt0Tzx/qR5HMZZzpYq1NGLCx1l5pjLkDiLeMXCLHApviBFA2Bl9Pr5UzM8YY4MXANmvtSJxdnjHGtAOdOEXDPmmt7Yyzn4iI5FAO3nemWUhLRg/FBFmGBgsz6CIihWUuxmIRkWKStelFsay1T6d5SAvwXJzt3YHXc+EKnOlI747ZvhX4F+AxnDouZ+LUmjnfGHOytbYn3smMMb0zXK9xVq0VEZG4vPed2YzD3pLR4+PFH3SZlukyOD3zR0QkXdkYi0VEiklaQRdjzK/SPL+11l6czv4ZvpYRY8xrga8B11prr4m6mLU3xOx+pzHmQeD3wIeAL2W7PSIiEi2T953ZXK+iwpteNIa1FicZsjjFZroMDw3nqSUiUujmeiwWESkm6Wa6vDrONgskuitNZ8A9TPxslmb3z+44r2XMGPMq4KfATcB7UjnGWnuHMWY/cHqSfUIzXLcXRfZFRFKV9vuOtbY02QmTjcORmi5jhC2UFm/MZVpmy9DgIGEbpsSoOKKITDOnY7GISDFJ687KWlsS/AHacQbbl8a+5v4kHWxjPA2sN2ba3d5x7p9PpdPWZIwxr8QJtvwGeJu1diqNw0uAlAr3iojI7OT4fWcar6bL+NgoNs7qRsUkNugyMjzC5FQ6b4cislDM9VgsIlJMZvt1VjZTB28GQsBFMdvfCWy21maliK4x5uXutf4AvNFaO5HGsS/Dqcj+YDbaIiIiactpyrqX6RIOhxmfmMzlpfIudnqRtZbhYRXTFZGUaPqQiEiKclZINwO3A3cB3zfGtADbgcuAswC/Lowx5m7gXGutCWxrA851n65zt73efb7DWvuIu+0snIDLXuDfgZNi5us/Zq0dc/d9DLge2AxMAGcAHwO2AP+drV9aREQKh5fpAjA6OkpNdWUeW5NbXqZLdU01I8PO4n19/f2EGkJ5bJWIiIhIcSmYoIu11rqFbb/s/oRwloi+1Fp76wyHHwP8PGab9/w64HL38UuBamANcHec86wGdriPnwU+CCwByoHdwPeAL1pre2f8hZKorKykrq5uNqeYUV1dHe9973v9x5IZ9aNIcSorr6Cqunba9orKCv/xyOgoqZYb6Onp4ZOf/CRve9vbOPPMM/3thTyGeJkuzW0t7N25B4DBgYF8NimuQu5DEZkd3RPPH+pHkcwVTNAFwFrbD3zY/Um0z3lxtt1N4kJewf0+B3wuxba8JZX9MmGMoawst11fVlbGkiVLcnqNhUD9KFKcjDGUlk4vORDMdPGyP1Lx0Y9+lOuuu47vfOc7WBvJui/kMcTLdGlpb/WDLv2DhRd0KeQ+FJHZ0T3x/KF+FMmcligQERFxeTVdAEbHRlM+7qc//an/+OlNz2a1TbniZ7q0Nvvb+gf689UcERERkaKUVmjZGPP3MZtqcAppvcEYc0KcQ6y19r8ybFvRstYyOTmZ08j+5OQknZ2dALS3t+f8W4RipX4Uya9cve9Ya5mamsKZPRpREcx0GUkt02VkZITJyUjR3V/d+muO2XA0UNhjiJfpUt9YT3lFBRPj49NWNCoEhdyHIgtFLsdi3RPPD+pHkcyl+7/lawm2vz/Bdgso6BJjbGyMwcFBQqFQzq4xODjId7/7XQCuuOKKnF6rmKkfRfIuJ+87kxPjjI4MUV9bFbU9KtNldDylBm7cuDEq6LJ582b/cSGPIV6mS01tLbV1tfR2jxdkTZdC7kORBSQnY7HuiecP9aNI5tINurw4J60QERGJb07fdyoqgkGX1DJdDhw4kPR5ofJXL6qupra2ht7uHvoLMOgiIgVBnwFERDKUVtDFWntPrhoiIiISa67fd8rLyzHGYK1lZCS1mi4HDx6Mej5fgi5+pktdDTU1NQAMDw/ns0kiUqD0GUBEJHNpFdI1xuw2xnzTGHO+MWb6sg8iIiJZNNfvO8YYfwWj0dHUgi7eHHf/+cH5EXTxMl1qamqoqHIyfFL9nUVkYdFnABGRzKW7etGvgNcCdwBdxpgbjDGXGGNqst4yERGRPLzveHVdUg1AeJkupW5RwUNdnUxNhXPTuCzyCgVXVVWl/TuLyIKjzwAiIhlKK+hirf2QtXY58CLgf4FTgBuBQ8aYXxpjLjfGtOSgnSIisgDl433HW8FoLMUlo71MlyOOOgaAiYlxDh0+nM0m5YQXYKmqqgwEXcby2SQRKVD6DCAikrl0M10AsNY+ZK39Z2vtemAD8EWgA/g+cMAYc5cx5iPGmJVZbKuIiCxQc/m+4wUgUq3p4gddjtzgb9uzd99sm5FzXqZLZVUVlf70otSKB4vIwqTPACIi6cso6BJkrX3WWvsVa+1pwArgo8AUztJy24wxjxpjXjHb64iIiEDu33e8mi4jI6kVlfWmF6078miMMQDs37c/08vPGT/TpbqKqiq3jk2KgSYREX0GEBFJTbpLRidlrd0LfAv4ljEmBLwGZ/7nscBvs3mt+ayyspKGhoacXqOhoYErrrjCfyyZUT+KFLZM33fKyyuorqmL+5oXgBgeTi/Tpa19EfX1DfT399Hd0wsU7hjirM7kZrpUBqYXpTilai4Vah+KSESmY7HuiecP9aNI5rIadAmy1vYC17s/EmCMoaRk1klGSZWUlBAKhXJ6jYVA/Sgyf6T1vpNkHPazPlKYamOtpaenB4BQqJmGhkb6+/vo7e0FCncMGR8f9x9XVVUHphcVXtClUPtQROJLZyzWPfH8oX4UyVxKo5wx5g3GmCuNMe8yxpTFvHZbbpomIiILVT7fd6qqncU4vEyQZIaHhwmHnZWK6hvqqXO//evr68tdA7Mg+LtVVUdWLxpTIV0RCdBnABGR2Zsx6GKMuQL4JlAPfAK43xjTHNjl7By1rWiFw2EmJiZyeo2JiQm2bt3K1q1bc36tYqZ+FJl7c/G+Y8NhpiYn477mZbqMpJDpMjAw4D+uq62nvt4JuniZLoU6hgQzWqoqK6ms9urYFF4h3ULtQ5FiNxdjse6J5w/1o0jmUsl0+SDwcmvt/8OpUv5X4M7AoGty1bhiNT4+ztDQUE6vMTQ0xA9/+EN++MMf5vxaxUz9KJIXOX/fmZycYHQ0fqFcP+gyPHMh3aigS109DQ2NAPT1O5kuhTqGBIMr1YFMl0KcXlSofSiyAOR8LNY98fyhfhTJXCpBl8XW2icArLVT1toPAn8E7jLGtAA2lw0UEZEFJ6/vO5VV1UBqS0ZHBV0a6vxMlz4306VQBYMuFVWB6UVjml4kIj59BhARyYJUgi5dxpjVwQ3W2n8A7nJ/claMV0REFqS8vu/4mS4pLBkdDLrU19VT72a69Pf156ZxWRLMaKmujhTSVU0XEQnQZwARkSxIJejyR+Dy2I3W2r8D7gaqstoiERFZ6PL6vlPlZrqkMtWmv7/fP6a8rIx6v5Bub87alw1RhXQrK9NasUlEFgx9BhARyYJUItQfTrSftfYjxpivZbdJIiKywOX1faeq2ptelHoh3ZraOkpKjF/TxQvGFCovoGSMoaKyIpDpMo61FmNUrk1E9BlARCQbZgy6WGvHgfEkr+/KaotERGRBy/f7TjpZH37QpaYWwK/p0t8/P5aMrqyqpMSURNV0sViMauSLLHj5HotFRIpFKtOLREREFgxvetHIcHqZLoBf02VgoB9rC7fGpJfpUlFZiTEmOuhSwO0WERERmW8yDroYY75pjPltzLYyY8zJxpiO2TdNREQkYq7edyorM8h08YIubqbL4EA/U1PhbDUp64KZLgZDZbU3vWhUQRcRSUqfAURE0jObquMvAe73nhhnAvjdwOmANcb8h7X2n2fXvOJUVVVFY2NjTq/R2NjIJz7xCQAqKipyeq1ipn4UKShZe98pr6ikprY+7mvpFNKNnV5UW+cEX8LhMEPDwwU7hni/W2VlRVSmy/jYOFM2XFBLkhRqH4osYFkbi3VPPH+oH0UyN5vpRcuAJwPPLwTOAH4E/BD4uDHm1emc0BhTZ4z5hjFmvzFmxBjziDHmNSkcd5Yx5gfGmMeNMRPGmKRf0xljPmKMec4YM2aM2WqM+bgxZlpfGGPWGmNuMcb0GWMGjDG3G2M2pPM7JWlDNk6T9PyVlZVUuqnjkhn1o0hByer7TqL/09VuId2xsZmzPrygS22dE8CpqanxX+sfGCzYMcTLdKlwC+h6hXTByXYpJIXahyIL2JyMxdmiMSQ71I8imZvNl1kWGA48vxjYAVxmrbXGmGbgCuDXaZzzZuAk4OPAdpxl6m42xlxkrb09yXHnA+cBjwITwCmJdjTGfAr4PPCvwJ04bxL/CjQDnwjs1w7cC3QClwGTwKeAe4wxJ1pr96Txe4mIyOzl4n1nmkq/kO4oYQulSe4tvVWKat3pRdXVtf5rQ4NDs2lGTvnTi9wMF+9PgOHRERrqGvLSLhGZF+ZkLBYRKRazCbrsBDaAn1Z4EfATG/la8HfAv6R6MmPMhcBLgUuttTe72+4C1gBfB5IFXb5orf28e8yVJAi6GGNagE8C37LWfsbdfLcxphYnKv+tQDDlY0ATcIq1dp97/J9xgkGfBD6Q6u8WKxwOMz4+ntPUvPHxcTZv3gzAUUcdpTTADKkfRQpK1t53bDjM5MQEVJVPe82fXjQyTDgcprSkNOF5Ymu6BDNdBocGC3YM8acXuRku3opNAMPDw3GPyZdC7UORBSxrY7HuiecP9aNI5mYzvehnwLuMMecD/wy0Ex0YCeNkj6TqEqAP+KW3wR28rwOOTjatx1qbarXCVwBV7jmDrsUJQAWnMl0C3OEFXNzrHAZuBS5N8XpxjY+P5/ymdnh4mJtuuombbrqp4G6g5xP1o0hBydr7zuTkBGNj8QvlBgMQM9V18YIudW4tl+pg0GVwqGDHEH96UaVz0xycXjQ6UljTiwq1D0UWsKyNxbonnj/UjyKZm03Q5RvAbuD3wJeAJ4A/BF5fB3Slcb5jgU1xAigbA6/P1rE4KZFPBzdaa58HRrxrGGOqgbXAU3HOsRFod6cfiYjI3Mn2+05clW6mC8DQDMtG+5kuXtClOjroUqgimS5OgCk4vWgkhVWbJGJiYoI3vvGNfOpTn8p3U0TmypyMxSIixSLj6UXW2gFjzKk48zhDwC9sdMXBi3EG4VS1AM/F2d4deH22WoBha+1YnNd6AtdoAkzg2ona0xn7ojGmd4Y25LZEu4hIkUr1fWe243DUVJuh5N/m+ZkuNU7QpaSkhKqqakZHRxgcHJyhGfkTXDI6+CfA6FhhZboUup/+9Kf8/Oc/B+CjV1xBS1tbnlskkltzNRaLiBSLWa0Kaa0dB34eu90Y0wrcR3TUO6VTZvharq4xF+0REZEUpfi+c/ZsruGtXgROXZZk/KBLQ6TwbHVNTcEHXbxMl8j0okigyQvISGr27t3rP37q8cc594IL8tgakbkxF2OxiEixmFXQJRFr7SGclYfScZj42SzenNB4WSfpOgzUGmMq42S7NAWu0YMTVEm7PdbaULIGuFF/RfZFRLIo5n3nh8n2nWkcrq2t9x/PtAJR7OpF4BTT7ek+zNBQ4U4v8gIrXlZPsCCigi7p6eyMJL0+88yzCrrIgpbNsVhEpFikXNPFGHOGu/pPWowxpe6x9TPs+jSw3hgT26bj3D/j1VdJ19M404aOiWnjOqDau4a1dgTYRvw6MscBXdbaaVOLREQke+bgfSeumtrIss/9biZLPBMTE4yNOfF7r5AuQE2Nc/xQARcajBTSdaYVGWP8KUYzFQ+WaFu2bPEfP7Pp6SR7isxP+RqLRUSKRTqFdO8FXp7BNULusafOsN/N7r4XxWx/J7DZWrspg2vH+g0wBrwjZvtlwCTOykTB9lxgjOnwNhhjmt323ZSFtoiISHK5ft+Jq7y8nIoKJwAxMJB4itBAICATDLpUe0GXeTC9qCpQy8UrpjuqTJe0RAVd3OVURYpMXsZiEZFikc70IgO0GGNWpHmNZvfYmdwO3AV8342mb8cJhpyFU5DLaYQxdwPnWmtNYFsbcK77dJ277fXu8x3W2kfAWfLZGPMV4NPGmD73eqcD/wRcaa3dHWjP13CCM7cbYz6PE5T5lPvnl1P+7eMwJpXumL2SktksTiUe9aNI3uTsfWemcbimtpbx8bGowEqs6KBL5IvcGnfZ6KFhZ3pRIY4hfqZLIOhSVVVFf18/o2Pxas3nVyH2IYC1lu3bt/vPg1ONRIpI3sbibCnUMWS+UT+KZCbdmi5Xuj/pmrHorLXWGmNeixPQ+DJOdHwTcKm19tYkh4IzXSi2mJf3/Dqi68t8AegDPgT8M7AP+Czw1Zj2HDTGnI0TfLkBJyvoXuAca+2umX6fZCorKwmFQrM5xYxCoRCf/vSnc3qNhUD9KJJ3V5KD952y8gpq6xoSvl5XW0dvT3fSYrjBoEt9IOjiLRs9PDRcsGOIl+lSHSig600vKrSaLoXah+D0VbC/+pIE6UTmuSvJwVise+L5Q/0okrl0gi6fn+W1ts20g7W2H/iw+5Non/PibLub1LJpcJe0u5IU3jistc8TyLIREZE5lfP3nUS8ui6pZrrUNyTOdClE8TJd/OlFqumSsu7u6Jr6ff39WGvn7Nt7kTmSt7FYRKQYpBx0sdbOdsAVERFJWT7fd2rdGi0DSTJdvJWLSsvKopZcjtR0KdygS6Smy/RMFwVdUtfT0xP1vH9wEDs1hSnLyeKQInmhzwAiIrOju4I8mJqaYmxszP9WMRfGxsZ4/PHHATjhhBNyeq1ipn4UKU7h8BQTE+NQVR739ZoaJ+gymEKmS01NLaWBee7+9KLhoYIdQ/wlo6sjQZeKAs10KdQ+hOmZLlNTUwwODNDQ1JSnFonML7onnj/UjyKZU9AlDyYmJhgZGcnpYDUyMsJvf/tbAI466igNjBlSP4oUp6nJScbHRqG+Nu7rXqZLKjVdamrrorb704uGhgt2DPECK8H2eFkvhVbTpVD7EKYHXQB6e3oUdBFJke6J5w/1o0jmVIJaREQkRm2tF3RJJdMlOujiTS8amQc1XYKZLppelD5velF14MNHT3dPot1FRERkAVLQRUREJEatW0g3paBLbXS2jJfpMjw8nKPWzY61Nm6mi/d4bLTwlowuVF6my4rFS/xtfb29eWqNiIiIFCIFXURERGJEMl0SZ6t4QZfa2vqo7cGaLoVobCwSVImb6TKmTJdUeUGXRa0tVFZUANDbq0wXERERiVDQRUREJEaNn+mSSk2X6EyXajfTZWRkmHDY5qiFmQvWbKmsjARdCrWmSyHzpheFGhpoqHeCb8p0ERERkaCMC+kaY84AXgUcCTQA/cBm4DZr7Z+z0zwRERHHXL7veNkrQ0MzLxk9vZCuV9NlGGsLL+gSrNlSHVwyWtOL0uZlujTVN9DY0EDX4cP09fbluVUiuaXPACIi6Uk76GKMaQB+DLwCMHF2+WdjzG3A26y1iSfDi4iIpCAf7zv+6kUpLBldGxN08aYXjYwMM1XgmS5RS0arkG7avKBLqKGBRjfTpbevN48tEskdfQYQEclMJpkuvwBeCtwHfB/YiBPhbgCOB94DvBr4KXBhdppZXIwxGBPvvSq716hzPzTk+lrFTP0oUhCy/r4z0zjcFHKW/O3t7SYctpSUTN83UdDFK6QbDoeZmBgvuDEkGFQJTi/yMl0KLehSyOOwn+nSGKKhzp1e1KdMFylacz4WZ0MhjyHzifpRJHNpBV2MMS/HGWy/bq39xzi7PAZcZ4z5GvBRY8wF1to7stDOolJZWUljY2NOr9HY2Mg//MM/5PQaC4H6USS/cvW+U1ZeQU1MAdygpuYWwJkiNDg0TEN97bR9Ema6uEEXAIspuDEkmOlSXTO9pkuhBV0KeRz2aro0hRqoc2v7DCSpAyQyX+VqLNY98fyhfhTJXLqFdN8C7AQ+PsN+Hwd2AW/NpFEiIiKuvLzvNLe0+o8PdnbG3ccLutTVRwdvvJouAENJVj/Kl4SZLlVzX9PFWks4HJ6z62WbP72oMURdnVt8OcmUNJF5TJ8BREQylG7Q5WTgFjtDZUBrbRi4BTglw3aJiIhAnt53mppa/MddXV1x90m0ZHQw6DKYpBBvvniZLiUlJVRUlPvb/UK6Y3MTdBkfH+eEE05g3bp1flHi+WRqasqfStQcaqQ+y5ku8zkYJUVJnwFERDKUbtBlKU518lRsBpalef4FYXJyMufp26Ojo9x9993cfffdBZcqPp+oH0XyLifvO+GpKcbHEwcX6hsaKC0tBaCr61DcfbxAQW1d/CWjAXp6egtuDPGCLhWVFZSYyG1AJNNlbtr58MMPs3HjRrZv387Pbvx5wv0KdRzuDSwNHQo1Ue/WOhgYmF3QZXJykpe97GVUVFRwxRVXzOpcIlmUk7FY98Tzh/pRJHPpBl0agFTzZgeAuhn3WoDm6g3mnnvu4Z577tHAOAvqR5G8y8n7ztTUJBNJgi4lJSV+tktn5/RMF2stg25GQ11ddKaLt3oROIGZQhtDvKBLZVVVVDHESE2XsTlZ6vrBBx/0Hz/814cT7ldI4/DAwABXXHEFf/rTn/ypRQBNocas1XR57LHHuOOOO5iamuLq//1fZbxIocjJWKx74vlD/SiSuXSDLiVAOndi6Z5fREQkKG/vO03NzQAcOjQ902VoaMgPTMQW0i0tLfVrpQwPj0w7Nt+Gh4cBp4iuCaz66k0vGh8bw6bV5Zl54IEHIo/veyDJnnPLWsunP/1pPvvZz0577eqrr+Yb3/gG5557Ljt37vS3N4ea/OlFs51S9vTTT/uPR8fG2L19+6zOJ5Il+gwgIpKhTJaMvtAY05HCfidncG4REZFYeXnf8VYwihd0GQgUS62vm74KUnVNDWNjowwPF14hXT/TpTo606WiKlLTxVoLOV4R9Mknn/Qfb9+6jbANR013ypc777yTL33pSwBc9o53sGbdOv+1YJu/+pWvAFBRXk5NbS11bvBttpkuwaALwJNPbGTl2rWzOqdIlugzgIhIBjIJuryV1CuS5/6rMhERKXZ5ed/xphcdOjR9elEw6FJX3zDt9ZqaGnp7uhkeKdxMl6rqqqjtVYHVi8LWUprjdhw8eNB/PDQ4xOjoKDWBqVn58sc//tF/fGD37qigS3Cqzx/uvBOAUH09JaWlkelFbhZUMKCVjmlBlyc38upLL8noXCJZps8AIiIZSDfo8uKctEJERCS+vL3vtC9yvtDdu3fvtNeigi5100sXVFc7H8BH3ABHIfGDLlXRQRevkC7A6OgI5bXTM3iyZXR0dNqKRV2Huli5fGXOrpmqP//5z/7jQ4cPR7124MCBafuHGhowJSWB6UVD2KkpTFkm32vBM888E/X8ueeey+g8IlmmzwAiIhlK647AWntPrhoiIiISK5/vO8uWrwBg966d014LBgziBV1q3BWMhkdGKMsg4eH+++8H4Mwzz0z/4BkkynTxaroAjIyOUp/DoEtnZ+e0bV2HDhVE0CUY9IhdLjxe0KWtyan942W6hMNhhoeGqGtsTPva4XDYD/IdsWo1z+/YHveaInNNnwFERDKX/8nTIiIiBWjpMifosmfPrmkryHiZLtXVNZSWTZ+I4y0bPZJBId29e/dy1llncdZZZ7Fv3760j59JJOhSHbU9mPkynOMMneDUIk/XoemBmLlmrY1alehQTNBl//79045ZvWwpAPWBpcMHYrJ4gsLhMP/1X//F3XffPe21w4cPMzExAcDx648G4GCcAJWIiIjMH5nlvsZhjCkDXggsBTZZa5+e4ZAFq6SkhJKS3Ma7SkpKaG9v9x9LZtSPIoVrNu87xsw8Di9zgy7DQ0N0dh2iY1G7/5oXdKmprSNe6Q4v6DI8PMza1cuB1MeQP/3pT/7ju+67m7e9MdUSCqnxAiqVsZkuMdOLcskLulRWVlJZVUl/Xz+HDh2Ou+9cjsNDQ0N+0AOiM10mJibiFlVes8LJzqkLrGLV39/P4gTX+Pd//3f++Z//GWDa0tzBINsJGzZw429+w8Gu6TWFRArJbMZi3RPPH+pHkcylFXQxxpwHXAp82Vp7ILB9NXALcGxg23XW2ndnpZVFpqKigoaG6YUXs6mhoYEPfOADOb3GQqB+FMmvXL3vlJWXU10zfVpQ0FJ3ehHA1q3b4wddamopiRN1qXFrugwMDqQ9hjz66KP+49j6HtmQsKZLcHrRyGjWrxvkBV2a2pqpLPeCLtMDGjC343BPT0/U865Am4JTosrLypiYnARg7Uon6FIfmGbW35c40+U///M//cfdXV00t7X5z72gS3lZGeuPONJpw+HDTE1MUFpenvbvI5ItuRqLdU88f6gfRTKXbpjycuDi4GDrug44DngA+C9gE3CZMeaydE5ujKkzxnzDGLPfGDNijHnEGPOaFI9da4y5xRjTZ4wZMMbcbozZELPP5cYYm+TnzYF9P5dgH02uFhGZO5eTw/edZBobQ9S6H6S3btsW9ZofdImzXDQEMl2G0p+m89BDD/mPn9z4ZJI9M+MHXWpiVi8KZL4Mj+Z2epEXwGhuaaapOQTAoe74QZe5FJxaBM50H08w6+Vl55zrP167ejUAdTWRlZcGE0wvGhkZiTrPti1bo173gi6LWlvp6FgEwMTkJN0JAlIic+hy8jQWi4jMd+kGXU4Fbg1uMMYcDZwF/Mlae7a19mM4KYbPA+9M8/w3A28DPgW8CmfgvtkYc2Gyg4wx7cC9wCrgMuAtQDNwjzFmWWDX24DT4/w8BIwCv41z+gti9k3alnT09fVl61QiIsUq1+87CRljWLHC+UC9dWv0h+Ngpks8XiHdoaHBtK/77LPP+o83PZX9mbpe0KU6pqZLRSDTZXSuMl1amwk1NwFwuCv+9KK5FBt0CWa6BOvcfPAy559ZaWkpa9xMl7KyMqrd7KH+gfhBl9iaMDu2b4967gVdOlpaWdQWyazan4PaPiJpyttYLCIy36UbdFkMxK5deB5gge95G6y1I8D/AcenemI3sPJS4D3W2u9ba+/ECaD8Gfj6DId/DGgCLrTW3mKt/TVO0KYS+GSgXV3W2geDP8A24ETgJmttb5xzPxJzzKNx9knL5OQkX/ziFwmFQnzhC1+c7eniGh4e5vbbb+f222/PeUHEYqZ+FMm7nLzvhKcmGRubObCwes06AJ5//vmo7cGaLvFUVztBl/Hx8bTGkImJiahpLIcOHZpW92O2Eq1eVFFRgXGnSo2OzE1Nl5a2Fpq8oMvh+EGXuRyHp2W6BJ571y4pKeHMU1/Ir6+7nj9cdwN1oZC/j7eCUexy2J7Y1ZC2b4/OoPIzXdpaaW1u9v8+DsQp4Csyx3IyFk9OTub8/7Xu5bJD/SiSuXSDLpVA7J3Yqe6fsUvJ7QbSWS/xEqAP+KW3wTp3mtcBR8dOFYpz7B3WWv+rIGvtYZyI/KUzXPedQDnwgzTaOiuTk5P+nO4vfemLWb+hBudG/+GHH+bhhx9mfHw86+dfKNSPInmXk/edqakpJidm/j+9as1aYHrQxftQnTDo4mbATEykN4bELg880DfAVHhqxuPSEcl0iQ66GGP8YrrDOS6k608vam2modGp55Ao+3Mux+HYmi7DgeDTiPu4uqqKkpISzj3jDE457YV+YAQiQRcvKBcrdqnsHTt2RD33glHtTc2UlZXR0uQEpA7s18xmybucjMWTk5M5/3+te7nsUD+KZC7doMsu4JiYbWcBndba3THba4DeNM59LE7F83DM9o2B16cxxlQDa4Gn4ry8EWh3px8l8i5gB3BngtefMcZMuXVmvjvDudI2MTHBpmc2Z/OUIiLFJJfvOzNavdoJumzfuiVqe6rTi9JdMjp2ieipqamEU1UylWh6EUSK6c7V9KLWtjbq3SKaiQIVcyk202VkdBTrLhfu91tlJXGXrALqvaBLf/zfJTbTZc+ePVHPvaBMW0sLAM0hJ+jS0xPdLpE8yOtYLCIyn6UbdLkXeKcx5jgAY8wlwBHAb+LsexywN41ztwDx7iq6A6/H0wSYTI41xrwI2ABcY6enm2wF/gUnKHMB8G3gzcCDxpimBG3BGNOb7Ic4kf/f3/GHRKcTEVno0n7fyWQcTmSVO73o8OEuug5F3ma8AEHtDNOLRtMsSBtb8wPgcJY/cEemFyUJuozOTdClpbWFunqnD5Ot+DNX4gVdcG8PgkEXk2C5VG/Z6EQBpNigy+HYGjLu663ulKumUGPcdonkQV7HYhGR+SzdoMtXcNILHzfGdAK/AMaJqblijCkFXgPcl+b5k82zmWkOTibHvhsIA9dOO8DaG6y1X7HW/tZae6e19os4U5VWAx+aoS1piS3QKCIivly/7yS1fPlK/3FwBSPvQ3VdgtWLat2Mh3SDF16mS2NTyN+W7Q/cfvCgJk7QxZ1yNJrD6UWTk5N+/ZbW9jbqG5w+HCyATBdvelFbczMAY+PjTLlLQ/v9FrPUdlC604t6envjvt7W0gpAqKEx7n4ieZDXsVhEZD5LK+hird0OnAvcDhzGiW6fZ62NXV7hxe7rvyR1h4mfkdLs/pnorrMHJ6iS1rHGmBrgTcAfrbW7UmmgtfYOYD/OKkaJ9gkl+8GpWwNEvgnduXNnKpcXEVlwMnnfSWccnklzSysVFU72x65dkQx6P9OlLnlNl3QL0npBl1XrVvnbsj21JFnQpcrNdBnJ4fSiYHHg9rZWP9NlYGAgoxpnDz30EB/84Ae54YYbZt22Xje40dHa6m8bcfvLr+lSmTjoUl/nBl0Gk2e6eHVggsGU8fFx//pe0KfZzXTpUaaL5Fm+x2IRkfmsLN0DrLWPGGPeDawBDllrp6VpWGv/gJNamI6ngdcZY0pi6rp454lXswVr7YgxZhvxa74cB3RZazvjvPZ6oAH4fprtLMHJjpm10886jzvvuJ1dCrqIiCSUw/edGRlj6Fi8hF07t7M7btAlfqZLdY03vSizoMuipR3UPlPH0OBgVrMcrLVJa7pUVOV+epE3tQicTJfDnU7Wy+DAINbaqMK0MwmHw5xxxhlMTU3xv//7v1z8mtfQ0Jj5jAXv77WtqdnfNjQ0RH1TU2RaVlVl3GMB6t0g3OBg/KXCvaDLuhUreH7nTnr6+rBTU5jSUg4FlqdudYM+TY0hALpjCvyK5EOuxmJrLU888QTr16+noqIiS60VESkcaWW6GGNKjDH/g5Pt8QDwnDHmPmNMWxbacjMQAi6K2f5OYLO1dtMMx15gjOkItLXZPddNCY55N04GzC2pNtAY8zJgEfBgqsckc+JJLwRgz+6UEm1ERBacHL/vpGTxkqUA7NoTCbp4qxd504hi1biZjFNT6a085NV0aVvU5q/qk80sh2AwJe70Iq+mSwrLaWfKm0JTWlpKc0szdfVO4GpifILhkfRq4Gzbts3v43A4zPPPPDOrtvlBl5ZI0MXLdInUdMl8epEfdFnpTFsbHRtjeGgo6jWANj/ooulFUhhyORZ/9KMf5YQTTuCfPvGJWbdTRKQQpVvT5cPA+4ADOMGMJ4EzgP/NQltuB+4Cvm+Mebcx5sXGmGtxKqP/o7eTMeZuY0xs/vHXcFIUbzfGXGyMeRVwGzAJfDn2QsaYNcA5wP9Za8fiNcYY85gx5qPGmAuNMRcYYz4L3AhsAf57Nr9oOBxmcnKS4044EYDu7kP0JVjpIFNlZWWsXLmSlStXUlaWdkKTuNSPInmXk/edkpISSktT+z+9eLETdPFWmrHW+kGX+vr4WRXe9KLJyUkWL1mS8hjiZbq0LWqnMeQEXXp7s5eBP+R+wIf4hXSr3Hol6a66lA4v0yXU0kRZablf0wWgt6932v7JxuGNGzdGPX/+ueilvdPlBUvamyMzlr0+84IuNckyXdygS3+CoItXn2ftikitoENusMULRpWUlNDsLhUdUtBFCkdOxmJjDDfeeCMAV115ZUZTDGeie7nsUD+KZC7d/zHvBJ4BXmStHQAwxnwXuNwYE7LW9mbaEGutNca8FidI8mWcrJdNwKXW2ltnOPagMeZsnODLDTjBpHuBcxLUa3kXzopHP0hy2meBDwJLgHJgN/A94Iuz+T3BWSa6tq6eVavW+Nu2b9/BCS/IXmZ8XV0dl19+edbOt1CpH0XyLifvO6Vl5VS52Sgz8TJd9rpBl5GRESYmJgBocJc7juUtGT04OMhLXnIB69auSula/vSijkWRTJcsTi0JZmDUx6lHU1mV+0wXL+jS1NJEiTF+TRdwaqosW7Isav9k43Bs0GXLltkFXbxgmrdkM0QCUF5NF6/uTTxepkui6UVezZbVy5f72w4fOsTKtWsjKxeFQpS6H2i8TJfePpW+kLzL2WcA7/+LtZbHn9jIiSe8IAvNjdC9XHaoH0Uyl26my1HAtd5g6/omUAocOdvGWGv7rbUfttZ2WGurrLUnWWtvidnnPGvttAnf1trnrbUXW2sbrLV11tpXxinu5e37aWutsdY+lqQtb7HWHmGtrbXWVlhr11prP2qtzUqed3NLO21t7f7zAwcOJtlbRGTByun7Tio63EyX/fv2AtAX+ADc2BCKe0x1IKAzOBT/A3issbExv67Hoo4OvzZJvOyPeMeOj4/PuJ8XVACigh0eb3rRWA5rungZHc2tTmCjPtCOvv70ggtPPvlk1PPZrgboZ7q0RoIuw8PRmS7JVy9yiwIHMoo84XDYD7qsXBYJLHW7Kzl5/dISCmFKSwFoCoUA6OnrI+yuojQfDQ4O8upXv5rzzjuPP//5z/lujmQmJ2Nx7BTMP955T6anEhEpWOkGXWqBfTHb9gVekxQ5K2JU0BhyUogPdsar9SsisuDl/X2nfZFTLqyr8yBTU5EPzgD1jfEL6XqZLgBDg6nVKTlw4ID/uGNxJNOlb4bpRfv27WP58uWcfMrJMxbADWa61MXJdPGnF+Vw9SIv06W51ambElwBqi/NjI4tW7YAUO5mhgSX9c6E1z9NoRClbuAjtqZLTdX0aVmeej/TZXrQJbg6U0tzM41uLZvYoEurO7UIIpkuY+Pjfu2X+ehXv/oVt912G/fccw+f+Zd/yXdzJDM5GYtjgy7bts0ucCoiUojSDbqAszxzvOepLzewwJWXl9Pm3sS3tDjF8oKrOWTD0NAQN954IzfeeGPUHH5Jj/pRpCBk/X1nanKSsRRXFmprXwTAyMgwff0D0Zku7uoysbyaLjU1NTz26CMpjSFeEV1wphd5wYhERVk91113HV1dXTz15FN86zvJS4555yqvKKcyTkFYb/WiXGa6xAZdSkpK/N813jSaROOwtZbt27cD8KITTnDOPYsvMMbHxxkbc8q81dfWUe1m/QwNxSwZnTTTxQ26DA9hYz5MBoN1TY0NfkDlsBt08aYXtbjZLRCp6QKR4Mx89Nxzz/mPNz4VdzFKmR+yPhaXlpZSU1NDW7tzX7wzByt66l4uO9SPIpnLpArShcFVgoAanEH3DcaYE2L2tdba/8q0ccWqpKSElmYn2NLc0sq2rc/T2dk1w1HpmZiY4Cn3xub888/P6rkXEvWjSEHI+vtOODzF5OREShcPTgXdu3ev/+G5rKyc6gRZD2VlZVRVVVNRUcHhw10cPtw14xiyd68zfamuoY66unp/+s9MQZef//zn/uPrr7+ej330HxLu652rprYWE+dzUmT1org15rPCn0bTFpnCU99Qz9DgIP1xphclGoe7u7v93+fk447n3kceoevw4bSXnfZE1bupr6e6uprB4WFG0phe1OBmr4yMjjI6MkJ1IIsnWJunsbGR5qYmduzZQ/dhZ9ay1y/B5apDgZpBvT29rEj7tyoMwaBL56FDHNi7l46lS/PYIslQ1sfikpISKioqOP3Mc/nVzT9l167sB110L5cd6keRzGUSdHmr+xPr/XG2WUBBlzia3JURWlqclfYOHcpu0EVEpIjk9X2npTUSdNm3/4Cf6VJf30BJaeKE0bq6eiYnZ66z4nnGXe54yYpllJoS6urcrIkkQZfe3l4eeyxSnuz5zc8xNTXlT42J5QUWautrKYkTmKiq9qYX5X71ota2yEqz9fV1HAB6+/oTHDXdjh07/Mcnv+B4wKl9MjE2RkWSwEgiUUGX2lpq3NWdht2+SCXoEizA23nwICvroosEexobGv1Ml243GONnujRHgi4NweOzWFB5rgWDLgAbH3tMQZf5KWdj8Qknncqvbv4pe3bvyjhwKiJSqNINurw4J61YgOobnJutllYn4yXbmS4iIkUi7+87lZWVNIaa6OvtYf/+/YyNOIVxa+vrKUnyuaCuvp7enuRTQqy13HTTTRx99NE8/vjjAByx/giMMdS5WRMDA4kL8T766KNRz0dHRnl+6/McfeTRcfePZLrUxP1Qk0khXWstV111FUuXLuUNb3jDjPtGMl1a/e117rLR/QOp13TxphbV19Zy5Np1/vbOAwdYtmpVyufxBIsM19fX+6sUeasX+TVd4iy17WlvjfxOBw4cYOXatf5zL9OlvraWsvJymtypad09MZkugaBLZWUlVZWVjI6N0ds7P4Mu1tppQZennnqKl7361XlqkWQoZ2NxRWUlR68/FoDenm56evtpbmqc4SgRkfkjraCLtVYlxbPESxuPZLqokK6ISKxCed9pb1/kB11KTRiAuvrGpN/G1tXNHHS5+uqr+Zu/+Rtqamr8D/VHHnMUALVupstQYPnh7u5uPvaxj/GKV7yCN77xjfz1r38FYPnqFRzYu5+J8QmefPqplIIu8fjTi0ZTn170m9/8ho9+9KMA7Nu/j8UdixPu29PT4y+33dYeCLq474n9aWS6eEGXlUuW0N4eyUY6eOBgRkGX2OlFXnBlZCS6pktVkkyXxvp6KsrLGZ+YoDNQGBkimS6h+nowhqaQ86GyJybTpbWlOeq4xoYGRru66O3pTft3KgQ9PT1+37Y0NXG4p4ddu3bluVWSrlyOxaFQC8tXRCbPbd+xg+am7C4bLSKST5kU0pUsqK9z5mk3u6nIh91lQkVEpPC0tTnFdA8cOOh/eK6ri79ykcfLVElkbGyMT33qU0AkiwJgwzEbgEjQZXBgkLB1Aj3f/e53ueaaa3jTm97ET3/6Uz/TZcMJx7Bm3RoAnno6caFSP+hSF3+xkapqL+iS+vSiP/7xj/7jW2//ddJ9Y4sFe+rdvgpmm8zEC7qs6FhMc2C1oa7OzArTe31TUV7uZJi4wZXhmEyX6iSZLsYYf4pRbIF8L7jSWF+PKSnxM10Od3czNjbm/+5tLa1Rx3mrHKW7slOh6AwUNz5xwzFApH6RCECouZnW1jY/iH1g/4EZjhARmV8UdMkT72a92S2o29192F9KUkRECou3gtGBA/v9D7919Q3JDqG2dvqSzEFPPPEEh2IC7ktWLOWkU052z++8TwwPDTPproTz0EMP+ft+++rv+Jku64/bwJp1zlSWLc9vSXhNv6ZLFjNd7r//fv/x7373u6T7ekGXkpIS2gI1XfzpRRlkuixfspiSkhJa3Wk5ma4G6AU96mqcqVc1/vLZsUtGJ68X4wVdOmPa4QXrGr33f3eVop6e3qjARLAuDESK8wZrwswnXgYPwPEbnIDi3r2xKw/LQhYKtVBWVubXO9x/ILsreoqI5JuCLnnifavX4H7TNdDfx9RUOI8tEhGRRFrd6SsHDx4IZLokD7rMlAnzyCOPALBoSQc/vf3nvO/v/4Yf/frHhNyaX14hXWstA4NOsCRYNPdPd97D888/D8AxLziWFauc9Pzt27YlvOZMmS5+TZcUVy8Kh8NRdWWefurppPt7QZfmthbKyyr87fXeSk1pZLp4hXRXLl0GQFuzF+zIbLqu1zf1tbVgTCTTZWQEa21KNV0gUtflYEw7urud2i0h9/2/yQu69PVGZQB1dHREHeetYNTb15vur1QQvKBLXU0Na1Y6/0b37J8/QRfv3/hPfvITLZObI6Em5/9ua6sTiM00cCoiUqgyWb1IZikcDtMYagKgwV29YGpqiv6BwawVDisvL2f9+vX+Y8mM+lGkOJWUlFJWlvpbYHu780H44IEDVFU4x3lB80Tq6uuZmJigu7uXM888fdoY4gVdjj5+PaecdiqnnHZqzPGRTJn+/n5MOJLdEev444+jc5eTkr9je+IlV71sjoRBF3f1orGR1ArpdnZ2+jVaAPbv25905ZF9+5wP2y1tLZSWRL73qfcL6U5fqSneOGyt9YMuq5a7QRcvw6RrdkGXupoaTEkJNe5y4MPDI0xMTBAOO1+MJKvpAtDqBn+6Ytpx+LBT38dbtcj7s6evj7179gBQW11NQ0N0MK/Rfd43Q6ZLOBympKTwvkvza9WEmliyeAkA+zs7mRwfp6yiItmheffe976Xa665hik30+ykE07gT/fdR21t/P8/kr5wOBwIurTz3OZnsh500b1cdqgfRTKnoEseTExM0NrmfGvaGLhp7+7uyVrQpba2lje+8Y1ZOddCpn4UKU6lZWVUVsWfYhOPN2Z3dXZSVVnubluU7BDq6uoZGhri0cef4Kqrpq+c6gVdjnnBsXGPrw0sF9zX18ehg5FpGieccgKPP/I4ACvWrKQp1MyKVSsBOLBvPyMjI3Frj0SmF82c6ZLKsq2xtTn6e/voH+insSH+e5mX0dHaHl23pC5Jpku8cfjAgQOMuissrVy+HIgEXWKnbKXKC0jV1jj/Lqq95bNHR6Jq7syU6eK1Y3/MB0cv6NLsFtD1Ml1GRkfZtnUrAItaWzExy3031nuZLolrulx//fV85CMf4ZJLLuHqq68uqA9E3t9HSyjE8sVOkeXJyUkO7NuXUcHjuXLHHXfwve99L2rbo48/znU/+AEf/Nu/zVOris/ExAShJmdqYIs75bAzw7pMieheLjvUjyKZK7yvRBYI75uy+sCN6WE39VhERAqLl+nS3X2IPW5WgheIScSbXjQwMD2QMDw8zNNPO1Nxjj8x/iodUZkuA/1+wKKquorL3v8u/7XXX/4mSktKWLnambphreX5rc/HPacfdEmU6VIVHXSZSbyCqDt3J16ZxvsdWtrborbXp7A8dpA3rQpgpbvqSZu76k9noIZIOvzpRTVO31T7hXSH0wq6rFu9CoDNz0f/HfhBF/fLFq+mCzhLKAN0tLZOC3R5NV36Eky92rhxI5dddhl9fX1ce+21fOuqq5K2b655mS4tTSEWB6ZO7d69O+lxBw4cYHJyMqdtS+bqq68GYNmiRTx2621c8opXAHDrL3+ZtzYVKy9rsLXVGVODNY5ERIqBgi55YIyhxL2pqg8UYpyvRfJERIqdF2Cx1vrf3Le1zxB0cT8sD8aZMvP444/701VecOLxcY+vqa3xP4D39/VxwF2CuKWtlVdcdCFvfffbuezD7+a9738vAB1LFvsZDs9viV9M168rkiCr0vtCYGJ8gsmpmT/wekGXJSuW+lNbdu1OPL3JC7q0LYrNdHH7qn8gpWDPk08+CTjLRTe4X160tnjTemYXdKnzMl3c6UWjI6P+ctEAVTMEXY49ylmue39nZ9Sy0X7QpSnk/BkIujz+xBOAE3SJ1ehOvUqU6fLVr3416vlvbr89afvmWmR6UYiGujo/mLU/STHd++67j8WLF/Oi007L273R448/DsAH3vpW1h19FBe/4pUA3HXvvVH/HmT2vKzvFremS5eCLiJSZBR0yYPy8nLGRof9xzXut2rdPb1Zu8bg4CA33HADN9xwA4ODqX1zKNOpH0WK09TkBKMjwzPv6PIyXaK3zTy9qK6ujvPOPXvaGOJNLVq6YhmtLW1xjzfG+Bkp/QMDftClua2FivJyvvgfX+Izn/8MFWVOoKW0tJRlK5z6Jlu2xg+6eB/8Q81NcV/3phcB/vSdZLygS8fSDtoWOUGo3W4mUDxeltCixdF959V0GRwYZCo8FfVavHF448aNAGxYu86fjuNN6+ma5fSiSNDF6YvhkehMl9oZgi7rjzjCD5ZtDBQ+9oJ1zW5Nt5amJqrc/k4WdAm5X87EWzJ6cHCQn//85wCcdbKz6tWDDz2U1wyRWJFMl2aMMSxyp5AcSFJM95ZbbgHgr48+ype/8MWctzHW0NAQW90pX8cc6QTRTnf7d2x8nM1PJy8YLakrLy+nttb5P+UFtw9lWJcpEd3LZYf6USRzCrrkgTHGL8oGUO+tTJDFb3MmJyfZtm0b27ZtK6ibr/lG/ShSnMLhMFMpZHJ46hsaqKiojNo2Y9ClvoGysjKWL18+bQwJFtEtSVI3xcsA6evrjWS6tLck3H/Faqeui/eBMWhiYsIPLIRCCYIuVZHfcXh05m/zvSBKW0c7i5c4galE00ampqb815a6xW893lSqcDjsr9TkiTcOP+EGKTa4y2RDZPWiLjewlK6o1YuIZLqMjI5GBV3i1coJqq2pYc1K5+/hYXeJ77GxMX/lm+Ymp++NMSx1a5x4FsfJnvIL6caZXnTXXXcxMTFBaWkpX/3nf3F+j6EhHneXEi8EfqaLG+jrcH/H/fsPJDwmuCLWg3/+cw5bF9+mTZv8jKtj1ztBl8WLFvkBuWc3PTPnbSpWJSUl1NU641xLixN07O4+zGQWV/TUvVx2qB9FMqegSwHwUqN7s5jpIiIi2WOMYdnyFf7zsrJympsTBz8gumZXrEgR3WOSnqOh0QvKB6cXJQm6uMV0t8VZNro7UDesKUGmS3BlnmCgIZHIdKF22jsWRW2LFazRsSxB0AWSF4wFGB8f9zNdvKk8EMl0GRoZiTulayb+9KK66JouIyPRQZeZVi8COPdFpwNw3Q9/iLXWzzACaGlu9h8viwm6LF+ydNq5/JouA9OnXv3+978H4JRjjuW4447zAzTPP/vsjG2MtWXLFjo6OvjgBz+Y9rHJRIIuzu+9yM3mOXAg/r+TacuQP/tMSlPOssmrt9Te3EzbIufftTGGI9asAWDz5vT7VxLzMt2a3DF1fHzM//8oIlIMFHQpAH7Qpa83vw0REZGE1h9znP+4pbWNstLkb6GtrfGnDQ0MDPCs+6H4uBPi13PxRIIukUyX1vb45wX8Yro7tk1fWjrqg3/LzJkuoynUrfA+UDe3NtPmtuvggfgrj+zcGan1snRZdHDB+z0hOjgUz1/+8he/psbpp0aW2faCLkBULZVUeVlAfiFdd/Wi4dER/3pVlZWUxqwuFM973/Y2ADZv2cIdv/tdVN8Ha7ks7YgOuhxz9NHE8gIpY+PjjMYEwv7sZoGcfcopmJISlrtLMu/ambiYcSKf/OQnOXjwIN/5znfonyHwlSprbSDo4vz9eJkuBxIsC7xz586oqVTdvb3sTzJlLRe8pc2XdXRQElha/ojVTtDlueeem9P2FDs/6NIU+D98MLPaTCIihUhBlwLgVW3v7enJb0NERCSh9RsiQZflK9dSUpJ8OeW2BEtKP/roo/4398fPEHRpdJcX7untCQRdptf98HiZLrt37WZ8YjzqtehMl2biqQjUdBlJoaaLX6ekuZm2DufDdKKgy65dTiCgMdRIQ6CIPETXmOk6nPzD1p133gnA0WvWsGRpJHgTDLocTPCBPhl/epG7VHeNV0h3dNSfGlRdWQkzLKMNcOzRR3PmKacA8M2rrooOugT6fvmSJf7jqspK1rqZFEEhN9MFou8Tpqam/IyMF2xYD+BPV9qVZAWpRLxAA8Ddf/xj2sfHMzAwwPi48+/QK3Ts13RJ8HcUL1Nqo1vUdq54q+e0NUX/Pzli9WoAnns+/upgkpmqSifAGRyXMq3NJCJSiBR0KQB+potWLxIRKVhHHb3Bf/zKi14/4/71DQ2Ul1dM23733XcDsPrINTSF4gc/gucAZ/qpF3RZtCjxqknrj3U+fI+PjfNooIgrRDJdamprqKyMP0UmOHVmZIZCw8EshubWZtrddnUmyWAAWLRsMSUm+vajvLzc/7b7UFfyD1tekdWzTz7ZL6ILTi0VbznnRG1IJrami9cXI6OjDHtBl6qqlIIuAO97xzsA+M0dd/jBkebGRsorIv8mli6OFGg+YuVKyiqj6wZBZHoRQE8g6LJlyxa/2PExRzt/78uXOEGXPWlmhlhreeaZSJ2SO//wh7SOTyS4kpQfdHEzwA4kWKHGC3jU1tSwavlyALYmWI0rV7w2tDZFZ4Stdpcn3xno31tuuYUvfvGLM2ZoSWIG5/9UXV09Ze4KbJku/S4iUogUdCkADY1O0KUvwfSiJ554glWrVvHhD394zuc1i4iI49TTzmD5ilWsO+oYLrr4khn3N8bQ3DK9/sof3A+0p575QkpLkr8NN4acoMue3bv9KS5tSQr4Llm2lMVLnQ/e99x7T9RrXtClsalxWtDDk04h3eHhYf9Df3NLiz+9qKuzy18OO2j7dmfK0+Kli/3VfYKaU1jyedOmTf5Svq+/8FXTXvfqhmQSdPFXL/IzXQJBF3daT1VlZdy2x/Py815MeVkZU1NTfOfb3wZg7fLlUYGi8886m3b3937hscfFPbc3vQigJ/DB3ls2u7a6mtWrVgGwzM2cSbaCVDz79u2LysbZnKXpM8G/Sy8TyZtedLCri/DU1LRj/CyTUJNf8ybdINJs+W2IyQhb7mZWdR0+zGB/P2NjY7zlLW/hM5/5DC84/njdo2XIyxo0xtDc7GTydXYq6CIixUNBlwLgFVuMtxyktZb3v//97Ny5k//+7//mf//36rlunoiIALW1dfzx3ke55ba7aGqsn/kA8D9AeA4dOsSDDz4IwOnnnDHj8V6tky3PR1Yjau9InOkCcMqLnDon97gZNR7vQ3VDqDHhikllZWWUuIGg0ZHk04uishhaW/wlo8dGx+junT5ddvPmzQCsWL1i2msAzW6dmWTTi2688UYA1q1cyWkvfOG0170P9ukGXSYnJ/2gVn2tE3TxMl0mJicZcAMy1QkyhOKpranh9JOdKUZPb9rktztoxdKl/PX3d/DDK6/kc//0T3HPU1NdTZlbV6S/N3Kf4NUFOnLVKkrd7BmvpsvufYmXY47nUMxUjp270p+eFI/3b6S6spJaN5jV4U4vmpic5HCcAFskyyTE0g4nE6hQgi4rA9PZdm7fzlNPPeUHHvfs3cuhDIJ9Es2bYhT7bzJIwS0RmW8UdMmDkpJSP30SItOL4mW6PPPMM/zlL3/xn/9PikGXiooKTjrpJE466SQqKqant0tq1I8ixamktJSysvKZd4xhjKGyIvXjGhpD/PWvf2VwaJiKigquu+46Jicnqa2v4+xzz57xeK+mS9fByFSMtrbENV0Azj3/PAB+d/vv2PzcZn+79yGmsSnxqkrGmMi0mhkK6QY/FLW0RjJdAPbt2zttfy/osnrd6rjna2pxPmwdPhS95LM3Dp9wwgn8/Oc/B+DNr3ylH2gI8oMuCaauJDI4OOg/rndXUqoJLA19yJuaVTV9+k8yLz3nnKjnR6xcNW2fUEMDF7/q1YQS1NkxxtDoTjEKTi/yAhFLF3X4GTJL3JV2DnV3M5ZCIWRPT0xNuV179sTNVkqXF3RpCTVh3GBeR2BZ7H1xginBqT1LvKDL3un/nnLJD7q0RmeqdbS3+wGwHdu28VjMFL5dO3Yi6bHWRt0TN7vFdA8djh90eeKJJ2hpaWH58uX86U9/SukaupfLDvWjSOYUdMmD0rIyqqoiN3Ne0MVLbQ7y0oc9Tzz+KNu375jxGjU1NVx00UVcdNFF1NTUzK7BC5j6UaQ4lZaWURkYh3Ml1NTMrbfeyubntmCt5corrwTglZe+iqbG+CsIBdU3RBecbWwK+UUnE3n1pRexZPlSwuEwb3jDG/ypMbt37wbwC94mUuEGFkZnmF7kfaAuryinvr6elrYW/8P/3phMi/7+fr9A6poj1sY9n7eMdWzQxRuHR0dH2b17NyUlJbz5tZfGPYcfdEmzHkTw/dcrpFsdqG9z2A0wVcWpuZLMxS9/edTzI9bEDzjNxKvrEqz95gddAsGu5kANku40CpHGBl2GRkaykrURCbqE/KBLS1OTn021P05Gjr/aUVOzP70o9t9TLk1NTUXa0BId4CwtLfXbtH379mlBl717ds9NI4uItUTdE3vLRh9O8O/3+9//Pj09PezZs4f/vPKbKV1D93LZoX4UyZyCLgXAm17U39fLVDg6ZdIrvrf+mBNoDDk3U7f95ndz20AREcnI4iXLAHjm2af593//d/bs2UNFZQXv+sC7Uzrey3TxtLS1JKzH4ikvL+fL//UVSktLeXLjk3z6s58BYMeOHQAsXbE0ydFQ6QYWUs10CTWFKC0ppby8nCZ3itD+A9Er0ASX2F13xLq45/MzXQ4fjvu6H7A662xWrF4Vd59IpksXvb29XHjhhXzkIx9hKk7tkKBgMKPRrbMWFXRx2xTcloo1K1dy8vHOClWVFRWc/IIT0jreE2qILB3u8YIuXjYIQFNj5N9LbPAqGS/o0uAGnAC2bd2aaPeU+UGXppC/rbS01K9jsy9OMMXPMmlp9n+3vQcOZCXzBmBsbIyPf/zjXHPNNXGnqXR3d/vXamudnlW2cpnzf3rnjh3Tvhjbs1tBl3RVxvyf8qYXJRoH/hAo8vzXRx7KXcNERLKooIIuxpg6Y8w3jDH7jTEjxphHjDGvSfHYtcaYW4wxfcaYAWPM7caYDXH2swl+/ibTc85Wo7tk9OBAP5OT0TeGXtBl7ZFHc8JJztzwhx9+ONtNEBGRHDjxJKe+ypbNm/nCF74AwJvf83aOXHdkSsd7NV08zYFskmTOfvE5fPDvPwzAt77xTXp6evxCtsuWL0t6rPcN5tBw8tWLvA/Ujc0hPxDkrWC0f3/0h2mv+G1TSxNtbfEzbZoTZLoAPPTQQ34tnPe/9S1+1kQsr5Bu16EurrzySn7zm9/wzW9+k89/9rNJf5dgMCPkBi6C04sOuwVs0w26AFx31Tf4z09+ij//4iaWuwVv09UYJ+iy151ys2RRIOgSCvmPuxNMz4jHC7qsWLzYD7zs2LYto7YGedlNi1qmT9MBOLD/wLRjIkGXFpZ2OFklwyMj9GRpCeFbb72V//iP/+Dd7343//X1r097PThtrjXOlC9vBaPnt2716+p49u6du4ycYuXVwYpX02X//v1Rq2zt2b2LfXH+DYmIFJqCCroANwNvAz4FvArYBNxsjLkw2UHGmHbgXmAVcBnwFqAZuMcYE+/u8qfA6TE/N83ynCmbnJhgeDgyf9ybXmStpS9mitEmt/je2nVH84IXnAzAo399ZMZrDAwMcPXVV3P11Vf7y2BK+tSPIsVpcnKCkeGhnF/nqPXref/738/73vc+6uvraV3Uxof//kMJC9nGmpbp0j59NaRE3ve376e6uprx8XGuveE6f8npZSuWJz2ups4JugTrnMTjZ7o0R6a0eHVdDhyInpriBUyOOfE4ykpKiafZrZ9xKGZq0MDAADfeeCPve9/7OPm44zjn7HPiHe5c3/1wv3f/fr71rW/5269NkNXg8YIOtTU1fn2J4FQib6pDdZrTi8DJjHjv5ZdzxPqj0z7W49V06e93CumOjo76/b/EXSbaa7MXLEo0PSMe7/cP1TewYqlzi7MjhanMM/GCLh2tbVHbF7mBt9iMKAgGXVpZHKj/sj9LdV282kIAv7zppmmvBxc1CDVOr3+0bpUzRezhv/7VDzyucrNf5rr2TDGIvSf2Ml3iBQ29LyKDHvzLzF9E6l4uO9SPIpkry3cDPG5g5aXApdbam91tdwFrgK8Dtyc5/GNAE3CKtXafe+yfge3AJ4EPxOx/wFr74AxNSvecKbM2THgqkibrTS8C6Onuob018s2K903WsuUrCDXUAvDsM08zPDxCTU3iegRTU1P+zc5MadWSmPpRpDjZcJhwOPf/pysrqljs1oAoLS3lQ//0t7SEUg+cLF66JOr5kmXJpwYF1dTW8JKXn89tt/yar38t8o3+ipXxVw/y1NY6QZeZbqq9D5zelCLAX8Eo9sO0VxD+uJOOT3i+Faucdu3fu5++/j4aGxqZmJjg2muvpaamhpqaGta+On4BXf/6bj2I7kBGCDir+Wx68kmOOT7+9b0Mksa6Oj+LJmp6kZfpksbqRdkUW9MlOC1n6eLofyNNjY0Mj4zQHVheeiZe0KWxvp6GphBPbX6WHTtnXxTWz3Rpiw26ONkMXiDQMzU15QeTWltaaG1uxhiDtZYD+/dz7IknzrpN2wIZPFvd7K8gL+hSVlpKdZy6FWtXOStQ7QvUvDn3tBexY88v2LdfmS7pir0n9mq69PRM//e7ZcsWAJYsXUF5eTk7d2xl69aZM7J0L5cd6keRzBVSpsslQB/wS2+Ddb6Wug44eoZpPZcAd3jBEffYw8CtQPxqe6m1J9vnjKsh8E1KsJjd+Pi4f9Pb3NLK0RuOBZylLTc/93w2myAiIjn23r//AG95+1vSOqYx1EjHksj0kQ3HrU/r+Ite58zQ3bvbqf9RVl7G4kBmRDze0r5Dg8kzgYLTizx+pksg5b+rq8v/hvoFJ5+Q8HxHHB2ZcvXEk0/w1a9+lUWLFvGZz3zG3/6S009L2qbjN2yImn510oYN/hLFv73ttoTHecGMUH29H3QpKyuj3M168Qrz1uapeKQ/vcgNCASXUF6yOPrv05tilEnQJdTQwEo302XX7tkvG+1nurRHTynrcDNdDhyMXmUqqp5KSwtlZWW0uMWB401FysT2QKBl74EDDMdkdHlFletra/2Cv0FepounvbmZdW6B5ER1SCR1Te7qRb093dOm3HtBl6XLV7FkiROA3q3ixSIyDxRS0OVYYJO1NrZS2sbA69MYY6qBtcBTcV7eCLS7U4WC3unWjBk1xvzFGPPGLJwzY3V19f7j7kDQJXjD1NzUTHt7h1/hfXOgKKGIiBS+t7/jrZSXpr9MdXCViA3HHZPWseecf25UXZhTznwhFeXJp8jUeJkug8kzXbyMhOaWSHamtzJSZ+DD9K9+9SustdTU1nDai16Y8HzNLc1+0Obyd17OJz7xiWmr6pSXJU/QbWtpYW1gWeaLXvwSznnR6QDc/8ADCY+LV0gWoCamhktdbW3S6+dKqN75O+yLCbq0hpqoqo7OevWK6WYSdGlqaGCFm021c9fsgi7Dw8N+ezti6vh0eMG5zuhpaMGlvtvdIrben7FZMZnaFlOrZkvM/ZTX5oa6OogTdFm9fHlUMObo1WsIeYGumAwrSV+zO0UwHA5H3RMDPP+884Xj0hWr6HCDLnvjLDsuIlJoCino0gLEu0PoDrweTxNg0jj2R8CHgZcB7wRGgJ8aY66YxTl9xpjeZD/AtAnCZWVl/jeLPT29/vbgNyZNLc2UlJSwwr2ZfO65LfEuLyKy4GUyDhey4BLPq1evSevYyspKLnvf5f7z17zp4hnrydS6gYVUM12aAjVdvEK6nQc7/RoqP/nJTwA44yVnUV9bTzJHrj8KgO3bnGyEl170Mq6/9f+SHhPr8je9CYD1a9byN5dfzotOPgmAPz/0UMK6LpHpRdHtq45ZVry+Nt+ZLk4Whjf1eHF727TCyk1ucf6MMl0aG/2aLrv27GHv3r2cdtppvPKVr2RycjKtNntZLgAdi6KDLu1ujZeDnZ1RfyfBoEuL++F7UatXJ2h6/Zd0jY+P+0une57fHD/oUl9bG7dodWVlJS884QT/+UtOP93v856+vqS1gxaaTMZib3oRwMGYTCgv02XlyjUsdoMuexR0EZF5oGBquriSvVPN9C6W0rHW2rcHXzDG/AK4G/iSMeZqa+1IvOMyaE9aGhoaGRocjPpWLxh0aW5yvklcuWoNz21+hq1bFXQREVkI/uULn+KNF76el13ycirK0s+U+cjH/46S0lIOdB7gNRfPvCBgbZ0TdJmpkK4XdAlmuizqWARAX08vvf197Ny+w1/i9cJLXzXjyktnnnsm999zHwCr1q3mq9/4d8oo5VFSXxr2Q5dfzsrFiznr5JOpC4U47UQn6HKgs5PtW7eyZt30JauDNU2C6uvrONAV+eBXW5OfTBevpkv/gBN08T5oLo6plQLQ7C7PHJslkExwetEKt47Q4PAwZ5xxBrvcjJc/3XUXL7nggpTPGQy6LA4saw2RTJeBoSEG+/upd7NzvKBLc2Mj5W7tnna3wPLBzugP4Jno7Oz0py+VlZUxOTnJjpi6LsHpRYm89hWv5MFHHwXgFS9+CYfdQrD9AwNMjo9TnkHBZXE0hSLjSWdnpKi2tZadbp2h5ctXMjLUC8C+vQq6iEjhK6Sgy2HiZ494o2+ir2x6cAIgmRyLtTZsjPkhcDbOFKaHZ3NOa20o0bXAifoTJ7Lf0NDI/n17o6rme6nbdfUNVFY6Nx8r3LnE27ZtTXYZEZEFK9NxuFAd+4JjeWzbE5SVl6e0XHSskpISPvKPV8y8o6umduagy+TkpP9B3Vt1CKLrsjz2+KN893++C8DqI9fwile+YsZr/78PvZedO3fx0J//wle+9VVCDSEG+9NbJaOsrIzXvupV/vNjjjqKupoaBoeHue+eP8UNugRrugTFTjeqq8tP0KWxwWlXX38/1lo/6LKkffpMZ296UezUrGSCmS5HrV1HZUUFY+PjfsAF4JYbb0or6OLV8WlvaZlWkDY43Wj/3r1+0MUL5LU2Nfm1ddrdwFJs1kMmgn1y1Jo1PP3ccxw8GD1tyZ9eVBv9dx/0rje/mfsf+guLQ02s37Cep5+P1Nnr7e6mbXHyukkLRSZjcWVVFTW1tQwPDdEVWIGrv7+foSEn+65j8RJGhpx/UwcO7GNycoqysviroomIFIJCml70NLDeGBPbpuPcP+PVV8HNTNlG/JovxwFd1tqZ3qm9a4azeM60eCsY9QbmA3uZLg2NTX46+PIVqwDYPcu51iIiMn9UVlZSGqe+RC54qxd504uGh4e54YYb2Lo1EuyPysQMZLo0hhpZutxJ+7/xxpv42c9+BsA7P/AuKmeoJQNOwOTL//kV7njgj5x68qmz/2VwVo061Z0O8sD998Xdx3vvbWiIyXSJDbrkKdOl0a3pMjQywsTYmD+9aMmiRdP2jUwvSi3oYq2NCrpUV1Vx+smnTNvvD3fdmVabvRWrTlq/HlMa/YE4uJrRvj2RZZa9TJfWpsiUNW96UWdXdoMuR7hT9Q4GsikgpqZLAjXV1fzfd/6Hr3/lK5SUlUUtLd2tYrqz5hXT7QosHx9csaujYzEd7qpdkxMT0/4ORUQKTSEFXW4GQsBFMdvfCWy21m6a4dgLjDF+/qoxptk9103JLuoGed4GDOAEfmZ9zpmUlJb6abOeBjfoEsx08W5qG90bKIBFi5xvTzo7DzA1FVtzOKKyspKzzjqLs846i0qluWZM/ShSnEpLy6aNw7lQXlHB0nVH037Eyjm5Xjb4qxcNDTE+Ps4LX/hC3vnOd/Kmt7zZ3yf4Yai1NTopdP2xzmKD3/7mfxMOh1m8bAmXviG9Rf+CGT3lFRUce/JxrF6zlPLSzBJ0X3TyyQA88OBf4r4eLCQbFFs4ty5J9kMuhQLt6u3piWS6xAu6hNxCun29KZ17aGjIr9firXz00nPO8V+/9IKXAbB9506mUqjrMjY2xjXXXMM111wDwMnHTP/+qqqy0v+d9geWWY4XdPGnF3XN/oO1V+emrqaGJe5UuM6YYr6R6UWp1+9pCgRdtIJReuLdEze3OMWTDwcyXbygS0lJCW2L2mlubvVfm2nqme7lskP9KJK5QppedDtwF/B9Y0wLsB24DDgLuNjbyRhzN3CutTaYY/014B3A7caYzwOTwKfcP78cOPZjwFHAncB+oAP4gHuND1lrR9M9ZyZKS8uorIxeEaHeX5mg19/mB10C81vb2p2bhJHhYXr7+mgJFDAMqq6u5vzzz59NMwX1o0ixKiktpaKiauYdZ6mysooV649juKSbyqr5cZNa42e6DPLoo4/600T++vAjjE+MU1Fe4U9/hehCugDHnXA8f/jNHf7zt77v7dRVZ54hUllVyYlnnMzBLZupTF7bN6EzTnGyZp58ZhO7duxgxapVUa9777fBjAWIk+lSl59Cug2BaU+Hurr8eilLOqZPY4kq6hoO+9N0Eglmf3i//7vf/GZ27NjBmS84gfXHHsNNd/ye0bEx9u/Zw7KYvov1kY98hKuvvtp/ftpJJ8Xdr6O9nd7+fvbtnR50aYuT6dLV3c3UxASl5enXNfL4GT31DZFivl0JMl3qkxd9DqqtqfFrxPQcTr2AscS/J25udu57g9OLvOyu5pY2KisqKA8U3O2cIdNF93LZoX4UyVzBZLpYp9z7a4Gf4AQ1fgMcD1xqrb11hmMP4tRk2Q3cAPwU6AXOsdYG5+FsBo4GvgHcAfwPThDlNdbab2d4zqxoaJye6eLd1IaaIkGX9kWRYnR7AjcqIiIi2eCtXjQ8NMxzz0ev7LL5uc1AJNOlobGByoroYNLb3v122hY5H2iPOm49b3vn23Ld5BmdeeqptLof5H50/fVRr1lr/d+nraU16rXYKSb1ecp0aQxkumzevNkvBrtsyfSgS7Ob6dI/MMDE2NiM5w4GXbxMl/q6Ov7rS1/i9W94PasDQZbY5ZVjPffcc3z3u9/1n7/n9a/nnLPOirvvUre47u49kdWE/EyXwAdqb8noqakpDs2ymK6X6RJqqPfP29V1KGqfyPSi1IMuxpiMluqW+LzpRYfiZLq0tnVQWmIoLy/3v7CM/TsUESk0BRN0AbDW9ltrP2yt7bDWVllrT7LW3hKzz3kxWS7e9uettRdbaxustXXW2ldaa5+O2edWa+3Z1to2a225tTZkrT0/UVAnlXNmi1fTpb8/zvSiUOQbn9bWdj/tem9gHrSIiEg2eKsXDQ8N83ygQCjAU5uct0AvSBFqaaLERNfraGpu4se3/oy//8zH+P7PrqGxPv81i8vLy7n0wgsB+N4PfsDU1JT/Wl9fHxMTE0DkA74nNtOlNsmKNrkUXL74qaciJe4WdyyZtm9z4J6hJ4UAQLxMl6Ca6mq/Bkuwrk88DzzwANZaWkIhdt7/AP/5r1+mNMG0uqVusdngkr9+pktzYEWsYP2XWX7ZFMl0iQRdOg8fIhyYNuVNL2qoTy/AFvILGCvoMlvestHB+jhepktre2RKnTcNKRv1fkREcqmggi4LxeTEOMND0asxJKvpEgpMLyovL/ffZPbu208i/f39XHnllVx55ZX+DYSkT/0oUpwmJ8YZGU6+JHI2DA8N8OgfbmPT7+/3C9MWuhp3Cs3U1FTUB3yATc845dW8b6Abm0J+ofeg1WtX86ErPszi9o5pr6VraHCIm679OX+6+1GGUsjcSOS9b3Uybrbt3MktN97ob+8MZE+0xQZdYjJbYoMwc6WkpMRfzvopd7pXfW3ttMK/EF1fJJWirl4goq6mhrIEU3dWr1gBwNYtyYMumzY5/z7Wr1lDc3t70qlNy7ygy944hXRbIpkuzaEQpW4h3oMHnPuecDjMJz7xCa688sqk7YnlLw3e0OAHXcYnJugNBJ4yyXQBlOmSoXj3xM1u0OXw4XiZLpGgixecOXQo+b9z3ctlh/pRJHMKuuSBtZZw2EZt81Ik++MFXZqi58t7dV327U/8jU84HKavr4++vj4/DVnSp34UKU7OOJz7/9PhsGVsZJiJkVHsPBlDgtkcTzzxRNRrW57fAkQyXZpa4tcVyyYbDjM0MMToyBjOTOTMHH3EEbz8vPMA+NrXvuZvTxZ0CU4vMsb4y2nnQ4e7PPTDf/0rAEva2qetCgSRKUIAh1KYdhFcLjtRkGTlUmdFquBUoHi8oMuRq1bPeN1l7uoze9wP02NjY37AIzjNq7S01J8admC/s7zzbbfdxle/+lU++tGPct+f/jTjtTxeQKSpvoG2wKpbBwIr42RS0wUCtXTSWKpb4t8TN/lBl0gwxatj1BYI5Da50+8PzVBkWfdy2aF+FMmcgi4FwpteNDAQiRx7bzZNgZouAO1u0MV7AxIREcmW+kD2xPZt2wFo73A+8Hsp/n6mS3Nobhs3S1e85z0APPjwwzz2yCNAJOjSUFdHVXV11P7BzJaa6mo/4yIfvBoo23fsAGBxe3vUKk+e6qoqqtyVRbq7U8908ZaljmexW09u3wz3HV7R5fXr1s54XS/TZX9nJxNjY1ErYrXHrIi1yA2GHXAzXX7zm9/4r/3Hv/3bjNfy+NOLGhqi6sZ4wanx8XFGR501FeJlESXT1Oj0X7eCLrPmTy/qnp7p0hZnelEwI0ZEpBAp6FIgvOlFA/19TE2FCYfDkW9kmqNvPrxl8oJL6YmIiGRDa3vbtA/zp55xGhCpqTGXmS7ZdNYLT2PV8uUA/PLmm4GYZYpjMj2CQZe6mhqIE+SYK0s6oqdqLW5rTbBnYKpLCivpRIIuiadOLXazbJIFXcbGxtjhBoSOXLtuxut6NV3C4TB7d++OCrrEZhy1+0EXZ3nn3/72t/5rXuZPKvygS2MDVZWVzt8p0OXWBAlOmVCmS/54XzYODgwwNuZkuHlfNAYXlPAzXWaYXiQikm8KuhSIendlgnA4TP/AAL29vX7qXnNMpou3mpHmDYuISLZVVFTQGvOB/rQznaDLgX37o1b7aW5pnnZ8ITPG8MoXvwSAX992GxAddIkNNgWnF1VXVs64/HIuLY0JuqxcsjThvs3utORU7hOCxWUTWbLIndZ88GDCKV7B7NvlSxO3zd9nSaQI8LYtW/y/h7LSUkKBKVIAixdFplV3d3ezffv2yHU7O+lJoXYNRPqj2Q2QtMRMTwnW1WtIkvkTT8jNdOlxp2tJ5oJfNnZ1HaKnp4fx8XEAFi1aPG0/ZbqISKFT0KVAeJkuAD09vVHzWEMxmS5e0EUV8kVEJBc6AksRNzQ2sOG4YwCnqG1Pb48/vai5eX4FXQBedt65ADz25JP0dndHgi4xH/QB6uoiNVxOOeaYOWlfIl5miOeYo45MuG86RV1TCbos7nCCHv0DAwwGAhNBewMFcZcsnr6Udazqqio/kLRlyxYOHnSyWFqamigpK4va15uKtHvPHn8KU9DTTz41bVs8flaP2z8tzU5wysuUCAZdgst0p8LPdFHQZdaaAzV9Oju7/KlFAIsWTZ9e1NN9eFb1nkREck1BlwJRHxV06YkKusTe1HqFdRV0ERGRXOhYEsmqWLpqOUsDmQtbt22NBCraE09xKVSnnXgSJSUlhMNh7v/TvX7WxNLAhznPulWraWlqYnFbG//6jx+f66ZGic10Oebo9Qn39QIA3SncJ0RW9Em8tPfiQB2NvYElnoO8oEuooSHlgsNrVq4EnKDLrl27AFjWvmhaRlGw6K63otbyjsV+rZdnn5456BIOh/3f1QtKtTR5QRcniBicXlSf5vQiL9OlN0FQSlLX2Bjys846uw75WVSlpaW0tkaWEPemF/V0H55WjFdEpJAo6FIg6gNprMFMl8qqqqiVJACa3CWke3t6FNkXEZGsW7w0MvVj2arltLS1UOZmH/zloYeYnJwEYOmyZXlp32zU19XxgvUbALjv3nvZssVZkWmNuyxyUF1tLU/ffQ8P/urXLFm1ai6bOc26mBWBVidpT1PICSqkUl8kWFw2kY62yAfdvbvjr2DkBV0Wt7bGXVUpHi/osnXrVr8ezPI4WTLBoruPP/44AEevWc1R65zaMc8+++yM1xoYGPCnbXsrPPlBF3d6ipfpUltT4/97T5Wf6dLXh52aSutYiVZaWkpjyPm76ezq9DNdmlvaqCiP/L14mS6joyMMDA7NfUNFRFKU3juKZEVpaRkV7soCnoqKCqqqqhkdHaG3r5ehAeeNv7GxiZKYun3e9KL+vl4mJ6coL5/+11hVVcUFF1zgP5bMqB9FilNpaRkVFZUz7zhLFZWVrNxwPONmeNq4X8iqqiJtPf+V51NaWkrHkg727NrDAw/c77+2dNmSeIdnVUVlJSefeQoDh7uoSPODcCKnn3IKjz39FH+6L5Lpsmblqrj71tbUUOsWXM2n1StW8IF3vpPvXH8957/oRZRWVCTc1wsAHE5nelGSoEtFRQVtLS10HT7M3j174+7jBV2CAZqZrHYDXVu3b6d1ZASAFXGCLt7UqqmpKf5wxx0AHL1mLf3jY/zpwQf9FZ2SCQag/EwXN5PY6yd/ueja2rSLJofcc46OjTE8NERtmtOTFqp498TgZLH09nTT1XWIibFhAFraFlESuCluDky/P3iwk1Bj/Owk3ctlh/pRJHMKuuRBSWlp3Jv9+oYGRkdH6OnpZaDPuQFoaJxe2M8LuoTDYQ5399CxaPoNTlVVFWeccUYOWr+wqB9FilNJaSnlcxF0qahkydqjGC7ppqIy8YfkQnPBq17G1d/8X447+Xhe89rXALBsxXL27NrD/fc6QZfGUGPaxUYzUVFZwYaTjuXgls1UZOnL7NNPPplvX3ctDzz0kL/Ny7ooZF/91Kd59fnns371mrjLRXsyyXTxAhGJLFm0yAm67E0+vaijNfUpZ0esXgPA5i1b6Han9qyIU4R3WSAQs80Nkm1Yt479/U6QJJWgS7C+TSgm06UrZnpRQ21d2kWTg/3Xffiwgi4pSnRP3NzSyvZtW+jq6mJkyPl7aWmNXia9qSkSdOnsOsRRR8Zfqlz3ctmhfhTJnKYXFRBvilFvb2R6kZdeGdTUFNnWpWWjRUQky0469WT+8PDdXHfjDVSWOx+IVqxyshJ27XRqbyxa2kGJmZ+3EaefckrU85KSElbFmV5UaIwxnHPGmbTNUKi22Q0qdLtFXQ8ePMjxxx/PZZddxlRg6ou1dlpx2UQ63LouewNFTYO8KSBL3OWlU3HycccBTnbIbnfa0oo4U9Zqa2pojalvt/7Io1i93Pk727F794zTrb3f0xgTKaTbFD/TpT7FmjRBzYFCzN5S3V1dXQwNadpLJrwslkOHD/v/tlpao/9t1Tc0+NPAvDpTIiKFaH7eLRWpBjcduK+vzw+6NDROD7qEAktIHzqkYroiIpJ9q9esorE+8kF82YrlUa8vWtKRNNuikC1qa2NtYDrR0atXU1kAU4iypTmwko61luuvv54nn3yS66+/nv/82tf8/UZGRvyleL3smET8ZaMTBF38mi5xChInPGdHx7TpSCuXL4+770nHHe8/Likp4agj1rHSDdD09PXRO8Oy0X5wqa6eUrfmjJfpctitkecHXerSD7oEp2cdPtTFxo0bWblyJWefdVZUoEtS42WxHD4UKaTb1h5dTNoY4+93SF9CikgBU9AlDyYnxhkc7J+2vaFheqZLMMDiqaqq9lMxDx+O/ybT29vLV77yFb7yla/Qq+ULM6Z+FClOkxPjDA8N5Pw6g4P9/OX2m3ny13cz2D+Y8+vl0vJV0R+GO5Z2JNgzuwb7B/nx//yQP/7+LwyOjmXtvB961+X+43e/7nVpTycpZF4ApW9ggKmJCX7zm9/4r/34Rz/yH0fVOUmyehEEgi77D0x7zVrrB12WLEr934UxhpNf8AL/+aLWVo5YG3+KyGknnug/Xr1sGbUNDawKBGi2Pr8l6bW86UWh+npw/669oEv/wAATY2NR04vSVV5e7me77N+/ny9+8YuMjIzw2OOP86ubb077fAtFonviJjez6dChyJLR7e3TA3rNLTMHXXQvlx3qR5HMFc8dxjxirYU4WbDestG9vb3+m0djaHrQxRjjTzs6fDhxpsv4+Lj/DZZkTv0oUnystXOz+puF8NQk4akp4g7888iKldHTb0445cQEe2abZXJikqmpMNnsw3e96c1c8opX8PIzzuDtb3pz1s5bCLxCutZa9u3Zw7333uu/9uQzzzAy7BQmDQZdQoHpMfF0LHKmduw/sH/aaz09PYyOjgKwZHF6wbh3vP71/uOLzj2X8gQFOl8YCLq846LXYEpKaG1u9qcCPf/cc0mvEywY7GVoBacsHers9D9I1tdmlvXkZfls27aNX//61/72a6+5JqPzLQSJ7ombmiPBFC/TpT1OQM/br6urK+l1dC+XHepHkcwo6FJAvJouwelFwfotQY3uDVVv78xF8kRERGZr/XEbop6ffvb8LqhYVlbG9d/8Fr+47vqiK3oanCp0//33+0t8A0xOTvJXt4BwVKbLDEEXL4Nlf2cnUxMTUa95WS4Ai9PIdAF41fkv5RMf+jAvOOooPvLu9yTc7+zTTuMdr3sdf/OmN3HFBz4AOF9CrfOK8W5Ovmx0JNMlksXSErjH6jzY6fdHc5x6eqnwsoF+94c/+EEogCc2bszofAtZa6sz7Wzrluf8vmxfNL2WkT8NKUHmt4hIIVDQpYA0uJkuwaBLvOlFECl419PTOydtExGRha2yspL/90HnQ/Hao9aybMn0gqdSGLxMF4A/uVkuzY2Nfg2Uh/7yFyASdKmtrp5xSfOlHU4wZWJykoP7o7NdvKBLWWkp7WksGe355N/9Hff9+jZWH3lEwn1KS0v59r99lf/40r9SFmjrUWu9oMtmf1tPT09UIAgCQZdAgK2psdHPejnU1RnYJ/7SwzPpcIsI3//gg1Hbd+7ZQ28Ky3dLxMrVzjSziUBWxZIl05eoDzXNnPktIpJvCroUED/oEqjp0hRnehFEiu6mshykiIhINnzs0x/nX/71U3z1f75OaRHVQCk2tTU1NLrBhd/fcQcAR61ezXHr1wOw6emnASJf8DQ0wAxFkYNLOW/bti3qNa/mxqLWVkrLy7PwG6TuyDXOh/Pn3JouP/jBD+jo6GDZsmX84Pvf9/fzpm23BrJbysrKCLn3Xl1dXX7QJRi0SsfimJojZ598sv/48Ucfi3rNWss//uM/8ta3vpXnZpgatRCtWRMdgGsMNbEoTk0X78vJnu7khZRFRPJJd0wFpM69QTp4cD9jY06xwCa3QFisBr/+i4IuIiIyNyoqKvh/f/MeTjz+hHw3RWaw0g2SbNuxA4CjV6/h6HXrANj0zDMAHDjgFMVtb26esZBwfV2dXyh2+9atUa/5Kxe1ts15QeIjVq8G4LmtW9i4cSN/8zd/49ec+Lu/+zu/1ocXdImdOtTS7Dw/1HXI/yJrpqlWiSyOWS77nFNOZcUS5+9h4+PRQZf777+fr33ta/z4xz/m1Re+am5qTM0jDY2NtAaWiF57xHrKy0un7edNL+pW0EVECpiCLgXEy2o5GChS15xgelGDX9OlN9fNEhERkXlm5bLo1aY2HLGO9euc7IFnnn8ea20g6BL/C55Y3mpB27dvj9q+a9cuAJYsap92TK6deNxxAAwOD3PeeecxMTFBrbv898DgILfedBMQKbTa0hSKOt4rpnvw4EH/nqqpMflKToks7ojOxDjvjDNZf+SRAGza9EzUaz/96U/9x89v3cJWZbtMs2ZdJNtlzRHr4+7j1T7s6dH0IhEpXAq6FJBFHdMLhLV3xC9I5xXS7VPQRURERGKsWLY06vnJx5/gZ7r09vWxb/fuSNAlQVZtLK8mzI4EQZdli6ZP/8i1lcuW8YINTpFnL1PlG5/8FK86/6UA/O53vwMimS4tMV9mecV0t+3Y7mebZJrpctqJJ0U9P/mkEznKXQL72ec2R7122223RT2/6w9/zOiaxeyEE0/xH6/fcFzcfbzpRb09Pe4KZyIihacs3w1YiErLyqiMsyTioo7oAmGNoSZ/KcRYfqZLX2/c12tqarj44ov9x5IZ9aNIcSotK6eysjrn16msqmLtCacybgbjjvsys8qqKs546Zn0HTxA5RzXC5nPVi6NFDquKC/n2GM2YMrLKSkpIRwO89TGjRkEXZxMF2/KkscPuiyeXuh0Lrz+1RfxxKZNALz09DN43SWX0Dcxzm1//AN33nMPU1NTfr2W1pisHi/T5dlApkmilSNn0trczNc/+zn+4fOf4/1veAPlVVWBoMv/b+++w9us7v6Pv49ky0PeO9vZGwIEyggjjBBWWaWkZbZAWaWUp9A+ZbRAKW2B9Ac8LavMMgqFEDYFAgkNOwQSMsjey4n3HrLO7w/JRnZkR7E1HPvzuq77snTPo2P5q+Ovzjn3d+fftWtXa2+h3KwsdpWWtrmtd1/SUZsY4Npf3Uh+vwFs3LiJ759+VtB9WpIuTU2NVFZVk5mx+53I1JYLD9WjSNcp6RIDDoeT+HjXbuvz2t1mMTe/Hw5H8Int9tTTxeVyMWnSpO4UU1A9ivRWDoeDuCj8Ax8f7yJvUCG1jlLiXUoYdEW8K57hY0dSFO8lvibWpdl3DBsypPXxhJEjSUxOxjgcDB00mLUbN7Bs2bLWpEt+bk5I5xxe6DvnqjVrWtdZa1uTLoOC3F0mGq666CKy0tLYtHEDV150Ec74eA6ffDAAxaWlLFq4sLUXS3Z2254uLbd5Xvrtd8N/Mro4kS7Az84/n1OPPZZcfyKrpXdR0a5dlJWUkJmdzcKFCwHfHZkuOOts/vroP1jqn9y4r+moTQy+NtiFF1/W6fEtc7oA7Ny5M2jSRW258FA9inSdhhf1IC6Xq82kYfn5/VtvZdhemn+8cWVlOV6vJl8TERGR70w9/HAuPuccDp44kV9f9rPWCW7HjPRPprtsGUVFRQDkh3ib5wmjxwCwfedOdvoTNqWlpdTW1gIwaMCADo+NJJfLxYXnnsvNv/4N2f4vsEYNG4bLn1id8+67rfu29GxpMaCfb2h3U1MT4LvtdWpqSrfK079/f+L9t7Ue7U+6ACxbsgSABQsWADB22DAmHzAJgBVrVnfrmn1VZsBwseJiTaYrIj1Tj0q6GGNSjDH3G2O2G2PqjDFfGmO+H+Kxw40xrxhjKowxVcaYt4wx49rtM8oY81djzNf+/UqMMfODXcMYc6sxxgZZdnT7hVo6nKU+cF6XvIKOvzFqSbrU1tTQ4J+lv80lrKW5uZnm5mbNiN8NqkeR3isaf9PWWrxeL16vVzGki1risOpw77hcLv7vzj/xwcuzOeXUU1vXjx3pm5z0q0WLqKioACA/J7QJcMeNGtX6ZdCiL78EvhtaBDB44MCgx8VCfHw84/yT2M754IPW9dntki4D282nl5mWhsO5+11yuio9NZUCf1Jr+VJfb5aWpMukMWMYN3o0AHX19Xi9fXBOkk7axKFITUvD6f99tczbs9sl1JYLC9WjSNf1qKQLMBs4D7gZOAVYDsw2xpzc2UHGmDxgPlAIXAT8CMgCPjTGBLYApgEnAS8CPwAuALYArxpjftnB6U8ADgtYOi1LKJqaGqiprgq6rSBgPHR+v46/MUoP6PpaWrr7baMrKiq44447uOOOO1obVbL3VI8ivVNTYwO1NcHjcDjVVFfx+ZuzWPL6XGqqqiN+vd6opqqa5x54mjnvfE5NQ0Osi7PPa7mD0df+XhcAAweENiwoOSmJ4UMKAVi0aBEAy/1zqaSlpJAV4tww0TJxrO+ON3PmzgUg1e3ebf6Qlp4uLfKyc8J+2+sxLXeN+tZXV1/6E1YHjJtA4cBBJPnL1NzcHNbr7gs6axOHwhhDhv/un8UlwXu6qC0XHqpHka7rMUkXf2LleOBSa+1j1toP8CVQPgVm7uHw64FM4GRr7SvW2jfwJW0SgJsC9nseGGetvdNa+5619i1r7Y+AefgSPcF8aa39LGD5qssvMgSBM7WPGTuhw/3SApIuLbP1i4iIiHTm0IMOavM8LzubgXvRQ+WACb62ySeffgrA4sWLARg/YgSOuJ41VeCBE9re8WbkkCGYdr1YBrZLuowcMjjs5Rg9wjeZ7vIVK9i6dSvbt28H4KD998PpdLbO+9IXky7hkOGf+HhXBz1dRERircckXYAzgQrg1ZYV1td37SlgTPuhQkGOfc9auy3g2BLgdeCsgHXFNnh/uAVAtjEm8rey2IPLr76Ox5+Zzf0PP8e0E07scL/Ani4lJUq6iIiIyJ4NHjCgzSS7B4+fgHMvJpU+5vDDAZg3fz4ejycg6TKyw3noYuWQAw5o83zssOG7lTHF7SY97bvJV0f4e/KE05jhvqTKipUr+fzzzwFIcLkY5++JM26Ub4iRV0mXLmmZ16VEc7qISA/Vk5IuE4Dl1tr2A1q/Cdi+G3+iZDiwNMjmb4A8//CjoIzv03cqsM5aWxdkl2+NMc3+eWb+0dm5wsEYw5FHHcNJJ51EfHzHY4qTkpKJ83+jVFpWGskiiYiISC8y7aijWx9Pnjixkz13d9yUKQBUVFUx7/33W4cZTfTPTdKTjBs1CnfSd9+njfPPZ9PepHHjWx+PGjY07OXYf7zv/Ju2buWBBx4AYPKECST6b7s7bpSvXM19cU6XMMj03wa8tFRJFxHpmXpSP9BsYFWQ9aUB24PJBEzAfh0du7OD468FJgM/bbd+LXAj8DXQCBwB/Bo4zhhzkLU2aPcSY0x5B9dpkb6H7SExxpCWnkFpSXHQOV1ERPqqaMVhkX3Vb3/xC5Jc8ZQUF3Pp+efv1bED+vXjoP32Y+E333DOuedS7p/b4XsHHhiJonZLXFwcxx91FK++8w4A40cFTwz94LRT+fAz33CpkUOHh70cB06cSE5WFsWlpbz//vsAHH/Y4a1zx7RM+NvbJtKNVizO8Pd0KS3Vl5Ai0jP1pKQLQGdTYe9pmuy9PtYYcwZwD/CktfaJNgdY+3S73T8wxnwGvAtcDdyxh/JEXLo/6aI5XURERCRUWRkZ3P6/v+3y8b+45BIuuvba1oTLAWPHMW78+D0cFRt/u/NPJMTFU1lRwZTDDg26z49OP4PX3v4PNHvYb0L4X4fT6WTa0cfw3OyXW9dNn3ps6+OWW3FL12Rk+OZ0KdGcLiLSQ/WkpEsJwXuztNzbr6P0dRm+pMpeHWuMOQV4AXgZuDSUAlpr3zPGbMd3F6OO9sno7Bz+rH9YMvstk+kq6SIi8p1oxmGRvuj0E6dz0tSpvD13LsYYrrv44t0mqO0pMtLSeOzeezvdJyEhgZefeAJrbcTmpbnhqqt4d95cisvKuPTssxkfkNwpyMujcNAgNmzejPH13u4VohWL1dNFRHq6npR0WQacbYxxtJvXpWWwcbA5W7DW1hlj1hF8zpeJwC5rbZuhRcaYk/AlW94GzrPW7s3MZQ6gR/T/TE/3fU6VV5THtiAiIiLSZzidTp7+v7/xyltvMaawkP323z/WRQqLSE4EPKKwkM/efIuFCxcyberU3ZJURxx8CBs2b4ZelHSJlpY5Xco0x6GI9FA9KekyG7gEOI2AOxgBFwIrrbXL93Dsz40xBdbaHQDGmCz/uf4VuKMx5kT//nOAH1prm0ItoDFmGpAPfBbqMcE44+JJTOr+jZJaerqUB+np4na7mTFjRutj6RrVo0jvFBcXT0Ji5G9Yl5iUxOiDj6DBURWWuN8XJSYlccypx1G+bQuJe3GXHYmshIQEzj3zzFgXY5+Sn5vLydOnB912xMEH8+zLs1pu8NBnhKNN3HL3ovLyUrxei8PRtgrVlgsP1aNI1/WkpMtbwFzgMWNMNrAeuAiYApzespMxZh5wtLU2MKLeA1wAvGWMuQ3wADf7f94ZcOwUfAmXrcBdwIHtPtu+ttY2+Pf9GvgnsBJoAg4HrgfWAH/vzgt1OBzExXW/4ZiW5uvpUlZWvtu2+Ph4RvfAOwnsa1SPIr2TCVMc3pO4uHiyCvpT6yglLr4nfeTuO+Li4xg0dBCu5lriamJdGpHIOPqww3DFx9Ps8cS6KFEVjjZxy5wutTU11NTWkZqS3Ga72nLhoXoU6boe0wK01lr/xLZ3+pcMYDlwlrX29T0cW2SMORJf8uVpfEOA5gNHWWs3Bex6PJAEDAPmBTnVUGCD//EK4CqgPxAPbAYeBf5grS3f29cXCen+ni4V5ZrTRURERGRfNXjAABITEqjpY0mXcMjJzWt9vKOoiNSU8N/2W0SkO3pM0gXAWlsJ/Ny/dLTPMR2sX01Aj5gO9rkVuDXEsvwolP26wlqL1+vF4b9VYFel+zP7ZUGSLl6vl5oa31eCbre729fqq1SPIr2UPw5HmtfrpbG+jibTEJa43xd5vV7qa+upr2/EazW8SKQ3CUebODDpsn3bDkYOb5t0UVsuPFSPIl3Xo5IufYWnqZHammpSUtO6dZ7s7BwASop37batsrKS++67D4Brr72WjIyMbl2rr1I9ivROTU2N1NVWk5KcENHr1NZUs/C9NwAY3S+flLTUiF6vN6qtrmH2U7MAOOOQA2JcGhEJp3C0id3uFJKSkqmrq2X7ju27bVdbLjxUjyJdpxTlPiw7JxeA0pJiPM094oZKIiIiIiJRY4xp7e2yffuOGJdGRGR3Srrsw7KyfUkXj8dDSYlukyciIiIifU9Orq9NvGOHki4i0vMo6bIPy/H3dAHYrg8ZEREREemDcnLzASgqUntYRHoeJV32YZlZ2a2Pd+woimFJRERERERiI9c/vKioSO1hEel5lHTZh7lcrtbbRu/cuTO2hRERERERiYGWni4aXiQiPZGSLvu4lsl0dyizLyIiIiJ90IABgwDYvGlDbAsiIhKEki77uJakS9GOIpqamrjuuus47bTT2Lx5c4xLJiIiIiISeYOHFAJQvGsnFZVVsS2MiEg7cbEuQF8UFxdPUlJyWM41YMAgFgBr1qzmhhtu4L777gNg2bLlvPfeu7hcLlJSUsJyrb4oJSWFn/70p62PRaR3iIt3kRimONyZpKRkJhwxlXpHJUnJSRG/Xm+UlJzEiT84mbItm0iKc8W6OCISRuFqEw8pHNb6eOWq1Xg9jTzxxBOceuqpnHTSSWrLhYHaxCJdp6RLDBiHA2dceKp+9NjxACz44jPef6+8df369euY8/5cLv/ZpWG5Tl8VFxfHoEGDYl0MEQkzYwxOZ+Q/Ap1xcaRm5eAMY9zva5xxceT1y8PWlOGsiXVpRCScwtUmzsnNIynZTV1tDUuWLOX3t9zI1q1beeSRR3jnnXeZNu2EMJS2b1ObWKTrNLxoHzd6zDgAtm/bSk1NDQkJiRw1dRoADz74YCyLJiIiIiISccYYBg8eAsBNN/6GrVu3tm676+57YlUsERFASZeYsNbS3NwclnONGj2uzfOpJ5zKz664BqfTyfZtW1iwYEHYrtUXNTc3U1RURFFRkepRpBex1uKNwt90c3MzNZUV1FVWK4Z0UXNzM2XFZVRV1dDs9ca6OCISRuFsE48ZOwGAIv8djFruaDRv7vssXbZMbbluUptYpOuUdIkBT1MjdbXh6SOdl1/QJvFy0aVXMfmQwxg8pJCrrrqKt956i6qqthOKrV27lldeeYXy8vKwlKGr3nrrLaZOncrll19ORUVFTMvSkaqqKh566CEeeuih3epRRPZdnqZG6uoiP1alrraGbz58l1VzP6eupjbi1+uN6mpqeeNfr/LpR99Q19gY6+KISBiFs0186ulnt3n+90efJ9ntJjU1lVkvvaS2XDepTSzSdRpgvo8zxvDY0y/yj4f+Tr+BhRwwaRJOh+GYY6cF3f/555/nggsuwOPxkJefx5z35jBx4sQolxoWL17MmWeeSWNjI/PmzWPZt8uY/+F8jDFRL4uIiIiI7NuOOHIqAwcNYcvmjVxy1fVM2n9/phw5lS8++6jDY6y1anuKSMSpp0svUFDQn1tu/SOXXnoZTofvg2PqcSe2bl+7di0ANTU1XH311Xg8HgB2Fu3kjDPPoKYm+jMT3nLLLTQGfGP58fyPeea5Z6JeDhERERHZ98XHx/PSa3N49Z1PuOHXN+JwGKYePz3ovk1NTZx//vm4XC5OOvkkysrKolxaX8Jn5cqV7PAPhxKR3ktJl15q/IT9Wx/PeuUVAB5//HFKS0tJSEzgb888SFx8HOvWruPW22+Natk2bNjAG2+8AcCfH7qbaaf4EkR33X13VMshIiIiIr1HdnYO48aObf0S8pipwe9adNttt/Hss8/i8Xj4z9v/4ZwfnoO1Nmrl9Hg8nH322YwZM4aBAwfyxz/+MWrXFpHoU9Kll3I4vvvVvvX2m3g8HmbOnAnAyT84lenTp3PFtVcBcP99/8e6deuiVraHH34Yay25+bmcfNopXPrznwGwdPESPv/i86iVQ0RERER6r5zcPMaMHd9m3Y4dO/jrX/8KQFJyEgDvz3mffz7zz6iV609/+hOzZ88GfBPU3nzzzTz62GNRu76IRJeSLn3AxrXrufXWW9m4cSPGGH5y5SUYY7j8F1eQ3y+fxoYGfnXD9W2OWbJkCVOmTGHw4MHceeedYcv+19XV8eijjwJw+o/Pwp2YzIEHH8iI0SMBeOiRh8JyHRERERGR46ad0vq4rq6OO+64g7q6OjKyMvnwm/mceKpvCNIN198QlRs7lJaWcre/d/ep557OkccdBcC11/6CNWvWRPz6IhJ9Srr0ES3dFo+ZfixjR48BINmdzK9/978AvPLybObOnQvA+++/z5QpU/j444/ZvHkzN910E39/4O9hKcdTTz1FcXExcfFxzLjwx4BvMuAZF84A4KUXXtKM6CIiIiISFsdNO6n18SWXXsrDDz8MwIVX/4TszBxuvvN3JCYlsWvnLm68+cY2x9bX1/P1119TVFQUtvLMnDmTqqoqUlJT+O1tN3LfI/9HXkEetTW1XHDRhbods0gvpKRLH/OTqy/BYb77tX//B6ez30G++V/OnTGDq6++munTp1NZWUl2Xg7DRg0H4KYbb6KkpGSvr+fxePjoo4+YNWsWzz33HLfccgsAJ555MkMGDW7d74wfnoUrwUV1dTXPvvBcd16iiIiIiAgAmRlZrY8//eQTPB4Pg4cN4SeX/gSA/gP68/MbfgHAQw88xKJFiwB46aWXKCws5MADD6R///5cdtll1NXVdassxcXF3H///QDMuPQ8CnLzSc9I5y//5+v58tknn3LPPfd06xoi0vOYaE4aJWCMKXenpKZ/tXQ9DoczYtfxepspKS1h2dYVPHnvTBZ89DnX3PxLLr/icpyOtrm2VStWcc5JZ1Nd+V0Pk+GjR/Dgc4+QmZrBsZOPpqqyiuuu/x/+evfMkMvw9ttvc8UVV7Bp06Y269My0njh3VmMGj6yzfpfXvYLXn/5NSYfcjALPv+iC686/JqbmykvLwcgIyMDpzNyvzORWMrIyKCioqLCWpsR67JEmjGmPCUlNX3+l6tISU6M6LW83ma+3biGekcFB40eicOp7zr2lrfZS3VlFcWb1jPEm0C/ISP3fJDIPmjAAZOoqamp9ni9qbEuSzREs028ectmbr7pWr6Y/xGZ2Znc98+/c9ghh7bu09jYyClHncS61WsZNXoURxx+BE888cRu5zrt+6fxyuxX2syduDeuv/56Zs6cSWp6Gu8smEN+dl7rtpt+dSPPP/kcLpeLhQsXMmHChC5dI1LUJpa+IhJtYrX+YsAYE9EPFwCHw0lqWgZpuTnc8+jf+WrdIq648ordEi4Ao8aM4oU3/s3Uk45jzMSxXHT1T3jujecZXjiMrOwsLr3aN9Htg39/gO3bt4d0/UcffZRTTjmlNeGSmp5KXHwcYyaO5f6n/r5bwgXgXP8Qoy+/WMCSJUu6+tLDyul0kp2dTXZ2tj5cRHqTKMRh8MXipJRUElKSlXDpIofTQVpmOm53Upf/0RGRnilabeLcgn5c+6c/8sQbz/P+wnltEi4ALpeLO2b+EYfDwaqVq1oTLpMPP5hX/vs6V//6GgBef+11fn/brXtdBmstL7zwQusEvj/+2fltEi4AN952EwOHDKKxsZHzLjifxsbGLrzayFGbWKTr1HrpI5ISk3AY0+H2MePH8ugzj/HmvLf53e2/Jycrp3XbxZf/hIysDOrr6vn5tdfg9Xo7vdabb77J5ZdfjrWW8QdM5NWP3mThmkUs37aS1z54kyOnHBn0uEOnHMbgoUMAmHnfX7vwKkX2Lc3NzcyZM4cnn3ySDRs2xLo4IiIivZbD4WDMuLGkuoN3JPreEYfyyHOPMXrCGAYMHsjlN1zFEy89xcTxE/mf3/yKGRf9CIA7bv8Dr7/+ekjXtNby9ttvc/jhhzNjxgystYzdbxxXXnPVbvu6U9zMfPD/YYzhm0WLOf6E45k/fz4LFy5k9uzZPProoyxevLjrFSAiMaPhRVFmjCl3u1PSFy5ZjzMuLmLXafZ42LZtMxsqtjJq9CD6ZWZ063zPPfEMt1x/MwATJ07knHPO4YorriA3N7fNfosWLWLKlCnU1NQwdr9x/HP2M2QFjKXdkycffoI/3HgbDoeDD+Z+wJQjpvDNN9/w8ccfs3btWqZOncppp52G6SSBFE4ej4ctW7YAMHDgQOIi+DuTvmXRokVceOGFrb26nE4nd999N7/85S+j9v4O1NeGF7lTUtLnL1hFqjspotdq9nj4ZvVSGhxVfG+/cRGN+71Vs8fDrh27KNu6mZGuVPpreJH0Un1yeFGU2sRbtm1iU8U2xoweRH4IbWJr7W6fxY2Njfz4+zP4esFXJCUncevvb6WgoACXy8X06dPJyGh73i1btnDZZZfxn//8p3Xd5CMO4e6H/srg/gM7vPbD9z/EXbf9ucPt06dP509/+hOTJk3a4+sIJ7WJpa+IRJu4RyVdjDEpwJ3AOUAGsAy43Vr7WgjHDgdmAlPx9eCZD1xvrV0eZN9fAD8HhgBbgIeBe6y13nb7hXzOUBljyhMSEtI/+2oVKalpXT3NHlVXVfLqi76ukUedPZ0h/Qu6dT5rLbf+5nc889jTresyMjN55umnOeUU3634tm7dyiGHHMK2bdsoGNCP5956niEDh+zVdXxjaqezbvU6AJKSknabtGzq1Kk88sgjDB8+nK+++op58+ZRW1vLpEmTmDZtGgkJCd16rYHKy8u57777ALj22mt3+0CNFK/Xy6effsrixYtJS0tj6tSpDBgwICrXlshqbGzkrrvu4vbbb6epqQmApIQE6hoaALjkpz/lvvvvZ/Xq1bz77rssX74ct9vNscceyxlnnBGxLr19LemSkJCQPvfTZeTmZEf0WoGx+MyLziYlrU/8LxVW1ZVVzH5qFgBnHHIAw0eOj3GJRCKjLyZdot0mPvrs6QzuRpt4x7Yd/PCUH7B105Y269PT03n44Yc599xzAXjjjTe4+OKLW29CcdDhB3PFr67kyCOPJN4Zv8frvPvWu8z8492sWbEagKTkJBKTkygrLm3dJysri6amJurr68nKyuLiiy/mmmuuiVh7MVZtYumdamtr2bJlC4MGDSIpKbJfgO2tSLSJe1qKcjZwIPBrYD1wMTDbGHOatfatjg4yxuThS4jsBC4CPMDNwIfGmAOstVsC9r0ZuA34I/ABcLj/cRbwv105Z19gjOG2u/7AaWefzmsvv8Jr/36V8rIyTjvtNG666SaOOeYYrrjiCrZt20ZKagr3/fNve51wAd+Y2seef5ILzz6PzRs2tyZccgvyyMzJYtXSFcydO5cxY8aQlZXFrl272hyfmZnJVVddxXXXXUd2tu+fqerqal588UWeeuopVq5cyciRI/n973/Pcccd12E56uvr2b59O2vXrm1d1/IP8t5as2YNO3fuZPz48aSnp3e6r7WWWbNmcdNNN7Fq1ao22w466CDOOussJk+eTH5+Pm63m6ysLDIzM2PSM0I65/V6+eijj/jkk09Yv349LpcLYwxvv/02a9asAWD44ME8eNvt7DdpElf+72+Y/c47PPb44zz2+OO7ne+BBx7g4IMP5oknnmD8eP3TKSIiEm0F/Qv495sv8Zc//JkFn3xBc3MzZSWlVFRUMGPGDF599VWSk5N57LHHAEjPTOfGv9zCGWecQZwz9H+7pp08jWknT6OsrIym5iYyM7OIczh5583/MPOP97Bu1VpKS79LwBQVFfGXv/yF++67j6uuuorf/OY35Obm8u233zJr1ixmz57N2rVrcTqdjB07lsMOO4wTTjiBI488kuTk5LDXUzg0NTXx3nvv8fXXX+P1ehk2bBiTJ09m5MiRbeb38nq9mu8rhqy1bNmyhcrKSoYPH05i4u43KPB4PK09o6qrq/nDH/7A/fffT319PYmJiZx44okcd9xxJCQkUFFRQX19PZmZmYwaNYrJkyeTlRX6qImeqsf0dDHGnAy8CZxlrZ3tX2fwJT6yrbVjOzn2LuAaYLi1dpt/XTa+xM2z1torA9ZtAR6x1l4bcPwf8SV6hrYkU0I9Zxde5z7Z06W9ou1FXHHR5XyzcFGb9QmJCcx8/F6mT5verURAY2MjH304n6qaGsbvN56hhYU4HU7m/GcOv7vhZoq27Wjdd+CQQaSmp7Jy6YrW+Wbcbjcnn3wyTU1NvPvuu9TW1u52jfPOP59fXHMNixYtYvbs2SxcuJCqqioaGxtbz5ORkcEvf/lLAB588EGGDh3K5MmTGT9+PLW1tRQXF1NXV8eYMWM49NBDmThxIg6Hg/r6embPns3999/PZ599BkB8fDynnXoqM370IwYNGkRCQgJxcXFkZWWRnJzMu+++y8yZM1mwYEFrGQsHDKCkvJyqmpoO68rtdjNt2jRmzJjB6aefHtaePrK76upqtm7dSv/+/UlN3f3LyE2bNvHPf/6TJ554gnXr1gU9h8Ph4PJzfsjN111Hmj85aK3lz/ffx10PPoinuRmAQQX9OGTiRIrLyvjwS9/7Ij4+nptuuokrr7ySnJycsDU01NMlMtTTpfvU00X6CvV0iYxw9nRpz1pLya5i/ueq6/h47kdtth3wvQP589/vYsTQEWG7Hvjmg1u4YCGbt2zG5XKRkJDIkq8X8/yT/6J0l69njdPpJCMjo7WnTUcSEhKYMmUKY8eOxel0snPnToqKitixYwcNDQ0kJCRgjKGmpgaHw8GFF14IwAsvvIDL5SIzM7N1ycrKYujQoYwePZrRo0eTn5/PunXr+Oqrr1i1ahV1dXU4HA6SkpJISkoiMTGRhIQEXC4XLpeLpKQkcnJyqKur4+233+bZZ59l586du5U5KSmJwsJCmpqa2LVrFxUVFbjdbkaNGsVxxx3H2Wefzfe+9z19IRlhmzdvbm3vtnxJnZSUxJVXXsmNN95IVlYWs2bN4o477mDx4sVkZ2czadIklixZEvT32pmJEycydepUDjvsMIYMGUK/fv1IT08nNTU1IsPcevXwImPMP/ANK8oKHOZjjLkMeAQY39GwHmPMauBba+33261/FjjeWpvvf34e8AxwkLX2q4D9RgKrgKuttQ/szTm78Dp7RdIFfImR22+8lReeeh6v18vIcaO4+S+/44jDjohooKuprmHOO+9RUV3Jfgfuz/hx44l3xlG0YydPP/4UT//jKaorq9sc40pwccxJx3LIEd/j9RdeZfGXi0K6VmDS5d577229VV5HMjMzKSgoYNu2bVRUVHTh1flMnzKFm39+DftNmoTH6+WTL77g5Tde56Mvv2TNpk0dTmackZHB0Ucfzbhx48jKysJaS2NjI2VlZZSUlFBcXExxcTElJSVUVlaSmppKQUEBQ4cOZejQoRQWFpKSkoIxBq/XS3NzMx6PB4/HQ7M/EdCiubmZuro6amtrqauro6GhgeTkZNLS0sjPz2fQoEEMGjSIgoICiouLWbJkCZ9//jkrVqygqqqKuLg4UlJSWpfc3Fzy8vLIz88nPz8fl8tFdXU1lZWVlJeXU11dTUpKCunp6bjd7tYlLi4Op9PZujQ0NFBcXEx5eTkt8a2srIwvv/ySBQsWsHHjRjIyMigoKCA7O5v6+vo2ryM9PZ2BAwcyevRohg4dSn19PWvWrGHJkiUsWbKE9evXt543Pz+fiRMnUlhYiMfjYenSpSxcuJDAuDp66FBGFRbi9Xpp8ngYOWQIPz7jLCbuvx8mSMJk565dLFu+nP55eYwYMQJnvK8b8vzPPuPq3/4v67d818nO4XC0vpbRo0czduxYxowZw+jRo3G73a1DkQLL43A4WhM1VVVVVFRUUFFRwXnnnUdtba2SLmGmpEv3KekifYWSLpERyaRLC6/Xyz8eeIR/Pfkczjgnp517Bpdf/TOSXNEbNlFbU8ujD/2Dx//2KFWVVa3rCwb045iTjmXyoZPxNDXz7ZJlLPhkAd8uXsbe/B+4t23icDDGMHHUKFxxcazauJHK6uo9HwQUFhZy1llnMXjwYOLj41vbsYE/A9u3LperTduy/ZKcnExVVVVrO7q4uJiGhgYyMjJae53HxcXR2Ni429LU1NTmeVVVFVu2bGHHjh243W4GDBjA+PHjGT9+PIMHD8bpdFJcXExRURHFxcWUlpbS3NxMWloaAwcOpLCwkMGDB5OYmEhDQwObN29m/fr1bNiwgfXr11NeXt6ayGpJbMXFxdHQ0EB9fT0AgwYNorCwELfbzfLly1m4cCErV65sPTY9PZ3s7Gzy8/Nb2+ZZWVk0Njaydu1a5s6dy7x58zp8/6SmpjJw4EC+/fbboNsTExK49vwLOOf001m4dClvvPcuS1f7htKlJCeT6HJRVlnJ+q1bd/v/oz23283IkSMZM2YMY8eOJS8vj5qaGqqqqqiurm79aYwhKyur9Q5cgUtOTg45OTm43W6g9yddPgWstfbwduu/B3wGnGut/XeQ45KAGuDP1tob2237DfBnIN9au9MY8yfgN0CStbah3b61wJPW2qv25pxBylO+h5eanpCQQG9IurSoqCinorKSfv37E78XXScjpbKigpdemMWihV/jiHMwafIBTD/tZPKzc1uTCc8++Sx/v+d+dhXtwp3i5vBjp3DE1Cnk5OYQHx9PYmIi+QX5pLrTeO+ltwHo53KxYtVqvl62lHVbtpDqdpOVnk5cXBzfrl3LjuLiNuVwOp2cePgRXHn++ey///68M3cuz7z8Mp8tXkRDkNsAOhwOpk+Zws8vuJApRx6J6WDujob6eqoqK6muraG0rJxlK1fw6jvvMOfTT/cYmCQ68rKy+cGJ07jg7B8wfsKEDn+Xe6u2ro4/3HMPjz7/L+ojcyvJXpF0CTUOK+myb1DSRfqK3pZ06Ylt4kglXQIFm4Q3murr6vnk44/ZtauYYaOGM2nS/kHnkSkpKeW/H/6XT+d/TPHOYjxNHjJzssjJzSYnN5fExAQam5rwer0ku90kJSTRUOzreZ3a2EhtbR3llZWtS0l5ORu2bGbTjh1tvhxMcbsZO2wYKcnJeJu91DU2UN/gW5o8HpqaPDR6mqitq6O6thZjDGOHDeOM449nxplnUThsWGv7fe26dSz/9ls2b9uKKy6ezIx0crKyqayu5qslS/jPfz9kecDUAL1ZsHkvoy03K4tzTjyRc079Pnn5+Tz/2ivc9/jjbZJj06ccyU/OOYfi8jKWrlhJdkY6PzrjTAYNHbrb30n7v52amhoWfPUV//30E+Z/sYDla9eEnHgLg16bdFkFrLLWntpufUsvlKustQ8GOa4/sBW4wVp7T7ttLb1kxllrvzXGPAL82FqbEuQ8W4GPrLXn7s05g5ynfA8vNT0hIYE35i4mqYNb1oVDXU0VH7/7PAAHnHoEeXmR/cdiX+T1eikpLiYlPZWkhODfRNRV1fLfF+cAMOOQg8lODz6m0FrLuo0bWLhsOeVVlaS53Rw9+WD6FeSDadubwXq91NbW+D9kPFRUVlJdW8vgfv3Izs7abf9QFRUX8878/7Jg6VK27iyivKoap9NBnNNJemoqWenpZKWmkZmeTlZaGinJydTU1rG9eBebdmxn044dbN6xg4bGRqy1OBwOnE4ncf7FYRx8FwcNxmFISkggKSGBRFcCLlc8dfX1VFZXs7O0lF1lZW3KF+eMY9yI4UwYPoL0lBSavV5q6mqp8X/IlpRXUFxexq6yMuobvsuJuuLjyUhNJTkxidr6Oiqra6hvbJMzDSrO3/MFIMHlYsLIkUwaNZphAwdSU1tLUWkpFdVVJLhcJLkSSEpMxBUfT2VNDZt37GDtls1sLSoiKTGR/rm5jBk6jLFDhzJ22DAGFRRQVFLC6o0b+Xb9enaWluAwDoYOGMDk8eM56qCDcCVFbox0TV0ta9ato7SykoqqKrbt3MnqTZtYs3kzqzdtpGQvv31KSU6mpq4OrK30Wtv5xEP7gFDj8Oz3viItPSOiZQmMxUedczxJqT1z7HxPFhiHv7//eAbldXzXD5F92fBpJ1BT2/eSLmoT7xvatokPITs9M/h+tbWs27yJ4rJyBvfrx+B+BThdoQx9t9TX1eEwBldCQpfbwyvWrubl9+bw2TeLKauspNnr9bVjHb42sdPhJC7O2dpOdDocNDY1UVtf37rU1NZSW1+/25ekCS4X2RkZZKWnkxAfT3lVNRXVVZT7r5PgchEfF4crPp74uHhc8XHEx8f7n8cRHxdHoiuBfjk55GVlUVdfz6Yd21m5YQNbioraXCvO6SQrI4OstDScDicV1VVsLy4O+gWrw+FgQF4eg/v1IzM1DU9zM42eJhobm2hoasTT3EyCy0VCfDxer5ctO3eyZccOmjwe+uflMXHkSMYNG05mWhpNTU1UVFdTVlnJrrKy1rZ5eZWvzVyQk8PEESM46YgjOebgg0loNydQaUUF/37zTUoqyjn2kEM4dNIBYfvyESzVVdXsLCmhuraGqppaSisqWLN5E2s2b2L1pk2UV1WRkpyMOzGRlKRkkpOScCclYa2lrKqS8qoqyioqKausoKyysnVIf3sGwtomjn23hLY6ywDtKTsU6rF7c429Ls+eMmL+D6D0QXkppKZFLqtfVfld8UbkDCZTM4wHNTRrUKfbq0xl6+PUwmG40zv+ne03dAj7HXN0SNfdLesXBsMKB3Pl5APp0mRDAazX63t3GzDGAe2/rGl5a+3hS5y66hq2bN1C0c5dZGVkMHjQQNxp6RhHJwda8Ho8VFZW0NTkIdXtxpWYiHE6WofiWK/F09hITXU1NbW1NDd7aPY009zcTLPXS3xcHLm5ubhT3BhjsF4LxuCIi9tjmXevCwvYoMOAxgPH7t3pwsYN5I0dE3Sb9VrKS0tpaGjA620GTJtvDbzeZrzNXqy1uFNSSE9Pwxnvov/4cVRUVvaMLHw3hRqHh/VPj2gchraxeEBaPqmdxBAJLjAOZ4wYiTsrN4alEYkc43TgbXcnzX1Zz2wTDyEzY5//biEm2rSJhw7F3cHvzA3kjAveRtkTd5eOauugwsEc1MnNMvbIgm1uxnqbaWpo9A0/r6/HneJ7nzri2/77bL1ebHPzd22t1razobXR3Fm72q+irIxdu3bhafKQlZlJVlYmTperTRu0qbGRrVu2sHHTZiqrqkhPS2NAQQEDBw4gIdm9V+1cT0MDdbV1pKSmYEKYF8X6ey919hrA9zv81f4TQy/IXnIDXZrjIwhvs5eKsjLfkLGSEhr8X+qe87OfUVNbG9Y2cU9KupQAwVLPLV0LSoNsAyjD91YO5dgSwG2MSWg/vAjIDNhvb87ZJfnZbjIyIvGvt095vKf1cf/0PDJSMyJ2rd4sqdnV+ji5XwFJSl6FLAnIGjWyS8eG8qGrf107ljywC7eL7IMTzkU6DkPbWJyXkqNY3AWBcThz4BDFYem9jMHu+UvGXie6beJcxeEuatMmLug7beKMKF0nqX9/9jTwLQlIKyykw7vL7KVe0aWum9yDBtK/3bq4q68O+3V60vCiR4Gz8d2pKHAi3UuBf9D5RLprgOVBJr19Bphmrc3zPz8feJrdJ9IdAaym7US6IZ2zC6+zPD09Pb20tDSitzfzer2tkyUlJibqVmpdpHqUvqKv3b0oGnEYFEPCQXUofUVfisOgNvG+RvUofUUkYnFP+muZjS+ZeFq79RcCKztKuAQce4IxpjVBaIzJ8p/r5YD93gYagAvaHX8R4AFe78I5uyTSgcrhcJCcnExycrKCYjeoHkV6r2j8TSuGdJ/qUKR3U5t436B6FOm6njS86C1gLvCYMSYbWI8vGTIFOL1lJ2PMPOBoa21gX/h78CVS3jLG3IYvgXKz/+edLTtZa0v8dzC6xRhT4b/eYfjuaHSvtXbz3p5TRERERERERCSYHpN0sdZaY8wZ+BIad+Lr9bIcOMta+3onh2KtLTLGHIkvUfI0vh4884GjrLWb2u1+O1ABXA38FtgG/B74SzfOuVe8Xi+NjY24XK4979xFjY2NrFmzBoARI0ZE9Fq9mepRpHeKRhwGxZBwUB2K9F5qE+87VI8iXddjki4A1tpK4Of+paN9julg/WoCesR0crwF7vUve9o3pHPurcZG30zYkQxWtbW1vPjiiwBce+21CoxdpHoU6Z2iEYdBMSQcVIcivZfaxPsO1aNI12lAnoiIiIiIiIhIBCjpIiIiIiIiIiISAUq6iIiIiIiIiIhEgJIuIiIiIiIiIiIRoKSLiIiIiIiIiEgEKOkiIiIiIiIiIhIBxncHZYkWY4wXMGlpaRhjInYday0NDQ0AJCQkRPRavZnqUfqKiooKAGut7fXJ+GjFYVAMCQfVofQVfSkOg9rE+xrVo/QVkYjFSrpEmTHGg6+HUWWsy9JDpft/VsS0FD2f6il0qqvQpANYa3t9K0pxeI/0NxM61VVoVE+h6TNxGBSLQ6C/m9ConkKnugpN2GNxXLhOJKGx1qrOO2GMKQew1mbEtiQ9m+opdKqr0LTUU1+gONw5/c2ETnUVGtVTaPpSHAbF4j3R301oVE+hU12FJhKxuE90XxQRERERERERiTYlXUREREREREREIkBJFxERERERERGRCFDSRUREREREREQkApR0ERERERERERGJACVdREREREREREQiQEkXEREREREREZEIMNbaWJdBRERERERERKTXUU8XEREREREREZEIUNJFRERERERERCQClHQREREREREREYkAJV0kKowxKcaY+40x240xdcaYL40x3w/huCnGmMeNMYuMMU3GmF49CVE36ulSY8xrxpiN/uNW+8+TG41yx0I36uoSY8zHxphdxphGY8xmY8y/jDHjolHuaOtqPbU7hzHGfGCMscaYeyNUVIkwxeHQKRaHRnE4NIrDEkixODSKw6FTLA5NLGOxki4SLbOB84CbgVOA5cBsY8zJezjuOOAYYA2wKILl6ym6Wk+3AZXAb4HpwF+BHwILjDEZESttbHW1rnKAOcBlwAnALcAk4HNjzIiIlTZ2ulpPgS4DxkSgbBJdisOhUywOjeJwaBSHJZBicWgUh0OnWBya2MVia60WLRFdgJMBC5wZsM4AHwHf7uFYR8Dje31v2di/ph5YT3lB1h3tP981sX5tPamuOjjfGP/5fhfr19bT6gkYAJQDZ/vPdW+sX5eW6L4X+lIcDkNd9ZlYrDgcvXpSHO49i2JxVOqpz8Th7tZVB+dTLO74HF2OxerpItFwJlABvNqywvreuU8BYzrrwmat9Ua+eD1Gd+ppZ5DVC/w/B4azkD1El+uqA8X+n03hKV6PEY56ehD4r7V2VmSKKFGiOBw6xeLQKA6HRnFYAikWh0ZxOHSKxaGJaSxW0kWiYQKwPMiHxTcB2yX89XSs/+fSbpWqZ+p2XRljnMaYBGPMaOBRoAhf4O1NulVPxpgfAVOBqyNQNokuxeHQKRaHRnE4NIrDEkixODSKw6FTLA5NTGOxki4SDdlAaZD1pQHbJYz1ZIzJAu4HVgP/7n7Repxw1FURUA+sAMYCU62128JTvB6jy/VkjMkB7gNustZujkDZJLoUh0OnWBwaxeHQKA5LIMXi0CgOh06xODQxjcVKuki0dDbDeq+efX0vdbuejDHJwCtAFvADa21DGMrVE3W3ro4DDsM3oVYFMNcYMz4cBethulpP9wPrgb+FtzgSQ4rDoVMsDo3icGgUhyWQYnFoFIdDp1gcmpjF4riuHiiyF0oInj3M8v8MlnXsi7pdT8aYJOA14ADgRGvtN3s4ZF/V7bqy1i72P/zMGPMavm9A7gROD0sJe4Yu1ZMx5gTgXHzdcdOMMYGbE/yz/1dbaz3hK6pEmOJw6BSLQ6M4HBrFYQmkWBwaxeHQKRaHJqaxWD1dJBqWAWONMe3fbxP9P3vj+Mqu6FY9GWMS8U0OdRhwqrX2k/AXsccI63vKWluN77Zxo8JQtp6kq/U0Ht/nwzygLGABuML/+PiwllQiTXE4dIrFoVEcDo3isARSLA6N4nDoFItDE9NYrKSLRMNsIAM4rd36C4GV1trlUS9Rz9TlejLGJODrPnkkcLq19sMIlbGnCOt7yj/ed39gTVhK13N0tZ5ewjdZWPsFYJb/8RfhLqxElOJw6BSLQ6M4HBrFYQmkWBwaxeHQKRaHJqaxWMOLJBreAuYCjxljsvGNibsImEJAtzVjzDzgaGutCViXCxztfzrCv+4H/ucbrLVfRrz00dPlesIXEE4EbgeqjTGHBmzbZa1dG+GyR1t33lOLgKeBlUANvkz+L4Bk4A/RKX7UdKmerLVbgC3tT+bvUrnFWjsv0gWXsFMcDp1icWgUh0OjOCyBFItDozgcOsXi0MQ2FltrtWiJ+AKk4Zt8aAe+2bG/As5ot888/LdMD1h3DL6JjYItT8b6dfWgeuqojnplPXWzrh7C14WwEmjyB9JngQmxfk09qZ46OJcF7o31a9IS3fdCX4vD3ayrPhWLFYcjW08dnEtxeB9fFIsjXk99Kg53s64Ui6MUi43/IBERERERERERCSPN6SIiIiIiIiIiEgFKuoiIiIiIiIiIRICSLiIiIiIiIiIiEaCki4iIiIiIiIhIBCjpIiIiIiIiIiISAUq6iIiIiIiIiIhEgJIuItJlxph5xhjrXzxRvO5DAde1xpjCaF1bRKSnUSwWEYktxWHpjJIuss8xxhzTLri0Xw6NdRn7mGLgAuDCwJXGmFv9v4/JwQ4K+D1e34VrPu6/5uwuHCsiYaBY3OMoFov0MYrDPY7isAQVF+sCiHTDv4C3gqxfE+2C9HE11tpnonlBa+0XwBfGmBHAmdG8tojsRrG4Z1AsFum7FId7BsVhCUpJF9mXfbU3gc0Y4wQSrLW1ESyTiEhfo1gsIhJbisMiPZiGF0mvZIy52N9N73hjzC3GmLVAPfBD/3ZjjLnSGLPQGFNrjKkyxsw1xkwNcq5EY8zdxphtxpg6Y8wXxphpxpgnjTG23b4bjDHzgpyjpdvgxe3WJxhjbjTGLDPG1Btjyo0xrxtjDujoeGPMT/z7NxhjNhpjft1BHRxgjHnRGFPk33ezMeZfxpjhxhiXMWaXMeajDo79tf96R3Ze0+HVbjxs+2VDNMsiIt2nWKxYLCKxpTisOCyxp54usi9LNsbktFvXYK2tCnh+DxAP/AOoBFb61z8N/Ah4CXgCSADOA94zxpxlrX0t4Bz/As4AXgfeAYYDLwPru1N4Y0w88B/gcH95/gakA5cBHxtjjrLWftnusCuAfOAxoBw4H/iLMWaLtfa5gHOfCswCaoBH8XUvLQBOBCZYa9caY54CfmWMGWOtXdHuOj8BVllr53fnNfqlB/k9ge+1tvdHf3kDDQduBYrCUBYRCT/FYsViEYktxWHFYenJrLVatOxTC3AMYDtYnvfvc7H/+Uogud3xZ/q3/azd+jjgS3wfHMa/bpp/3yfb7XtGyzXbrd8AzOukzBcHrLvOv+7EdvumAZsCzxNw/DYgI2B9MrAL+DTIup3AgCBlcfh/jvKf865224/wr/91CL+LecCGDrbd2snvKXC5vpPzZwIr8E1MNqKTaxTG+n2pRUtfWxSLFYuDXKMw1u9LLVr60qI4rDgc5BqFsX5fatl9UU8X2Zc9ArzYbt2Ods8ftLuPVz0fqAJeCZJtfh1f0BoJrML3QQJwd+BO1tpXjDErgdFdKvl35VgBLAxSjveAi4wxSdbauoD1T1hrywPKUWuM+Qw4LGCfE4Ec4H+ttVvbX9Ra6/X/XGWM+RC40Bhzo7W25fZ2lwAe4KluvLZAV+Ory/b2x/etS1D+bz1mAUOB4621mgxOpGdSLFYsFpHYUhxWHJYeTEkX2ZetttbO2cM+wQLbWCCVzrvm5fuPHQZ4OzjPt3TvA2YskIQvA9+RHGBzwPN1QfYpAbIDno/0//w6hDI8AjwLnIrvAzcF3xjfN6y14eq6+IXdvUsoxhhPsJ0DPAxMBS604enSKSKRoVjso1gsIrGiOOyjOCw9kpIu0tsFm5Xd4AvqP+7kuKUB+3Yk2Dbbwb7B/tYMsAT4n06u0f7Dp7mTfduXq6OyBJoF3I8vk/8KMANws/sY0qgyxtyIbwztHdbap2NZFhEJC8XizikWi0ikKQ53TnFYIkZJF+mLVuMbu/mZtbZ6D/uuxTeGdRSwrN22MUH2LwWygqwf1kE5coEPWro3hknLxGgH4OuS2SFrbYMx5p/AL4wx/fF90GzFN5lZTBhjfgjcAbwA/C5W5RCRiFMs9lMsFpEYURz2UxyWSNIto6Uv+ie+9/6fgm00xuQHPH3V//OGdvucQfBulKuAMcaYAQH7JuAbwxmsHAV0kNVvV4698S6+SbZ+ZYzpF+S87b+N+AfgBP4CHIpvgrRQvj0IO2PMofjGzX6Ob4K1UL6ZEJF9k2JxW4rFIhJtisNtKQ5LRKini/Q51tqXjDFPAD83xhwIvIEvIA/EN/nWCPxZeGvtO8aY1/FN4JWFL9s9HLgcX3fLCe1O/zd83RHnGGMeAlzABQTv0nkfcAJwtzHmWOADfLfwGwwcB9TjG7+5t6+v1hhzCb5b/y01xrTcHi8X34Rif+W7D06std8aYz7CN4mZBR7f22uG0av4bmf4IvCDdp+F1dbaV2JRKBEJP8VixWIRiS3FYcVhiQ4lXaRPstb+1BgzF/gZ8Ft8HwQ7gK/8zwOdi69r33n4PhCWAmcDP6LdB4y19mNjzMXAjfhmd98KPIjvtnvvt9u3yRhzCnAVvg+h2/ybtgFf0I2Z0q21rxljpvjLcQnfTZL2Eb4xs+09AkwB5lprg01MFi15/p8zg2zbiG+MrYj0EorFu1EsFpGoUhzejeKwhF3LfddFZC8ZY54ELrLWdjax2D7BP2b0BeDH1tp/7cVx8/B9A3IgYK21JZEp4W7XdeOb5f7X+Lq5DrXWbojGtUWkZ1EsViwWkdhSHFYcls6pp4uIgG98bTHwcheOHYRvRvlmohdTZuLrzioi0psoFouIxJbisISdki4ifZQxJg/fONkjgaOA31prG/byNL8CMv2Pwznb/J7ci298bosdUby2iEjYKBaLiMSW4rBEmpIuIn3XOOA5oBx4iOBjRjtlrV0Y5jKFet0VwIpYXFtEJMwUi0VEYktxWCJKc7qIiIiIiIiIiESAI9YFEBERERERERHpjZR0ERERERERERGJACVdREREREREREQiQEkXEREREREREZEIUNJFRERERERERCQClHQREREREREREYmA/w8Gr7X8FLWIcAAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 1296x432 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "_, axs = plt.subplots(1, 3, figsize=(18, 6), sharey=True)\n",
-    "for i, rr, lab in zip(range(3), \n",
-    "                 [rr_ms, corrupted_rr, rr_correction[\"clean_rr\"]],\n",
-    "                 [\"Original\", \"Corrupted\", \"Corrected\"]):\n",
-    "    plot_frequency(rr, input_type=\"rr_ms\", ax=axs[i])\n",
-    "    axs[i].set_title(lab)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1dd8720e",
-   "metadata": {},
-   "source": [
-    "### Correcting artefacts in peaks vector"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ea5128e8",
-   "metadata": {},
-   "source": [
-    "**Note:** see also the exxample `Detecting and correcting artefacts in RR time series` in the example gallery.\n",
-    "\n",
-    "Here, we are going to use the same recording, but this time correcting directly the peaks vector to demonstrate the use of `correct_peaks`."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ec43a8ae",
-   "metadata": {},
-   "source": [
-    "#### Creating artefacts"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "b3a5d8d0",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "np.random.seed(123)  # For result reproductibility\n",
-    "\n",
-    "corrupted_peaks = peaks.copy()  # Create a new RR intervals vector\n",
-    "\n",
-    "# Randomly select 50 peaks in the peask vector and set it to 0 (missed peaks)\n",
-    "corrupted_peaks[np.random.choice(np.where(corrupted_peaks)[0], 50)] = 0\n",
-    "\n",
-    "# Randomly add 50 intervals in the peaks vector (extra peaks)\n",
-    "corrupted_peaks[np.random.choice(len(corrupted_peaks), 50)] = 1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "6444f1af",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "  <div class=\"bk-root\" id=\"5812d6e1-6b3f-459a-befb-10fcce35fdd9\" data-root-id=\"3466\"></div>\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function embed_document(root) {\n",
-       "    \n",
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-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
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-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
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-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
-     },
-     "metadata": {
-      "application/vnd.bokehjs_exec.v0+json": {
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-     "output_type": "display_data"
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-   "source": [
-    "show(\n",
-    "    plot_rr(corrupted_peaks, input_type=\"peaks\", show_artefacts=True,  line=False, backend=\"bokeh\", figsize=300)\n",
-    ")"
-   ]
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-  {
-   "cell_type": "markdown",
-   "id": "4c45cc2d",
-   "metadata": {},
-   "source": [
-    "#### Correcting artefacts"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2efd2599",
-   "metadata": {},
-   "source": [
-    "Again, the simulated artefact detection has worked as intended. We can now apply the peak correction method. This function will automatically detect possible artefacts in the peak vector and reconstruct the most coherent values using time series interpolation. The number of iteration is set to `2` by default, we add it here for clarity. Here, the `correct_peaks` function only correct for extra and missed peaks. This feature is intentional and reflects the notion that only artefacts in R peaks detection should be corrected, but \"true\" intervals that are anomaly shorter or longer should not be corrected."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "8bb0032c",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Cleaning the peaks vector using 2 iterations.\n",
-      " - Iteration 1 - \n",
-      "... correcting 47 extra peak(s).\n",
-      "... correcting 45 missed peak(s).\n",
-      " - Iteration 2 - \n",
-      "... correcting 2 extra peak(s).\n",
-      "... correcting 1 missed peak(s).\n"
-     ]
-    }
-   ],
-   "source": [
-    "peaks_correction = correct_peaks(corrupted_peaks)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "3c40a229",
-   "metadata": {},
-   "outputs": [
-    {
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-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1934]},\"nbeat\":{\"__ndarray__\":\"AQAAAAIAAAADAAAABAAAAAUAAAAGAAAABwAAAAgAAAAJAAAACgAAAAsAAAAMAAAADQAAAA4AAAAPAAAAEAAAABEAAAASAAAAEwAAABQAAAAVAAAAFgAAABcAAAAYAAAAGQAAABoAAAAbAAAAHAAAAB0AAAAeAAAAHwAAACAAAAAhAAAAIgAAACMAAAAkAAAAJQAAACYAAAAnAAAAKAAAACkAAAAqAAAAKwAAACwAAAAtAAAALgAAAC8AAAAwAAAAMQAAADIAAAAzAAAANAAAADUAAAA2AAAANwAAADgAAAA5AAAAOgAAADsAAAA8AAAAPQAAAD4AAAA/AAAAQAAAAEEAAABCAAAAQwAAAEQAAABFAAAARgAAAEcAAABIAAAASQAAAEoAAABLAAAATAAAAE0AAABOAAAATwAAAFAAAABRAAAAUgAAAFMAAABUAAAAVQAAAFYAAABXAAAAWAAAAFkAAABaAAAAWwAAAFwAAABdAAAAXgAAAF8AAABgAAAAYQAAAGIAAABjAAAAZAAAAGUAAABmAAAAZwAAAGgAAABpAAAAagAAAGsAAABsAAAAbQAAAG4AAABvAAAAcAAAAHEAAAByAAAAcwAAAHQAAAB1AAAAdgAAAHcAAAB4AAAAeQAAAHoAAAB7AAAAfAAAAH0AAAB+AAAAfwAAAIAAAACBAAAAggAAAIMAAACEAAAAhQAAAIYAAACHAAAAiAAAAIkAAACKAAAAiwAAAIwAAACNAAAAjgAAAI8AAACQAAAAkQAAAJIAAACTAAAAlAAAAJUAAACWAAAAlwAAAJgAAACZAAAAmgAAAJsAAACcAAAAnQAAAJ4AAACfAAAAoAAAAKEAAACiAAAAowAAAKQAAAClAAAApgAAAKcAAACoAAAAqQAAAKoAAACrAAAArAAAAK0AAACuAAAArwAAALAAAACxAAAAsgAAALMAAAC0AAAAtQAAALYAAAC3AAAAuAAAALkAAAC6AAAAuwAAALwAAAC9AAAAvgAAAL8AAADAAAAAwQAAAMIAAADDAAAAxAAAAMUAAADGAAAAxwAAAMgAAADJAAAAygAAAMsAAADMAAAAzQAAAM4AAADPAAAA0AAAANEAAADSAAAA0wAAANQAAADVAAAA1gAAANcAAADYAAAA2QAAANoAAADbAAAA3AAAAN0AAADeAAAA3wAAAOAAAADhAAAA4gAAAOM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},{\"attributes\":{\"axis\":{\"id\":\"3906\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"3909\",\"type\":\"Grid\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"3925\"},\"glyph\":{\"id\":\"3926\"},\"group\":null,\"hover_glyph\":{\"id\":\"3927\"},\"view\":{\"id\":\"3929\"}},\"id\":\"3928\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"3925\"},\"glyph\":{\"id\":\"4044\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"4046\"},\"nonselection_glyph\":{\"id\":\"4045\"},\"view\":{\"id\":\"4048\"}},\"id\":\"4047\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"3952\",\"type\":\"DaysTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#c56c5e\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"size\":{\"value\":10},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"3936\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.1},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"4045\",\"type\":\"Circle\"},{\"attributes\":{\"months\":[0,1,2,3,4,5,6,7,8,9,10,11]},\"id\":\"3956\",\"type\":\"MonthsTicker\"},{\"attributes\":{},\"id\":\"3915\",\"type\":\"SaveTool\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"3949\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,2,4,6,8,10]},\"id\":\"3957\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"days\":[1,8,15,22]},\"id\":\"3954\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"3914\",\"type\":\"ResetTool\"},{\"attributes\":{\"indices\":[6,7,39,120,249,250,251,254,266,1145,1648]},\"id\":\"3994\",\"type\":\"IndexFilter\"},{\"attributes\":{},\"id\":\"4036\",\"type\":\"LinearScale\"},{\"attributes\":{\"indices\":[252,1040]},\"id\":\"3931\",\"type\":\"IndexFilter\"},{\"attributes\":{\"label\":{\"value\":\"Ectopic beats\"},\"renderers\":[{\"id\":\"4000\"}]},\"id\":\"4024\",\"type\":\"LegendItem\"},{\"attributes\":{\"callback\":null,\"formatters\":{\"@bpm\":\"printf\",\"@rr\":\"printf\",\"@time\":\"datetime\"},\"renderers\":[{\"id\":\"3928\"}],\"tooltips\":[[\"time\",\"@time{:%M:%S.%3Ns}\"],[\"R-R interval\",\"@rr{%0.2f} ms\"],[\"BPM\",\"@bpm{%0.2f} BPM\"],[\"Heartbeat number\",\"@nbeat\"]]},\"id\":\"3930\",\"type\":\"HoverTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b4\"},\"hatch_alpha\":{\"value\":0.2},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"4046\",\"type\":\"Circle\"},{\"attributes\":{\"overlay\":{\"id\":\"3916\"}},\"id\":\"3913\",\"type\":\"BoxSelectTool\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"4308\"},{\"id\":\"4309\"},{\"id\":\"4310\"},{\"id\":\"4311\"},{\"id\":\"4312\"},{\"id\":\"4313\"},{\"id\":\"4314\"},{\"id\":\"4315\"},{\"id\":\"4316\"},{\"id\":\"4317\"},{\"id\":\"4318\"},{\"id\":\"4319\"}]},\"id\":\"4039\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"days\":[1,15]},\"id\":\"3955\",\"type\":\"DaysTicker\"},{\"attributes\":{\"end\":1536169.0,\"start\":714.0},\"id\":\"4049\",\"type\":\"Range1d\"},{\"attributes\":{},\"id\":\"3910\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"3911\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"3946\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"3943\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"overlay\":{\"id\":\"3917\"}},\"id\":\"3912\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"3925\"}},\"id\":\"4048\",\"type\":\"CDSView\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"4309\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"fill_color\":{\"value\":\"#1f77b4\"},\"line_color\":{\"value\":\"#1f77b4\"},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"4044\",\"type\":\"Circle\"},{\"attributes\":{\"tools\":[{\"id\":\"3910\"},{\"id\":\"3911\"},{\"id\":\"3912\"},{\"id\":\"3913\"},{\"id\":\"3914\"},{\"id\":\"3915\"},{\"id\":\"3930\"}]},\"id\":\"3918\",\"type\":\"Toolbar\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"4308\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"label\":{\"value\":\"Long intervals\"},\"renderers\":[{\"id\":\"3969\"}]},\"id\":\"3993\",\"type\":\"LegendItem\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"3916\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"base\":60,\"mantissas\":[1,2,5,10,15,20,30],\"max_interval\":1800000.0,\"min_interval\":1000.0,\"num_minor_ticks\":0},\"id\":\"3950\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{},\"id\":\"4034\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"3944\",\"type\":\"AllLabels\"},{\"attributes\":{\"source\":{\"id\":\"3925\"}},\"id\":\"3929\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_color\":{\"value\":\"lightgrey\"},\"line_color\":{\"value\":\"grey\"},\"size\":{\"value\":6},\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"3926\",\"type\":\"Circle\"},{\"attributes\":{\"axis\":{\"id\":\"4038\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"4041\",\"type\":\"Grid\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"3917\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"3898\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Select the time window\"},\"id\":\"4029\",\"type\":\"Title\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"3951\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"3953\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"3945\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"days\":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31]},\"id\":\"4311\",\"type\":\"DaysTicker\"}],\"root_ids\":[\"4055\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.0\"}};\n",
-       "  const render_items = [{\"docid\":\"289cec9b-571b-484e-ba6d-e2f95f7bd97a\",\"root_ids\":[\"4055\"],\"roots\":{\"4055\":\"338aff29-49e9-4b35-8e4b-49958d0d8152\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
-     },
-     "metadata": {
-      "application/vnd.bokehjs_exec.v0+json": {
-       "id": "4055"
-      }
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show(\n",
-    "    plot_rr(peaks_correction[\"clean_peaks\"], input_type=\"peaks\", show_artefacts=True,  line=False, backend=\"bokeh\", figsize=300)\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4e8d2e74",
-   "metadata": {},
-   "source": [
-    "#### Visualization of the correction quality"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f450804e",
-   "metadata": {},
-   "source": [
-    "As previously mentioned, this method is more appropriate in the context of event-related analysis, where the evolution of the instantaneous heart rate is assessed after some experimental manipulation (see Tutorial 5). One way to control for the quality of the artefact correction is to compare the evoked responses measured under corrupted, corrected and baseline recording. Here, we will use the `plot_evoked` function, which simply take the indexes of events as input together with the recording (here the peaks vector), and produce the evoked plots."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "8d3fbef1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Merge the two conditions together.\n",
-    "# The events of interest are all data points that are not 0.\n",
-    "triggers_idx = [np.where(ecg_df.stim.to_numpy() != 0)[0]]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "e231231c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1296x432 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "_, axs = plt.subplots(1, 3, figsize=(18, 6), sharey=True)\n",
-    "plot_evoked(rr=corrupted_peaks, triggers_idx=triggers_idx, ci=68,\n",
-    "            input_type=\"peaks\", decim=100, apply_baseline=(-1.0, 0.0), figsize=(8, 8),\n",
-    "            labels=\"Uncorrected\", palette=[\"#c44e52\"], ax=axs[0])\n",
-    "plot_evoked(rr=peaks_correction[\"clean_peaks\"], triggers_idx=triggers_idx, ci=68,\n",
-    "            input_type=\"peaks\", decim=100, apply_baseline=(-1.0, 0.0), figsize=(8, 8),\n",
-    "            labels=\"Corrected\", ax=axs[1])\n",
-    "plot_evoked(rr=peaks, triggers_idx=triggers_idx, ci=68, palette=[\"#55a868\"],\n",
-    "            input_type=\"peaks\", decim=100, apply_baseline=(-1.0, 0.0), figsize=(8, 8),\n",
-    "            labels=\"Initial recording\", ax=axs[2])\n",
-    "plt.ylim(-20, 20);"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8a67ca80",
-   "metadata": {},
-   "source": [
-    "This concludes the tutorial on using Systole to detect and correct more complex artefacts. In the next tutorial we will introduce more advanced signal processing techniques for estimating low and high-frequency heart-rate variability. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "30b7859a",
-   "metadata": {},
-   "source": [
-    "**References**\n",
-    "\n",
-    "**[1]** Lipponen, J. A., & Tarvainen, M. P. (2019). A robust algorithm for heart rate variability time series artefact correction using novel beat classification. Journal of Medical Engineering & Technology, 43(3), 173–181. https://doi.org/10.1080/03091902.2019.1640306"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/source/notebooks/4-HeartRateVariability.ipynb b/source/notebooks/4-HeartRateVariability.ipynb
deleted file mode 100644
index db924d50..00000000
--- a/source/notebooks/4-HeartRateVariability.ipynb
+++ /dev/null
@@ -1,853 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "af36102a",
-   "metadata": {},
-   "source": [
-    "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "b6e4e605",
-   "metadata": {
-    "tags": [
-     "hide-input"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%%capture\n",
-    "import sys\n",
-    "if 'google.colab' in sys.modules:\n",
-    "    ! pip install systole"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "0b2009aa",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    <div class=\"bk-root\">\n",
-       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
-       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
-       "    </div>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "\n",
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "  const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null && id in Bokeh.index) {\n",
-       "      Bokeh.index[id].model.document.clear();\n",
-       "      delete Bokeh.index[id];\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim();\n",
-       "            if (id in Bokeh.index) {\n",
-       "              Bokeh.index[id].model.document.clear();\n",
-       "              delete Bokeh.index[id];\n",
-       "            }\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
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-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  \n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded() {\n",
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-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
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-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
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-       "    function on_load() {\n",
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-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
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-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
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-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  \n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.0.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "  \n",
-       "\n",
-       "  const inline_js = [\n",
-       "    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "    function(Bokeh) {\n",
-       "    \n",
-       "    \n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    \n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "      \n",
-       "    for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "    if (force === true) {\n",
-       "        display_loaded();\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
-      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.0.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import pandas as pd\n",
-    "from systole.detection import ecg_peaks\n",
-    "from systole import import_dataset1\n",
-    "\n",
-    "from bokeh.io import output_notebook\n",
-    "from bokeh.plotting import show\n",
-    "from bokeh.layouts import row, column\n",
-    "output_notebook()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "050d89d5",
-   "metadata": {},
-   "source": [
-    "# Heart rate variability\n",
-    "\n",
-    "After having preprocessed the ECG or PPG signal, performed peaks detection and artefacts correction, we discuss here the extraction of heart rate variability (**HRV**) indices.\n",
-    "\n",
-    "A healthy heart, and a healthy brain-heart connection, does not result in a stable and never-changing cardiac activity. On the contrary, the heart rate variability (the amount of change from one RR interval to the next) can be largely different across individuals and across time for the same individual. A considerable literature has documented the robust relations between various HRV indices and both physical and mental health (see **[1]**). Extracting these indices can therefore be one of the first steps in the process of analysing and quantifying the cardiac signal. \n",
-    "\n",
-    "The heart rate variability indices are often split into three different sub-domain: *1.* the time domain, *2.* the frequency domain and *3.* the nonlinear domain (see **[2]** for review). The rationale of this repartition consist mostly in the nature of the statistical and mathematical operations performed to compute the indices, and the interpretation you can make of it. While the time domain looks at the distribution of the RR intervals as a whole and will examine different aspects of its spread and variance, the frequency domain interpolate the RR time-series and will extract the power of different frequency bands of interest. The nonlinear approach capitalizes on the notion that the variations found in RR time series can often be nonlinear and uses mathematical derivation from probability and chaos theories to quantify its chaotic/flatness dimension.\n",
-    "\n",
-    "[Systole](https://systole-docs.github.io/) only implement a small number of all the HRV indices that have been proposed in the literature. They are, however, the most widely used, the most often reported and, for the most part, the most interpretable ones. It is also worth noting that high colinearity exists among all the HRV variables, and they can often be reduced to a few significant dimensions **[3]**.\n",
-    "\n",
-    "HRV analysis quantifies the cardiac variability for a given recording taken as a whole. The recommendation for this kind of analysis is that the signal should be at least 5 minutes long ideally, and not shorter than 2 minutes (even if recording as short as 10 seconds, aka ultra short term HRV, can give reliable results for some domains (e.g. **[4]**). On the other side, some indices from the frequency domain focusing on very slow fluctuation can require recording of 24 hours or more to be estimated reliably. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "2b8d3caa",
-   "metadata": {
-    "tags": [
-     "hide-output"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "# Import ECg recording\n",
-    "signal = import_dataset1(modalities=['ECG'], disable=True).ecg.to_numpy()\n",
-    "\n",
-    "# R peaks detection\n",
-    "signal, peaks = ecg_peaks(signal, method='pan-tompkins', sfreq=1000)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ded41bee",
-   "metadata": {},
-   "source": [
-    "In Systole, the HRV indices can be found in the `systole.hrv` submodule. For most of the indices, it can be imported individually, such as:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "ebc8166d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from systole.hrv import rmssd"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e89eba1f",
-   "metadata": {},
-   "source": [
-    "This will import the RMSSD function that will compute the *Root Mean Square of the Successive Differences*, which is an often-used indice from the time domain dimension that is known to reflect the short-term heart rate variability, which evolves under the influence of the parasympathetic nervous system. Following [Systole](https://systole-docs.github.io/)'s API, all the HRV functions have an `input_type` parameter that will let you compute the indices using either boolean `peaks` vectors, integer `peaks_idx` vectors, or the float RR interval vectors itself in milliseconds (`rr_ms`) or seconds (`rr_s`)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "50bd3082",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "27.020577860345192"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "rmssd(peaks, input_type=\"peaks\")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "68de0079",
-   "metadata": {},
-   "source": [
-    "This approach will be more computationally efficient when working on a small number of indices as it allows to only retrieve some of them from the RR intervals. Other uses more focused on feature extraction can require to access all the possible indices or all of them in a specific domain. The `time_domain()`, `frequency_domain()` and `nonlinear_domain()` functions will return a data frame containing indices from the time, frequency or nonlinear domain respectively. The `all_domain()` function can be used to wrap all of this method in a single call and compute all the HRV metrics currently implemented in Systole."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fed1bedf",
-   "metadata": {},
-   "source": [
-    "## Time domain"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "a4c54c14",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from systole.hrv import time_domain\n",
-    "\n",
-    "# Extract time domain heart rate variability\n",
-    "hrv_df = time_domain(peaks, input_type='peaks')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4da914d5",
-   "metadata": {},
-   "source": [
-    "The data frame output is in the long format as it is more convenient to append it in a larger summary variable for a large number of groups/session/participants. Here we simply pivot it so it renders more nicely in the notebook:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "35095aaf",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th>Metric</th>\n",
-       "      <th>MaxBPM</th>\n",
-       "      <th>MaxRR</th>\n",
-       "      <th>MeanBPM</th>\n",
-       "      <th>MeanRR</th>\n",
-       "      <th>MedianBPM</th>\n",
-       "      <th>MedianRR</th>\n",
-       "      <th>MinBPM</th>\n",
-       "      <th>MinRR</th>\n",
-       "      <th>RMSSD</th>\n",
-       "      <th>SDNN</th>\n",
-       "      <th>SDSD</th>\n",
-       "      <th>nn50</th>\n",
-       "      <th>pnn50</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>Values</th>\n",
-       "      <td>126.05042</td>\n",
-       "      <td>1041.0</td>\n",
-       "      <td>75.97172</td>\n",
-       "      <td>793.352789</td>\n",
-       "      <td>75.093867</td>\n",
-       "      <td>799.0</td>\n",
-       "      <td>57.636888</td>\n",
-       "      <td>476.0</td>\n",
-       "      <td>27.020578</td>\n",
-       "      <td>52.099676</td>\n",
-       "      <td>27.027069</td>\n",
-       "      <td>85.0</td>\n",
-       "      <td>4.392765</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Metric     MaxBPM   MaxRR   MeanBPM      MeanRR  MedianBPM  MedianRR  \\\n",
-       "Values  126.05042  1041.0  75.97172  793.352789  75.093867     799.0   \n",
-       "\n",
-       "Metric     MinBPM  MinRR      RMSSD       SDNN       SDSD  nn50     pnn50  \n",
-       "Values  57.636888  476.0  27.020578  52.099676  27.027069  85.0  4.392765  "
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "pd.pivot_table(hrv_df, values='Values', columns='Metric')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1f4292c8",
-   "metadata": {},
-   "source": [
-    "## Frequency domain"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3a940f7d",
-   "metadata": {},
-   "source": [
-    "Using a similar approach, indices from the frequency domains can be extracted from RR intervals time-series. Here, we demonstrate how to plot and render an output table for frequency domain indices. Systole includes tables functions that can print the table of results using either [tabulate](https://github.com/astanin/python-tabulate) or [Bokeh](https://docs.bokeh.org/en/latest/index.html) for better rendering in the notebook. Those are located in the `systole.plots` submodule. Here we use [tabulate](https://github.com/astanin/python-tabulate) (note that it is called inside a print function)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "67e0fa3b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "=================  ============  =============  ===========  ==============\n",
-      "Frequency Band       Peaks (Hz)    Power (ms²)    Power (%)    Power (n.u.)\n",
-      "=================  ============  =============  ===========  ==============\n",
-      "VLF (0-0.04 Hz)          0.0078      1439.9078      66.5951\n",
-      "LF (0.04-0.15 Hz)        0.0938       472.3333      21.8452         65.3953\n",
-      "HF (0.15-0.4 Hz)         0.3555       249.9409      11.5597         34.6047\n",
-      "Total                                2162.1820\n",
-      "LF/HF                                   1.8898\n",
-      "=================  ============  =============  ===========  ==============\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 576x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from systole.plots import plot_frequency\n",
-    "from systole.plots.utils import frequency_table\n",
-    "\n",
-    "# Print frequency table\n",
-    "print(\n",
-    "    frequency_table(peaks, input_type='peaks', backend=\"tabulate\")\n",
-    ")\n",
-    "\n",
-    "# Plot PDS using Matplotlib\n",
-    "plot_frequency(peaks, input_type='peaks');"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "af78e820",
-   "metadata": {},
-   "source": [
-    "## Nonlinear domain\n",
-    "The nonlinear domain indices are accesible using the same API. Here, we demonstrate how to report it using [Bokeh](https://docs.bokeh.org/en/latest/index.html) only."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "50f4b841",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from systole.plots import plot_poincare\n",
-    "from systole.plots.utils import nonlinear_table"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "c7e8c9c9",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "  <div class=\"bk-root\" id=\"24cb79f5-1049-413d-9875-87df4fed67af\" data-root-id=\"1074\"></div>\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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-       "  function embed_document(root) {\n",
-       "    \n",
-       "  const docs_json = 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-       "  const render_items = [{\"docid\":\"5794d492-2060-41db-9fa9-089385a18b77\",\"root_ids\":[\"1074\"],\"roots\":{\"1074\":\"24cb79f5-1049-413d-9875-87df4fed67af\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
-     },
-     "metadata": {
-      "application/vnd.bokehjs_exec.v0+json": {
-       "id": "1074"
-      }
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show(\n",
-    "    row(\n",
-    "        plot_poincare(peaks, input_type='peaks', backend='bokeh'),\n",
-    "        nonlinear_table(peaks, input_type='peaks', backend='bokeh')\n",
-    "    )\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e6f5b7d8",
-   "metadata": {},
-   "source": [
-    "## Creating HRV summary"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "46fbd306",
-   "metadata": {},
-   "source": [
-    "These function can be modularily concatenated to render HRV dashboard. Here is an exampe for an HTML report using [Bokeh](https://docs.bokeh.org/en/latest/index.html) functions."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "ddec034e",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "  <div class=\"bk-root\" id=\"d738cc71-83e1-4cac-b661-842835ce2980\" data-root-id=\"1481\"></div>\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function embed_document(root) {\n",
-       "    \n",
-       "  const docs_json = 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Application\",\"version\":\"2.4.0\"}};\n",
-       "  const render_items = [{\"docid\":\"c7b9c14b-a915-484c-be13-3a0589515ced\",\"root_ids\":[\"1481\"],\"roots\":{\"1481\":\"d738cc71-83e1-4cac-b661-842835ce2980\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
-     },
-     "metadata": {
-      "application/vnd.bokehjs_exec.v0+json": {
-       "id": "1481"
-      }
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from systole.plots import plot_poincare, plot_frequency, plot_rr\n",
-    "from systole.plots.utils import nonlinear_table, frequency_table\n",
-    "\n",
-    "show(\n",
-    "    column(\n",
-    "        plot_rr(peaks, input_type=\"peaks\", backend=\"bokeh\"),\n",
-    "        row(\n",
-    "            plot_frequency(peaks, input_type=\"peaks\", backend=\"bokeh\", figsize=(400, 400)),\n",
-    "            frequency_table(peaks, input_type=\"peaks\", backend=\"bokeh\"),\n",
-    "        ),\n",
-    "        row(\n",
-    "            plot_poincare(peaks, input_type=\"peaks\", backend=\"bokeh\", figsize=(400, 400)),\n",
-    "            nonlinear_table(peaks, input_type=\"peaks\", backend=\"bokeh\"),\n",
-    "        )\n",
-    "    )\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b3b2ffe2",
-   "metadata": {},
-   "source": [
-    "# References\n",
-    "\n",
-    "**[1]** Thayer, J. F., & Lane, R. D. (2009). Claude Bernard and the heart–brain connection: Further elaboration of a model of neurovisceral integration. In Neuroscience & Biobehavioral Reviews (Vol. 33, Issue 2, pp. 81–88). Elsevier BV. https://doi.org/10.1016/j.neubiorev.2008.08.004 \n",
-    "\n",
-    "**[2]** Pham T, Lau ZJ, Chen SHA, Makowski D. Heart Rate Variability in Psychology: A Review of HRV Indices and an Analysis Tutorial. Sensors. 2021; 21(12):3998. https://doi.org/10.3390/s21123998\n",
-    "\n",
-    "**[3]** Pham, T., Lau, Z., Chen, S. A., & Makowski, D. (2021, October 26). Unveiling the Structure of Heart Rate Variability (HRV) Indices: A Data-driven Meta-clustering Approach. https://doi.org/10.31234/osf.io/mwa6x\n",
-    "\n",
-    "**[4]** Munoz, M. L., van Roon, A., Riese, H., Thio, C., Oostenbroek, E., Westrik, I., de Geus, E. J. C., Gansevoort, R., Lefrandt, J., Nolte, I. M., & Snieder, H. (2015). Validity of (Ultra-)Short Recordings for Heart Rate Variability Measurements. In X. Chen (Ed.), PLOS ONE (Vol. 10, Issue 9, p. e0138921). Public Library of Science (PLoS). https://doi.org/10.1371/journal.pone.0138921 "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "84f107bc",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/source/notebooks/5-InstantaneousHeartRate.ipynb b/source/notebooks/5-InstantaneousHeartRate.ipynb
deleted file mode 100644
index 2083e44d..00000000
--- a/source/notebooks/5-InstantaneousHeartRate.ipynb
+++ /dev/null
@@ -1,941 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "cf2a2ca5",
-   "metadata": {},
-   "source": [
-    "Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "24263369",
-   "metadata": {
-    "tags": [
-     "hide-input"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%%capture\n",
-    "import sys\n",
-    "if 'google.colab' in sys.modules:\n",
-    "    ! pip install systole"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "5a341b77",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "    <div class=\"bk-root\">\n",
-       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
-       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
-       "    </div>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "\n",
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "  const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null && id in Bokeh.index) {\n",
-       "      Bokeh.index[id].model.document.clear();\n",
-       "      delete Bokeh.index[id];\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim();\n",
-       "            if (id in Bokeh.index) {\n",
-       "              Bokeh.index[id].model.document.clear();\n",
-       "              delete Bokeh.index[id];\n",
-       "            }\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
-       "      /* Index of renderer in `output_area.display_order` */\n",
-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  \n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded() {\n",
-       "    const el = document.getElementById(\"1002\");\n",
-       "    if (el != null) {\n",
-       "      el.textContent = \"BokehJS is loading...\";\n",
-       "    }\n",
-       "    if (root.Bokeh !== undefined) {\n",
-       "      if (el != null) {\n",
-       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
-       "      }\n",
-       "    } else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(display_loaded, 100)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    function on_error(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  \n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.0.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "  \n",
-       "\n",
-       "  const inline_js = [\n",
-       "    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "    function(Bokeh) {\n",
-       "    \n",
-       "    \n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    \n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "      \n",
-       "    for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "    if (force === true) {\n",
-       "        display_loaded();\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
-      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.0.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "import os\n",
-    "import pandas as pd\n",
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "import numpy as np\n",
-    "from systole.detection import ppg_peaks, interpolate_clipping, ecg_peaks\n",
-    "from systole.plots import plot_rr, plot_evoked, plot_events\n",
-    "from systole import import_dataset1, import_ppg\n",
-    "from systole.utils import heart_rate, to_epochs, input_conversion\n",
-    "from systole.hrv import frequency_domain\n",
-    "\n",
-    "from bokeh.io import output_notebook\n",
-    "from bokeh.plotting import show\n",
-    "output_notebook()\n",
-    "\n",
-    "sns.set_context('talk')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "cfc81d37",
-   "metadata": {},
-   "source": [
-    "# Instantaneous and evoked heart rate\n",
-    "This tutorial will cover instantaneous heart rate and evoked heart rate analysis. In the previous section, we  analyzed the heart rate variability as a property that can be observed in longer cardiac recordings and that might reflect the influence of the sympathetic and/or the parasympathetic nervous system on behavior. This approach has been widely used in psychology and psychophysiology to evaluate the trait heart rate variability (HRV) of a given participant on a continuous domain, sometimes in conjunction with experimental manipulations. This approach requires relatively long recordings to give a reasonable estimate of the HRV (~5 minutes), and resting conditions are also required to let the nervous system returns to a baseline. In some cases, experimenters may want to also record and/or control for respiratory frequency as this has a known physiological impact on HRV, in particular in the lower frequency components. \n",
-    "\n",
-    "However, psychophysiological interactions can appear at much shorter time scales (as fast as 1-2 seconds following stimulation), and these effects can be examined using evoked heart rate analysis. Evoked heart rate refers to the fluctuation of instantaneous heart rate following stimulation and could be described as the cardiac equivalent of event-related potentials [ERP](https://en.wikipedia.org/wiki/Event-related_potential). These fast fluctuations in heart-rate have many sources, for example changes in noradrenaline and/or autonomic factors, emotional states, and other cognitive variables. \n",
-    "\n",
-    "To perform evoked heart rate analysis, we need an ECG recording and a trigger, or stim channel, that will encode the occurrence of the events we want to study. Here, we will use an example dataset included in Systole. The task itself has been described in **[1]**. During the recording, the participant has to rate the emotional valence of 36 neutral and 36 disgusting images (10 seconds max per image). The stim channel encodes the presentation of disgusting (`2`) and neutral (`1`) images."
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-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "a628e6dc",
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-   "outputs": [],
-   "source": [
-    "# Import ECG recording and Stim channel\n",
-    "ecg_df = import_dataset1(modalities=['ECG', 'Stim'], disable=True)"
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-   "cell_type": "markdown",
-   "id": "cba92579",
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-    "## Instantaneous heart rate"
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-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "8da7e896",
-   "metadata": {},
-   "outputs": [],
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-    "# Peak detection in the ECG signal using the Pan-Tompkins method\n",
-    "signal, peaks = ecg_peaks(ecg_df.ecg, method='pan-tompkins', sfreq=1000)"
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-   "id": "ae67d479",
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-    "Because the heartbeats are discrete events interleaved by unequal intervals, the instantaneous heart rate time series is the results of the interpolation of the individual heart rate estimates.\n",
-    "\n",
-    "By defaults, the `plot_rr` function will linearly connect the dots to save memory."
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-   "execution_count": 5,
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[1936]},\"nbeat\":{\"__ndarray__\":\"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{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.2,\"fill_color\":\"navy\",\"group\":null,\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[2,2],\"line_width\":0.5,\"syncable\":false},\"id\":\"1072\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis_label\":\"R-R interval (ms)\",\"coordinates\":null,\"formatter\":{\"id\":\"1080\"},\"group\":null,\"major_label_policy\":{\"id\":\"1081\"},\"ticker\":{\"id\":\"1019\"}},\"id\":\"1018\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1086\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"Select the time window\"},\"id\":\"1050\",\"type\":\"Title\"},{\"attributes\":{\"line_alpha\":0.1,\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1066\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1087\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1055\",\"type\":\"LinearScale\"},{\"attributes\":{\"end\":1536169.0,\"start\":714.0},\"id\":\"1070\",\"type\":\"Range1d\"},{\"attributes\":{\"base\":24,\"mantissas\":[1,2,4,6,8,12],\"max_interval\":43200000.0,\"min_interval\":3600000.0,\"num_minor_ticks\":0},\"id\":\"1107\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"months\":[0,6]},\"id\":\"1102\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"line_color\":\"#4c72b0\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1038\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1083\",\"type\":\"DatetimeTickFormatter\"},{\"attributes\":{\"coordinates\":null,\"fill_alpha\":0.1,\"fill_color\":\"red\",\"group\":null,\"top\":200},\"id\":\"1048\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1105\"},{\"id\":\"1106\"},{\"id\":\"1107\"},{\"id\":\"1108\"},{\"id\":\"1109\"},{\"id\":\"1110\"},{\"id\":\"1111\"},{\"id\":\"1112\"},{\"id\":\"1113\"},{\"id\":\"1114\"},{\"id\":\"1115\"},{\"id\":\"1116\"}]},\"id\":\"1060\",\"type\":\"DatetimeTicker\"},{\"attributes\":{\"below\":[{\"id\":\"1014\"}],\"center\":[{\"id\":\"1017\"},{\"id\":\"1021\"},{\"id\":\"1047\"},{\"id\":\"1048\"}],\"height\":250,\"left\":[{\"id\":\"1018\"}],\"output_backend\":\"webgl\",\"renderers\":[{\"id\":\"1039\"},{\"id\":\"1043\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"1004\"},\"toolbar\":{\"id\":\"1030\"},\"x_range\":{\"id\":\"1070\"},\"x_scale\":{\"id\":\"1010\"},\"y_range\":{\"id\":\"1008\"},\"y_scale\":{\"id\":\"1012\"}},\"id\":\"1003\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1028\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis\":{\"id\":\"1059\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1062\",\"type\":\"Grid\"},{\"attributes\":{\"line_color\":\"#1f77b4\",\"x\":{\"field\":\"time\"},\"y\":{\"field\":\"rr\"}},\"id\":\"1065\",\"type\":\"Line\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"PanTool\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1037\"},\"glyph\":{\"id\":\"1065\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1067\"},\"nonselection_glyph\":{\"id\":\"1066\"},\"view\":{\"id\":\"1069\"}},\"id\":\"1068\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"background_fill_color\":\"#efefef\",\"below\":[{\"id\":\"1059\"}],\"center\":[{\"id\":\"1062\"}],\"height\":125,\"renderers\":[{\"id\":\"1068\"}],\"sizing_mode\":\"stretch_width\",\"title\":{\"id\":\"1050\"},\"toolbar\":{\"id\":\"1063\"},\"toolbar_location\":null,\"x_range\":{\"id\":\"1052\"},\"x_scale\":{\"id\":\"1055\"},\"y_range\":{\"id\":\"1008\"},\"y_scale\":{\"id\":\"1057\"}},\"id\":\"1049\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1027\",\"type\":\"SaveTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1072\"},\"x_range\":{\"id\":\"1070\"},\"y_range\":null},\"id\":\"1071\",\"type\":\"RangeTool\"},{\"attributes\":{\"mantissas\":[1,2,5],\"max_interval\":500.0,\"num_minor_ticks\":0},\"id\":\"1105\",\"type\":\"AdaptiveTicker\"},{\"attributes\":{\"num_minor_ticks\":5,\"tickers\":[{\"id\":\"1092\"},{\"id\":\"1093\"},{\"id\":\"1094\"},{\"id\":\"1095\"},{\"id\":\"1096\"},{\"id\":\"1097\"},{\"id\":\"1098\"},{\"id\":\"1099\"},{\"id\":\"1100\"},{\"id\":\"1101\"},{\"id\":\"1102\"},{\"id\":\"1103\"}]},\"id\":\"1015\",\"type\":\"DatetimeTicker\"},{\"attributes\":{},\"id\":\"1088\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"months\":[0,4,8]},\"id\":\"1101\",\"type\":\"MonthsTicker\"},{\"attributes\":{\"overlay\":{\"id\":\"1029\"}},\"id\":\"1024\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1028\"}},\"id\":\"1025\",\"type\":\"BoxSelectTool\"}],\"root_ids\":[\"1076\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.0\"}};\n",
-       "  const render_items = [{\"docid\":\"072168b9-5624-4dae-a6a7-cf4cd1dff01e\",\"root_ids\":[\"1076\"],\"roots\":{\"1076\":\"bbde4fbf-8c77-49be-a35d-abbd8ef7cf80\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
-     },
-     "metadata": {
-      "application/vnd.bokehjs_exec.v0+json": {
-       "id": "1076"
-      }
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show(\n",
-    "    plot_rr(peaks, input_type='peaks', backend='bokeh', figsize=250)\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e3edde9e",
-   "metadata": {},
-   "source": [
-    "The `heart_rate` function provide more options and enables the user to select between different interpolation parameter following the ones povided by the `scipy.interpolate.interpolate1d` function."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "10c4a955",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 936x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Select a subsample of the recording\n",
-    "this_peaks = peaks[20000:35000]\n",
-    "\n",
-    "_, ax = plt.subplots(figsize=(13, 5))\n",
-    "for kind, color, style in zip([\"cubic\", \"linear\", \"previous\", \"next\"], \n",
-    "                               sns.color_palette(\"deep\", n_colors=4),\n",
-    "                               [\"-\", \"--\", \":\", \"-.\"]):\n",
-    "    hr, time = heart_rate(x=this_peaks, input_type='peaks', kind=kind)\n",
-    "    ax.plot(time, hr, color=color, label=kind, linestyle=style)\n",
-    "\n",
-    "# Show individual heartbeats\n",
-    "ax.scatter(np.where(this_peaks)[0][1:]/1000,\n",
-    "           np.diff(np.where(this_peaks)[0]),\n",
-    "           s=100, color=\"gray\", edgecolors=\"k\", label=\"Heartbeats\")\n",
-    "plt.legend()\n",
-    "ax.set_xlabel(\"Time (s)\")\n",
-    "ax.set_ylabel(\"RR intervals (ms)\")\n",
-    "ax.set_title(\"Interpolation of the instantaneous heart rate\")\n",
-    "sns.despine()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "3163842b",
-   "metadata": {},
-   "source": [
-    "Note that here the timing of the peaks detection matters. The artefact correction, if it is used, should take this into account and never interpolate RR times series directly but always try to infer the presence, or absence, of cardiac cycles. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "474cb83d",
-   "metadata": {},
-   "source": [
-    "## Evoked heart rate"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "0028c1bf",
-   "metadata": {},
-   "source": [
-    "Finding R peaks and extract instantaneous heart rate."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "a13efc04",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "heartrate, new_time = heart_rate(peaks, kind='previous', unit='bpm')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f18f9b1c",
-   "metadata": {},
-   "source": [
-    "Create stim vectors for neutral and discusting images separately. Here, 1 encode the presentation of an image."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "2cf71d30",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "triggers_idx = [\n",
-    "    np.where(ecg_df.stim.to_numpy() == 2)[0], \n",
-    "    np.where(ecg_df.stim.to_numpy() == 1)[0]\n",
-    "]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "197eae0d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "neutral, disgust = np.zeros(len(new_time)), np.zeros(len(new_time))\n",
-    "\n",
-    "disgust[np.round(np.where(ecg_df.stim.to_numpy() == 2)[0]).astype(int)] = 1\n",
-    "neutral[np.round(np.where(ecg_df.stim.to_numpy() == 1)[0]).astype(int)] = 1"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fb402ae3",
-   "metadata": {},
-   "source": [
-    "### Event plot"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d1ede881",
-   "metadata": {},
-   "source": [
-    "The `plot_events` function can be usefull to visualize the distribution of events during the task."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "0d9c3d76",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<AxesSubplot:xlabel='Time'>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 936x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_events(triggers_idx=triggers_idx, backend=\"matplotlib\", events_labels=[\"Disgust\", \"Neutral\"],\n",
-    "            tmin=-0.5, tmax=10.0, palette=[sns.xkcd_rgb[\"denim blue\"], sns.xkcd_rgb[\"pale red\"]],\n",
-    "            figsize=(13, 3))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1fe14ae1",
-   "metadata": {},
-   "source": [
-    "This plot can be combined with other functionnalities of Systole, for example to wisualize the evolution of instantaneous heart rate across the different trials. "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "e295ece7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "\n",
-       "  <div class=\"bk-root\" id=\"1460c625-bf0a-47cf-8400-84f7f7b3904d\" data-root-id=\"1317\"></div>\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "application/javascript": [
-       "(function(root) {\n",
-       "  function embed_document(root) {\n",
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kCDWDV3UHZRQPnx48ePH1FAP8d1kuDgUUBzgAQtwpVRQPdYy9ABu1FAH5uRQ12WUkA82G+1MTRSQHZiJ3ZiB1JAScxUWBHSUkDi4eHh4WFSQECQqvtJI1JADfbQ2/eqUUC0mM5iOotRQMvqXfJgwFFA+l0tbsL8UkBRYNKpeZBSQEnMVFgR0lJAqc23kahnU0Ds9Xq9Xq9TQMZQ8taEjlNAGutDY31oVEAa60NjfWhUQKrlwl19k1RAJhMdP4/GVECsuZqruZpUQO8vNuRPWlRAPFZdvKfQU0Aa60NjfWhUQB4CN5ZBqVRAMarT5CDzVEASEx7Dbn1VQO/0XCYknVVAf6xr7o91VUAPDw8PDw9WQIGUdiMgpVVAV0FtBqbrVEDjwxWtLz5UQFPks24wRVRAqc23kahnU0CEVhTpXupSQGKSWwkOlVNAdSiajZtvVEBfeC+8F95TQKCOqotlQVNAqc23kahnU0AaLl3tNihTQJ/8SgzYAVJAoO3eKk3xUUBwhzTKmYpSQDzYb7UxNFJADfbQ2/eqUUDgh+g7FhhSQPfQPivlflJA95DLioESUkDgh+g7FhhSQAahANlxbVJAdmIndmIHUkA82G+1MTRSQH0gu7AYCVNA8asxkR6oUkCENic3Ea5SQAJbI2Z8LlNAUWDSqXmQUkAVikrCVuZRQPfQPivlflJAAZQD10kPU0C9/uJkEHlSQKJTLakHtFJADtPcBX8VU0C9/uJkEHlSQDzYb7UxNFJAaKwPjfUhU0ACWyNmfC5TQGisD431IVNAsRM7sRM7U0CLdIt0i3RTQMDsAbMHzFJAL7rooosuUkDxqzGRHqhSQECQqvtJI1JADfbQ2/eqUUAVjiVkYFZSQG+aIuwBxlJAUWDSqXmQUkAGoQDZcW1SQKwH6OoBulJAQJCq+0kjUkBquwujVqBRQPpoNQlR/FFAP8d1kuDgUUD6aDUJUfxRQBhRrbMvolJA4IfoOxYYUkCCuXZgrh1SQPDBBx988FJADewdUwN7U0Dgi6sfdFRTQG7pbqRF5FJA7PV6vV6vU0AN7B1TA3tTQPAROUG4G1NASWMWj+sCU0DGUPLWhI5TQIt0i3SLdFNA4bTDvhVOU0AWxOQKYvJTQOPDFa0vPlRAYQ+/9dUGVEDIdWQKNkxUQBRu8HhmN1VA6tMs3Sm1VUCFvdxfU4VVQLGSXETA3FRAV0FtBqbrVEBsS5juFz9VQNQIyz2NsFRAU+SzbjBFVECq5cJdfZNUQOPDFa0vPlRAgCYli/bJU0Ccm5ubm5tTQBbE5Api8lNA7PV6vV6vU0Bu6W6kReRSQGisD431IVNAScxUWBHSUkDgh+g7FhhSQFFg0ql5kFJAaKwPjfUhU0CwIB1KnfZSQIzV1t8e2FJAW2uttdZaU0ABlAPXSQ9TQPfQPivlflJAvf7iZBB5UkCsB+jqAbpSQEvUrkTtSlJAL7rooosuUkDtc0hNMN5SQG/PilUfXFJABqEA2XFtUkCxEzuxEztTQPGrMZEeqFJAk2+8EOkoUkA/x3WS4OBRQHCHNMqZilJAdmIndmIHUkAVikrCVuZRQKV9kAyoZ1JAgrl2YK4dUkBmpTDwkdBRQIK5dmCuHVJAFY4lZGBWUkD3kMuKgRJSQEGvZ0nQ61FAS9SuRO1KUkCmpaWlpaVRQNwRd8QdcVFAPNhvtTE0UkBL1K5E7UpSQEGvZ0nQ61FAWF3vSfAMUkDxqzGRHqhSQB5wpGiIP1JAy+pd8mDAUUC3bdu2bdtRQC+66KKLLlJAruxzSE2wUUD3kMuKgRJSQPDBBx988FJAhDYnNxGuUkBRYNKpeZBSQKnNt5GoZ1NAGi5d7TYoU0AGoQDZcW1SQAAAAAAAwFJAwOwBswfMUkBvz4pVH1xSQG/PilUfXFJAAlsjZnwuU0CM1dbfHthSQAGUA9dJD1NAhqTOjrtHU0DhtMO+FU5TQIQ2JzcRrlJAQa9nSdDrUUB9ILuwGAlTQPDBBx988FJAJZegSj9zUkBL1K5E7UpSQEnMVFgR0lJAL7rooosuUkBDILQtv4BRQEvUrkTtSlJAn/xKDNgBUkBquwujVqBRQCWXoEo/c1JArAfo6gG6UkCXPZZL2zlSQJc9lkvbOVJArAfo6gG6UkAvuuiiiy5SQLdt27Zt21FABqEA2XFtUkBL1K5E7UpSQPpoNQlR/FFAk2+8EOkoUkDwwQcffPBSQIzV1t8e2FJAcIc0ypmKUkBba6211lpTQIakzo67R1NAvf7iZBB5UkBwhzTKmYpSQPDBBx988FJAk2+8EOkoUkCg7d4qTfFRQBhRrbMvolJA+l0tbsL8UkDxqzGRHqhSQExoL6G9hFJA2BP2hD1hU0AaLl3tNihTQAAAAAAAwFJA7XNITTDeUkDgi6sfdFRTQGisD431IVNADtPcBX8VU0BfypjdScNTQGUI1tHmfVRADoJTmbANVEB5M0H9cxtUQFtrrbXWWlNA8BE5QbgbU0AOglOZsA1UQPbZjO+PFFRAspCFLGRhVEArgoaTui9VQIcvpAjYGFVAZQjW0eZ9VEDvLzbkT1pUQA00vww0v1RA7y825E9aVEDGUPLWhI5TQA6CU5mwDVRA/zIKAprrU0DhtMO+FU5TQKCOqotlQVNAYQ+/9dUGVEDKayivobxTQEljFo/rAlNADtPcBX8VU0Ccm5ubm5tTQIakzo67R1NAsCAdSp32UkB3nCqAf4FTQKm6MfYThVRAycRTOBQoVUCHL6QI2BhVQDxWXbyn0FNAk2+8EOkoUkDcEXfEHXFRQDIH3LN8kFFAkzxxLP7VUUCTPHEs/tVRQKV9kAyoZ1JABqEA2XFtUkAIDucPOUVSQAqlUAqlUFJA+l0tbsL8UkD30D4r5X5SQCWXoEo/c1JAjNXW3x7YUkCTb7wQ6ShSQPVKeO6ltVFAZqUw8JHQUUBL1K5E7UpSQJvGFv8oy1FAgrl2YK4dUkC9/uJkEHlSQHZiJ3ZiB1JAPNhvtTE0UkBvmiLsAcZSQKV9kAyoZ1JA4IfoOxYYUkBu6W6kReRSQFFg0ql5kFJAH5uRQ12WUkANOGn7xTRTQAGUA9dJD1NAcIc0ypmKUkD30D4r5X5SQH0gu7AYCVNAhDYnNxGuUkAll6BKP3NSQGisD431IVNA7XNITTDeUkAAAAAAAMBSQGFd/5pEnFJAoI6qi2VBU0DwETlBuBtTQHecKoB/gVNAqkjTB4XVVUCBlHYjIKVVQLkmArkmAlVAV0FtBqbrVEAPDw8PDw9WQIGUdiMgpVVA1BGBfTDkVEBhZ7iwvnZUQCD3yKrvzVRArLmaq7maVECpujH2E4VUQGUI1tHmfVRAsZJcRMDcVEA2/m4eofpUQHUomo2bb1RAByYIlNbkU0DRYAGkPDBUQP8yCgKa61NAsRM7sRM7U0Dtc0hNMN5SQA7T3AV/FVNAFYpKwlbmUUAVikrCVuZRQLAgHUqd9lJAb5oi7AHGUkAll6BKP3NSQIzV1t8e2FJAqc23kahnU0DwwQcffPBSQCWXoEo/c1JAAAAAAADAUkCwIB1KnfZSQPfQPivlflJAYV3/mkScUkCgjqqLZUFTQMDsAbMHzFJAScxUWBHSUkBfypjdScNTQCsgGJItolNAAlsjZnwuU0DYE/aEPWFTQHZd13Vd11NAi3SLdIt0U0AAAAAAAMBSQH0gu7AYCVNAGi5d7TYoU0ClfZAMqGdSQOCH6DsWGFJAb5oi7AHGUkC9/uJkEHlSQDzYb7UxNFJAhFYU6V7qUkACWyNmfC5TQIzV1t8e2FJArAfo6gG6UkAN7B1TA3tTQKwH6OoBulJAPNhvtTE0UkBRYNKpeZBSQAAAAAAAwFJA95DLioESUkBL1K5E7UpSQPAROUG4G1NA8MEHH3zwUkCEVhTpXupSQNgT9oQ9YVNAX3gvvBfeU0ArIBiSLaJTQLETO7ETO1NAnJubm5ubU0AO09wFfxVTQJNvvBDpKFJAb8+KVR9cUkCENic3Ea5SQECQqvtJI1JAS9SuRO1KUkCGpM6Ou0dTQCWXoEo/c1JA4IfoOxYYUkAaLl3tNihTQP8yCgKa61NAFsTkCmLyU0BfeC+8F95TQGq7C6NWoFFAhCBKE3olUEDw+77v+75PQPBs1Hc26k9ApqWlpaWlUUAN9tDb96pRQC0pB0SGe1FArTMnosFmUUBAkKr7SSNSQINYNXdQdlFART7rBlPkUEA5tSYcoC5RQK7sc0hNsFFA5J9VxpkQUUBAI5n1Fe5QQPdYy9ABu1FAc4AELcKVUUBzgAQtwpVRQPVKeO6ltVFATGgvob2EUkD6aDUJUfxRQEGvZ0nQ61FAhDYnNxGuUkCiUy2pB7RSQCWXoEo/c1JA4uHh4eFhUkDhtMO+FU5TQLAgHUqd9lJAH5uRQ12WUkB9ILuwGAlTQMprKK+hvFNAd5wqgH+BU0B9ILuwGAlTQBbE5Api8lNAspCFLGRhVED22YzvjxRUQDxWXbyn0FNAKaWUUkopVECcm5ubm5tTQPDBBx988FJAsRM7sRM7U0ArIBiSLaJTQGKSWwkOlVNAaKwPjfUhU0AO09wFfxVTQMprKK+hvFNAFsTkCmLyU0B3nCqAf4FTQBNyKuAXblNA0WABpDwwVECq5cJdfZNUQKBv9RH7oVRAPqPVg+NlVUDopqQ6xAZWQHj7IYG3H1ZAfjS2gctJVkCQogpSVEFWQGDkDAsulVVATFNYurEJVUDEiBEjRoxUQExTWLqxCVVAYWe4sL52VEBfeC+8F95TQF/KmN1Jw1NA9tmM748UVECLdIt0i3RTQPGrMZEeqFJASWMWj+sCU0DwETlBuBtTQPDBBx988FJA8MEHH3zwUkDGUPLWhI5TQGisD431IVNAH5uRQ12WUkBvz4pVH1xSQH0gu7AYCVNA8MEHH3zwUkCsB+jqAbpSQIQ2JzcRrlJAGi5d7TYoU0Bu6W6kReRSQJc9lkvbOVJA95DLioESUkCwIB1KnfZSQPGrMZEeqFJAJZegSj9zUkDtc0hNMN5SQKCOqotlQVNA8MEHH3zwUkCsB+jqAbpSQAAAAAAAiFNAoI6qi2VBU0Bba6211lpTQHkzQf1zG1RAFsTkCmLyU0BfypjdScNTQHecKoB/gVNA48MVrS8+VEDAUE3HXCJUQNFgAaQ8MFRArLmaq7maVEBXQW0GputUQExTWLqxCVVAU+SzbjBFVEBT5LNuMEVUQBrrQ2N9aFRAymsor6G8U0DA7AGzB8xSQFtrrbXWWlNAX3gvvBfeU0AAAAAAAABUQDxWXbyn0FNADThp+8U0U0ACWyNmfC5TQF94L7wX3lNA4IurH3RUU0BJzFRYEdJSQFhd70nwDFJAcIc0ypmKUkCev8VpzfZRQFzXFi2YYVFAYXMg0QqbUUDqZSRWw8VRQMdxHMdxXFFAab2AbU5XUUCTPHEs/tVRQGFzINEKm1FA9Up47qW1UUB2Yid2YgdSQGFzINEKm1FAQJCq+0kjUkBvz4pVH1xSQLdt27Zt21FA6mUkVsPFUUD30D4r5X5SQB5wpGiIP1JAgrl2YK4dUkDwwQcffPBSQFFg0ql5kFJA4uHh4eFhUkCiUy2pB7RSQIRWFOle6lJACA7nDzlFUkAIDucPOUVSQGisD431IVNAGFGtsy+iUkAVjiVkYFZSQPpdLW7C/FJAAlsjZnwuU0BRYNKpeZBSQMZQ8taEjlNAPFZdvKfQU0BorA+N9SFTQIRWFOle6lJAKyAYki2iU0B2Xdd1XddTQLETO7ETO1NAGFGtsy+iUkBAkKr7SSNSQPpdLW7C/FJAGi5d7TYoU0D6XS1uwvxSQKwH6OoBulJAaKwPjfUhU0DxqzGRHqhSQAgO5w85RVJAdmIndmIHUkAfm5FDXZZSQFFg0ql5kFJAL7rooosuUkDqZSRWw8VRQFFg0ql5kFJAGFGtsy+iUkCg7d4qTfFRQPpoNQlR/FFAhDYnNxGuUkBL1K5E7UpSQJ/8SgzYAVJAHnCkaIg/UkBRYNKpeZBSQIK5dmCuHVJAm8YW/yjLUUDi4eHh4WFSQAahANlxbVJAYXMg0QqbUUBBr2dJ0OtRQLAgHUqd9lJAScxUWBHSUkBwhzTKmYpSQBouXe02KFNAd5wqgH+BU0Ccm5ubm5tTQG7pbqRF5FJApX2QDKhnUkBMaC+hvYRSQOG0w74VTlNAfSC7sBgJU0AAAAAAAMBSQFtrrbXWWlNAi3SLdIt0U0CsB+jqAbpSQAgO5w85RVJAGFGtsy+iUkDxqzGRHqhSQPpoNQlR/FFA3BF3xB1xUUAGoQDZcW1SQMvqXfJgwFFAZqUw8JHQUUAAAAAAAMBSQPfQPivlflJAQJCq+0kjUkD6XS1uwvxSQH0gu7AYCVNA4IfoOxYYUkAvuuiiiy5SQKJTLakHtFJA3aqPHS5SUUDdqo8dLlJRQExoL6G9hFJA91jL0AG7UUA7IxVzqzNRQA320Nv3qlFACA7nDzlFUkAVikrCVuZRQG/PilUfXFJAbulupEXkUkBYXe9J8AxSQG/PilUfXFJADewdUwN7U0DwETlBuBtTQExoL6G9hFJAjNXW3x7YUkAfm5FDXZZSQPVKeO6ltVFA91jL0AG7UUBJzFRYEdJSQEGvZ0nQ61FAP8d1kuDgUUDhtMO+FU5TQOCLqx90VFNAsCAdSp32UkACWyNmfC5TQP8yCgKa61NAYpJbCQ6VU0BRYNKpeZBSQPVKeO6ltVFAJZegSj9zUkC3bdu2bdtRQC0pB0SGe1FACqVQCqVQUkCXPZZL2zlSQJvGFv8oy1FAQa9nSdDrUUAfm5FDXZZSQDzYb7UxNFJAL7rooosuUkBvmiLsAcZSQPfQPivlflJA95DLioESUkBwhzTKmYpSQAGUA9dJD1NACqVQCqVQUkBwhzTKmYpSQKnNt5GoZ1NAymsor6G8U0Ds9Xq9Xq9TQKnNt5GoZ1NAxlDy1oSOU0DAUE3HXCJUQIy6PPHDqFNA8BE5QbgbU0BfypjdScNTQH0gu7AYCVNAFYpKwlbmUUCTPHEs/tVRQFFg0ql5kFJAoO3eKk3xUUAjBwgp7mtRQFhd70nwDFJAGFGtsy+iUkBMaC+hvYRSQKV9kAyoZ1JAdSiajZtvVEAa60NjfWhUQBouXe02KFNAoQhFKEIRVUBXQW0GputUQFdBbQam61RAhb3cX1OFVUA0fITAMzdUQOz1er1er1NAUwg0hUBTVED1nY36zkZVQA00vww0v1RAYQ+/9dUGVEB2Xdd1XddTQPWdjfrORlVAsZJcRMDcVEB1KJqNm29UQBNyKuAXblNAPFZdvKfQU0DwwQcffPBSQPpoNQlR/FFAL7rooosuUkCsB+jqAbpSQJNvvBDpKFJAlz2WS9s5UkDwETlBuBtTQKJTLakHtFJAZqUw8JHQUUD3kMuKgRJSQPpdLW7C/FJAUWDSqXmQUkB2Yid2YgdSQBWKSsJW5lFAS9SuRO1KUkCDWDV3UHZRQGFzINEKm1FABqEA2XFtUkB2Yid2YgdSQJvGFv8oy1FApX2QDKhnUkAN9tDb96pRQI8oGsG5OFFAk2+8EOkoUkCev8VpzfZRQGFzINEKm1FAGFGtsy+iUkCENic3Ea5SQDzYb7UxNFJAHnCkaIg/UkCGpM6Ou0dTQB+bkUNdllJAS9SuRO1KUkACWyNmfC5TQOG0w74VTlNAX3gvvBfeU0CEVhTpXupSQK0zJ6LBZlFAZFQf07yJUEDHSIG777hQQHZiJ3ZiB1JAb8+KVR9cUkA82G+1MTRSQFhd70nwDFJAhqTOjrtHU0ACWyNmfC5TQB+bkUNdllJAgrl2YK4dUkAYUa2zL6JSQKalpaWlpVFAMgfcs3yQUUD30D4r5X5SQCWXoEo/c1JA6mUkVsPFUUBmpTDwkdBRQPGrMZEeqFJA4uHh4eFhUkDi4eHh4WFSQFtrrbXWWlNAGi5d7TYoU0C9/uJkEHlSQExoL6G9hFJASWMWj+sCU0CXPZZL2zlSQEMgtC2/gFFAWF3vSfAMUkCEVhTpXupSQPpdLW7C/FJAi3SLdIt0U0Cq5cJdfZNUQIt0i3SLdFNA8MEHH3zwUkAN7B1TA3tTQDxWXbyn0FNA4bTDvhVOU0Bu6W6kReRSQIt0i3SLdFNAAZQD10kPU0BRYNKpeZBSQG+aIuwBxlJAE3Iq4BduU0CEVhTpXupSQPfQPivlflJASWMWj+sCU0BorA+N9SFTQIRWFOle6lJA2BP2hD1hU0AAAAAAAABUQHZd13Vd11NAAAAAAAAAVEDIdWQKNkxUQH0gu7AYCVNAPNhvtTE0UkACWyNmfC5TQBNyKuAXblNAwOwBswfMUkCsB+jqAbpSQBNyKuAXblNAjNXW3x7YUkAvuuiiiy5SQPAROUG4G1NAqc23kahnU0AIDucPOUVSQDIH3LN8kFFAm8YW/yjLUUAVikrCVuZRQK7sc0hNsFFAUWDSqXmQUkCEVhTpXupSQDzYb7UxNFJAYV3/mkScUkCLdIt0i3RTQPAROUG4G1NAAAAAAADAUkBorA+N9SFTQLETO7ETO1NAHnCkaIg/UkBAkKr7SSNSQPpdLW7C/FJACqVQCqVQUkDgh+g7FhhSQIQ2JzcRrlJA4IfoOxYYUkD1SnjupbVRQFFg0ql5kFJA7XNITTDeUkA82G+1MTRSQBWKSsJW5lFATGgvob2EUkCwIB1KnfZSQAahANlxbVJAvf7iZBB5UkD6XS1uwvxSQFFg0ql5kFJAb8+KVR9cUkANOGn7xTRTQIt0i3SLdFNASWMWj+sCU0DYE/aEPWFTQHUomo2bb1RAb5oi7AHGUkAGoQDZcW1SQPpdLW7C/FJAGFGtsy+iUkBquwujVqBRQOLh4eHhYVJAbulupEXkUkAvuuiiiy5SQC+66KKLLlJA+l0tbsL8UkBJzFRYEdJSQAgO5w85RVJAvf7iZBB5UkDA7AGzB8xSQC0pB0SGe1FATm1qU5vaUEC3bdu2bdtRQFzXFi2YYVFAQJm40r0BUUBmpTDwkdBRQEnMVFgR0lJAQa9nSdDrUUDqZSRWw8VRQCWXoEo/c1JAk2+8EOkoUkDaH+2P9kdRQNof7Y/2R1FAc4AELcKVUUDHSIG777hQQLiQs+8ld1BApqWlpaWlUUDX6QmJkxVRQLSYzmI6i1FApX2QDKhnUkD3WMvQAbtRQDPk9zLk91BA91jL0AG7UUAN9tDb96pRQKFME8o0oVBAQJm40r0BUUBAkKr7SSNSQOSfVcaZEFFAjC666KILUUAvuuiiiy5SQGalMPCR0FFA3aqPHS5SUUAll6BKP3NSQExoL6G9hFJAMgfcs3yQUUDaH+2P9kdRQEGvZ0nQ61FAQCOZ9RXuUECyJhYh6m1QQDm1JhygLlFAM+T3MuT3UEAwR71ykVtQQBxgpRUz6VBAFYpKwlbmUUCmpaWlpaVRQLdt27Zt21FAb5oi7AHGUkAVikrCVuZRQA320Nv3qlFADfbQ2/eqUUDgh+g7FhhSQCNoOKn78lBART7rBlPkUEBBr2dJ0OtRQPdYy9ABu1FAYXMg0QqbUUBAkKr7SSNSQAqlUAqlUFJAXNcWLZhhUUAjaDip+/JQQECQqvtJI1JAYXMg0QqbUUBXCWAzkBpRQFcJYDOQGlFA+yVPlc/8UEALaNyt8wpQQIDl+IkvAlBAObUmHKAuUUCkOdIcaY5QQDiu+8Z131BAFYpKwlbmUUBmpTDwkdBRQEMgtC2/gFFAFYpKwlbmUUAvuuiiiy5SQOSfVcaZEFFATm1qU5vaUEBzgAQtwpVRQKeX26oczFBATm1qU5vaUEDqZSRWw8VRQK7sc0hNsFFA91jL0AG7UUDA7AGzB8xSQEnMVFgR0lJAvf7iZBB5UkBRYNKpeZBSQNgT9oQ9YVNAdl3XdV3XU0DvLzbkT1pUQOG0w74VTlNAIwcIKe5rUUAgXJjUEE1RQPAROUG4G1NAxIgRI0aMVEAppZRSSilUQPARO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-    "# First, we create a RR interval plot\n",
-    "rr_plot = plot_rr(peaks, input_type='peaks', backend='bokeh', figsize=250)\n",
-    "\n",
-    "show(    \n",
-    "    # Then we add events annotations to this plot using the plot_events function\n",
-    "    plot_events(triggers_idx=triggers_idx, backend=\"bokeh\", events_labels=[\"Disgust\", \"Neutral\"],\n",
-    "                tmin=-0.5, tmax=10.0, palette=[sns.xkcd_rgb[\"denim blue\"], sns.xkcd_rgb[\"pale red\"]],\n",
-    "                ax=rr_plot.children[0])\n",
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-   "source": [
-    "However, it is still difficult to see if a general tendency emerges from the time course of the heart rate following the stimulations, and if the two conditions differ from one another. "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "28860b28",
-   "metadata": {},
-   "source": [
-    "### Evoked plot"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e5794f88",
-   "metadata": {},
-   "source": [
-    "Systole provides a function `to_epochs` that can easily convert raw signal and triggers vectors into the corresponding epochs array. An epoch is simply a 2d matrix containing the signal of interest sliced using some interval around the trigers. It is also common practice to baseline correct these signal using the value at *t*=`0` or some interval before the stimuli (e.g., the average interval from 1 second pre-baseline), so the evoked response can be more readily interpreted.\n",
-    "\n",
-    "This function accepts several arguments and can be used in a variety of ways (see documentation). Here, we provide the trigger idexes using the `triggers_idx` parameter (the sames where a trigger was recorded, here indicating that an image appeared on the screen). The `apply_baseline` parameter is set to `(-1.0, 0.0)` to indicate that we want substract the average of the signal value one second before the triggers appear."
-   ]
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-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "8011e37a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "epoch, rejected = to_epochs(signal=signal, triggers_idx=triggers_idx, apply_baseline=(-1.0, 0.0))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9458ca97",
-   "metadata": {},
-   "source": [
-    "The function returns two objects:\n",
-    "* A 2d epoch array, that contains the signal of interest in the range around the trigger.\n",
-    "* A 1d reject array that indexes the rejected trials during the epoching process.\n",
-    "\n",
-    "Trials can be rejected because\n",
-    "1. They contain artefacts. The artefacted part of the recording can be indexed using the `reject` parameter.\n",
-    "2. The time range of the trial lies outside the signal range. This can be the case for the first or the last trials "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6df492b0",
-   "metadata": {},
-   "source": [
-    "Visualization of the event related instantaneous heart rate: "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "38f228d0",
-   "metadata": {},
-   "outputs": [
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DAIO8FFx3kAMCAPxZVCbEAwA==\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[110]}},\"selected\":{\"id\":\"2025\"},\"selection_policy\":{\"id\":\"2024\"}},\"id\":\"1880\",\"type\":\"ColumnDataSource\"}],\"root_ids\":[\"1713\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.0\"}};\n",
-       "  const render_items = [{\"docid\":\"430f56b3-c6f7-4710-8121-1f11ac932905\",\"root_ids\":[\"1713\"],\"roots\":{\"1713\":\"64dbff5f-f2a6-4802-bf70-4548083b08cd\"}}];\n",
-       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
-       "\n",
-       "  }\n",
-       "  if (root.Bokeh !== undefined) {\n",
-       "    embed_document(root);\n",
-       "  } else {\n",
-       "    let attempts = 0;\n",
-       "    const timer = setInterval(function(root) {\n",
-       "      if (root.Bokeh !== undefined) {\n",
-       "        clearInterval(timer);\n",
-       "        embed_document(root);\n",
-       "      } else {\n",
-       "        attempts++;\n",
-       "        if (attempts > 100) {\n",
-       "          clearInterval(timer);\n",
-       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
-       "        }\n",
-       "      }\n",
-       "    }, 10, root)\n",
-       "  }\n",
-       "})(window);"
-      ],
-      "application/vnd.bokehjs_exec.v0+json": ""
-     },
-     "metadata": {
-      "application/vnd.bokehjs_exec.v0+json": {
-       "id": "1713"
-      }
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "show(\n",
-    "    plot_evoked(rr=peaks, triggers_idx=triggers_idx, input_type=\"peaks\", backend=\"bokeh\", \n",
-    "                palette=[sns.xkcd_rgb[\"pale red\"], sns.xkcd_rgb[\"denim blue\"]], decim=100,\n",
-    "                apply_baseline=(-1.0, 0.0), figsize=(400, 400))\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "3bb793b6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1080x432 with 3 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fig, axs = plt.subplots(1, 3, figsize=(15, 6), sharey=True)\n",
-    "\n",
-    "for i, kind in enumerate([\"cubic\", \"linear\", \"previous\"]):\n",
-    "    axs[i].set_title(f\"Interpolation: {kind}\")\n",
-    "    plot_evoked(\n",
-    "        rr=peaks, triggers_idx=triggers_idx, input_type=\"peaks\", kind=kind,\n",
-    "        palette=[sns.xkcd_rgb[\"pale red\"], sns.xkcd_rgb[\"denim blue\"]], labels=[\"Disgust\", \"Neutral\"],\n",
-    "        decim=100, apply_baseline=(-1.0, 0.0), figsize=(6, 6), ax=axs[i], ci=68\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8d790d7f",
-   "metadata": {},
-   "source": [
-    "This concludes the tutorial on using systole for evoked HR analysis! "
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4b233bea",
-   "metadata": {},
-   "source": [
-    "**References***\n",
-    "\n",
-    "**[1]** Legrand, N., Etard, O., Vandevelde, A., Pierre, M., Viader, F., Clochon, P., Doidy, F., Peschanski, D., Eustache, F., & Gagnepain, P. (2020). Long-term modulation of cardiac activity induced by inhibitory control over emotional memories. *Scientific Reports, 10(1)*. https://doi.org/10.1038/s41598-020-71858-2 "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "723b27a4",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.7.9"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/source/tutorials.rst b/source/tutorials.rst
deleted file mode 100644
index 94b240d5..00000000
--- a/source/tutorials.rst
+++ /dev/null
@@ -1,99 +0,0 @@
-.. _api_ref:
-
-Tutorials
-=========
-
-Systole_ is a Python package oriented to physiological
-signal analysis, with the main focus on cardiac activity. The notion that cognition
-and metacognition are influenced by body states and physiological signals - heart
-rate, and heart rate variability being the most prominent ones - is extensively
-investigated by cognitive neuroscience. Systole_ was first developed to help
-interfacing psychological tasks (e.g using Psychopy) 
-with physiological recording in the context of psychophysiology experiments. It 
-has progressively grown and integrates more algorithms and metrics, and embeds 
-several static and dynamic plotting utilities that we think make it useful to 
-generate reports, helps to produce clear and transparent research outputs, and 
-participates in creating more robust and open science overall.
-
-These tutorials introduce both the basic concepts of cardiac signal analysis and their
-implementation with examples of analysis using Systole. The focus and the illustrations
-are largely derived from the cognitive science approach and interest, but it can be
-of interest to anyone willing to use Systole or learn about cardiac signal analysis
-in general.
-
-.. _Systole: https://systole-docs.github.io/
-
-.. panels::
-
-   - 1 - Cardiac signals
-   ^^^^^^^^^^^^^^^^^^^^^
-
-   .. toctree::
-      :maxdepth: 4
-
-      notebooks/1-PhysiologicalSignals.ipynb
-
-   +++
-   .. image:: https://colab.research.google.com/assets/colab-badge.svg
-      :target: https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/source/notebooks/1-PhysiologicalSignals.ipynb
-      :align: center
-
-   ---
-
-   - 2 - Cardicac cycles
-   ^^^^^^^^^^^^^^^^^^^^^
-
-   .. toctree::
-      :maxdepth: 4
-
-      notebooks/2-DetectingCycles.ipynb
-
-   +++
-   .. image:: https://colab.research.google.com/assets/colab-badge.svg
-      :target: https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/source/notebooks/2-DetectingCycles.ipynb
-      :align: center
-
-   ---
-
-   - 3 - Artefacts
-   ^^^^^^^^^^^^^^^
-
-   .. toctree::
-      :maxdepth: 4
-
-      notebooks/3-DetectingAndCorrectingArtefacts.ipynb
-
-   +++
-   .. image:: https://colab.research.google.com/assets/colab-badge.svg
-      :target: https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/source/notebooks/3-DetectingAndCorrectingArtefacts.ipynb
-      :align: center
-      
-   ---
-
-   - 4 - HRV
-   ^^^^^^^^^
-
-   .. toctree::
-      :maxdepth: 4
-
-      notebooks/4-HeartRateVariability.ipynb
-
-   +++
-   .. image:: https://colab.research.google.com/assets/colab-badge.svg
-      :target: https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/source/notebooks/4-HeartRateVariability.ipynb
-      :align: center
-
-   ---
-
-   - 5 - Evoked HRV
-   ^^^^^^^^^^^^^^^^
-
-   .. toctree::
-      :maxdepth: 4
-
-      notebooks/5-InstantaneousHeartRate.ipynb
-
-   +++
-   .. image:: https://colab.research.google.com/assets/colab-badge.svg
-      :target: https://colab.research.google.com/github/embodied-computation-group/systole/blob/dev/source/notebooks/5-InstantaneousHeartRate.ipynb
-      :align: center
diff --git a/systole/__init__.py b/systole/__init__.py
index e6feaf1b..091a7109 100644
--- a/systole/__init__.py
+++ b/systole/__init__.py
@@ -2,7 +2,8 @@
 from .datasets import *
 from .detection import *
 from .hrv import *
+from .io import *
 from .plots import *
 from .utils import *
 
-__version__ = "0.2.2"
+__version__ = "0.2.3"
diff --git a/systole/correction.py b/systole/correction.py
index ac5896d8..03c1eb15 100644
--- a/systole/correction.py
+++ b/systole/correction.py
@@ -1,103 +1,273 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import Dict, List, Union
+from typing import Dict, List, Optional, Tuple, Union
 
 import numpy as np
-from scipy.interpolate import interp1d
+from numba import jit
+from scipy.stats import norm
 
 from systole.detection import rr_artefacts
 from systole.utils import input_conversion
 
 
-def correct_extra(rr: Union[List, np.ndarray], idx: int) -> np.ndarray:
-    """Correct extra beats by removing the RR interval.
+@jit(nopython=True)
+def correct_extra_rr(
+    rr: np.ndarray,
+    extra_idx: np.ndarray,
+    artefacts: np.ndarray = np.array([[], []], dtype=np.bool_),
+) -> Tuple[np.ndarray, np.ndarray]:
+    """Correct extra heartbeat(s) by removing the RR interval(s). Will also update the
+    artefacts array accordingly if this one is provided.
 
     Parameters
     ----------
-    rr : np.ndarray or list
-        RR intervals.
-    idx : int
-        Index of the extra RR interval.
+    rr : np.ndarray
+        1d array of RR intervals (ms).
+    extra_idx : np.ndarray
+        1d array of the index(es) of the extra RR interval(s).
+    artefacts : np.ndarray
+        A numpy array (artefacts x time) of artefacts logs, build form the dictionary
+        returned by py:`func:systole.detection.rr_artefacts()`. This array will be
+        updated as intervals are removed.
 
     Returns
     -------
     clean_rr : np.ndarray
         Corrected RR intervals.
+    artefacts : np.ndarray (optional)
+        The updated dictionary of artefacts logs originally returned by
+        py:`func:systole.detection.rr_artefacts()`.
+
     """
-    if isinstance(rr, list):
-        rr = np.asarray(rr)
 
-    clean_rr = rr
+    # Set defaults values for the outputs
+    clean_rr, new_artefacts = rr.copy(), artefacts.copy()
 
-    if idx == len(clean_rr):
-        clean_rr = np.delete(clean_rr, idx - 1)
-    else:
-        # Add the extra interval to the next one
-        clean_rr[idx + 1] = clean_rr[idx + 1] + clean_rr[idx]
-        # Remove current interval
+    for i in range(len(extra_idx)):
+
+        # Which RR interval should be corrected
+        idx = extra_idx[i]
+
+        # If this is the last interval in the time series the interval is removed as we
+        # cannot merge its value with the next one, otherwise transfer this value
+        if idx < len(clean_rr) - 1:
+            # Transfer the extra time to the next interval
+            clean_rr[idx + 1] = clean_rr[idx + 1] + clean_rr[idx]
+
+        # Remove the extra interval
         clean_rr = np.delete(clean_rr, idx)
 
-    return clean_rr
+        # If the artefact array was provided, update it accordingly by removing a col.
+        if artefacts.any():
+            new_artefacts = np.zeros(shape=(5, artefacts.shape[1] - 1), dtype=np.bool_)
+            for i in range(5):
+                new_artefacts[i, :] = np.delete(artefacts[i, :], idx)
+            artefacts = new_artefacts.copy()
+
+        # Update the artifacts indexes accordingly
+        # Here we have removed a RR interval
+        extra_idx = extra_idx - 1
 
+    return clean_rr, new_artefacts
 
-def correct_missed(rr: Union[List, np.ndarray], idx: int) -> np.ndarray:
-    """Correct missed beats by adding a new RR interval.
+
+@jit(nopython=True)
+def correct_missed_rr(
+    rr: np.ndarray,
+    missed_idx: np.ndarray,
+    artefacts: np.ndarray = np.array([[], []], dtype=np.bool_),
+) -> Tuple[np.ndarray, np.ndarray]:
+    """Correct missed heartbeat(s) by adding new RR intervals. Will also update the
+    artefacts array accordingly if this one is provided.
 
     Parameters
     ----------
-    rr : np.ndarray or list
-        RR intervals.
-    idx : int
-        Index of the missed RR interval.
+    rr : np.ndarray
+        RR intervals (ms).
+    missed_idx : np.ndarray
+        Index of the extra RR interval.
+    artefacts : np.ndarray
+        A numpy array (artefacts x time) of artefacts logs, build form the dictionary
+        returned by py:`func:systole.detection.rr_artefacts()`. This array will be
+        updated as intervals are added.
 
     Returns
     -------
     clean_rr : np.ndarray
         Corrected RR intervals.
+    artefacts : dict (optional)
+        If the artefacts dictionary was provided, also return the updated version of
+        this dictionary with the new artifacts idexes.
+
     """
-    if isinstance(rr, list):
-        rr = np.asarray(rr)
 
-    clean_rr = rr
+    # Set defaults values for the outputs
+    clean_rr, new_artefacts = rr.copy(), artefacts.copy()
 
-    # Divide current interval by 2
-    clean_rr[idx] /= 2
+    for i in range(len(missed_idx)):
 
-    # Add a second interval
-    clean_rr = np.insert(clean_rr, idx, clean_rr[idx])
+        # Which RR interval should be corrected
+        idx = missed_idx[i]
 
-    return clean_rr
+        # Divide this interval by 2
+        clean_rr[idx] /= 2
 
+        # Add a another interval
+        clean_rr = np.concatenate(
+            (clean_rr[:idx], np.array([clean_rr[idx]]), clean_rr[idx:])
+        )
 
-def interpolate_bads(
-    rr: Union[List, np.ndarray], idx: Union[int, List, np.ndarray]
-) -> np.ndarray:
-    """Correct long and short beats using interpolation.
+        # If the artefact array was provided, update it accordingly by adding a col.
+        if artefacts.any():
+            new_artefacts = np.zeros(shape=(5, artefacts.shape[1] + 1), dtype=np.bool_)
+            for i in range(5):
+                new_artefacts[i, :] = np.concatenate(
+                    (
+                        artefacts[i, :][:idx],
+                        np.array([False], dtype=np.bool_),
+                        artefacts[i, :][idx:],
+                    )
+                )
+            artefacts = new_artefacts.copy()
+
+        # Update the artifacts indexes accordingly
+        # Here we have added a new RR interval
+        missed_idx = missed_idx + 1
+
+    return clean_rr, new_artefacts
+
+
+@jit(nopython=True)
+def interpolate_rr(rr: np.ndarray, idx: np.ndarray) -> np.ndarray:
+    """Correct long or short beat(s) using linear interpolation.
 
     Parameters
     ----------
-    rr : np.ndarray or list
+    rr : np.ndarray
         RR intervals (ms).
-    idx : int, np.ndarray or list
-        Index of the RR interval to correct.
+    idx : int, np.ndarray
+        Index of the RR interval that should be interpolated.
 
     Returns
     -------
     clean_rr : np.ndarray
-        Corrected RR intervals.
+        The corrected RR intervals.
+
     """
-    if isinstance(rr, list):
-        rr = np.asarray(rr)
 
-    x = np.arange(0, len(rr))
+    # Create time vector
+    time = np.arange(0, len(rr))
 
     # Correction of artefacts
-    f = interp1d(np.delete(x, idx), np.delete(rr, idx))
-    clean_rr = f(x)
+    clean_rr = np.interp(time, np.delete(time, idx), np.delete(rr, idx))
 
     return clean_rr
 
 
+@jit(nopython=True)
+def _correct_rr(
+    rr: np.ndarray,
+    artefacts: np.ndarray,
+    extra_correction: bool = True,
+    missed_correction: bool = True,
+    short_correction: bool = True,
+    long_correction: bool = True,
+    ectopic_correction: bool = True,
+    verbose: bool = True,
+) -> Tuple[
+    np.ndarray, Tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray, np.ndarray]
+]:
+    """Internal jited function to correct RR artefacts from artefacts dictionary."""
+
+    if verbose:
+        print("Cleaning the RR interval time series.")
+
+    clean_rr = rr.copy()
+
+    # Correct missed beats
+    if missed_correction:
+        nMissed = np.sum(artefacts[0, :])
+        if nMissed > 0:
+
+            # Correct the missed artefacts and update the artefacts dictonary
+            clean_rr, artefacts = correct_missed_rr(
+                rr=clean_rr,
+                missed_idx=np.where(artefacts[0, :])[0],
+                artefacts=artefacts.copy(),
+            )
+
+            if verbose:
+                print(f"... correcting {nMissed} missed interval(s).")
+
+    # Correct extra beats
+    if extra_correction:
+        nExtra = np.sum(artefacts[1, :])
+        if nExtra > 0:
+
+            # Correct the extra artefacts and update the artefacts dictonary
+            clean_rr, artefacts = correct_extra_rr(
+                rr=clean_rr,
+                extra_idx=np.where(artefacts[1, :])[0],
+                artefacts=artefacts.copy(),
+            )
+
+            if verbose:
+                print(f"... correcting {nExtra} extra interval(s).")
+
+    # Correct for ectopic, short and long heartbeats beats - If multiple corrections
+    # are required, interpolate everything in a single pass to avoid interpolating from
+    # corrupted RR intervals.
+    if sum([ectopic_correction, short_correction, long_correction]) > 0:
+
+        # Create a boolean vector of correction that will be updated accordingly
+        correction_vector = np.zeros(artefacts.shape[1], dtype=np.bool_)
+
+        if ectopic_correction:
+            nEctopic = np.sum(artefacts[2, :])
+            if nEctopic > 0:
+
+                # Also correct the heartbeat before - ectopic beats are preceeded by short
+                # or long intervals. Here we automatically correct for both, and mark those
+                # interval as corrected.
+                for i in np.where(artefacts[2, :])[0]:
+                    if (i > 0) & (i < len(artefacts[2, :])):
+                        artefacts[2, :][i - 1] = True
+                        artefacts[3, :][i - 1] = False
+                        artefacts[4, :][i - 1] = False
+
+                assert len(correction_vector) == len(artefacts[2, :])
+                correction_vector = correction_vector | artefacts[2, :]
+
+                if verbose:
+                    print(f"... correcting {nEctopic} ectopic interval(s).")
+
+        if short_correction:
+            nShort = np.sum(artefacts[3, :])
+            if nShort > 0:
+
+                assert len(correction_vector) == len(artefacts[3, :])
+                correction_vector = correction_vector | artefacts[3, :]
+
+                if verbose:
+                    print(f"... correcting {nShort} short interval(s).")
+
+        if long_correction:
+            nLong = np.sum(artefacts[4, :])
+            if nLong > 0:
+
+                assert len(correction_vector) == len(artefacts[4, :])
+                correction_vector = correction_vector | artefacts[4, :]
+
+                if verbose:
+                    print(f"... correcting {nLong} long interval(s).")
+
+        # Interpolate the interval marked as incorrect (short, long and/or ectopic)
+        assert len(correction_vector) == len(clean_rr)
+        clean_rr = interpolate_rr(rr=clean_rr, idx=np.where(correction_vector)[0])
+
+    return clean_rr, (nMissed, nExtra, nEctopic, nShort, nLong)
+
+
 def correct_rr(
     rr: Union[List, np.ndarray],
     extra_correction: bool = True,
@@ -105,16 +275,19 @@ def correct_rr(
     short_correction: bool = True,
     long_correction: bool = True,
     ectopic_correction: bool = True,
-    n_iterations: int = 2,
     input_type: str = "rr_ms",
     verbose: bool = True,
-) -> Dict[str, Union[int, np.ndarray]]:
+) -> Tuple[
+    np.ndarray, Tuple[np.ndarray, np.ndarray, np.ndarray, np.ndarray, np.ndarray]
+]:
     """Correct long and short beats using interpolation.
 
     Parameters
     ----------
     rr : np.ndarray
-        RR intervals (ms).
+        RR intervals (expressed in seconds or miliseconds), boolean peaks vector or
+        peaks indexes. The function will automatically convert the input into RR
+        intervals (ms).
     extra_correction : bool
       If `True` (deault), correct extra beats in the RR time series.
     missed_correction : bool
@@ -126,7 +299,8 @@ def correct_rr(
     ectopic_correction : bool
       If `True` (deault), correct ectopic beats in the RR time series.
     n_iterations : int
-        How many time to repeat the detection-correction process. Defaults to `2`.
+        Number of iterations (artifacts detection and artifacts correction). Defaults
+        to `1`.
     input_type : str
         The type of input vector. Default is `"rr_ms"` (a boolean vector where
         `1` represents the occurrence of R waves or systolic peaks).
@@ -137,26 +311,36 @@ def correct_rr(
 
     Returns
     -------
-    correction : dictionnary
-        The corrected RR time series and the number of artefacts corrected:
+    clean_rr, (nMissed, nExtra, nEctopic, nShort, nLong) : np.ndarray
+        The corrected RR time series and the number of artefacts corrected.
 
-        * clean_rr: np.ndarray
-            The corrected RR time-serie.
-        * ectopic: int
-            The number of ectopic beats corrected.
-        * short: int
-            The number of short beats corrected.
-        * long: int
-            The number of long beats corrcted.
-        * extra: int
-            The number of extra beats corrected.
-        * missed: int
-            The number of missed beats corrected.
+    Notes
+    -----
+    This function will correct artifacts in RR intervals time series (ms) following the
+    method presented in [1]_. First, artifacts are labelled using
+    py:`func:systole.detection.rr_artefacts()`. Then, artifacts are corrected in the
+    following order:
+    1. Missed heartbeats (add one heartbeat).
+    2. Extra heartbeats (remove one heartbeat).
+    3. Ectopic heartbeats (interpolate the values of the two heartbeats).
+    4. Short heartbeats (interpolate the value of the heartbeat).
+    5. Long heartbeats (interpolate the value of the heartbeat).
+    These steps can be repeated by changing the `n_iterations` parameter.
+
+    When adding or removing an RR interval (missed and extra artefacts), the `artefacts`
+    arrays are updated accordingly.
 
     See also
     --------
     correct_peaks
 
+    References
+    ----------
+    .. [1] Lipponen, J. A., & Tarvainen, M. P. (2019). A robust algorithm for heart
+        rate variability time series artefact correction using novel beat
+        classification. Journal of Medical Engineering & Technology, 43(3), 173-181.
+        https://doi.org/10.1080/03091902.2019.1640306
+
     """
     rr = np.asarray(rr)
 
@@ -166,102 +350,31 @@ def correct_rr(
         else:
             rr = input_conversion(rr, input_type=input_type, output_type="rr_ms")
 
-    clean_rr = rr.copy()
-
-    artefacts = rr_artefacts(clean_rr)
-
-    if verbose:
-        print(f"Cleaning the RR interval time series using {n_iterations} iterations.")
-
-    nEctopic, nShort, nLong, nExtra, nMissed = 0, 0, 0, 0, 0
-
-    # Loop across n_iterations and perform the requested corrections
-    for n_it in range(n_iterations):
-
-        if verbose:
-            print(f" - Iteration {n_it+1} - ")
-
-        # Correct missed beats
-        if missed_correction:
-            if np.any(artefacts["missed"]):
-                this_nmissed = 0  # How many corrected missed beat this iteration
-                for this_id in np.where(artefacts["missed"])[0]:
-                    this_id += (
-                        this_nmissed  # Adjust idx according to previous corrections
-                    )
-                    clean_rr = correct_missed(clean_rr, this_id)
-                    this_nmissed += 1
-                if verbose:
-                    print(f"... correcting {this_nmissed} missed interval(s).")
-                nMissed += this_nmissed  # Update the total of corrected missed beats
-                artefacts = rr_artefacts(clean_rr)
-
-        # Correct extra beats
-        if extra_correction:
-            if np.any(artefacts["extra"]):
-                this_nextra = 0  # How many corrected extra beat this iteration
-                for this_id in np.where(artefacts["extra"])[0]:
-                    this_id -= (
-                        this_nextra  # Adjust idx according to previous corrections
-                    )
-                    clean_rr = correct_extra(clean_rr, this_id)
-                    this_nextra += 1
-                if verbose:
-                    print(f"... correcting {this_nextra} extra interval(s).")
-                nExtra += this_nextra  # Update the total of corrected missed beats
-                artefacts = rr_artefacts(clean_rr)
-
-        # Correct ectopic beats
-        if ectopic_correction:
-            if np.any(artefacts["ectopic"]):
-                # Also correct the beat before
-                for i in np.where(artefacts["ectopic"])[0]:
-                    if (i > 0) & (i < len(artefacts["ectopic"])):
-                        artefacts["ectopic"][i - 1] = True
-                this_id = np.where(artefacts["ectopic"])[0]
-                clean_rr = interpolate_bads(clean_rr, [this_id])
-                this_nectopic = int(np.sum(artefacts["ectopic"]))
-                if verbose:
-                    print(f"... correcting {this_nectopic} ectopic interval(s).")
-                artefacts = rr_artefacts(clean_rr)
-                nEctopic += (
-                    this_nectopic  # Update the total number of corrected ectopic beats
-                )
-
-        # Correct short beats
-        if short_correction:
-            if np.any(artefacts["short"]):
-                this_nshort = 0  # How many corrected short beat this iteration
-                this_id = np.where(artefacts["short"])[0]
-                clean_rr = interpolate_bads(clean_rr, this_id)
-                this_nshort += this_id.shape[0]
-                if verbose:
-                    print(f"... correcting {this_nshort} short interval(s).")
-                artefacts = rr_artefacts(clean_rr)
-                nShort += (
-                    this_nshort  # Update the total number of corrected short beats
-                )
-
-        # Correct long beats
-        if long_correction:
-            if np.any(artefacts["long"]):
-                this_nlong = 0
-                this_id = np.where(artefacts["long"])[0]
-                clean_rr = interpolate_bads(clean_rr, this_id)
-                this_nlong += this_id.shape[0]
-                if verbose:
-                    print(f"... correcting {this_nlong} long interval(s).")
-                artefacts = rr_artefacts(clean_rr)
-                nLong += this_nlong  # Update the total number of corrected long beats
-
-    return {
-        "clean_rr": clean_rr,
-        "ectopic": nEctopic,
-        "short": nShort,
-        "long": nLong,
-        "extra": nExtra,
-        "missed": nMissed,
-    }
+    # Artefacts detection
+    artefacts_dict = rr_artefacts(rr)
+
+    # Create the array from dict
+    artefacts = np.array(
+        [
+            artefacts_dict["missed"],
+            artefacts_dict["extra"],
+            artefacts_dict["ectopic"],
+            artefacts_dict["short"],
+            artefacts_dict["long"],
+        ],
+        dtype=bool,
+    )
+
+    return _correct_rr(
+        rr=rr,
+        artefacts=artefacts,
+        missed_correction=missed_correction,
+        extra_correction=extra_correction,
+        ectopic_correction=ectopic_correction,
+        short_correction=short_correction,
+        long_correction=long_correction,
+        verbose=verbose,
+    )
 
 
 def correct_peaks(
@@ -269,7 +382,7 @@ def correct_peaks(
     input_type: str = "peaks",
     extra_correction: bool = True,
     missed_correction: bool = True,
-    n_iterations: int = 2,
+    n_iterations: int = 1,
     verbose: bool = True,
 ) -> Dict[str, Union[int, np.ndarray]]:
     """Correct long, short, extra, missed and ectopic beats in peaks vector.
@@ -289,13 +402,13 @@ def correct_peaks(
     missed_correction : bool
       If `True` (default), correct missed peaks in the peaks time series.
     n_iterations : int
-        How many time to repeat the detection-correction process. Defaults to `2`.
+        How many time to repeat the detection-correction process. Defaults to `1`.
     verbose : bool
         Control the verbosity of the function. Defaults to `True`.
 
     Returns
     -------
-    correction : dictionnary
+    correction : dictionary
         The corrected RR time series and the number of artefacts corrected:
 
         * clean_peaks: np.ndarray
@@ -394,8 +507,8 @@ def correct_missed_peaks(peaks: Union[List, np.ndarray], idx: int) -> np.ndarray
 
     Parameters
     ----------
-    peaks : np.ndarray
-        Boolean vector of peaks.
+    peaks : np.ndarray | list
+        Boolean vector of peaks detection.
     idx : int
         Index of the peaks corresponding to the missed RR interval. The new peaks will
         be placed between this one and the previous one.
@@ -422,3 +535,88 @@ def correct_missed_peaks(peaks: Union[List, np.ndarray], idx: int) -> np.ndarray
     clean_peaks[previous_idx + interval] = True
 
     return clean_peaks
+
+
+def correct_ectopic_peaks(
+    peaks: Union[List, np.ndarray],
+    idx: int,
+    signal: Optional[Union[List, np.ndarray]] = None,
+) -> np.ndarray:
+    """Correct pseudo ectopic heartbeat in boolean peak vector.
+
+    Parameters
+    ----------
+    peaks : np.ndarray | list
+        Boolean vector of peaks detection.
+    idx : int
+        Index (sample number) of the peaks corresponding to the etopic interval
+        (i.e. the long interval following the short interval).
+    signal : np.ndarray | list | None
+        (Optional) The raw ECG or PPG signal. If provided, the pseudo-ectopic
+        interval is re-estimated using this signal.
+
+    Returns
+    -------
+    clean_peaks : np.ndarray
+        Corrected boolean vector of peaks.
+
+    Notes
+    -----
+    This function aims to correct misdetection or R wave (e.g. in the T wave) that
+    are labelled as ectopic beats by the artefact detection algorithm, in the form
+    of a short interval followed by a long interval. If the raw (ECG or PPG) signal
+    is provided, the most probable real peak location will be re-estimated using this
+    signal.
+
+    Raises
+    ------
+    ValueError
+        If the artefact index is outside the range of the peaks vector.
+
+    """
+
+    peaks = np.asarray(peaks, dtype=bool)
+    clean_peaks = peaks.copy()
+
+    if not peaks[idx]:
+        raise (ValueError("The index provided does not match with a peaks."))
+
+    # Position of artefact in the peaks time series
+    n = len(np.where(peaks[:idx])[0])
+
+    idx_1 = np.where(peaks)[0][n - 1]
+    idx_2 = np.where(peaks)[0][n - 2]
+
+    # Remove the intermediate peak
+    clean_peaks[idx_1] = False
+
+    if signal is not None:
+
+        signal = np.asarray(signal)
+
+        # Extract the signal of interest (n-2 -> n)
+        sub_signal = signal[idx_2:idx]
+
+        # Evidence for amplitude
+        amp = sub_signal - sub_signal.min()
+        amp = amp / amp.max()
+
+        # Evidence for centrality
+        cntr = norm.pdf(
+            np.arange(0, len(sub_signal)),
+            loc=len(sub_signal) / 2,
+            scale=len(sub_signal) / 6,
+        )
+
+        new_idx = idx_2 + np.argmax(amp * cntr)
+        clean_peaks[new_idx] = True
+
+    else:
+
+        # Estimate new interval
+        interval = int((idx - idx_2) / 2)
+
+        # Add peak in vector
+        clean_peaks[idx_2 + interval] = True
+
+    return clean_peaks
diff --git a/systole/detection.py b/systole/detection.py
index 7957ebb9..196699bf 100644
--- a/systole/detection.py
+++ b/systole/detection.py
@@ -1,11 +1,12 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import Dict, List, Tuple, Union
+from typing import Dict, List, Optional, Tuple, Union
 
 import numpy as np
 import pandas as pd
 from scipy.interpolate import interp1d
 from scipy.signal import find_peaks
+from sleepecg import detect_heartbeats
 
 from systole.detectors import (
     christov,
@@ -14,37 +15,54 @@
     moving_average,
     pan_tompkins,
 )
-from systole.utils import input_conversion, to_neighbour
+from systole.utils import find_clipping, input_conversion, nan_cleaning, to_neighbour
 
 
 def ppg_peaks(
-    x: Union[List, np.ndarray],
-    sfreq: int = 75,
+    signal: Union[List, np.ndarray, pd.Series],
+    sfreq: int,
     win: float = 0.75,
     new_sfreq: int = 1000,
     clipping: bool = True,
-    noise_removal: bool = True,
+    clipping_thresholds: Union[Tuple, List, str] = "auto",
+    moving_average: bool = True,
+    moving_average_length: float = 0.05,
     peak_enhancement: bool = True,
     distance: float = 0.3,
     clean_extra: bool = False,
+    clean_nan: bool = False,
+    verbose: bool = False,
 ) -> Tuple[np.ndarray, np.ndarray]:
     """A simple systolic peak finder for PPG signals.
 
-    This method uses a rolling average + standard deviation
-    approach to update a detection threshold. All the peaks found
-    above this threshold are potential systolic peaks.
+    This method uses a rolling average + standard deviation approach to update a
+    detection threshold. All the peaks found above this threshold are potential
+    systolic peaks.
 
     Parameters
     ----------
-    x : np.ndarray | list
-        The pulse oximeter time series.
+    signal : np.ndarray | list | pd.Series
+        The raw signal recorded from the pulse oximeter time series.
     sfreq : int
-        The sampling frequency. Default is set to 75 Hz.
+        The sampling frequency (Hz).
     win : int
-        Window size (in seconds) used to compute the threshold (i.e.
-        rolling mean + standard deviation).
+        Window size (in seconds) used to compute the threshold (i.e. rolling mean +
+        standard deviation).
     new_sfreq : int
-        If resample is *True*, the new sampling frequency.
+        If resample is `True`, the new sampling frequency (Hz). Defaults to `1000`.
+    clipping : boolean
+        If `True`, will apply the clipping artefact correction described in [1]_.
+        Defaults to `True`.
+    clipping_thresholds : tuple | list | str
+        The values of the minumum and maximum clipping thresholds. Can be a float or
+        `None`. If `None`, no correction is applied. If "auto" is provided, will use
+        py:func:`systole.utils.find_clipping` to find the values. Defaults to `"auto"`.
+        This parameter is only relevant if `cliping` is `True`.
+    moving_average : bool
+        Apply mooving average to remove high frequency noise before peaks detection. The
+        length of the time windows can be controlled with `moving_average_length`.
+    moving_average_length : float
+        The length of the window used for moveing average (seconds). Default to `0.05`.
     resample : boolean
         If `True` (default), will resample the signal at *new_sfreq*. Default
         value is 1000 Hz.
@@ -55,13 +73,23 @@ def ppg_peaks(
     clean_extra : bool
         If `True`, use `:py:func:systole.detection.rr_artefacts()` to find and
         remove extra peaks. Default is `False`.
+    clean_nan : bool
+        If `True`, will interpolate NaNs values if any before any other operation.
+        Defaults to `False`.
+    verbose : bool
+        Control function verbosity. Defaults to `False` (do not print processing steps).
 
     Returns
     -------
-    peaks : np.ndarray
-        Numpy array containing R peak timing, in sfreq.
     resampled_signal : np.ndarray
         Signal resampled to the `new_sfreq` frequency.
+    peaks : np.ndarray
+        Boolean array of systolic peaks detection.
+
+    Raises
+    ------
+    ValueError
+        If `clipping_thresholds` is not a tuple, a list or `"auto"`.
 
     Notes
     -----
@@ -78,7 +106,7 @@ def ppg_peaks(
     >>> from systole import import_ppg
     >>> from systole.detection import ppg_peaks
     >>> df = import_ppg()  # Import PPG recording
-    >>> signal, peaks = ppg_peaks(df.ppg.to_numpy())
+    >>> signal, peaks = ppg_peaks(signal=df.ppg.to_numpy())
     >>> print(f'{sum(peaks)} peaks detected.')
     378 peaks detected.
 
@@ -91,23 +119,44 @@ def ppg_peaks(
 
     """
 
-    x = np.asarray(x)
+    x = np.asarray(signal)
 
-    # Interpolate
-    time = np.arange(0, len(x) / sfreq, 1 / sfreq)
-    new_time = np.arange(0, len(x) / sfreq, 1 / new_sfreq)
-    x = np.interp(new_time, time, x)
+    # Interpolate NaNs values if any and if requested
+    if clean_nan is True:
+        if np.isnan(x).any():
+            x = nan_cleaning(signal=x, verbose=verbose)
+
+    # Resample signal to the new frequnecy if required
+    if sfreq != new_sfreq:
+        time = np.arange(0, len(x) / sfreq, 1 / sfreq)
+        new_time = np.arange(0, len(x) / sfreq, 1 / new_sfreq)
+        x = np.interp(new_time, time, x)
 
     # Copy resampled signal for output
     resampled_signal = np.copy(x)
 
     # Remove clipping artefacts with cubic interpolation
     if clipping is True:
-        x = interpolate_clipping(x)
+        if clipping_thresholds == "auto":
+            min_threshold, max_threshold = find_clipping(signal=x)
+        elif isinstance(clipping_thresholds, list) | isinstance(
+            clipping_thresholds, tuple
+        ):
+            min_threshold, max_threshold = clipping_thresholds  # type: ignore
+        else:
+            raise ValueError(
+                (
+                    "The variable clipping_thresholds should be a list"
+                    "or a tuple with length 2 or 'auto'."
+                )
+            )
+        x = interpolate_clipping(
+            signal=x, min_threshold=min_threshold, max_threshold=max_threshold
+        )
 
-    if noise_removal is True:
-        # Moving average (high frequency noise + clipping)
-        rollingNoise = max(int(new_sfreq * 0.05), 1)  # 0.05 second window
+    if moving_average is True:
+        # Moving average (high frequency noise)
+        rollingNoise = max(int(new_sfreq * moving_average_length), 1)  # 0.05 second
         x = (
             pd.DataFrame({"signal": x})
             .rolling(rollingNoise, center=True)
@@ -151,12 +200,14 @@ def ppg_peaks(
 
 
 def ecg_peaks(
-    x: Union[List, np.ndarray],
+    signal: Union[List, np.ndarray, pd.Series],
     sfreq: int = 1000,
     new_sfreq: int = 1000,
-    method: str = "pan-tompkins",
-    find_local: bool = True,
+    method: str = "sleepecg",
+    find_local: bool = False,
     win_size: float = 0.1,
+    clean_nan: bool = False,
+    verbose: bool = False,
 ) -> Tuple[np.ndarray, np.ndarray]:
     """A simple wrapper for many popular R peaks detectors algorithms.
 
@@ -164,27 +215,39 @@ def ecg_peaks(
 
     Parameters
     ----------
-    x : np.ndarray | list
-        The ECG signal.
+    signal : np.ndarray | list | pd.Series
+        The raw ECG signal.
     sfreq : int
-        The sampling frequency. Default is set to 75 Hz.
+        The sampling frequency. Default is set to `1000` Hz.
+    new_sfreq : int
+        The new sampling frequency. Defaults to `1000` Hz.
     method : str
-        The method used. Can be one of the following: `'hamilton'`,
-        `'christov'`, `'engelse-zeelenberg'`, `'pan-tompkins'`,
-        `'wavelet-transform'`, `'moving-average'`.
+        The method used. Can be one of the following: `'sleepecg'`, `'hamilton'`,
+        `'christov'`, `'engelse-zeelenberg'`, `'pan-tompkins'`, `'moving-average'`.
     find_local : bool
         If *True*, will use peaks indexs to search for local peaks given the
         window size (win_size).
     win_size : int
         Size of the time window used by :py:func:`systole.utils.to_neighbour()`
         expressed in seconds. Defaut set to `0.1`.
+    clean_nan : bool
+        If `True`, will interpolate NaNs values if any before any other operation.
+        Defaults to `False`.
+    verbose : bool
+        Control function verbosity. Defaults to `False` (do not print processing steps).
 
     Returns
     -------
-    peaks : np.ndarray
-        Numpy array containing peaks index.
     resampled_signal : np.ndarray
         Signal resampled to the `new_sfreq` frequency.
+    peaks : np.ndarray
+        Boolean array corresponding to the R peaks detection.
+
+    Raises
+    ------
+    ValueError
+        If `method` is not one of the following: `'hamilton'`, `'christov'`,
+            `'engelse-zeelenberg'`, `'pan-tompkins'`, `'moving-average'`
 
     Notes
     -----
@@ -207,17 +270,25 @@ def ecg_peaks(
 
     """
 
-    x = np.asarray(x)
+    x = np.asarray(signal)
+
+    # Interpolate NaNs values if any and if requested
+    if clean_nan is True:
+        if np.isnan(x).any():
+            x = nan_cleaning(signal=x, verbose=verbose)
 
-    # Interpolate
-    time = np.arange(0, len(x) / sfreq, 1 / sfreq)
-    new_time = np.arange(0, len(x) / sfreq, 1 / new_sfreq)
-    x = np.interp(new_time, time, x)
+    # Resample signal to the new frequnecy if required
+    if sfreq != new_sfreq:
+        time = np.arange(0, len(x) / sfreq, 1 / sfreq)
+        new_time = np.arange(0, len(x) / sfreq, 1 / new_sfreq)
+        x = np.interp(new_time, time, x)
 
     # Copy resampled signal for output
     resampled_signal = np.copy(x)
 
-    if method == "hamilton":
+    if method == "sleepecg":
+        peaks_idx = detect_heartbeats(resampled_signal, fs=new_sfreq)
+    elif method == "hamilton":
         peaks_idx = hamilton(resampled_signal, sfreq=new_sfreq)
     elif method == "christov":
         peaks_idx = christov(resampled_signal, sfreq=new_sfreq)
@@ -229,7 +300,7 @@ def ecg_peaks(
         peaks_idx = moving_average(resampled_signal, sfreq=new_sfreq)
     else:
         raise ValueError(
-            "Invalid method provided, should be: hamilton, "
+            "Invalid method provided, should be: sleepecg, hamilton, "
             "christov, engelse-zeelenberg, pan-tompkins, wavelet-transform, "
             "moving-average"
         )
@@ -242,46 +313,64 @@ def ecg_peaks(
     return resampled_signal, peaks
 
 
-def res_peaks(
-    resp: Union[List, np.ndarray],
-    sfreq: int = 1000,
+def rsp_peaks(
+    signal: Union[List, np.ndarray, pd.Series],
+    sfreq: int,
+    new_sfreq: int = 1000,
     win: float = 0.025,
-    kind: str = "peaks-trough",
-) -> Union[np.ndarray, Tuple[np.ndarray, np.ndarray]]:
+    kind: str = "peaks-troughs",
+    clean_nan: bool = False,
+    verbose: bool = False,
+) -> Tuple[np.ndarray, Union[np.ndarray, Tuple[np.ndarray, np.ndarray]]]:
     """Identify peaks and/or troughs in respiratory signal.
 
     Parameters
     ----------
-    resp : np.ndarray | list
+    signal : np.ndarray | list | pd.Series
         The respiratory signal. Peaks are considered to represent end of inspiration,
         trough represent end of expiration.
     sfreq : int
-        The sampling frequency. Default is set to 1000 Hz.
+        The sampling frequency.
+    new_sfreq : int
+        If resample is `True`, the new sampling frequency. Defaults to `1000` Hz.
     win : int
         Window size (in seconds). Default is set to 25ms, following recommandation
         from [1]_.
     kind : str
         What kind of detection to perform. Peak detection (`"peaks"`), trough detection
         (`"troughs"`) or both (`"peaks-troughs"`, default).
+    clean_nan : bool
+        If `True`, will interpolate NaNs values if any before any other operation.
+        Defaults to `False`.
+    verbose : bool
+        Control function verbosity. Defaults to `False` (do not print processing steps).
 
     Returns
     -------
+    resampled_signal : np.ndarray
+        Signal resampled to the `new_sfreq` frequency.
     peaks | trough | (peaks, trough) : np.ndarray | np.ndarray | (np.ndarray, np.ndarray)
-        The peaks and / or troughs indexes vectors.
+        Boolean arrays of peaks and / or troughs in the respiratory signal.
+
+    Raises
+    ------
+    ValueError
+        If `kind` is not one of the following: `"peaks"`, `"troughs"` or
+        `"peaks-troughs"`.
 
     Examples
     --------
 
     Notes
     -----
-    Inspired by [1]_.
+    The processing steps are largely inspired by the method described in [1]_.
 
     References
     ----------
     .. [1] Torben Noto, Guangyu Zhou, Stephan Schuele, Jessica Templer, Christina
        Zelano,Automated analysis of breathing waveforms using BreathMetrics: a
        respiratory signal processing toolbox, Chemical Senses, Volume 43, Issue 8,
-       October 2018, Pages 583–597, https://doi.org/10.1093/chemse/bjy045
+       October 2018, Pages 583-597, https://doi.org/10.1093/chemse/bjy045
 
     """
     if kind not in ["peaks", "troughs", "peaks-troughs"]:
@@ -289,7 +378,21 @@ def res_peaks(
             "Invalid kind parameter. Should be 'peaks', 'troughs' or 'peaks-troughs'"
         )
 
-    x = np.asarray(resp)
+    x = np.asarray(signal)
+
+    # Interpolate NaNs values if any and if requested
+    if clean_nan is True:
+        if np.isnan(x).any():
+            x = nan_cleaning(signal=x, verbose=verbose)
+
+    # Resample signal to the new frequnecy if required
+    if sfreq != new_sfreq:
+        time = np.arange(0, len(x) / sfreq, 1 / sfreq)
+        new_time = np.arange(0, len(x) / sfreq, 1 / new_sfreq)
+        x = np.interp(new_time, time, x)
+
+    # Copy resampled signal for output
+    resampled_signal = np.copy(x)
 
     # Soothing using rolling mean
     x = (
@@ -305,22 +408,24 @@ def res_peaks(
     x = (x - x.mean()) / x.std()  # type: ignore
 
     # Peak enhancement
-    x = x ** 3
+    x = x**3
 
     # Find peaks and trough in preprocessed signal
     if "peaks" in kind:
-        peaks = find_peaks(x, height=0, distance=int(2 * sfreq))[0]
+        peaks_idx = find_peaks(x, height=0, distance=int(2 * sfreq))[0]
+        peaks = np.zeros(len(resampled_signal), dtype=bool)
+        peaks[peaks_idx] = True
     if "troughs" in kind:
-        troughs = find_peaks(-x, height=0, distance=int(2 * sfreq))[0]
+        troughs_idx = find_peaks(-x, height=0, distance=int(2 * sfreq))[0]
+        troughs = np.zeros(len(resampled_signal), dtype=bool)
+        troughs[troughs_idx] = True
 
-    if kind == "peaks-troughs":
-        out = peaks, troughs
-    elif kind == "peaks":
-        out = peaks
+    if kind == "peaks":
+        return resampled_signal, peaks
     elif kind == "trough":
-        out = troughs
-
-    return out
+        return resampled_signal, troughs
+    else:
+        return resampled_signal, (peaks, troughs)
 
 
 def rr_artefacts(
@@ -356,8 +461,8 @@ def rr_artefacts(
     Returns
     -------
     artefacts : dict
-        Dictionnary storing the parameters of RR artefacts rejection. All the
-        vectors outputed have the same length as the provided RR time serie:
+        Dictionary storing the parameters of RR artefacts rejection. All the vectors
+        outputed have the same length as the provided RR time serie:
 
         * subspace1 : np.ndarray
             The first dimension. First derivative of R-R interval time serie.
@@ -384,8 +489,8 @@ def rr_artefacts(
 
     Notes
     -----
-    This function will use the method proposed by [1]_ to detect ectopic beats,
-    long, shorts, missed and extra RR intervals.
+    This function will use the method proposed by [1]_ to detect ectopic beats, long,
+    shorts, missed and extra RR intervals.
 
     Examples
     --------
@@ -402,7 +507,8 @@ def rr_artefacts(
     .. [1] Lipponen, J. A., & Tarvainen, M. P. (2019). A robust algorithm for
         heart rate variability time series artefact correction using novel
         beat classification. Journal of Medical Engineering & Technology,
-        43(3), 173–181. https://doi.org/10.1080/03091902.2019.1640306
+        43(3), 173-181. https://doi.org/10.1080/03091902.2019.1640306
+
     """
     rr = np.asarray(rr)
 
@@ -521,19 +627,30 @@ def rr_artefacts(
 
 
 def interpolate_clipping(
-    signal: Union[List, np.ndarray], threshold: int = 255
+    signal: Union[List, np.ndarray],
+    min_threshold: Optional[float] = 0.0,
+    max_threshold: Optional[float] = 255.0,
+    kind: str = "cubic",
 ) -> np.ndarray:
     """Interoplate clipping artefacts.
 
-    This function removes all data points equalling the provided threshold
-    and re-creates the missing segments using cubic spline interpolation.
+    This function removes all data points greather/lower or equalling the provided
+    thresholds and re-creates the missing segments using interpolation (default is
+    `"cubic"`).
 
     Parameters
     ----------
     signal : np.ndarray or list
-        Noisy signal.
-    threshold : int
-        Threshold of clipping artefact.
+        The PPG signal.
+    min_threshold, max_threshold : float | None
+        Minimum and maximum thresholds for clipping artefacts. If `None`, no correction
+        os provided for the given threshold. Defaults to `min_threshold=0.0` and
+        `max_threshold=255.0`, which corresponds to the expected values when reading
+        data from the Nonin 3012LP Xpod USB pulse oximeter together with Nonin 8000SM
+        'soft-clip' fingertip sensors.
+    kind : str
+        Specifies the kind of interpolation to perform(see
+        py:func:`scipy.interpolate.interp1d`).
 
     Returns
     -------
@@ -544,49 +661,82 @@ def interpolate_clipping(
     --------
     .. plot::
 
-       >>> import matplotlib.pyplot as plt
-       >>> from systole import import_ppg
-       >>> from systole.detection import interpolate_clipping
-       >>> df = import_ppg()
-       >>> clean_signal = interpolate_clipping(df.ppg.to_numpy())
-       >>> plt.plot(df.time, clean_signal, color='#F15854')
-       >>> plt.plot(df.time, df.ppg, color='#5DA5DA')
-       >>> plt.axhline(y=255, linestyle='--', color='k')
-       >>> plt.xlabel('Time (s)')
-       >>> plt.ylabel('PPG level (a.u)')
+        >>> import matplotlib.pyplot as plt
+        >>> from systole import import_ppg
+        >>> from systole.detection import interpolate_clipping
+        >>> df = import_ppg()
+        >>> # Create lower and upper clipping artefacts
+        >>> df.ppg.loc[df.ppg<=50] = 50
+        >>> df.ppg.loc[df.ppg>=230] = 230
+        >>> # Correct clipping artefacts
+        >>> clean_signal = interpolate_clipping(df.ppg.to_numpy(), min_threshold=50, max_threshold=230)
+        >>> # Plot
+        >>> plt.plot(df.time, clean_signal, color='#F15854', label="Corrected signal")
+        >>> plt.plot(df.time, df.ppg, color='#5DA5DA', label="Clipping artefacts")
+        >>> plt.axhline(y=50, linestyle='--', color='k')
+        >>> plt.axhline(y=230, linestyle='--', color='k')
+        >>> plt.xlabel('Time (s)')
+        >>> plt.ylabel('PPG level (a.u)')
+        >>> plt.xlim(10, 40)
+        >>> plt.legend()
 
     Notes
     -----
-    Correct signal segment reaching recording threshold (default is 255)
-    using a cubic spline interpolation. Adapted from [1]_.
+    Correct signal segment greather/smaller or equalling the recording threshold using
+    cubic spline interpolation. Adapted from [1]_.
 
     .. Warning:: If clipping artefact is found at the edge of the signal, this
-        function will decrement the first/last value to allow interpolation,
-        which can result in incorrect estimation.
+        function will decrement/increment the first/last value to allow interpolation.
+
+    The first and last values are corrected for interpolation by adding/substracting
+    the median step observed in the time series.
 
     References
     ----------
     .. [1] https://python-heart-rate-analysis-toolkit.readthedocs.io/en/latest/
+
     """
-    if isinstance(signal, list):
-        signal = np.array(signal)
+    clean_signal = np.asarray(signal)
+    time = np.arange(0, len(signal))
 
-    # Security check for clipping at signal edge
-    if signal[0] == threshold:
-        signal[0] = threshold - 1
-    if signal[-1] == threshold:
-        signal[-1] = threshold - 1
+    # What is the median step in the time serie?
+    # Use that to correct first and last values if required
+    step = np.median(np.diff(np.sort(np.unique(clean_signal))))
 
-    time = np.arange(0, len(signal))
+    if max_threshold is not None:
 
-    # Interpolate
-    f = interp1d(
-        time[np.where(signal != 255)[0]],
-        signal[np.where(signal != 255)[0]],
-        kind="cubic",
-    )
+        # Security check for clipping at signal edge
+        if clean_signal[0] >= max_threshold:
+            clean_signal[0] = max_threshold - step
+        if clean_signal[-1] >= max_threshold:
+            clean_signal[-1] = max_threshold - step
+
+        # Interpolate
+        f = interp1d(
+            time[np.where(clean_signal < max_threshold)[0]],
+            clean_signal[np.where(clean_signal < max_threshold)[0]],
+            kind=kind,
+        )
+
+        # Use the peaks vector as time input
+        clean_signal = f(time)
+
+    if min_threshold is not None:
+
+        # Security check for clipping at signal edge
+        if clean_signal[0] <= min_threshold:
+            clean_signal[0] = min_threshold + step
+        if clean_signal[-1] <= min_threshold:
+            clean_signal[-1] = min_threshold + step
+
+        # Interpolate
+        f = interp1d(
+            time[np.where(clean_signal > min_threshold)[0]],
+            clean_signal[np.where(clean_signal > min_threshold)[0]],
+            kind=kind,
+        )
 
-    # Use the peaks vector as time input
-    clean_signal = f(time)
+        # Use the peaks vector as time input
+        clean_signal = f(time)
 
     return clean_signal
diff --git a/systole/hrv.py b/systole/hrv.py
index 6f57686b..8356733a 100644
--- a/systole/hrv.py
+++ b/systole/hrv.py
@@ -410,14 +410,24 @@ def frequency_domain(
 
         # Peaks (Hz)
         peak = round(this_freq[np.argmax(this_psd)], 6)
-        stats = stats.append(
-            {"Values": peak, "Metric": band + "_peak"}, ignore_index=True
+        stats = pd.concat(
+            [
+                stats,
+                pd.DataFrame({"Values": peak, "Metric": band + "_peak"}, index=[0]),
+            ],
+            ignore_index=True,
         )
 
         # Power (ms**2)
         this_power = np.trapz(x=this_freq, y=this_psd) * 1000000
-        stats = stats.append(
-            {"Values": this_power, "Metric": band + "_power"}, ignore_index=True
+        stats = pd.concat(
+            [
+                stats,
+                pd.DataFrame(
+                    {"Values": this_power, "Metric": band + "_power"}, index=[0]
+                ),
+            ],
+            ignore_index=True,
         )
 
     # Power (ms**2)
@@ -456,8 +466,8 @@ def frequency_domain(
         "lf_hf_ratio",
     ]
 
-    stats = stats.append(
-        pd.DataFrame({"Values": values, "Metric": metrics}), ignore_index=True
+    stats = pd.concat(
+        [stats, pd.DataFrame({"Values": values, "Metric": metrics})], ignore_index=True
     )
 
     return stats
@@ -691,10 +701,10 @@ def _recurrence(
 
     # Compute the recurrence rate - Exclude the main identity line
     j = rc.shape[0]
-    recurrence_rate = np.triu(rc).sum() / ((j ** 2 - j) / 2) * 100
+    recurrence_rate = np.triu(rc).sum() / ((j**2 - j) / 2) * 100
 
     # Find diagonale lines
-    total_lines = []
+    total_lines: List[int] = []
     for i in range(1, rc.shape[0] // 2):
 
         # All diagonals except the main one
diff --git a/systole/io.py b/systole/io.py
new file mode 100644
index 00000000..1f6ff7ca
--- /dev/null
+++ b/systole/io.py
@@ -0,0 +1,153 @@
+# Author:  Leah Banellis <leahbanellis@cfin.au.dk>
+import json
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+
+from systole.detection import ecg_peaks, ppg_peaks
+
+
+def import_manual_correction(
+    bids_path: str,
+    participant_id: str,
+    session: str,
+    modality: str,
+    pattern: str,
+    signal_type: str,
+    cardiac_name: str,
+    sfreq: int,
+) -> pd.DataFrame:
+
+    """Correct extra and missed peaks identified via manual correction (i.e., using saved .json file via the systole viewer)
+
+    Parameters
+    ----------
+    bids_path : str
+        path of bids folder (i.e., "/mnt/scratch/BIDS")
+    participant_id : str
+        participant id (i.e., "sub-0001").
+    session : str
+        data recording session (i.e., "ses-session1").
+    modality : str
+        data recording modality (i.e., "func").
+    pattern : str
+        data file pattern (i.e., "task-rest_run-001_recording-exg").
+    signal_type: str
+        cardiac signal type (i.e., "ECG" or "PPG").
+    cardiac_name : str
+        name of cardiac column in .json (i.e., "ECG", "ecg", "PPG", "ppg", "PLETH", "cardiac" etc)
+    sfreq : int
+        sampling frequency.
+
+    Returns
+    -------
+    ppg_df : pd.DataFrame
+        DataFrame of preprocessed (resampled to 1000 Hz) cardiac signal, uncorrected peaks and corrected peaks.
+
+    Example
+    -------
+    signal_peaks = import_manual_correction("/mnt/scratch/BIDS", "sub-0001", "ses-session1", "func", "task-rest_run-001_recording-exg", "PPG", "PLETH", 1000)
+    """
+
+    # load preprocessed signal (if exists)
+    preproc_file = Path(
+        f"{bids_path}/derivatives/systole/{participant_id}/{session}/{modality}/{participant_id}_{session}_{pattern}_physio.tsv.gz"
+    )
+    if preproc_file.is_file():
+        cardiac_df = pd.read_csv(
+            preproc_file,
+            compression="gzip",
+            sep="\t",
+            header=None,
+        )
+
+        # using json - find cardiac signal
+        json_file = Path(
+            f"{bids_path}/derivatives/systole/{participant_id}/{session}/{modality}/{participant_id}_{session}_{pattern}_physio.json"
+        )
+        f = open(f"{json_file}")
+        json_dict = json.load(f)
+        cardiac_df.columns = json_dict["Columns"]
+        # select cardiac data as dataframe
+        if cardiac_name not in json_dict["Columns"]:
+            print(f"{participant_id} - no cardiac data in file")
+            return
+
+        cardiac_idx = json_dict["Columns"].index(cardiac_name)
+        signal = cardiac_df.iloc[:, cardiac_idx]
+        signal = pd.Series.to_frame(signal).rename(columns={cardiac_name: "cardiac"})
+
+        peaks_uncorrected = cardiac_df.peaks
+
+    else:
+        # if no preproc file - load raw physio signal
+        raw_file = Path(
+            f"{bids_path}/{participant_id}/{session}/{modality}/{participant_id}_{session}_{pattern}_physio.tsv.gz"
+        )
+        if raw_file.is_file():
+            cardiac_df = pd.read_csv(
+                raw_file,
+                compression="gzip",
+                sep="\t",
+                header=None,
+            )
+
+            # using json - find cardiac signal
+            json_file = Path(
+                f"{bids_path}/{participant_id}/{session}/{modality}/{participant_id}_{session}_{pattern}_physio.json"
+            )
+            f = open(f"{json_file}")
+            json_dict = json.load(f)
+            cardiac_df.columns = json_dict["Columns"]
+            # select cardiac data as dataframe
+            if cardiac_name not in json_dict["Columns"]:
+                print(f"{participant_id} - no cardiac data in file")
+                return
+
+            cardiac_idx = json_dict["Columns"].index(cardiac_name)
+            signal = cardiac_df.iloc[:, cardiac_idx]
+            signal = pd.Series.to_frame(signal).rename(
+                columns={cardiac_name: "cardiac"}
+            )
+
+            # # preprocess raw cardiac data
+            if signal_type == "ECG":
+                # resample & peaks detection on raw cardiac signal
+                signal, peaks_uncorrected = ecg_peaks(
+                    signal.cardiac.to_numpy(), sfreq=sfreq
+                )
+            elif signal_type == "PPG":
+                # resample & peaks detection on raw cardiac signal
+                signal, peaks_uncorrected = ppg_peaks(
+                    signal.cardiac.to_numpy(), sfreq=sfreq
+                )
+
+        else:
+            print(f"{participant_id} - no raw or preproc cardiac file found")
+            return
+
+    # json with manual corrections
+    corrected_json_path = Path(
+        f"{bids_path}/derivatives/systole/corrected/{participant_id}/{session}/{modality}/{participant_id}_{session}_{pattern}_corrected.json"
+    )
+
+    # if corrected peaks json file exists
+    if corrected_json_path.is_file():
+        f_corrected = open(f"{corrected_json_path}")
+        json_dict_corrected = json.load(f_corrected)
+
+        peaks_corrected = np.array(json_dict_corrected["ppg"]["corrected_peaks"])
+
+        # add corrected peaks column to preprocessed cardiac signal DataFrame
+        signal = pd.DataFrame(signal, columns=["cardiac"])
+        signal_peaks = pd.concat(
+            [
+                signal,
+                pd.DataFrame(peaks_uncorrected, columns=["peaks_uncorrected"]),
+                pd.DataFrame(peaks_corrected, columns=["peaks_corrected"]),
+            ],
+            axis=1,
+        )
+
+    return signal_peaks
diff --git a/systole/plots/backends/bokeh/plot_events.py b/systole/plots/backends/bokeh/plot_events.py
index d1e85aef..2f5e1d49 100644
--- a/systole/plots/backends/bokeh/plot_events.py
+++ b/systole/plots/backends/bokeh/plot_events.py
@@ -1,6 +1,6 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import Optional
+from typing import List, Optional
 
 import pandas as pd
 from bokeh.models import BoxAnnotation, Span
@@ -12,8 +12,9 @@ def plot_events(
     df: pd.DataFrame,
     figsize: int = 400,
     ax: Optional[Figure] = None,
+    behavior: Optional[List[pd.DataFrame]] = None,
 ) -> Figure:
-    """Plot events occurence across recording.
+    """Plot events to get a visual display of the paradigm (Bokeh).
 
     Parameters
     ----------
@@ -23,6 +24,9 @@ def plot_events(
         Figure size. Default is `(13, 5)`.
     ax : :class:`bokeh.plotting.figure.Figure` or None
         Where to draw the plot. Default is `None` (create a new figure).
+    behavior : list | None
+        (Optional) Additional information about trials that will appear when hovering
+        on the area (`bokeh` version only).
 
     Returns
     -------
@@ -65,12 +69,13 @@ def plot_events(
         event_plot = ax
 
     # Loop across events df
-    for i, tmin, trigger, tmax, label, color in df.itertuples():
+    for _, tmin, trigger, tmax, _, color in df.itertuples():
 
         # Plot time range
         event_range = BoxAnnotation(
             left=tmin, right=tmax, fill_alpha=0.2, fill_color=color
         )
+        event_range.level = "underlay"
         event_plot.add_layout(event_range)
 
         # Plot trigger
@@ -81,6 +86,7 @@ def plot_events(
             line_dash="dashed",
             line_width=1,
         )
+        event_trigger.level = "underlay"
         event_plot.add_layout(event_trigger)
 
     return event_plot
diff --git a/systole/plots/backends/bokeh/plot_evoked.py b/systole/plots/backends/bokeh/plot_evoked.py
index 464d2e2f..85713094 100644
--- a/systole/plots/backends/bokeh/plot_evoked.py
+++ b/systole/plots/backends/bokeh/plot_evoked.py
@@ -14,10 +14,10 @@ def plot_evoked(
     time: np.ndarray,
     palette: Iterable,
     figsize: Tuple[float, float],
-    labels: str,
+    labels: List[str],
     unit: str,
-    ax=None,
     ci: str = "sd",
+    **kwargs
 ) -> Figure:
     """Plot continuous or discontinuous RR intervals time series.
 
@@ -29,20 +29,21 @@ def plot_evoked(
     time : float
         Start and end time of the epochs in seconds, relative to the
         time-locked event. Defaults to -1 and 10, respectively.
-    palette : int
-        The sampling frequency of the epoched data.
-    figsize : str
-        The lines color.
-    labels : str
+    palette : Iterable
+        The color palette.
+    figsize : tuple
+        The figure size.
+    labels : list
         The condition label.
     unit : str
         The heart rate unit. Can be `'rr'` (R-R intervals, in ms) or `'bpm'` (beats
         per minutes). Default is `'bpm'`.
-    ax : tuple
-        Figure size. Default is `(400, 400)`.
-    ci : int | str
+    ci : str
         The confidence interval around the point estimates. Only `"sd"` is currently
         implemented.
+    kwargs : key, value mappings
+        Other keyword arguments are passed down to py:`func:seaborn.lineplot()` (only
+        relevant if `backend` is `"matplotlib"`).
 
     Returns
     -------
@@ -51,9 +52,6 @@ def plot_evoked(
 
     """
 
-    if ci not in ["sd"]:
-        raise ValueError("This method is not yet implemented.")
-
     ylabel = "R-R interval (ms)" if unit == "rr" else "Beats per minute (bpm)"
 
     evoked_plot = figure(
diff --git a/systole/plots/backends/bokeh/plot_raw.py b/systole/plots/backends/bokeh/plot_raw.py
index eabcbcaa..5f681d2e 100644
--- a/systole/plots/backends/bokeh/plot_raw.py
+++ b/systole/plots/backends/bokeh/plot_raw.py
@@ -1,16 +1,16 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import List, Optional, Union
+from typing import Dict, List, Optional, Tuple
 
 import numpy as np
 from bokeh.layouts import column
-from bokeh.models import ColumnDataSource, RangeTool
+from bokeh.models import BoxAnnotation, ColumnDataSource, RangeTool
 from bokeh.plotting import figure
 from bokeh.plotting.figure import Figure
-from matplotlib.axes import Axes
 from pandas.core.indexes.datetimes import DatetimeIndex
 
 from systole.plots import plot_rr
+from systole.utils import ecg_strings, ppg_strings, resp_strings
 
 
 def plot_raw(
@@ -20,9 +20,11 @@ def plot_raw(
     modality: str = "ppg",
     show_heart_rate: bool = True,
     show_artefacts: bool = False,
-    ax: Optional[Union[List, Axes]] = None,
+    bad_segments: Optional[List[Tuple[int, int]]] = None,
+    decim: int = 10,
     slider: bool = True,
     figsize: int = 300,
+    events_params: Optional[Dict] = None,
     **kwargs
 ) -> Figure:
     """Visualization of PPG or ECG signal with systolic peaks/R wave detection.
@@ -38,7 +40,7 @@ def plot_raw(
     peaks : :py:class:`numpy.ndarray`
         The peaks or R wave detection (1d boolean array).
     modality : str
-        The recording modality. Can be `"ppg"` or `"ecg"`.
+        The recording modality. Can be `"ppg"`, `"ecg"` or `"resp"`.
     show_heart_rate : bool
         If `True`, create a second row and plot the instantanesou heart rate
         derived from the physiological signal
@@ -47,45 +49,56 @@ def plot_raw(
         If `True`, the function will call
         py:func:`systole.detection.rr_artefacts` to detect outliers intervalin the time
         serie and outline them using different colors.
-    ax : :class:`matplotlib.axes.Axes` list or None
-        Where to draw the plot. Default is *None* (create a new figure). Only
-        applies when `backend="matplotlib"`. If `show_heart_rate is True`, a list
-        of axes can be provided to plot the signal and instantaneous heart rate
-        separately.
+    bad_segments : np.ndarray | list | None
+        Mark some portion of the recording as bad. Grey areas are displayed on the top
+        of the signal to help visualization (this is not correcting or transforming the
+        post-processed signals). Should be a list of tuples shuch as (start_idx,
+        end_idx) for each segment.
+    decim : int
+        Factor by which to subsample the raw signal. Selects every Nth sample (where N
+        is the value passed to decim). Default set to `10` (considering that the imput
+        signal has a sampling frequency of 1000 Hz) to save memory.
     slider : bool
         If `True`, add a slider to zoom in/out in the signal (only working with
         bokeh backend).
     figsize : int
         Figure heights. Default is `300`.
-    **kwargs : keyword arguments
-        Additional arguments will be passed to
-        `:py:func:systole.detection.ppg_peaks()` or
-        `:py:func:systole.detection.ecg_peaks()`, depending on the type
-        of data.
+    events_params : dict | None
+        (Optional) Additional parameters that will be passed to
+        py:func:`systole.plots.plot_events` and plot the events timing in the backgound.
+    kwargs: key, value mappings
+        Other keyword arguments passed to the function but unused by the Bokeh backend.
 
     Returns
     -------
     raw : :class:`bokeh.plotting.figure.Figure`
         The bokeh figure containing the plot.
+
     """
 
     source = ColumnDataSource(
-        data={"time": time[::10], "signal": signal[::10], "peaks": peaks[::10]}
+        data={"time": time[::decim], "signal": signal[::decim], "peaks": peaks[::decim]}
     )
 
-    if modality == "ppg":
+    if modality in ppg_strings:
         title = "PPG recording"
         ylabel = "PPG level (a.u.)"
         peaks_label = "Systolic peaks"
         signal_label = "PPG signal"
-    elif modality == "ecg":
+    elif modality in ecg_strings:
         title = "ECG recording"
         ylabel = "ECG (mV)"
         peaks_label = "R wave"
         signal_label = "ECG signal"
+    elif modality in resp_strings:
+        title = "Respiration"
+        ylabel = "Respiratory signal"
+        peaks_label = "End of inspiration"
+        signal_label = "Respiratory signal"
 
-    # Raw plot
-    ##########
+    ############
+    # Raw plot #
+    ############
 
     raw = figure(
         title=title,
@@ -118,6 +131,19 @@ def plot_raw(
 
     cols = (raw,)
 
+    # Highlight bad segments if provided
+    if bad_segments is not None:
+        for bads in bad_segments:
+            # Plot time range
+            event_range = BoxAnnotation(
+                left=time[bads[0]],
+                right=time[bads[1]],
+                fill_alpha=0.2,
+                fill_color="grey",
+            )
+            event_range.level = "underlay"
+            raw.add_layout(event_range)
+
     # Instantaneous heart rate
     ##########################
     if show_heart_rate is True:
@@ -129,6 +155,7 @@ def plot_raw(
             slider=False,
             line=True,
             show_artefacts=show_artefacts,
+            events_params=events_params,
         )
         instantaneous_hr.x_range = raw.x_range
 
diff --git a/systole/plots/backends/bokeh/plot_rr.py b/systole/plots/backends/bokeh/plot_rr.py
index ff47a99a..d1237441 100644
--- a/systole/plots/backends/bokeh/plot_rr.py
+++ b/systole/plots/backends/bokeh/plot_rr.py
@@ -1,6 +1,6 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import Dict, Optional
+from typing import Dict, List, Optional, Tuple
 
 import numpy as np
 import pandas as pd
@@ -10,6 +10,8 @@
 from bokeh.plotting import ColumnDataSource, figure
 from bokeh.plotting.figure import Figure
 
+from systole.plots import plot_events
+
 
 def plot_rr(
     rr: np.ndarray,
@@ -18,11 +20,13 @@ def plot_rr(
     line: bool = True,
     points: bool = True,
     artefacts: Optional[Dict[str, np.ndarray]] = None,
+    bad_segments: Optional[List[Tuple[int, int]]] = None,
     input_type: str = "peaks",
     show_limits: bool = True,
     slider: bool = True,
     ax=None,
     figsize: int = 200,
+    events_params: Optional[Dict] = None,
 ) -> Figure:
     """Plot continuous or discontinuous RR intervals time series.
 
@@ -44,7 +48,12 @@ def plot_rr(
         If `True`, plot each peaks (R wave or systolic peaks) as separated
         points.
     artefacts : dict
-        Dictionnary storing the parameters of RR artefacts rejection.
+        Dictionary storing the parameters of RR artefacts rejection.
+    bad_segments : np.ndarray | list | None
+        Mark some portion of the recording as bad. Grey areas are displayed on the top
+        of the signal to help visualization (this is not correcting or transforming the
+        post-processed signals). Should be a list of tuples shuch as (start_idx,
+        end_idx) for each segment.
     input_type : str
         The type of input vector. Can be `"peaks"`, `"peaks_idx"`, `"rr_ms"`,
         or `"rr_s"`. Default to `"peaks"`.
@@ -58,6 +67,9 @@ def plot_rr(
         Only relevant when using `backend="matplotlib"`.
     figsize : int
         The height of the figure. Default is `200`.
+    events_params : dict | None
+        (Optional) Additional parameters that will be passed to
+        py:func:`systole.plots.plot_events` and plot the events timing in the backgound.
 
     Returns
     -------
@@ -260,6 +272,38 @@ def plot_rr(
         lower_bound = BoxAnnotation(top=low, fill_alpha=0.1, fill_color="red")
         p1.add_layout(lower_bound)
 
+    # Highlight bad segments if provided
+    if bad_segments is not None:
+
+        # Instantaneous Heart Rate - Peaks
+        if input_type == "rr_ms":
+            length = np.sum(rr)
+            time = pd.to_datetime(np.arange(0, length), unit="ms", origin="unix")
+        elif input_type == "rr_s":
+            length = np.sum(rr) * 1000
+            time = pd.to_datetime(np.arange(0, length), unit="ms", origin="unix")
+        elif input_type == "peaks":
+            length = len(rr)
+            time = pd.to_datetime(np.arange(0, length), unit="ms", origin="unix")
+        elif input_type == "peaks_idx":
+            length = np.sum(np.diff(rr))
+            time = pd.to_datetime(np.arange(0, length), unit="ms", origin="unix")
+
+        for bads in bad_segments:
+            # Plot time range
+            event_range = BoxAnnotation(
+                left=time[bads[0]],
+                right=time[bads[1]],
+                fill_alpha=0.2,
+                fill_color="grey",
+            )
+            event_range.level = "underlay"
+            p1.add_layout(event_range)
+
+    # Plot the events in the background if required
+    if events_params is not None:
+        plot_events(**events_params, ax=p1, backend="bokeh")
+
     cols = (p1,)
 
     if slider is True:
diff --git a/systole/plots/backends/bokeh/plot_subspaces.py b/systole/plots/backends/bokeh/plot_subspaces.py
index c33d130e..693bb518 100644
--- a/systole/plots/backends/bokeh/plot_subspaces.py
+++ b/systole/plots/backends/bokeh/plot_subspaces.py
@@ -10,8 +10,7 @@
 
 
 def plot_subspaces(
-    artefacts: Dict[str, np.ndarray],
-    figsize: int = 600,
+    artefacts: Dict[str, np.ndarray], figsize: int = 600, **kwargs
 ) -> Row:
     """Plot hrv subspace as described by Lipponen & Tarvainen (2019) [#]_.
 
diff --git a/systole/plots/backends/matplotlib/plot_circular.py b/systole/plots/backends/matplotlib/plot_circular.py
index 9b427cd9..52422cbe 100644
--- a/systole/plots/backends/matplotlib/plot_circular.py
+++ b/systole/plots/backends/matplotlib/plot_circular.py
@@ -78,12 +78,12 @@ def plot_circular(
             area = count / angles.size
             # Calculate corresponding bin radius
             radius = (area / np.pi) ** 0.5
-            alpha = (count * 0) + 1
+            alpha = (count * 0) + 1.0
         elif density == "height":  # Using height (can be misleading)
             radius = count / angles.size
-            alpha = (count * 0) + 1
+            alpha = (count * 0) + 1.0
         elif density == "alpha":  # Using transparency
-            radius = (count * 0) + 1
+            radius = (count * 0) + 1.0
             # Alpha level to each bin
             alpha = count / angles.size
             alpha = alpha / alpha.max()
diff --git a/systole/plots/backends/matplotlib/plot_events.py b/systole/plots/backends/matplotlib/plot_events.py
index fef47b73..99cf03a5 100644
--- a/systole/plots/backends/matplotlib/plot_events.py
+++ b/systole/plots/backends/matplotlib/plot_events.py
@@ -9,10 +9,11 @@
 
 def plot_events(
     df: pd.DataFrame,
-    figsize: Tuple[float, float] = (13, 5),
+    figsize: Tuple[float, float] = (13, 3),
     ax: Optional[Axes] = None,
+    behavior=None,
 ) -> Axes:
-    """Plot events occurence across recording.
+    """Plot events to get a visual display of the paradigm (Matplotlib).
 
     Parameters
     ----------
@@ -22,6 +23,10 @@ def plot_events(
         Figure size. Default is `(13, 5)`.
     ax : :class:`matplotlib.axes.Axes` or None
         Where to draw the plot. Default is *None* (create a new figure).
+    behavior : None
+        (Optional) Additional information about trials that will appear when hovering
+        on the area (only relevant for `bokeh` backend). This parameter will be
+        ignored.
 
     Returns
     -------
@@ -30,7 +35,7 @@ def plot_events(
 
     """
     if ax is None:
-        _, ax = plt.subplots(figsize=(13, 5))
+        _, ax = plt.subplots(figsize=figsize)
 
     # Plot first label only
     all_labels = []
@@ -47,7 +52,7 @@ def plot_events(
         ax.axvspan(xmin=tmin, xmax=tmax, color=color, alpha=0.2, label=label)
 
         # Plot trigger
-        ax.axvline(x=trigger, color="gray", linestyle="--", linewidth=1)
+        ax.axvline(x=trigger, color="gray", linestyle="--", linewidth=0.5)
 
     # Add y ticks with channels names
     ax.set_xlabel("Time")
diff --git a/systole/plots/backends/matplotlib/plot_evoked.py b/systole/plots/backends/matplotlib/plot_evoked.py
index 7dc66874..65abcac8 100644
--- a/systole/plots/backends/matplotlib/plot_evoked.py
+++ b/systole/plots/backends/matplotlib/plot_evoked.py
@@ -1,6 +1,6 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import Iterable, List, Tuple, Union
+from typing import List, Tuple
 
 import matplotlib.pyplot as plt
 import numpy as np
@@ -12,12 +12,10 @@
 def plot_evoked(
     epochs: List[np.ndarray],
     time: np.ndarray,
-    palette: Iterable,
     figsize: Tuple[float, float],
-    labels: str,
+    labels: List[str],
     unit: str,
     ax=None,
-    ci: Union[int, str] = "sd",
     **kwargs
 ) -> Axes:
     """Plot events occurence across recording.
@@ -30,53 +28,50 @@ def plot_evoked(
     time : float
         Start and end time of the epochs in seconds, relative to the
         time-locked event. Defaults to -1 and 10, respectively.
-    palette : int
-        The sampling frequency of the epoched data.
     figsize : str
         The lines color.
-    labels : str
-        The condition label.
+    labels : list
+        The different condition/participants label/IDs.
     unit : str
         The heart rate unit. Can be `'rr'` (R-R intervals, in ms) or `'bpm'` (beats
         per minutes). Default is `'bpm'`.
     ax : tuple
         Figure size. Default is `(13, 5)`.
-    ci : int | str
-        The confidence interval around the point estimates. Passed down to
-        py:`func:seaborn.lineplot()`.
-    kwargs: key, value mappings
+    kwargs : key, value mappings
         Other keyword arguments are passed down to py:`func:seaborn.lineplot()`.
 
     Returns
     -------
     ax : :class:`matplotlib.axes.Axes`
         The matplotlib axes containing the plot.
+
     """
 
     if ax is None:
         _, ax = plt.subplots(figsize=figsize)
+    if isinstance(labels, str):
+        labels = [labels]
 
     ax.axvline(x=0, linestyle="--", color="gray")
     ax.axhline(y=0, color="black", linewidth=1)
 
-    # Loop across condition
-    for ep, lab, col in zip(epochs, labels, palette):
+    # Loop across the many condition/participants provided and create a long data frame
+    # that can be passed to Seaborn's lineplot() with custom args
+    epoch_df = pd.DataFrame([])
+    for ep, lab in zip(epochs, labels):
 
         # Create a dataframe for seaborn
         df = pd.DataFrame(ep.T)
         df["Time"] = time
-        df = df.melt(id_vars=["Time"])
-
-        for i in range(ep.shape[0]):
-            ax.plot(time, ep[i], color=col, alpha=0.2, linewidth=1)
+        df = df.melt(id_vars=["Time"], var_name="subject", value_name="heart_rate")
+        df["Label"] = lab
+        epoch_df = pd.concat([epoch_df, df], ignore_index=True)
 
-        sns.lineplot(
-            data=df, x="Time", y="value", label=lab, color=col, ax=ax, ci=ci, **kwargs
-        )
+    # Use Seaborn lineplot with the transformed data
+    sns.lineplot(data=epoch_df, x="Time", y="heart_rate", hue="Label", ax=ax, **kwargs)
 
     ax.set_xlabel("Time (s)")
-    ylabel = "R-R interval (ms)" if unit == "rr" else "Beats per minute (bpm)"
+    ylabel = "R-R interval change (ms)" if unit == "rr" else "Heart rate change (bpm)"
     ax.set_ylabel(ylabel)
-    ax.minorticks_on()
 
     return ax
diff --git a/systole/plots/backends/matplotlib/plot_raw.py b/systole/plots/backends/matplotlib/plot_raw.py
index 6dbff23b..ad5cad04 100644
--- a/systole/plots/backends/matplotlib/plot_raw.py
+++ b/systole/plots/backends/matplotlib/plot_raw.py
@@ -1,6 +1,6 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import List, Optional, Union
+from typing import Dict, List, Optional, Tuple, Union
 
 import matplotlib.pyplot as plt
 import numpy as np
@@ -8,6 +8,7 @@
 from pandas.core.indexes.datetimes import DatetimeIndex
 
 from systole.plots import plot_rr
+from systole.utils import ecg_strings, ppg_strings, resp_strings
 
 
 def plot_raw(
@@ -17,10 +18,12 @@ def plot_raw(
     modality: str = "ppg",
     show_heart_rate: bool = True,
     show_artefacts: bool = False,
+    bad_segments: Optional[List[Tuple[int, int]]] = None,
+    decim: int = 10,
     ax: Optional[Union[List, Axes]] = None,
     slider: bool = True,
     figsize: int = 300,
-    **kwargs
+    events_params: Optional[Dict] = None,
 ) -> Axes:
     """Visualization of PPG or ECG signal with systolic peaks/R wave detection.
 
@@ -35,12 +38,27 @@ def plot_raw(
     peaks : :py:class:`numpy.ndarray`
         The peaks or R wave detection (1d boolean array).
     modality : str
-        The recording modality. Can be `"ppg"` or `"ecg"`.
+        The recording modality. Can be one of the modality strings defined in
+        `systole.utils.ppg_string`, `systole.utils.ecg_string` or
+        `systole.utils.resp_string`.
     show_heart_rate : bool
         If `True`, create a second row and plot the instantanesou heart rate
         derived from the physiological signal
         (calls :py:func:`systole.plots.plot_rr` internally). Defaults to
         `False`.
+    show_artefacts : bool
+        If `True`, the function will call
+        py:func:`systole.detection.rr_artefacts` to detect outliers intervalin the time
+        serie and outline them using different colors.
+    bad_segments : np.ndarray | list | None
+        Mark some portion of the recording as bad. Grey areas are displayed on the top
+        of the signal to help visualization (this is not correcting or transforming the
+        post-processed signals). Should be a list of tuples shuch as (start_idx,
+        end_idx) for each segment.
+    decim : int
+        Factor by which to subsample the raw signal. Selects every Nth sample (where N
+        is the value passed to decim). Default set to `10` (considering that the imput
+        signal has a sampling frequency of 1000 Hz) to save memory.
     ax : :class:`matplotlib.axes.Axes` list or None
         Where to draw the plot. Default is *None* (create a new figure). Only
         applies when `backend="matplotlib"`. If `show_heart_rate is True`, a
@@ -51,26 +69,35 @@ def plot_raw(
         bokeh backend).
     figsize : int
         Figure heights. Default is `300`.
-    **kwargs : keyword arguments
-        Additional arguments will be passed to
-        `:py:func:systole.detection.ppg_peaks()` or
-        `:py:func:systole.detection.ecg_peaks()`, depending on the type
-        of data.
+    events_params : dict | None
+        (Optional) Additional parameters that will be passed to
+        py:func:`systole.plots.plot_events` and plot the events timing in the backgound.
 
     Returns
     -------
     ax : :class:`matplotlib.axes.Axes` | tuple
         The matplotlib axes containing the plot.
+
     """
 
-    if modality == "ppg":
+    if modality in ppg_strings:
         title = "PPG recording"
         ylabel = "PPG level (a.u.)"
         peaks_label = "Systolic peaks"
-    elif modality == "ecg":
+    elif modality in ecg_strings:
         title = "ECG recording"
         ylabel = "ECG (mV)"
         peaks_label = "R wave"
+    elif modality in resp_strings:
+        title = "Respiration"
+        ylabel = "Respiratory signal"
+        peaks_label = "End of inspiration"
+    else:
+        raise ValueError(
+            "Invalid modality parameter. See systole.utils.ecg_strings, "
+            "systole.utils.ppg_strings or systole.utils.resp_strings "
+            "for valid parameters."
+        )
 
     #############
     # Upper panel
@@ -88,7 +115,15 @@ def plot_raw(
         signal_ax = ax
 
     # Signal
-    signal_ax.plot(time, signal, label="PPG signal", linewidth=1, color="#c44e52")
+    signal_ax.plot(
+        time[::decim],
+        signal[::decim],
+        label=ylabel,
+        linewidth=0.5,
+        color="#c44e52",
+        alpha=0.5,
+        zorder=-1,
+    )
 
     # Peaks
     signal_ax.scatter(
@@ -96,22 +131,22 @@ def plot_raw(
         y=signal[peaks],
         marker="o",
         label=peaks_label,
-        s=30,
-        color="white",
+        s=20,
+        color="grey",
         edgecolors="DarkSlateGrey",
     )
-    if modality == "ppg":
-        signal_ax.set_title(title)
-        signal_ax.set_ylabel(ylabel)
-    elif modality == "ecg":
-        signal_ax.set_title(title)
-        signal_ax.set_ylabel(ylabel)
-    signal_ax.grid(True)
+    signal_ax.set_title(title)
+    signal_ax.set_ylabel(ylabel)
+
+    if bad_segments is not None:
+        for bads in bad_segments:
+            signal_ax.axvspan(
+                xmin=time[bads[0]], xmax=time[bads[1]], color="grey", alpha=0.2
+            )
 
     #############
     # Lower panel
     #############
-
     if show_heart_rate is True:
 
         # Instantaneous Heart Rate - Peaks
@@ -121,11 +156,11 @@ def plot_raw(
             backend="matplotlib",
             figsize=figsize,
             show_artefacts=show_artefacts,
+            bad_segments=bad_segments,
             ax=hr_ax,
+            events_params=events_params,
         )
 
-        plt.tight_layout()
-
         return signal_ax, hr_ax
 
     else:
diff --git a/systole/plots/backends/matplotlib/plot_rr.py b/systole/plots/backends/matplotlib/plot_rr.py
index 1933e0b5..0cde5801 100644
--- a/systole/plots/backends/matplotlib/plot_rr.py
+++ b/systole/plots/backends/matplotlib/plot_rr.py
@@ -1,12 +1,13 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import Dict, Optional, Tuple
+from typing import Dict, List, Optional, Tuple
 
 import matplotlib.pyplot as plt
 import numpy as np
 import pandas as pd
 from matplotlib.axes import Axes
 
+from systole.plots import plot_events
 from systole.utils import heart_rate
 
 
@@ -17,11 +18,13 @@ def plot_rr(
     line: bool = True,
     points: bool = True,
     artefacts: Optional[Dict[str, np.ndarray]] = None,
+    bad_segments: Optional[List[Tuple[int, int]]] = None,
     input_type: str = "peaks",
     ax: Optional[Axes] = None,
     show_limits: bool = True,
     slider=None,
     figsize: Tuple[float, float] = (13, 5),
+    events_params: Optional[Dict] = None,
 ) -> Axes:
     """Plot continuous or discontinuous RR intervals time series.
 
@@ -40,10 +43,14 @@ def plot_rr(
     line : bool
         If `True`, plot the interpolated instantaneous heart rate.
     points : bool
-        If `True`, plot each peaks (R wave or systolic peaks) as separated
-        points.
+        If `True`, plot each peaks (R wave or systolic peaks) as separated points.
     artefacts : dict
-        Dictionnary storing the parameters of RR artefacts rejection.
+        Dictionary storing the parameters of RR artefacts rejection.
+    bad_segments : np.ndarray | list | None
+        Mark some portion of the recording as bad. Grey areas are displayed on the top
+        of the signal to help visualization (this is not correcting or transforming the
+        post-processed signals). Should be a list of tuples shuch as (start_idx,
+        end_idx) for each segment.
     input_type : str
         The type of input vector. Can be `"peaks"`, `"peaks_idx"`, `"rr_ms"`, or
         `"rr_s"`. Default to `"peaks"`.
@@ -57,6 +64,9 @@ def plot_rr(
         bokeh backend).
     figsize : tuple
         Figure size. Default is `(13, 5)`.
+    events_params : dict | None
+        (Optional) Additional parameters that will be passed to
+        py:func:`systole.plots.plot_events` and plot the events timing in the backgound.
 
     Returns
     -------
@@ -70,6 +80,10 @@ def plot_rr(
     if ax is None:
         _, ax = plt.subplots(figsize=figsize)
 
+    # Plot the events in the background if required
+    if events_params is not None:
+        plot_events(**events_params, ax=ax)
+
     if line is True:
 
         # Extract instantaneous heart rate
@@ -122,8 +136,8 @@ def plot_rr(
             marker="o",
             label="R-R intervals",
             s=20,
-            color="white",
-            edgecolors="DarkSlateGrey",
+            color="lightgray",
+            edgecolors="gray",
             zorder=2,
         )
 
@@ -203,10 +217,19 @@ def plot_rr(
                 ax.axhspan(ymin=high, ymax=ylim_high, color="r", alpha=0.1)
                 ax.set_ylim(ylim_low, ylim_high)
 
+    # Show bad segments if any
+    if bad_segments is not None:
+        if line is False:
+            # Create the time vector
+            hr, time = heart_rate(rr, unit=unit, kind=kind, input_type=input_type)
+            time = pd.to_datetime(time, unit="s", origin="unix")
+
+        for bads in bad_segments:
+            ax.axvspan(xmin=time[bads[0]], xmax=time[bads[1]], color="grey", alpha=0.2)
+
     ax.set_title("Instantaneous heart rate")
     ax.set_xlabel("Time")
     ax.set_ylabel(ylabel)
-    ax.grid(True)
-    ax.legend()
+    ax.legend(loc="upper right")
 
     return ax
diff --git a/systole/plots/backends/matplotlib/plot_subspaces.py b/systole/plots/backends/matplotlib/plot_subspaces.py
index c0fd091c..651a619c 100644
--- a/systole/plots/backends/matplotlib/plot_subspaces.py
+++ b/systole/plots/backends/matplotlib/plot_subspaces.py
@@ -1,6 +1,6 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import Dict, Tuple
+from typing import Dict, List, Optional, Tuple, Union
 
 import numpy as np
 from matplotlib.axes import Axes
@@ -11,6 +11,7 @@
 def plot_subspaces(
     artefacts: Dict[str, np.ndarray],
     figsize: Tuple[int, int] = (10, 5),
+    ax: Optional[Union[Tuple, List]] = None,
 ) -> Tuple[Axes, Axes]:
     """Plot hrv subspace as described by Lipponen & Tarvainen (2019).
 
@@ -28,11 +29,24 @@ def plot_subspaces(
         The matplotlib axes containing the plot.
 
     """
+    if ax is None:
+        ectopic_ax, short_long_ax = None, None
+    else:
+        ectopic_ax, short_long_ax = ax
+
     ectopic = plot_ectopic(  # type: ignore
-        artefacts=artefacts, figsize=figsize, input_type=None, backend="matplotlib"
+        artefacts=artefacts,
+        figsize=figsize,
+        input_type=None,
+        backend="matplotlib",
+        ax=ectopic_ax,
     )
     shortLong = plot_shortlong(  # type: ignore
-        artefacts=artefacts, figsize=figsize, input_type=None, backend="matplotlib"
+        artefacts=artefacts,
+        figsize=figsize,
+        input_type=None,
+        backend="matplotlib",
+        ax=short_long_ax,
     )
 
     return ectopic, shortLong
diff --git a/systole/plots/plot_circular.py b/systole/plots/plot_circular.py
index b7180645..d9c744a5 100644
--- a/systole/plots/plot_circular.py
+++ b/systole/plots/plot_circular.py
@@ -81,10 +81,9 @@ def plot_circular(
 
     Notes
     -----
-    The density function can be represented using the area of the bars, the
-    height or the transparency (alpha). The default behaviour will use the
-    area. Using the heigth can visually biase the importance of the largest
-    values. Adapted from [#]_.
+    The density function can be represented using the area of the bars, the height or
+    the transparency (alpha). The default behaviour will use the area. Using the heigth
+    can visually biase the importance of the largest values. Adapted from [#]_.
 
     The circular mean was adapted from Pingouin's implementation [#]_.
 
diff --git a/systole/plots/plot_ectopic.py b/systole/plots/plot_ectopic.py
index 6c5c6ed5..e1ed9f18 100644
--- a/systole/plots/plot_ectopic.py
+++ b/systole/plots/plot_ectopic.py
@@ -54,7 +54,7 @@ def plot_ectopic(
     ----------
     rr : np.ndarray | None
         Interval time-series (R-R, beat-to-beat...), in miliseconds.
-    artefacts : dict or None
+    artefacts : dict | None
         The artefacts detected using
         :py:func:`systole.detection.rr_artefacts()`.
     input_type : str
@@ -86,7 +86,8 @@ def plot_ectopic(
     ----------
     .. [1] Lipponen, J. A., & Tarvainen, M. P. (2019). A robust algorithm for heart
        rate variability time series artefact correction using novel beat classification.
-       Journal of Medical Engineering & Technology, 43(3), 173–181. https://doi.org/10.1080/03091902.2019.1640306
+       Journal of Medical Engineering & Technology, 43(3), 173–181.
+       https://doi.org/10.1080/03091902.2019.1640306
 
     Notes
     -----
@@ -108,7 +109,8 @@ def plot_ectopic(
 
        plot_ectopic(rr, input_type="rr_ms")
 
-    Visualizing ectopic subspace from the `artefact` dictionary.
+    Visualizing ectopic subspace from the `artefact` dictionary generated by
+    :py:func:`systole.detection.rr_artefacts()`.
 
     .. jupyter-execute::
 
@@ -119,7 +121,7 @@ def plot_ectopic(
 
        plot_ectopic(artefacts=artefacts)
 
-    Using the Bokeh backend.
+    Using Bokeh as plotting backend.
 
     .. jupyter-execute::
 
diff --git a/systole/plots/plot_events.py b/systole/plots/plot_events.py
index caa83821..e359472a 100644
--- a/systole/plots/plot_events.py
+++ b/systole/plots/plot_events.py
@@ -14,7 +14,7 @@
 def plot_events(
     triggers: Optional[Union[List, np.ndarray]] = None,
     triggers_idx: Optional[Union[List, np.ndarray]] = None,
-    events_labels: Optional[Union[Dict[str, str], List, str]] = None,
+    labels: Optional[Union[Dict[str, str], List, str]] = None,
     tmin: float = -1.0,
     tmax: float = 10.0,
     sfreq: int = 1000,
@@ -24,7 +24,7 @@ def plot_events(
     backend: str = "matplotlib",
     palette: Optional[List[str]] = None,
 ) -> Axes:
-    """Plot events occurence across recording.
+    """Visualize the occurence of events along the physiological recording.
 
     Parameters
     ----------
@@ -36,21 +36,21 @@ def plot_events(
         Trigger indexes. Each value encode the sample where an event occured (see
         also `sfreq`). Different conditions should be provided separately as list of
         arrays (can have different lenght).
-    events_labels : dict
+    labels : dict
         The events label. The key of the dictionary is the condition number (from 1 to
         n, as `str`), the value is the label (`str`). Default set to
         `{"1": "Event - 1"}` if one condition is provided, and generalize up to n
         conditions `{"n": "Event - n"}`.
     tmin, tmax : float
         Start and end time of the epochs in seconds, relative to the time-locked event.
-        Defaults to -1.0 and 10.0, respectively.
+        Defaults to `-1.0` and `10.0`, respectively.
     sfreq : int
         Signal sampling frequency. Default is set to 1000 Hz.
-    behavior : list | py:class:`pandas.DataFrame`
-        Additional information about trials that should appear when hovering on the
-        trial (`bokeh` version only). A py:class:`pd.DataFrame` instance with length =
-        n trials, or a list of py:class:`pd.DataFrame` (for multiple conditions) should
-        be provided.
+    behavior : list | py:class:`pandas.DataFrame` | None
+        (Optional) Additional information about trials that will appear when hovering
+        on the area (`bokeh` version only). A py:class:`pd.DataFrame` instance with
+        length = n trials, or a list of py:class:`pd.DataFrame` (for multiple
+        conditions) should be provided.
     figsize : tuple
         Figure size. Default is `(13, 5)`.
     ax : :class:`matplotlib.axes.Axes` | :class:`bokeh.plotting.figure.Figure` | None
@@ -61,8 +61,6 @@ def plot_events(
     palette : list | None
         Color palette. Default sets to Seaborn `"deep"`.
 
-    .. warning:: The `behavior` parameter will be implemented in a future release.
-
     Returns
     -------
     plot : :class:`matplotlib.axes.Axes` | :class:`bokeh.plotting.figure.Figure`
@@ -72,10 +70,18 @@ def plot_events(
     --------
     plot_rr, plot_raw
 
+    Raises
+    ------
+    ValueError
+        When no triggers or triggers indexes are provided.
+        When both triggers and triggers indexes are provided.
+        If the length of behavior optional data does not match with the provide triggers.
+        If invalid event names are provided.
+
     Examples
     --------
 
-    Plot events distributions using the Matplotlib backend.
+    Plot events distributions using Matplotlib as plotting backend.
 
     .. jupyter-execute::
 
@@ -93,12 +99,12 @@ def plot_events(
        ]
 
        plot_events(
-           triggers_idx=triggers_idx, events_labels=["Disgust", "Neutral"],
+           triggers_idx=triggers_idx, labels=["Disgust", "Neutral"],
            tmin=-0.5, tmax=10.0, figsize=(13, 3),
            palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
         )
 
-    Plot events distributions using the Bokeh backend and add RR time series.
+    Plot events distributions using Bokeh as plotting backend and add the RR time series.
 
     .. jupyter-execute::
 
@@ -114,11 +120,13 @@ def plot_events(
        # First, we create a RR interval plot
        rr_plot = plot_rr(peaks, input_type='peaks', backend='bokeh', figsize=250)
 
+       # Then we add events annotations to this plot using the plot_events function
        show(
-           # Then we add events annotations to this plot using the plot_events function
-           plot_events(triggers_idx=triggers_idx, backend="bokeh", events_labels=["Disgust", "Neutral"],
-                       tmin=-0.5, tmax=10.0, palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
-                       ax=rr_plot.children[0])
+            plot_events(
+                triggers_idx=triggers_idx, labels=["Disgust", "Neutral"],
+                tmin=-0.5, tmax=10.0, ax=rr_plot.children[0], backend="bokeh",
+                palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+            )
        )
 
     """
@@ -137,31 +145,48 @@ def plot_events(
         elif backend == "bokeh":
             figsize = 300
 
-    # Create a list of triggers indexs with length n = number of conditions
-    if triggers_idx is None:
-        if triggers is None:
-            raise ValueError("No triggers provided")
-        else:
-            if isinstance(triggers, np.ndarray):
-                triggers = [triggers]
-            triggers_idx = []
-            for this_triggers in triggers:
-                triggers_idx.append(np.where(this_triggers)[0])
-
-    # Create the event dictionnary if not already provided
-    if events_labels is None:
-        events_labels = {}
+    # Create a list of triggers indexs (if provided) with length n = number of conditions
+    if (triggers_idx is None) & (triggers is None):
+        raise ValueError("No triggers provided")
+    elif triggers_idx is None:
+        if isinstance(triggers, np.ndarray):
+            triggers = [triggers]
+
+        # Transform the boolean vector into triggers indexes
+        triggers_idx = []
+        for this_triggers in triggers:  # type: ignore
+            triggers_idx.append(np.where(this_triggers)[0])
+
+    elif triggers is None:
+        if isinstance(triggers_idx, np.ndarray):
+            triggers_idx = [triggers_idx]
+    else:
+        raise ValueError("Both triggers and triggers indexes are provided.")
+
+    # Check that the behaviors data (if provided) match with events length
+    if behavior is not None:
+        if isinstance(behavior, pd.DataFrame):
+            behavior = [behavior]
+        for tr, bh in zip(triggers_idx, behavior):
+            if len(tr) != len(bh):
+                raise ValueError(
+                    "The length of triggers indexes and behavior data does not match"
+                )
+
+    # Create the event dictionary if not already provided
+    if labels is None:
+        labels = {}
         for i in range(len(triggers_idx)):
-            events_labels[f"{i+1}"] = f"Event - {i+1}"
-    elif isinstance(events_labels, str):
-        event_str = events_labels
-        events_labels = {}
-        events_labels["1"] = event_str
-    elif isinstance(events_labels, list):
-        event_list = events_labels
-        events_labels = {}
+            labels[f"{i+1}"] = f"Event - {i+1}"
+    elif isinstance(labels, str):
+        event_str = labels
+        labels = {}
+        labels["1"] = event_str
+    elif isinstance(labels, list):
+        event_list = labels
+        labels = {}
         for i, lab in enumerate(event_list):
-            events_labels[f"{i+1}"] = lab
+            labels[f"{i+1}"] = lab
     else:
         raise ValueError("Invalid event label provided.")
 
@@ -180,30 +205,27 @@ def plot_events(
             this_tmin = (event / sfreq) + tmin
             this_trigger = event / sfreq
             this_tmax = (event / sfreq) + tmax
-            df = df.append(
-                pd.DataFrame(
-                    {
-                        "tmin": this_tmin,
-                        "trigger": this_trigger,
-                        "tmax": this_tmax,
-                        "label": events_labels[str(i + 1)],
-                        "color": [col],
-                    }
-                ),
+            df = pd.concat(
+                [
+                    df,
+                    pd.DataFrame(
+                        {
+                            "tmin": this_tmin,
+                            "trigger": this_trigger,
+                            "tmax": this_tmax,
+                            "label": labels[str(i + 1)],
+                            "color": [col],
+                        }
+                    ),
+                ],
                 ignore_index=True,
             )
 
-            # Add behaviors results when provided
-
     df["tmin"] = pd.to_datetime(df["tmin"], unit="s", origin="unix")
     df["trigger"] = pd.to_datetime(df["trigger"], unit="s", origin="unix")
     df["tmax"] = pd.to_datetime(df["tmax"], unit="s", origin="unix")
 
-    plot_raw_args = {
-        "df": df,
-        "figsize": figsize,
-        "ax": ax,
-    }
+    plot_raw_args = {"df": df, "figsize": figsize, "ax": ax, "behavior": behavior}
 
     plotting_function = get_plotting_function("plot_events", "plot_events", backend)
     plot = plotting_function(**plot_raw_args)
diff --git a/systole/plots/plot_evoked.py b/systole/plots/plot_evoked.py
index 1adb411c..643ff29c 100644
--- a/systole/plots/plot_evoked.py
+++ b/systole/plots/plot_evoked.py
@@ -1,10 +1,8 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-import itertools
 from typing import List, Optional, Tuple, Union
 
 import numpy as np
-import seaborn as sns
 from bokeh.plotting.figure import Figure
 from matplotlib.axes import Axes
 
@@ -30,11 +28,9 @@ def plot_evoked(
     labels: Optional[Union[str, List[str]]] = None,
     unit: str = "bpm",
     kind: str = "cubic",
-    ci: Union[int, str] = "sd",
     ax: Optional[Axes] = None,
     figsize: Optional[Tuple[float, float]] = None,
     backend: str = "matplotlib",
-    palette: Optional[List[str]] = None,
     **kwargs,
 ) -> Union[Figure, Axes]:
     """Plot evoked heart rate across trials.
@@ -86,10 +82,6 @@ def plot_evoked(
         the type of interpolation between instantaneous heart rate estimates.
         This is then the method used by `scipy.interpolate.interp1d`). Can be `'cubic'`
         (defalut), `'linear'`, `'previous'` or `'next'`.
-    ci : int | str
-        The confidence interval around the mean estimate. If `backend="matplotlib"`,
-        this value will be passed to py:func:`seaborn.lineplot`. If `backend="bokeh"`,
-        only `"sd"` (standard deviation) is currently supported. Default set to `"sd"`.
     ax : :class:`matplotlib.axes.Axes` | None
         Where to draw the plot. Default is *None* (create a new figure).
     figsize : tuple, int or None
@@ -98,10 +90,9 @@ def plot_evoked(
     backend: str
         Select plotting backend (`"matplotlib"`, `"bokeh"`). Default sets to
         `"matplotlib"`.
-    palette : list | None
-        Color palette. Default sets to Seaborn `"deep"`.
     kwargs: key, value mappings
-        Other keyword arguments are passed down to py:`func:seaborn.lineplot()`.
+        Other keyword arguments are passed down to py:`func:seaborn.lineplot()` if
+        `backend` is `"matplotlib"`.
 
     Returns
     -------
@@ -142,41 +133,41 @@ def plot_evoked(
        ]
 
        # Peak detection in the ECG signal using the Pan-Tompkins method
-       signal, peaks = ecg_peaks(ecg_df.ecg, method='pan-tompkins', sfreq=1000)
+       signal, peaks = ecg_peaks(ecg_df.ecg, method='sleepecg', sfreq=1000)
 
        # Convert to instantaneous heart rate
        rr, _ = heart_rate(peaks, kind="cubic", unit="bpm", input_type="peaks")
 
        # Create list epochs arrays for each condition
-       epochs, _ = to_epochs(
+       hr_epochs, _ = to_epochs(
            signal=rr, triggers_idx=triggers_idx, tmin=-1.0, tmax=10.0,
            apply_baseline=(-1.0, 0.0)
            )
 
        fig, axs = plt.subplots(ncols=3, figsize=(15, 5), sharey=True)
 
+       # We define a common set of plotting arguments here
+       plot_args = {
+            "backend": "matplotlib", "figsize": (400, 400),
+            "palette": [sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+            "tmin": -1.0, "tmax": 10.0, "apply_baseline": (-1.0, 0.0), "decim": 100
+        }
+
        # Using the raw signal and events triggers
        plot_evoked(
             signal=ecg_df.ecg.to_numpy(), triggers_idx=triggers_idx, modality="ecg",
-            tmin=-1.0, tmax=10.0, apply_baseline=(-1.0, 0.0), backend="matplotlib",
-            palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
-            ax=axs[0]
+            ax=axs[0], **plot_args
             )
 
        # Using the detected peaks and events triggers
        plot_evoked(
-           rr=peaks, triggers_idx=triggers_idx, input_type="peaks", tmin=-1.0,
-           tmax=10.0, apply_baseline=(-1.0, 0.0), backend="matplotlib",
-           palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
-           ax=axs[1]
+           rr=peaks, triggers_idx=triggers_idx, input_type="peaks", ax=axs[1],
+           **plot_args
            )
 
        # Using the list of epochs arrays
        plot_evoked(
-           epochs=epochs,
-           palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
-           backend="matplotlib",
-           ax=axs[2]
+           epochs=hr_epochs, ax=axs[2], **plot_args
            )
 
     Plot evoked heart rate across two conditions using the Bokeh backend. Here,
@@ -194,41 +185,31 @@ def plot_evoked(
        from bokeh.layouts import row
        output_notebook()
 
+       # We define a common set of plotting arguments here
+       plot_args = {
+            "backend": "bokeh", "figsize": (400, 400),
+            "palette": [sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+            "tmin": -1.0, "tmax": 10.0, "apply_baseline": (-1.0, 0.0), "decim": 100
+        }
+
        # Using the raw signal and events triggers
        raw_plot = plot_evoked(
             signal=ecg_df.ecg.to_numpy(), triggers_idx=triggers_idx, modality="ecg",
-            tmin=-1.0, tmax=10.0, apply_baseline=(-1.0, 0.0), backend="bokeh",
-            palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
-            figsize=(400, 400)
+            **plot_args
             )
 
        # Using the detected peaks and events triggers
        peaks_plot = plot_evoked(
-           rr=peaks, triggers_idx=triggers_idx, input_type="peaks", tmin=-1.0,
-           tmax=10.0, apply_baseline=(-1.0, 0.0), backend="bokeh",
-           palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
-           figsize=(400, 400)
+           rr=peaks, triggers_idx=triggers_idx, input_type="peaks", **plot_args
            )
 
        # Using the list of epochs arrays
-       epochs_plots = plot_evoked(
-           epochs=epochs,
-           palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
-           backend="bokeh",
-           figsize=(400, 400)
-           )
+       epochs_plots = plot_evoked(epochs=hr_epochs, **plot_args)
 
        # Create a Bokeh layout and plot the figures side by side
        show(row(raw_plot, peaks_plot, epochs_plots))
 
     """
-    # Define color palette
-    if palette is None:
-        this_palette = itertools.cycle(sns.color_palette("deep", as_cmap=True))
-    elif isinstance(palette, list):
-        this_palette = itertools.cycle(palette)
-    else:
-        raise ValueError("Invalid palette provided.")
 
     # Define figure size
     if figsize is None:
@@ -288,19 +269,20 @@ def plot_evoked(
     )
 
     if decim is not None:
+        new_epoch = []
         for i in range(len(epochs)):
-            epochs[i] = epochs[i][:, ::decim]
+            new_epoch.append(epochs[i][:, ::decim])
+        epochs = new_epoch
         time = time[::decim]
 
     plot_evoked_args = {
         "epochs": epochs,
         "time": time,
-        "palette": this_palette,
         "ax": ax,
         "figsize": figsize,
         "labels": labels,
         "unit": unit,
-        "ci": ci,
+        **kwargs,
     }
 
     plotting_function = get_plotting_function("plot_evoked", "plot_evoked", backend)
diff --git a/systole/plots/plot_frequency.py b/systole/plots/plot_frequency.py
index 1ba4db6d..10c0602f 100644
--- a/systole/plots/plot_frequency.py
+++ b/systole/plots/plot_frequency.py
@@ -34,14 +34,13 @@ def plot_frequency(
         (IBI), expressed in seconds or milliseconds (respectively).
     fbands : None | dict | optional
         Dictionary containing the names of the frequency bands of interest (str), their
-        range (tuples) and their color in the PSD plot.
-        Default is:
+        range (tuples) and their color in the PSD plot. Default is::
 
-        .. python::
-
-           {'vlf': ('Very low frequency', (0.003, 0.04), 'b'),
+           {
+            'vlf': ('Very low frequency', (0.003, 0.04), 'b'),
             'lf': ('Low frequency', (0.04, 0.15), 'g'),
-            'hf': ('High frequency', (0.15, 0.4), 'r')}
+            'hf': ('High frequency', (0.15, 0.4), 'r')
+            }
 
     figsize : list | tuple | int | None
         Figure size. Default is `(13, 5)`.
@@ -63,9 +62,8 @@ def plot_frequency(
     Examples
     --------
 
-    Visualizing HRV frequency domain from RR time series.
-
-    Using Matplotlib backend
+    Visualizing HRV frequency domain from RR time series using Matplotlib as plotting
+    backend.
 
     .. jupyter-execute::
 
@@ -75,7 +73,8 @@ def plot_frequency(
         rr = import_rr().rr.to_numpy()
         plot_frequency(rr, input_type="rr_ms")
 
-    Using Bokeh backend
+    Visualizing HRV frequency domain from RR time series using Bokeh as plotting
+    backend.
 
     .. jupyter-execute::
 
diff --git a/systole/plots/plot_poincare.py b/systole/plots/plot_poincare.py
index b8406405..bef82593 100644
--- a/systole/plots/plot_poincare.py
+++ b/systole/plots/plot_poincare.py
@@ -48,9 +48,7 @@ def plot_poincare(
     Examples
     --------
 
-    Visualizing poincare plot from RR time series.
-
-    Using Matplotlib backend
+    Visualizing poincare plot from RR time series using Matplotlib as plotting backend.
 
     .. jupyter-execute::
 
diff --git a/systole/plots/plot_raw.py b/systole/plots/plot_raw.py
index abfc05c4..6825bedb 100644
--- a/systole/plots/plot_raw.py
+++ b/systole/plots/plot_raw.py
@@ -1,72 +1,95 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import List, Optional, Tuple, Union
+from typing import Dict, List, Optional, Tuple, Union
 
 import numpy as np
 import pandas as pd
 from bokeh.plotting.figure import Figure
 from matplotlib.axes import Axes
 
-from systole.detection import ecg_peaks, ppg_peaks
+from systole.detection import ecg_peaks, ppg_peaks, rsp_peaks
 from systole.plots.utils import get_plotting_function
+from systole.utils import ecg_strings, norm_bad_segments, ppg_strings, resp_strings
 
 
 def plot_raw(
     signal: Union[pd.DataFrame, np.ndarray, List],
+    peaks: Optional[np.ndarray] = None,
     sfreq: int = 1000,
     modality: str = "ppg",
-    ecg_method: str = "pan-tompkins",
+    ecg_method: str = "sleepecg",
     show_heart_rate: bool = False,
     show_artefacts: bool = False,
+    bad_segments: Optional[Union[np.ndarray, List[Tuple[int, int]]]] = None,
     slider: bool = True,
+    decim: Optional[int] = 10,
     ax: Optional[Axes] = None,
     figsize: Optional[Union[int, List[int], Tuple[int, int]]] = None,
     backend: str = "matplotlib",
+    events_params: Optional[Dict] = None,
     **kwargs
 ) -> Union[Axes, Figure]:
     """Visualization of PPG or ECG signal with systolic peaks or R wave detection.
 
-    The instantaneous heart rate can be derived in a second row.
+    The instantaneous heart rate can be derived in a second row, as well as the events
+    temporal distribution.
 
     Parameters
     ----------
     signal : :py:class:`pandas.DataFrame` | :py:class:`numpy.ndarray` | list
-        Dataframe of PPG or ECG signal in the long format. If a data frame is
-        provided, it should contain at least one ``'time'`` and one colum for
-        signal(either ``'ppg'`` or ``'ecg'``). If an array is provided, it will
-        automatically create a DataFrame using the array as signal and
-        ``sfreq`` as sampling frequency.
+        Dataframe of PPG or ECG signal in the long format. If a data frame is provided,
+        it should contain at least one `'time'` and one colum for signal (either `'ppg'`
+        `'ecg'`, `'respiration'`). If an array is provided, it will automatically create
+        a DataFrame using the array as signal and `sfreq` as sampling frequency.
+    peaks : np.ndarray | None
+        (Optional) A boolean vetor of peaks detection (should have same length than
+        `signal`). If `peaks` is provided, the peaks detection part is skipped and this
+        vector is used instead.
     sfreq : int
         Signal sampling frequency. Default is set to 1000 Hz.
     modality : str
-        The type of signal provided. Can be ``'ppg'`` (pulse oximeter) or
-        ``'ecg'`` (electrocardiography). The peak detection algorithm used
-        depend on the type of signal provided.
+        The type of signal provided. Can be `'ppg'` (pulse oximeter), `'ecg'`
+        (electrocardiography) or `'resp'`. This parameter will control the type of
+        peak detection algorithm to use. Only relevant if `peaks` is not provided.
     ecg_method : str
         Peak detection algorithm used by the
-        :py:func:`systole.detection.ecg_peaks` function. Can be one of the
-        following: `'hamilton'`, `'christov'`, `'engelse-zeelenberg'`,
-        `'pan-tompkins'`, `'wavelet-transform'`, `'moving-average'`. The
-        default is `'pan-tompkins'`.
+        :py:func:`systole.detection.ecg_peaks` function. Can be one of the following:
+        `'hamilton'`, `'christov'`, `'engelse-zeelenberg'`, `'pan-tompkins'`,
+        `'wavelet-transform'`, `'moving-average'` or `'sleepecg'`. The default is
+        `'sleepecg'`.
     show_heart_rate : bool
-        If `True`, show the instnataneous heart rate below the raw signal.
-        Defaults to `False`.
+        If `True`, show the instnataneous heart rate below the raw signal. Defaults to
+        `False`.
     show_artefacts : bool
-        If `True`, the function will call
-        py:func:`systole.detection.rr_artefacts` to detect outliers intervalin the time
-        serie and outline them using different colors.
+        If `True`, the function will call py:func:`systole.detection.rr_artefacts` to
+        detect outliers intervalin the time serie and outline them using different
+        colors.
+    bad_segments : np.ndarray | list | None
+        Mark some portion of the recording as bad. Grey areas are displayed on the top
+        of the signal to help visualization (this is not correcting or transforming the
+        post-processed signals). If a np.ndarray is provided, it should be a boolean
+        of same length than `signal` where `False` indicates a bad segment. If a list
+        is provided, it should be a list of tuples shuch as (start_idx, end_idx) for
+        each bad segment.
     slider : bool
-        If `True`, will add a slider to select the time window to plot
-        (requires bokeh backend).
+        If `True`, will add a slider to select the time window to plot (requires bokeh
+        backend).
+    decim : int
+        Factor by which to subsample the raw signal. Selects every Nth sample (where N
+        is the value passed to decim). Default set to `10` (considering that the imput
+        signal has a sampling frequency of 1000 Hz) to save memory.
     ax : :class:`matplotlib.axes.Axes` | None
         Where to draw the plot. Default is *None* (create a new figure). Only
         applies when `backend="matplotlib"`.
     figsize : tuple, int or None
-        Figure size. Default is `(13, 5)` for matplotlib backend, and the
-        height is `300` when using bokeh backend.
+        Figure size. Default is `(13, 5)` for matplotlib backend, and the height is
+        `300` when using bokeh backend.
     backend: str
         Select plotting backend {"matplotlib", "bokeh"}. Defaults to
         "matplotlib".
+    events_params : dict | None
+        (Optional) Additional parameters that will be passed to
+        py:func:`systole.plots.plot_events` and plot the events timing in the backgound.
     **kwargs : keyword arguments
         Additional arguments will be passed to
         `:py:func:systole.detection.ppg_peaks()` or
@@ -85,7 +108,7 @@ def plot_raw(
     Examples
     --------
 
-    Plotting raw ECG recording.
+    Plotting raw ECG recording with automatic R peaks labelling.
 
     .. jupyter-execute::
 
@@ -97,9 +120,23 @@ def plot_raw(
 
        # Only use the first 60 seconds for demonstration
        ecg = ecg[ecg.time.between(60, 90)]
-       plot_raw(ecg, modality='ecg', sfreq=1000, ecg_method='pan-tompkins')
+       plot_raw(ecg, modality='ecg', sfreq=1000, ecg_method='sleepecg')
 
-    Plotting raw PPG recording.
+    Plotting raw respiration recording with automatic labelling of inspiratory peaks.
+
+    .. jupyter-execute::
+
+       from systole import import_dataset1
+       from systole.plots import plot_raw
+
+       # Import Respiration recording as pandas data frame
+       rsp = import_dataset1(modalities=['Respiration'])
+
+       # Only use the first 90 seconds for demonstration
+       rsp = rsp[rsp.time.between(500, 600)]
+       plot_raw(rsp, sfreq=1000, modality="respiration")
+
+    Plotting raw PPG recording with automatic labelling of the systolic peaks.
 
     .. jupyter-execute::
 
@@ -109,9 +146,22 @@ def plot_raw(
        ppg = import_ppg()
 
        # Only use the first 60 seconds for demonstration
-       plot_raw(ppg[ppg.time<60])
+       plot_raw(ppg[ppg.time<60], sfreq=75);
 
-    Using Bokeh backend, with instantaneous heart rate and artefacts.
+    Highlighting a bad segment in the recording.
+
+    .. jupyter-execute::
+
+       from systole import import_ppg
+       from systole.plots import plot_raw
+
+       # Only use the first 60 seconds for demonstration
+       # The bad segments are annotated using a tuple (start, end) in miliseconds
+       plot_raw(ppg[ppg.time<60], sfreq=75, bad_segments=[(15000, 17000)]);
+
+    Using Bokeh as plotting backend, with automatic systolic peaks labelling and show
+    the instantaneous heart rate in a second panel with automated labelling of RR
+    interval artefacts.
 
     .. jupyter-execute::
 
@@ -120,7 +170,10 @@ def plot_raw(
        output_notebook()
 
        show(
-           plot_raw(ppg, backend="bokeh", show_heart_rate=True, show_artefacts=True)
+           plot_raw(
+            signal=ppg, backend="bokeh", sfreq=75,
+            show_heart_rate=True, show_artefacts=True
+            )
         )
 
     """
@@ -130,23 +183,63 @@ def plot_raw(
         elif backend == "bokeh":
             figsize = 300
 
-    if isinstance(signal, pd.DataFrame):
-        # Find peaks - Remove learning phase
-        if modality == "ppg":
-            signal, peaks = ppg_peaks(signal.ppg, noise_removal=False, **kwargs)
-        elif modality == "ecg":
-            signal, peaks = ecg_peaks(
-                signal.ecg, method=ecg_method, find_local=True, **kwargs
-            )
+    if peaks is None:
+
+        if isinstance(signal, pd.DataFrame):
+
+            # Find peaks - Remove learning phase
+            if modality.lower() in ppg_strings:
+                signal, peaks = ppg_peaks(
+                    signal=signal[modality], moving_average=False, sfreq=sfreq, **kwargs
+                )
+            elif modality.lower() in resp_strings:
+                signal, (peaks, troughs) = rsp_peaks(
+                    signal=signal[modality], sfreq=sfreq, **kwargs
+                )
+            elif modality.lower() in ecg_strings:
+                signal, peaks = ecg_peaks(
+                    signal=signal[modality],
+                    method=ecg_method,
+                    find_local=True,
+                    sfreq=sfreq,
+                    **kwargs
+                )
+            else:
+                raise ValueError(
+                    "Invalid modality parameter. See systole.utils.ecg_strings, "
+                    "systole.utils.ppg_strings or systole.utils.resp_strings "
+                    "for valid parameters."
+                )
+        else:
+            if modality in ppg_strings:
+                signal, peaks = ppg_peaks(
+                    signal=signal, moving_average=False, sfreq=sfreq, **kwargs
+                )
+            elif modality in resp_strings:
+                signal, (peaks, troughs) = rsp_peaks(
+                    signal=signal, sfreq=sfreq, **kwargs
+                )
+            elif modality in ecg_strings:
+                signal, peaks = ecg_peaks(
+                    signal=signal,
+                    method=ecg_method,
+                    sfreq=sfreq,
+                    find_local=True,
+                    **kwargs
+                )
+            else:
+                raise ValueError(
+                    "Invalid modality parameter. See systole.utils.ecg_strings, "
+                    "systole.utils.ppg_strings or systole.utils.resp_strings "
+                    "for valid parameters."
+                )
+
+    if bad_segments is None:
+        bad_segments_tuples = None
     else:
-        if modality == "ppg":
-            signal, peaks = ppg_peaks(
-                signal, noise_removal=False, sfreq=sfreq, **kwargs
-            )
-        elif modality == "ecg":
-            signal, peaks = ecg_peaks(
-                signal, method=ecg_method, sfreq=sfreq, find_local=True, **kwargs
-            )
+        if isinstance(bad_segments, np.ndarray):
+            assert len(bad_segments) == len(signal)
+        bad_segments_tuples = norm_bad_segments(bad_segments)
 
     time = pd.to_datetime(np.arange(0, len(signal)), unit="ms", origin="unix")
 
@@ -157,9 +250,12 @@ def plot_raw(
         "modality": modality,
         "show_heart_rate": show_heart_rate,
         "show_artefacts": show_artefacts,
+        "bad_segments": bad_segments_tuples,
         "ax": ax,
         "figsize": figsize,
         "slider": slider,
+        "decim": decim,
+        "events_params": events_params,
     }
 
     plotting_function = get_plotting_function("plot_raw", "plot_raw", backend)
diff --git a/systole/plots/plot_rr.py b/systole/plots/plot_rr.py
index 89f5e3b8..f1b67fe6 100644
--- a/systole/plots/plot_rr.py
+++ b/systole/plots/plot_rr.py
@@ -7,6 +7,7 @@
 
 from systole.detection import rr_artefacts
 from systole.plots.utils import get_plotting_function
+from systole.utils import norm_bad_segments
 
 
 def plot_rr(
@@ -17,13 +18,15 @@ def plot_rr(
     points: bool = True,
     input_type: str = "peaks",
     show_artefacts: bool = False,
+    bad_segments: Optional[Union[np.ndarray, List[Tuple[int, int]]]] = None,
     show_limits: bool = True,
     slider: bool = True,
     ax: Optional[Axes] = None,
     figsize: Optional[Union[Tuple[float, float], int]] = None,
     backend: str = "matplotlib",
+    events_params: Optional[Dict] = None,
 ) -> Axes:
-    """Plot RR intervals time series.
+    """Plot instantaneous heart rate time series.
 
     Parameters
     ----------
@@ -51,6 +54,17 @@ def plot_rr(
         If `True`, the function will call
         py:func:`systole.detection.rr_artefacts` to detect outliers interval
         in the time serie and outline them using different colors.
+    bad_segments : np.ndarray | list | None
+        Mark some portion of the recording as bad. Grey areas are displayed on the top
+        of the signal to help visualization (this is not correcting or transforming the
+        post-processed signals). If a np.ndarray is provided, it should be a boolean
+        of same length than `signal` where `False` indicates a bad segment. If a list
+        is provided, it should be a list of tuples shuch as (start_idx, end_idx) for
+        each bad segment.
+
+        .. note::
+          The start and end points should be expressed as peaks indexes.
+
     show_limits : bool
         Use shaded areas to represent the range of physiologically impossible R-R
         intervals. Defaults to `True`.
@@ -61,9 +75,12 @@ def plot_rr(
         Where to draw the plot. Default is *None* (create a new figure).
     figsize : tuple | int | None
         Figure size. Default is `(13, 5)`.
-    backend: str
+    backend : str
         Select plotting backend {"matplotlib", "bokeh"}. Defaults to
         "matplotlib".
+    events_params : dict | None
+        (Optional) Additional parameters that will be passed to
+        py:func:`systole.plots.plot_events` and plot the events timing in the backgound.
 
     Returns
     -------
@@ -72,11 +89,13 @@ def plot_rr(
 
     See also
     --------
-    plot_raw, plot_events
+    plot_raw, plot_events, plot_evoked
 
     Examples
     --------
 
+    Plot instantaneous heart rate from a RR interval time series (in milliseconds).
+
     .. jupyter-execute::
 
        from systole import import_rr
@@ -85,31 +104,17 @@ def plot_rr(
        # Import R-R intervals time series
        rr = import_rr().rr.values
 
-    Using Matplotlib backend.
-
-    .. jupyter-execute::
-
-       plot_rr(rr=rr, input_type="rr_ms")
+       plot_rr(rr=rr, input_type="rr_ms");
 
-    Change the default unit to beats per minute (BPM).
-
-    .. jupyter-execute::
-
-       plot_rr(rr=rr, input_type="rr_ms", unit="bpm")
-
-    Only plot time points.
-
-    .. jupyter-execute::
-
-       plot_rr(rr=rr, input_type="rr_ms", unit="bpm", line=False);
-
-    Only plot the interpolated instantaneous heart rate variability.
+    Only show the interpolated instantaneous heart rate, add a bad segment and change
+    the default unit to beats per minute (BPM).
 
     .. jupyter-execute::
 
        plot_rr(rr=rr, input_type="rr_ms", unit="bpm", points=False);
 
-    Using the Bokeh backend.
+    Use Bokeh as a plotting backend, only show the scatterplt and highlight artefacts
+    in the RR intervals.
 
     .. jupyter-execute::
 
@@ -118,15 +123,10 @@ def plot_rr(
        output_notebook()
 
        show(
-           plot_rr(rr=rr, input_type="rr_ms", backend="bokeh")
-       )
-
-    Highlight RR artefacts and outliers.
-
-    .. jupyter-execute::
-
-       show(
-           plot_rr(rr=rr, input_type="rr_ms", backend="bokeh", show_artefacts=True)
+           plot_rr(
+            rr=rr, input_type="rr_ms", backend="bokeh",
+            line=False, show_artefacts=True
+            )
        )
 
     """
@@ -138,7 +138,7 @@ def plot_rr(
         if backend == "matplotlib":
             figsize = (13, 5)
         elif backend == "bokeh":
-            figsize = 200
+            figsize = 400
 
     if input_type not in ["peaks", "rr_ms", "rr_s", "peaks_idx"]:
         raise ValueError("Invalid input type")
@@ -150,6 +150,11 @@ def plot_rr(
             raise Warning("show_artefacts is True but points is set to False")
         artefacts = rr_artefacts(rr, input_type=input_type)
 
+    if bad_segments is None:
+        bad_segments_tuples = None
+    else:
+        bad_segments_tuples = norm_bad_segments(bad_segments)
+
     plot_rr_args = {
         "rr": rr,
         "unit": unit,
@@ -157,11 +162,13 @@ def plot_rr(
         "line": line,
         "points": points,
         "artefacts": artefacts,
+        "bad_segments": bad_segments_tuples,
         "input_type": input_type,
         "show_limits": show_limits,
         "slider": slider,
         "ax": ax,
         "figsize": figsize,
+        "events_params": events_params,
     }
 
     plotting_function = get_plotting_function("plot_rr", "plot_rr", backend)
diff --git a/systole/plots/plot_shortlong.py b/systole/plots/plot_shortlong.py
index bd4263d1..fd7f4558 100644
--- a/systole/plots/plot_shortlong.py
+++ b/systole/plots/plot_shortlong.py
@@ -94,7 +94,7 @@ def plot_shortlong(
     Examples
     --------
 
-    Visualizing short/long and missed/extra intervals from RR time series.
+    Visualizing short/long and missed/extra intervals from a RR time series.
 
     .. jupyter-execute::
 
@@ -117,7 +117,7 @@ def plot_shortlong(
 
        plot_shortlong(artefacts=artefacts)
 
-    Using the Bokeh backend.
+    Using Bokeh as plotting backend.
 
     .. jupyter-execute::
 
diff --git a/systole/plots/plot_subspaces.py b/systole/plots/plot_subspaces.py
index f1f846ed..2c78d9cf 100644
--- a/systole/plots/plot_subspaces.py
+++ b/systole/plots/plot_subspaces.py
@@ -1,6 +1,6 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-from typing import Dict, List, Tuple, Union, overload
+from typing import Dict, List, Optional, Tuple, Union
 
 import numpy as np
 from bokeh.plotting.figure import Figure
@@ -11,35 +11,12 @@
 from systole.utils import input_conversion
 
 
-@overload
 def plot_subspaces(
-    rr: None,
-    artefacts: Dict[str, np.ndarray],
-) -> Union[Figure, Axes]:
-    ...
-
-
-@overload
-def plot_subspaces(
-    rr: Union[List[float], np.ndarray],
-    artefacts: None,
-) -> Union[Figure, Axes]:
-    ...
-
-
-@overload
-def plot_subspaces(
-    rr: Union[List[float], np.ndarray],
-    artefacts: Dict[str, np.ndarray],
-) -> Union[Figure, Axes]:
-    ...
-
-
-def plot_subspaces(
-    rr=None,
-    artefacts=None,
+    rr: Optional[Union[List[float], np.ndarray]] = None,
+    artefacts: Optional[Dict[str, np.ndarray]] = None,
     input_type: str = "rr_s",
-    figsize: Union[Tuple[float, float], int] = None,
+    figsize: Optional[Union[Tuple[float, float], int]] = None,
+    ax: Optional[Union[Tuple, List]] = None,
     backend: str = "matplotlib",
 ) -> Union[Figure, Axes]:
     """Visualization of short, long, extra, missed and ectopic beats detection.
@@ -53,7 +30,7 @@ def plot_subspaces(
         vector is R-R intervals in milliseconds. Other data format can be provided by
         specifying the `"input_type"` (can be `"rr_s"`, `"peaks"` or `"peaks_idx"`).
     artefacts : dict | None
-        A dictionnary containing the infos abount the artefacts detected using the
+        A dictionary containing the infos abount the artefacts detected using the
         :py:func:`systole.detection.rr_artefacts()` function. This parameter is
         optional, but if provided the data provided in `rr` will be ignored.
     input_type : str
@@ -62,11 +39,15 @@ def plot_subspaces(
         Can also be `"rr_s"` or `"rr_ms"` for vectors of RR intervals, or
         interbeat intervals (IBI), expressed in seconds or milliseconds
         (respectively).
-    backend: str
-        Select plotting backend {"matplotlib", "bokeh"}. Defaults to "matplotlib".
     figsize : tuple | int | None
         Figure size. Default is `(12, 6)` for matplotlib backend, and the height is
         `600` when using bokeh backend.
+    ax : :class:`matplotlib.axes.Axes` | None
+        Where to draw the plot. Default is `None` (create a new figure). Otherwise, a
+        tuple of list of Matplotlib axes should be provided. Only applies if
+        `backend="matplotlib"`.
+    backend: str
+        Select plotting backend {"matplotlib", "bokeh"}. Defaults to "matplotlib".
 
     Returns
     -------
@@ -94,12 +75,15 @@ def plot_subspaces(
 
        from systole import import_rr
        from systole.plots import plot_subspaces
+       import matplotlib.pyplot as plt
 
        # Import PPG recording as numpy array
        rr = import_rr().rr.to_numpy()
-       plot_subspaces(rr)
 
-    Visualizing ectopic subspace from the `artefact` dictionary.
+       _, axs = plt.subplots(ncols=2, figsize=(12, 6))
+       plot_subspaces(rr, ax=axs)
+
+    Visualizing artefacts from the `artefact` dictionary.
 
     .. jupyter-execute::
 
@@ -108,9 +92,10 @@ def plot_subspaces(
        # Use the rr_artefacts function to short/long and extra/missed intervals
        artefacts = rr_artefacts(rr)
 
-       plot_subspaces(artefacts=artefacts)
+       _, axs = plt.subplots(ncols=2, figsize=(12, 6))
+       plot_subspaces(artefacts=artefacts, ax=axs)
 
-    Using the Bokeh backend.
+    Using Bokeh as plotting backend.
 
     .. jupyter-execute::
 
@@ -120,7 +105,9 @@ def plot_subspaces(
        output_notebook()
 
        show(
-          plot_subspaces(artefacts=artefacts, backend="bokeh", figsize=400)
+          plot_subspaces(
+            artefacts=artefacts, backend="bokeh", figsize=400
+            )
        )
 
     """
@@ -141,10 +128,7 @@ def plot_subspaces(
                 rr = input_conversion(rr, input_type=input_type, output_type="rr_ms")
             artefacts = rr_artefacts(rr)
 
-    plot_subspaces_args = {
-        "artefacts": artefacts,
-        "figsize": figsize,
-    }
+    plot_subspaces_args = {"artefacts": artefacts, "figsize": figsize, "ax": ax}
 
     plotting_function = get_plotting_function(
         "plot_subspaces", "plot_subspaces", backend
diff --git a/systole/plots/utils.py b/systole/plots/utils.py
index def95a6f..3e1e47d2 100644
--- a/systole/plots/utils.py
+++ b/systole/plots/utils.py
@@ -1,15 +1,8 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
 import importlib
-from typing import List, Optional, Union, overload
 
-import numpy as np
-import pandas as pd
-from bokeh.models import Column, ColumnDataSource, DataTable, TableColumn
 from packaging.version import parse
-from tabulate import tabulate  # type: ignore
-
-from systole.hrv import frequency_domain, nonlinear_domain, time_domain
 
 
 def get_plotting_function(plot_name, plot_module, backend="matplotlib"):
@@ -57,400 +50,3 @@ def get_plotting_function(plot_name, plot_module, backend="matplotlib"):
     plotting_method = getattr(module, plot_name)
 
     return plotting_method
-
-
-@overload
-def time_table(
-    rr: None,
-    input_type: None,
-    time_df=pd.DataFrame,
-) -> Union[Column, str]:
-    ...
-
-
-@overload
-def time_table(
-    rr: Union[List, np.ndarray],
-    input_type: str = "rr_ms",
-    time_df=None,
-) -> Union[Column, str]:
-    ...
-
-
-def time_table(
-    rr=None,
-    input_type="rr_ms",
-    time_df=None,
-    backend: str = "tabulate",
-    width: Optional[int] = 600,
-    height: Optional[int] = 300,
-) -> Union[Column, str]:
-    """Format time domain results for nice rendering.
-
-    Parameters
-    ----------
-    rr : np.ndarray | list
-        R-R interval time-series, peaks or peaks index vectors. The default expected
-        vector is R-R intervals in milliseconds. Other data format can be provided by
-        specifying the `"input_type"` (can be `"rr_s"`, `"peaks"` or `"peaks_idx"`).
-    input_type : str
-        The type of input provided. Can be `"peaks"`, `"peaks_idx"`, `"rr_ms"` or
-        `"rr_s"`. Defaults to `"rr_ms"`.
-    time_df : pd.DataFrame | None
-        The time domain results obtained from py:func:`systole.hrv.time_domain`.
-    bakend : str
-        Which backend to use. Can be `"bokeh"` or `"tabulate"`. Defaults to `"tabulate"`.
-    width, height : int
-        The table width and height (only for `"bokeh"` backend).
-
-    Returns
-    -------
-    table : `bokeh.models.Column` | str
-        The formatted time domain table, either as a string or as a Bokeh Columns.
-
-    """
-
-    if time_df is None:
-        if (rr is None) | (input_type is None):
-            raise ValueError(
-                "If no summary dataframe is provided, you must provide an RR time series."
-            )
-        time_df = time_domain(rr=rr, input_type=input_type)
-
-    data = {
-        "variable": [
-            "Mean RR",
-            "Median RR",
-            "Minimun RR",
-            "Maximum RR",
-            None,
-            "Mean BPM",
-            "Median BPM",
-            "Minimun BPM",
-            "Maximum BPM",
-            None,
-            "SDNN",
-            "SDSD",
-            "RMSSD",
-            "nn50",
-            "pnn50",
-        ],
-        "units": [
-            "milliseconds (ms)",
-            "milliseconds (ms)",
-            "milliseconds (ms)",
-            "milliseconds (ms)",
-            None,
-            "beats per minute (bpm)",
-            "beats per minute (bpm)",
-            "beats per minute (bpm)",
-            "beats per minute (bpm)",
-            None,
-            "milliseconds (ms)",
-            "milliseconds (ms)",
-            "milliseconds (ms)",
-            "counts",
-            "%",
-        ],
-        "value": [
-            time_df[time_df.Metric == "MeanRR"]["Values"].iloc[0],
-            time_df[time_df.Metric == "MedianRR"]["Values"].iloc[0],
-            time_df[time_df.Metric == "MinRR"]["Values"].iloc[0],
-            time_df[time_df.Metric == "MaxRR"]["Values"].iloc[0],
-            None,
-            time_df[time_df.Metric == "MeanBPM"]["Values"].iloc[0],
-            time_df[time_df.Metric == "MedianBPM"]["Values"].iloc[0],
-            time_df[time_df.Metric == "MinBPM"]["Values"].iloc[0],
-            time_df[time_df.Metric == "MaxBPM"]["Values"].iloc[0],
-            None,
-            time_df[time_df.Metric == "SDNN"]["Values"].iloc[0],
-            time_df[time_df.Metric == "SDSD"]["Values"].iloc[0],
-            time_df[time_df.Metric == "RMSSD"]["Values"].iloc[0],
-            time_df[time_df.Metric == "nn50"]["Values"].iloc[0],
-            time_df[time_df.Metric == "pnn50"]["Values"].iloc[0],
-        ],
-    }
-
-    if backend == "bokeh":
-        source = ColumnDataSource(data)
-
-        columns = [
-            TableColumn(field="variable", title="Variable"),
-            TableColumn(field="units", title="Units"),
-            TableColumn(field="value", title="Value"),
-        ]
-        time_table = DataTable(
-            source=source,
-            columns=columns,
-            width=width,
-            height=height,
-            index_position=None,
-        )
-
-        table = Column(time_table)
-
-    elif backend == "tabulate":
-
-        table = tabulate(
-            data, headers=["Variable", "Units", "Value"], tablefmt="rst", floatfmt=".4f"
-        )
-
-    return table
-
-
-@overload
-def frequency_table(
-    rr: None,
-    input_type=None,
-    frequency_df=pd.DataFrame,
-) -> Union[Column, str]:
-    ...
-
-
-@overload
-def frequency_table(
-    rr: Union[List, np.ndarray],
-    input_type: str = "rr_ms",
-    frequency_df=None,
-) -> Union[Column, str]:
-    ...
-
-
-def frequency_table(
-    rr=None,
-    input_type="rr_ms",
-    frequency_df=None,
-    backend: str = "tabulate",
-    width: Optional[int] = 600,
-    height: Optional[int] = 300,
-) -> Union[Column, str]:
-    """Format frequency domain results for nice rendering.
-
-    Parameters
-    ----------
-    rr : np.ndarray | list
-        R-R interval time-series, peaks or peaks index vectors. The default expected
-        vector is R-R intervals in milliseconds. Other data format can be provided by
-        specifying the `"input_type"` (can be `"rr_s"`, `"peaks"` or `"peaks_idx"`).
-    input_type : str
-        The type of input provided. Can be `"peaks"`, `"peaks_idx"`, `"rr_ms"` or
-        `"rr_s"`. Defaults to `"rr_ms"`.
-    frequency_df : pd.DataFrame | None
-        The frequency domain results obtained from py:func:`systole.hrv.frequency_domain`.
-    bakend : str
-        Which backend to use. Can be `"bokeh"` or `"tabulate"`. Defaults to `"tabulate"`.
-    width, height : int
-        The table width and height (only for `"bokeh"` backend).
-
-    Returns
-    -------
-    table : `bokeh.models.Column` | str
-        The formatted frequency domain table, either as a string or as a Bokeh Columns.
-
-    """
-
-    if frequency_df is None:
-        if (rr is None) | (input_type is None):
-            raise ValueError(
-                "If no summary dataframe is provided, you must provide an RR time series."
-            )
-        frequency_df = frequency_domain(rr=rr, input_type=input_type)
-
-    data = {
-        "frequencies": [
-            "VLF (0-0.04 Hz)",
-            "LF (0.04-0.15 Hz)",
-            "HF (0.15-0.4 Hz)",
-            "Total",
-            "LF/HF",
-        ],
-        "peaks": [
-            frequency_df[frequency_df.Metric == "vlf_peak"]["Values"].iloc[0],
-            frequency_df[frequency_df.Metric == "lf_peak"]["Values"].iloc[0],
-            frequency_df[frequency_df.Metric == "hf_peak"]["Values"].iloc[0],
-            None,
-            None,
-        ],
-        "power": [
-            frequency_df[frequency_df.Metric == "vlf_power"]["Values"].iloc[0],
-            frequency_df[frequency_df.Metric == "lf_power"]["Values"].iloc[0],
-            frequency_df[frequency_df.Metric == "hf_power"]["Values"].iloc[0],
-            frequency_df[frequency_df.Metric == "total_power"]["Values"].iloc[0],
-            frequency_df[frequency_df.Metric == "lf_hf_ratio"]["Values"].iloc[0],
-        ],
-        "power_per": [
-            frequency_df[frequency_df.Metric == "vlf_power_per"]["Values"].iloc[0],
-            frequency_df[frequency_df.Metric == "lf_power_per"]["Values"].iloc[0],
-            frequency_df[frequency_df.Metric == "hf_power_per"]["Values"].iloc[0],
-            None,
-            None,
-        ],
-        "power_nu": [
-            None,
-            frequency_df[frequency_df.Metric == "lf_power_nu"]["Values"].iloc[0],
-            frequency_df[frequency_df.Metric == "hf_power_nu"]["Values"].iloc[0],
-            None,
-            None,
-        ],
-    }
-
-    if backend == "bokeh":
-        source = ColumnDataSource(data)
-
-        columns = [
-            TableColumn(field="frequencies", title="Frequency Band"),
-            TableColumn(field="peaks", title="Peaks (Hz)"),
-            TableColumn(field="power", title="Power (ms²)"),
-            TableColumn(field="power_per", title="Power (%)"),
-            TableColumn(field="power_nu", title="Power (n.u.)"),
-        ]
-        frequency_table = DataTable(
-            source=source,
-            columns=columns,
-            width=width,
-            height=height,
-            index_position=None,
-        )
-
-        table = Column(frequency_table)
-
-    elif backend == "tabulate":
-
-        table = tabulate(
-            data,
-            headers=[
-                "Frequency Band",
-                "Peaks (Hz)",
-                "Power (ms²)",
-                "Power (%)",
-                "Power (n.u.)",
-            ],
-            tablefmt="rst",
-            floatfmt=".4f",
-        )
-
-    return table
-
-
-@overload
-def nonlinear_table(
-    rr: None,
-    input_type=None,
-    nonlinear_df=pd.DataFrame,
-) -> Union[Column, str]:
-    ...
-
-
-@overload
-def nonlinear_table(
-    rr: Union[List, np.ndarray],
-    input_type: str = "rr_ms",
-    nonlinear_df=None,
-) -> Union[Column, str]:
-    ...
-
-
-def nonlinear_table(
-    rr=None,
-    input_type="rr_ms",
-    nonlinear_df=None,
-    backend: str = "tabulate",
-    width: Optional[int] = 600,
-    height: Optional[int] = 300,
-) -> Union[Column, str]:
-    """Format nonlinear domain results for nice rendering.
-
-    Parameters
-    ----------
-    rr : np.ndarray | list
-        R-R interval time-series, peaks or peaks index vectors. The default expected
-        vector is R-R intervals in milliseconds. Other data format can be provided by
-        specifying the `"input_type"` (can be `"rr_s"`, `"peaks"` or `"peaks_idx"`).
-    input_type : str
-        The type of input provided. Can be `"peaks"`, `"peaks_idx"`, `"rr_ms"` or
-        `"rr_s"`. Defaults to `"rr_ms"`.
-    nonlinear_df : pd.DataFrame | None
-        The time domain results obtained from py:func:`systole.hrv.nonlinear_domain`.
-    bakend : str
-        Which backend to use. Can be `"bokeh"` or `"tabulate"`. Defaults to `"tabulate"`.
-    width, height : int
-        The table width and height (only for `"bokeh"` backend).
-
-    Returns
-    -------
-    table : `bokeh.models.Column` | str
-        The formatted nonlinear domain table, either as a string or as a Bokeh Columns.
-
-    """
-
-    if nonlinear_df is None:
-        if (rr is None) | (input_type is None):
-            raise ValueError(
-                "If no summary dataframe is provided, you must provide an RR time series."
-            )
-        nonlinear_df = nonlinear_domain(rr=rr, input_type=input_type)
-
-    data = {
-        "variable": [
-            "-- Poincaré plot --",
-            "SD1",
-            "SD2",
-            None,
-            "-- Recurrence plot --",
-            "Mean line length (Lmean)",
-            "Max line length (Lmax)",
-            "Recurrence rate (REC)",
-            "Determinism (DET)",
-            "Shannon Entropy (ShanEn)",
-        ],
-        "units": [
-            None,
-            "milliseconds (ms)",
-            "milliseconds (ms)",
-            None,
-            None,
-            "beats",
-            "beats",
-            "%",
-            "%",
-            None,
-        ],
-        "value": [
-            None,
-            nonlinear_df[nonlinear_df.Metric == "SD1"]["Values"].iloc[0],
-            nonlinear_df[nonlinear_df.Metric == "SD2"]["Values"].iloc[0],
-            None,
-            None,
-            nonlinear_df[nonlinear_df.Metric == "l_mean"]["Values"].iloc[0],
-            nonlinear_df[nonlinear_df.Metric == "l_max"]["Values"].iloc[0],
-            nonlinear_df[nonlinear_df.Metric == "recurrence_rate"]["Values"].iloc[0],
-            nonlinear_df[nonlinear_df.Metric == "determinism_rate"]["Values"].iloc[0],
-            nonlinear_df[nonlinear_df.Metric == "shannon_entropy"]["Values"].iloc[0],
-        ],
-    }
-
-    if backend == "bokeh":
-        source = ColumnDataSource(data)
-
-        columns = [
-            TableColumn(field="variable", title="Variable"),
-            TableColumn(field="units", title="Units"),
-            TableColumn(field="value", title="Value"),
-        ]
-        nonlinear_table = DataTable(
-            source=source,
-            columns=columns,
-            width=width,
-            height=height,
-            index_position=None,
-        )
-
-        table = Column(nonlinear_table)
-
-    elif backend == "tabulate":
-
-        table = tabulate(
-            data, headers=["Variable", "Units", "Value"], tablefmt="rst", floatfmt=".4f"
-        )
-
-    return table
diff --git a/systole/recording.py b/systole/recording.py
index 3734ab08..5ef18d20 100644
--- a/systole/recording.py
+++ b/systole/recording.py
@@ -7,8 +7,6 @@
 
 import numpy as np
 import pandas as pd
-import serial
-from serial.tools import list_ports
 
 from systole.detection import ppg_peaks
 from systole.plots import plot_events, plot_raw
@@ -73,7 +71,7 @@ class Oximeter:
     This instance is then used to create an :py:func:`Oximeter` instance that
     will be used for the recording.
 
-    >>> from ecg.recording import Oximeter
+    >>> from systole.recording import Oximeter
     >>> oximeter = Oximeter(serial=ser, sfreq=75)
 
     Use the :py:func:`setup` method to initialize the recording. This will find
@@ -308,7 +306,9 @@ def find_peaks(self, **kwargs):
         **kwargs : py:func:`systole.detection.ppg_peaks` properties.
         """
         # Peak detection
-        resampled_signal, peaks = ppg_peaks(self.recording, new_sfreq=75, **kwargs)
+        resampled_signal, peaks = ppg_peaks(
+            self.recording, sfreq=75, new_sfreq=75, **kwargs
+        )
 
         # R-R intervals (in miliseconds)
         self.rr = (np.diff(np.where(peaks)[0]) / self.sfreq) * 1000
@@ -547,7 +547,7 @@ class BrainVisionExG:
     >>> exg = BrainVisionExG(ip='xxx.xxx.xx', sfreq=1000).read(30)
 
     Use the :py:func:`read` method to record some signal and save it in the
-    `exg` dictionnary.
+    `exg` dictionary.
 
     .. warning:: The signals received fom the host are appened to a list. This
        process can require more time at each iteration as the signal length
@@ -676,7 +676,7 @@ def read(self, duration):
         Returns
         -------
         recording : dict
-            Dictionnary with channel name as key.
+            Dictionary with channel name as key.
 
         Notes
         -----
@@ -759,30 +759,3 @@ def read(self, duration):
     def close(self):
         """Close TCPIP connections"""
         self.con.close()
-
-
-def findOximeter():
-    """Find USB port where Nonin Pulse Oximeter is plugged.
-
-    Returns
-    -------
-    port : str or None
-        The port reference or None if no device found.
-
-    Notes
-    -----
-    This function is only compatible with Windows 10.
-    """
-    port = None
-    usbList = list(list_ports.comports())
-
-    for usb in usbList:
-        print("Connecting on device found in USB port " + usb.device)
-
-        try:
-            Oximeter(serial=serial.Serial(usb.device)).setup().read(0.2)
-            port = usb.device
-        except:
-            print("Invalid signal.")
-
-    return port
diff --git a/systole/reports/__init__.py b/systole/reports/__init__.py
new file mode 100644
index 00000000..baefb45b
--- /dev/null
+++ b/systole/reports/__init__.py
@@ -0,0 +1,22 @@
+from .command_line import wrapper
+from .group_level import (
+    frequency_domain_group_level,
+    nonlinear_domain_group_level,
+    time_domain_group_level,
+)
+from .subject_level import subject_level_report
+from .tables import frequency_table, nonlinear_table, time_table
+from .utils import create_reports, import_data
+
+__all__ = [
+    "wrapper",
+    "import_data",
+    "create_reports",
+    "time_domain_group_level",
+    "frequency_domain_group_level",
+    "nonlinear_domain_group_level",
+    "subject_level_report",
+    "time_table",
+    "frequency_table",
+    "nonlinear_table",
+]
diff --git a/systole/reports/command_line.py b/systole/reports/command_line.py
new file mode 100644
index 00000000..9e027d9b
--- /dev/null
+++ b/systole/reports/command_line.py
@@ -0,0 +1,299 @@
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+import argparse
+from os import PathLike
+from pathlib import Path
+from typing import List, Optional, Union
+
+import pandas as pd
+import pkg_resources  # type:ignore
+from bokeh.embed import components
+from bokeh.resources import INLINE
+from jinja2 import Template
+from joblib import Parallel, delayed
+
+from systole import __version__ as version
+from systole.reports.group_level import (
+    artefacts_group_level,
+    frequency_domain_group_level,
+    nonlinear_domain_group_level,
+    time_domain_group_level,
+)
+from systole.reports.utils import create_reports
+
+
+def wrapper(
+    bids_folder: Union[str, PathLike],
+    participants_id: Union[str, List],
+    patterns: Union[str, List],
+    sessions: Union[str, List[str]] = "ses-session1",
+    modality: str = "beh",
+    result_folder: Optional[Union[str, PathLike]] = None,
+    template_file=pkg_resources.resource_filename(__name__, "./group_level.html"),
+    overwrite=False,
+    n_jobs: int = 1,
+    html_report: bool = False,
+):
+    """Preprocesses subject level data and create reports (both  subject-level and
+    group-level).
+
+    Parameters
+    ----------
+    bids_folder : str
+        The path to the BIDS structured folder containing the raw data.
+    participants_id : str | list
+        String or list of strings defining the participant(s) ID that should be
+        processed.
+    patterns : str | list
+        The string pattern(s) that will be looked for in the subject files. This pattern
+        can help to identify a given pattern (e.g. `"pattern-mypattern"`) or more complexe
+        recording IDs. This string should match with a file name pattern in the subject
+        folder. If it is matching with more than one file, the operatio is aborted.
+    sessions : str | list
+        The session reference that should be analyzed. Should match a session number in
+        the BIDS folder. Defaults to `"session1"`.
+    modality : str
+        The type of data (e.g. `"beh"`, `"func"`...) where the physiological recording
+        is stored. Defaults to `"beh"`.
+    result_folder : str
+        The result folder.
+    template_file : str
+        The template file for group-level report.
+    overwrite : bool
+        Create new individual reports if `True` (default).
+    n_jobs : int
+        Number of processes to run in parallel.
+    html_report : bool
+        If `True`, save an html report. This file embeds the signal for
+        interactive visualization and can therefore be large, it is recommended to
+        generate HTML reports for review or problematic recordings only.
+
+    Raises
+    ------
+    ValueError:
+        If invalid session, pattern or participant parameters are provided.
+
+    """
+
+    if isinstance(sessions, str):
+        sessions = [sessions]
+    elif isinstance(sessions, list):
+        pass
+    else:
+        raise ValueError("Invalid sessions parameter.")
+
+    if isinstance(participants_id, str):
+        participants_id = [participants_id]
+    elif isinstance(participants_id, list):
+        pass
+    else:
+        raise ValueError("Invalid participants_id parameter.")
+
+    if isinstance(patterns, str):
+        patterns = [patterns]
+    elif isinstance(patterns, list):
+        pass
+    else:
+        raise ValueError("Invalid patterns parameter.")
+
+    # Result folder
+    if isinstance(bids_folder, str):
+        bids_folder = Path(bids_folder)
+    if isinstance(result_folder, str):
+        result_folder = Path(result_folder)
+    if result_folder is None:
+        result_folder = Path(bids_folder, "derivatives", "systole")
+    if not result_folder.exists():  # type: ignore
+        result_folder.mkdir(parents=True)  # type: ignore
+
+    # Load HTML template
+    with open(template_file, "r", encoding="utf-8") as f:
+        html_template = f.read()
+
+    ######################
+    # Individual reports #
+    ######################
+    if overwrite is True:
+
+        for session in sessions:
+
+            for pattern in patterns:
+
+                print(f"Preprocessing... Session: {session} - Modality: {modality}.")
+                Parallel(n_jobs=n_jobs)(
+                    delayed(create_reports)(
+                        participant_id=participant,
+                        bids_folder=bids_folder,
+                        result_folder=result_folder,
+                        pattern=pattern,
+                        session=session,
+                        modality=modality,
+                        html_report=html_report,
+                    )
+                    for participant in participants_id
+                )
+
+    #######################
+    # Group level reports #
+    #######################
+    print("Create group-level report.")
+    for session in sessions:
+
+        for pattern in patterns:
+
+            # Extract the file name pattern used to save the individual reports
+            # Loop through all participants and try to find the corresponding file
+            for participant in participants_id:
+                physio_files = list(
+                    Path(bids_folder, participant, session, modality).glob(
+                        f"**/*{pattern}*_physio.tsv.gz"
+                    )
+                )
+                if len(physio_files) > 0:
+                    break
+
+            if len(physio_files) == 0:
+                print(
+                    (
+                        f"No individual reports found for session: {session}"
+                        f" with pattern: {pattern}"
+                    )
+                )
+                continue
+
+            physio_file = physio_files[0]
+            file_name = physio_file.name[:-14]
+            file_name = f"ses-{file_name.split('ses-', 1)[1]}"
+
+            # Output file name
+            html_filename = Path(
+                result_folder,
+                f"group_level_{file_name}.html",
+            )
+
+            # Output file name
+            df_filename = Path(
+                result_folder,
+                f"group_level_{file_name}.tsv",
+            )
+
+            # Gather individual metrics
+            summary_df = pd.DataFrame([])
+            for participant in participants_id:
+                summary_file = Path(
+                    result_folder,
+                    participant,
+                    session,
+                    modality,
+                    f"{participant}_{file_name}_features.tsv",
+                )
+
+                if summary_file.exists():
+                    summary_df = pd.concat(
+                        [summary_df, pd.read_csv(summary_file, sep="\t")],
+                        ignore_index=True,
+                    )
+
+            time_domain = time_domain_group_level(summary_df)
+            frequency_domain = frequency_domain_group_level(summary_df)
+            nonlinear_domain = nonlinear_domain_group_level(summary_df)
+            artefacts = artefacts_group_level(summary_df)
+
+            # Embed plots in a dictionary
+            plots = dict(
+                time_domain=time_domain,
+                frequency_domain=frequency_domain,
+                nonlinear_domain=nonlinear_domain,
+                artefacts=artefacts,
+            )
+
+            # Create script and div variables that will be passed to the template
+            script, div = components(plots)
+
+            # Load HTML template in memory
+            template = Template(html_template)
+            resources = INLINE.render()
+
+            # Generate HTML txt variables
+            show_ecg, show_ppg, show_respiration = True, True, True
+            html = template.render(
+                resources=resources,
+                script=script,
+                div=div,
+                systole_version=version,
+                show_ecg=show_ecg,
+                show_ppg=show_ppg,
+                show_respiration=show_respiration,
+            )
+
+            # Save the group-level reports HTML file locally
+            with open(html_filename, mode="w", encoding="utf-8") as f:
+                f.write(html)
+            print(f"Group-level HTML report saved as {html_filename}.")
+
+            # Save the group-level reports HTML file locally
+            summary_df.to_csv(df_filename, sep="\t", index=False)
+            print(f"Group-level data frame summary report saved as {df_filename}.")
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument(
+        "-i", "--bids_folder", action="store", help="Provides entry BIDS folder."
+    )
+    parser.add_argument(
+        "-p",
+        "--participants_id",
+        action="store",
+        help="Provides participants IDs.",
+        nargs="+",
+    )
+    parser.add_argument("-t", "--patterns", action="store", help="Provides patterns.")
+    parser.add_argument(
+        "-r", "--html_reports", action="store", help="Save HTML reports is True."
+    )
+    parser.add_argument(
+        "-o", "--result_folder", action="store", help="Provides the result folder."
+    )
+    parser.add_argument(
+        "-n", "--n_jobs", action="store", help="Number of processes to run."
+    )
+    parser.add_argument(
+        "-d", "--modality", action="store", help="Data type (eg. 'beh')."
+    )
+    parser.add_argument(
+        "-w", "--overwrite", action="store", help="Number of processes to run."
+    )
+    args = parser.parse_args()
+
+    # If no participants ID provided, load the participants' IDs from the BIDS directory
+    if args.participants_id is None:
+        args.participants_id = pd.read_csv(
+            f"{args.bids_folder}/participants.tsv", sep="\t"
+        )["participant_id"].to_list()
+
+    # Define and create result folder automatically
+    if args.result_folder is None:
+        args.result_folder = Path(args.bids_folder, "derivatives", "systole/")
+    if isinstance(args.result_folder, str):
+        args.result_folder = Path(args.result_folder)
+    if not args.result_folder.exists():
+        args.result_folder.mkdir(parents=True)
+
+    if args.overwrite is None:
+        args.overwrite = False
+    elif args.overwrite == "True":
+        args.overwrite = True
+    elif args.overwrite == "False":
+        args.overwrite = False
+
+    wrapper(
+        patterns=args.patterns,
+        result_folder=args.result_folder,
+        participants_id=args.participants_id,
+        modality=args.modality,
+        bids_folder=args.bids_folder,
+        n_jobs=int(args.n_jobs),
+        overwrite=args.overwrite,
+        html_report=args.html_reports,
+    )
diff --git a/systole/reports/group_level.html b/systole/reports/group_level.html
new file mode 100644
index 00000000..67db02a0
--- /dev/null
+++ b/systole/reports/group_level.html
@@ -0,0 +1,86 @@
+<!DOCTYPE html>
+<html lang="en">
+        
+    <link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css">
+
+    {{ resources }}
+    {{ script }}
+    <style>
+        .embed-wrapper {
+            display: flex;
+            justify-content: space-evenly;
+        }
+    </style>
+
+    <!-- Navbar -->
+    <nav class="navbar navbar-expand-lg bg-dark navbar-dark">
+        <div class="container">
+            <a href="#" class=navbar-brand">
+                <img href="https://embodied-computation-group.github.io/systole/#" src="./images/logo.svg" height="40" alt="">
+                Group-level quality report.
+            </a>
+
+            <button 
+                class="navbar-toggler" 
+                type="button" 
+                data-bs-toggle="collapse" 
+                data-bs-target="#navmenu"
+                >
+                <span class="navbar-toggler-icon"></span>
+            </button>
+
+            <div class="collapse navbar-collapse">
+                <ul class="navbar-nav">
+                    <li class="nav-item">
+                        <a href="#learn" class="nav-link">ECG</a>
+                    </li>
+                    <li class="nav-item">
+                        <a href="#learn" class="nav-link">PPG</a>
+                    </li>
+                    <li class="nav-item">
+                        <a href="#learn" class="nav-link">Respiration</a>
+                    </li>
+                </ul>
+            </div>
+        </div>
+    </nav>
+
+    <div class="container">
+        <div class="row">
+            <div class="col-12">
+                <h1>Group-level quality reports</h1>
+                <div>This report was generated using Systole v.{{systole_version}}. If you use this package for research, please cite as:</div>
+                <cite>Legrand, N., & Allen, M. (2022). Systole: A python package for cardiac signal synchrony and analysis. In Journal of Open Source Software (Vol. 7, Issue 69, p. 3832). The Open Journal. https://doi.org/10.21105/joss.03832</cite>
+            </div>
+        </div>
+
+        {% if show_ecg %}
+
+            <!-- Electrocardiography -->
+            <div class="row">
+                <div class="col-12">
+                    <h2>Electrocardiography (ECG)</h2>
+                    <h3>Time-domain metrics</h3>
+                    <div class="embed-wrapper">
+                        {{ div["time_domain"] }}
+                    </div>
+                    <h3>Frequency-domain metrics</h3>
+                    <div class="embed-wrapper">
+                        {{ div["frequency_domain"] }}
+                    </div>
+                    <h3>Nonlinear-domain metrics</h3>
+                    <div class="embed-wrapper">
+                        {{ div["nonlinear_domain"] }}
+                    </div>
+                    <h3>Artefacts</h3>
+                    <div class="embed-wrapper">
+                        {{ div["artefacts"] }}
+                    </div>
+                </div>
+            </div>
+
+        {% endif %}
+
+
+    </div>
+</html>
\ No newline at end of file
diff --git a/systole/reports/group_level.py b/systole/reports/group_level.py
new file mode 100644
index 00000000..90e6d62b
--- /dev/null
+++ b/systole/reports/group_level.py
@@ -0,0 +1,365 @@
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+import pandas as pd
+from bokeh.layouts import column, row
+from bokeh.models import BoxAnnotation, Column, ColumnDataSource, DataTable, TableColumn
+from bokeh.plotting import figure
+from bokeh.transform import jitter
+
+
+def time_domain_group_level(summary_df: pd.DataFrame):
+    """Plot group-level HRV metric in the time domain.
+
+    Parameters
+    ----------
+    summary_df : pd.DataFrame
+        Group-level summary of HRV metrics.
+
+    Returns
+    -------
+    row : bokeh.models.layouts.Row
+
+    """
+
+    bpm_metrics = ["MinBPM", "MeanBPM", "MedianBPM", "MaxBPM"]
+
+    source = ColumnDataSource(summary_df[summary_df.Metric.isin(bpm_metrics)])
+    TOOLTIPS = [
+        ("Participant", "@participant_id"),
+        ("Modality", "@modality"),
+        ("Task", "@task"),
+    ]
+
+    # BPM
+    bpm_figure = figure(
+        height=300,
+        x_range=bpm_metrics,
+        tooltips=TOOLTIPS,
+        y_axis_label="BPM",
+        sizing_mode="stretch_width",
+        title="Beats per minute (bpm)",
+    )
+    bpm_figure.circle(
+        x=jitter("Metric", width=0.4, range=bpm_figure.x_range),
+        y="Values",
+        source=source,
+    )
+
+    high, low = 300, 20
+    upper_bound = BoxAnnotation(bottom=high, fill_alpha=0.1, fill_color="red")
+    upper_bound.level = "underlay"
+    bpm_figure.add_layout(upper_bound)
+    lower_bound = BoxAnnotation(top=low, fill_alpha=0.1, fill_color="red")
+    lower_bound.level = "underlay"
+    bpm_figure.add_layout(lower_bound)
+
+    # RR
+    RR_metrics = ["MinRR", "MeanRR", "MedianRR", "MaxRR"]
+
+    source = ColumnDataSource(summary_df[summary_df.Metric.isin(RR_metrics)])
+
+    RR_figure = figure(
+        height=300,
+        x_range=RR_metrics,
+        tooltips=TOOLTIPS,
+        y_axis_label="milliseconds (ms)",
+        sizing_mode="stretch_width",
+        title="RR intervals (ms)",
+    )
+    RR_figure.circle(
+        x=jitter("Metric", width=0.4, range=RR_figure.x_range),
+        y="Values",
+        source=source,
+    )
+
+    high, low = 3000, 200
+    upper_bound = BoxAnnotation(bottom=high, fill_alpha=0.1, fill_color="red")
+    upper_bound.level = "underlay"
+    RR_figure.add_layout(upper_bound)
+    lower_bound = BoxAnnotation(top=low, fill_alpha=0.1, fill_color="red")
+    lower_bound.level = "underlay"
+    RR_figure.add_layout(lower_bound)
+
+    ###############
+    # Time domain #
+    ###############
+    td_metrics = ["SDNN", "SDSD", "RMSSD", "nn50", "pnn50"]
+    td = ()
+
+    for metric in td_metrics:
+        source = ColumnDataSource(summary_df[summary_df.Metric == metric])
+
+        p = figure(
+            height=300,
+            width=100,
+            x_range=[metric],
+            tooltips=TOOLTIPS,
+            sizing_mode="fixed",
+            title=metric,
+        )
+        p.toolbar.logo = None
+        p.toolbar_location = None
+        p.circle(
+            x=jitter("Metric", width=0.4, range=p.x_range),
+            y="Values",
+            source=source,
+            alpha=0.8,
+        )
+
+        td += (p,)  # type: ignore
+
+    return row(bpm_figure, RR_figure, *td)
+
+
+def frequency_domain_group_level(summary_df: pd.DataFrame):
+    """Plot group-level HRV metric in the frequency domain.
+
+    Parameters
+    ----------
+    summary_df : pd.DataFrame
+        Group-level summary of HRV metrics.
+
+    Returns
+    -------
+    row : bokeh.models.layouts.Row
+
+    """
+
+    TOOLTIPS = [
+        ("Participant", "@participant_id"),
+        ("Modality", "@modality"),
+        ("Task", "@task"),
+    ]
+
+    # Peak
+    peak_metrics = ["vlf_peak", "lf_peak", "hf_peak"]
+    source = ColumnDataSource(summary_df[summary_df.Metric.isin(peak_metrics)])
+    peak_figure = figure(
+        height=300,
+        x_range=peak_metrics,
+        tooltips=TOOLTIPS,
+        y_axis_label="Peaks (Hz)",
+        sizing_mode="stretch_width",
+        title="Frequency peaks",
+    )
+    peak_figure.circle(
+        x=jitter("Metric", width=0.4, range=peak_figure.x_range),
+        y="Values",
+        source=source,
+    )
+
+    # Power (ms²)
+    power_metrics = ["vlf_power", "lf_power", "hf_power"]
+    source = ColumnDataSource(summary_df[summary_df.Metric.isin(power_metrics)])
+
+    power_figure = figure(
+        height=300,
+        x_range=power_metrics,
+        tooltips=TOOLTIPS,
+        y_axis_label="Power (ms²)",
+        sizing_mode="stretch_width",
+        title="Frequency power",
+    )
+    power_figure.circle(
+        x=jitter("Metric", width=0.4, range=power_figure.x_range),
+        y="Values",
+        source=source,
+    )
+
+    # Power (per)
+    per_metrics = ["vlf_power_per", "lf_power_per", "hf_power_per"]
+    source = ColumnDataSource(summary_df[summary_df.Metric.isin(per_metrics)])
+    per_figure = figure(
+        height=300,
+        x_range=per_metrics,
+        tooltips=TOOLTIPS,
+        y_axis_label="Peaks (Hz)",
+        sizing_mode="stretch_width",
+        title="Frequency power (%)",
+    )
+    per_figure.circle(
+        x=jitter("Metric", width=0.4, range=per_figure.x_range),
+        y="Values",
+        source=source,
+    )
+
+    # Power (nu)
+    nu_metrics = ["vlf_power_nu", "lf_power_nu", "hf_power_nu"]
+    source = ColumnDataSource(summary_df[summary_df.Metric.isin(nu_metrics)])
+    nu_figure = figure(
+        height=300,
+        x_range=nu_metrics,
+        tooltips=TOOLTIPS,
+        y_axis_label="Peaks (Hz)",
+        sizing_mode="stretch_width",
+        title="Frequency power (n.u.)",
+    )
+    nu_figure.circle(
+        x=jitter("Metric", width=0.4, range=nu_figure.x_range),
+        y="Values",
+        source=source,
+    )
+
+    td = ()
+
+    for metric in ["total_power", "lf_hf_ratio"]:
+        source = ColumnDataSource(summary_df[summary_df.Metric == metric])
+
+        p = figure(
+            height=300,
+            width=100,
+            x_range=[metric],
+            tooltips=TOOLTIPS,
+            sizing_mode="fixed",
+            title=metric,
+        )
+        p.toolbar.logo = None
+        p.toolbar_location = None
+        p.circle(
+            x=jitter("Metric", width=0.4, range=p.x_range),
+            y="Values",
+            source=source,
+            alpha=0.8,
+        )
+
+        td += (p,)  # type: ignore
+
+    return row(power_figure, peak_figure, per_figure, *td)
+
+
+def nonlinear_domain_group_level(summary_df: pd.DataFrame):
+    """Plot group-level HRV metric in the nonlinear domain.
+
+    Parameters
+    ----------
+    summary_df : pd.DataFrame
+        Group-level summary of HRV metrics.
+
+    Returns
+    -------
+    row : bokeh.models.layouts.Row
+
+    """
+
+    TOOLTIPS = [
+        ("Participant", "@participant_id"),
+        ("Modality", "@modality"),
+        ("Task", "@task"),
+    ]
+    nonlinear_metrics = [
+        "SD1",
+        "SD2",
+        "recurrence_rate",
+        "l_max",
+        "l_mean",
+        "determinism_rate",
+        "shannon_entropy",
+    ]
+    td = ()
+
+    for metric in nonlinear_metrics:
+        source = ColumnDataSource(summary_df[summary_df.Metric == metric])
+
+        p = figure(
+            height=300,
+            x_range=[metric],
+            tooltips=TOOLTIPS,
+            sizing_mode="stretch_width",
+            title=metric,
+        )
+        p.toolbar.logo = None
+        p.toolbar_location = None
+        p.circle(
+            x=jitter("Metric", width=0.4, range=p.x_range),
+            y="Values",
+            source=source,
+            alpha=0.8,
+        )
+
+        td += (p,)  # type: ignore
+
+    return row(*td)
+
+
+def artefacts_group_level(summary_df: pd.DataFrame):
+    """Create striplot and table visualization for artefacts detected in the RR time
+    series.
+
+    Parameters
+    ----------
+    summary_df : pd.DataFrame
+        Group-level summary of HRV metrics.
+
+    Returns
+    -------
+    row : bokeh.models.layouts.Row
+
+    """
+
+    # Create a dataframe summarizing the artefacts metrics
+    summary_df = summary_df[summary_df.hrv_domain == "artefacts"]
+    summary_df = summary_df[["Values", "Metric", "participant_id"]]
+
+    ################################################
+    # Creat stripplot for the percent of artefacts #
+    ################################################
+    n_metrics = [
+        "per_artefacts",
+        "per_ectopics",
+        "per_extra",
+        "per_long",
+        "per_missed",
+        "per_short",
+    ]
+    source = ColumnDataSource(summary_df[summary_df.Metric.isin(n_metrics)])
+
+    TOOLTIPS = [
+        ("Participant", "@participant_id"),
+    ]
+
+    per_figure = figure(
+        height=300,
+        x_range=n_metrics,
+        tooltips=TOOLTIPS,
+        y_axis_label="% artefacts",
+        sizing_mode="stretch_width",
+        title="Percentage of artefacts",
+    )
+    per_figure.circle(
+        x=jitter("Metric", width=0.4, range=per_figure.x_range),
+        y="Values",
+        source=source,
+    )
+
+    ####################################
+    # Creat table for artefacts report #
+    ####################################
+    data = summary_df.pivot(index="participant_id", columns="Metric", values="Values")
+    source = ColumnDataSource(data)
+
+    columns = [
+        TableColumn(field="participant_id", title="participant_id"),
+        TableColumn(field="n_artefacts", title="Number of artefacts"),
+        TableColumn(field="n_beats", title="Number of heart beats"),
+        TableColumn(field="n_ectopics", title="Number of ectopic beats"),
+        TableColumn(field="n_extra", title="Number of extra beats"),
+        TableColumn(field="n_long", title="Number of long beats"),
+        TableColumn(field="n_missed", title="Number of missed beats"),
+        TableColumn(field="n_short", title="Number of shorts beats"),
+        TableColumn(field="per_artefacts", title="Percent of artefacts"),
+        TableColumn(field="per_ectopics", title="Percent of ectopic beats"),
+        TableColumn(field="per_extra", title="Percent of extra beats"),
+        TableColumn(field="per_long", title="Percent of long beats"),
+        TableColumn(field="per_miseed", title="Percent of missed beats"),
+        TableColumn(field="per_short", title="Percent of short beats"),
+    ]
+
+    artefacts_table = DataTable(
+        source=source,
+        columns=columns,
+        index_position=None,
+    )
+
+    table = Column(artefacts_table)
+
+    return column(per_figure, table)
diff --git a/systole/reports/images/logo.svg b/systole/reports/images/logo.svg
new file mode 100644
index 00000000..f660745e
--- /dev/null
+++ b/systole/reports/images/logo.svg
@@ -0,0 +1,176 @@
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+      <circle
+         r="2.5759561"
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+  </g>
+</svg>
diff --git a/systole/reports/subject_level.html b/systole/reports/subject_level.html
new file mode 100644
index 00000000..3099cb03
--- /dev/null
+++ b/systole/reports/subject_level.html
@@ -0,0 +1,214 @@
+<!DOCTYPE html>
+<html lang="en">
+
+<link rel="stylesheet" href="https://stackpath.bootstrapcdn.com/bootstrap/4.3.1/css/bootstrap.min.css">
+
+{{ resources }}
+{{ script }}
+<style>
+    .embed-wrapper {
+        display: flex;
+        justify-content: space-evenly;
+    }
+</style>
+
+
+<!-- Navbar -->
+<nav class="navbar navbar-expand-lg bg-dark navbar-dark">
+    <div class="container">
+        <a class=navbar-brand">
+            <img href="https://embodied-computation-group.github.io/systole/#" src="./images/logo.svg" height="40" alt="">
+            Subject-level quality report
+        </a>
+
+        <button class="navbar-toggler" type="button" data-bs-toggle="collapse" data-bs-target="#navmenu">
+            <span class="navbar-toggler-icon"></span>
+        </button>
+
+        <div class="collapse navbar-collapse">
+            <ul class="navbar-nav">
+                <li class="nav-item">
+                    <a href="#learn" class="nav-link">ECG</a>
+                </li>
+                <li class="nav-item">
+                    <a href="#learn" class="nav-link">PPG</a>
+                </li>
+                <li class="nav-item">
+                    <a href="#learn" class="nav-link">Respiration</a>
+                </li>
+            </ul>
+        </div>
+    </div>
+</nav>
+
+<div class="container">
+    <div class="row">
+        <div class="col-12">
+            <h1>Data quality check for physiological recording</h1>
+            <div>This report was generated using Systole v.{{systole_version}}. If you use this package for research,
+                please cite as:</div>
+            <cite>Legrand, N., & Allen, M. (2022). Systole: A python package for cardiac signal synchrony and analysis.
+                In Journal of Open Source Software (Vol. 7, Issue 69, p. 3832). The Open Journal.
+                https://doi.org/10.21105/joss.03832</cite>
+
+        </div>
+    </div>
+
+    <!-- Electrocardiography -->
+    <div class="row">
+        <div class="col-12">
+            <h2>Electrocardiography (ECG)</h2>
+        </div>
+    </div>
+
+    {% if show_ecg %}
+
+        <div class="row">
+            <div class="col-12">
+                <h3>Instantaneous heart rate</h3>
+                <div class="embed-wrapper">
+                    {{ div["ecg_rr"] }}
+                </div>
+            </div>
+        </div>
+
+        <div class="row">
+            <div class="col-12">
+                <h3>Artefact detection</h3>
+                <div>Artefact detection is performed using the method described in Lipponen & Tarvainen (2019). This method uses robust adaptative thresholds to classify RR intervals as Missed, Longs, Extra, Short or Ectopic. The left panel show the decision boundaries for ectopic beats. The right panel shows the decision boundaries for long/missed and short/extra beats.</div>
+                <div>Lipponen, J. A., & Tarvainen, M. P. (2019). A robust algorithm for heart rate variability time series artefact correction using novel beat classification. Journal of Medical Engineering & Technology, 43(3), 173–181. https://doi.org/10.1080/03091902.2019.1640306</div>
+            </div>
+            <div class="embed-wrapper">
+                {{ div["ecg_artefacts"] }}
+            </div>
+        </div>
+
+        <div class="row">
+            <div class="col-12">
+                <h3>Heart Rate Variability</h3>
+                <h4>Time domain</h4>
+            </div>
+        </div>
+
+        <div class="row">
+            <div class="col-8">
+                <div class="embed-wrapper">
+                    {{ div["ecg_time_table"] }}
+                </div>
+            </div>
+        </div>
+
+        <div class="row">
+            <div class="col-12">
+                <h4>Frequency domain</h4>
+                <div>The power spectral density was computed from the interpolated instantaneous RR intervals (milliseconds)
+                    using the Welch method with 50% ovelap and a segment length of 256 seconds.</div>
+                <div>The figures highlights the three frequency bands of interest for heart rate variability: the very low
+                    frequency (from 0 to 0.04 Hz), the low frequency (from 0.04 to 0.15 Hz) and the high frequency (from
+                    0.15 to 0.4 Hz).</div>
+            </div>
+        </div>
+
+        <div class="row">
+            <div class="col-4">
+                <div class="embed-wrapper">
+                    {{ div["ecg_plot_frequency"] }}
+                </div>
+            </div>
+            <div class="col-8">
+                <div class="embed-wrapper">
+                    {{ div["ecg_frequency_table"] }}
+                </div>
+            </div>
+        </div>
+
+        <div class="row">
+            <div class="col-12">
+                <h4>Non linear domain</h4>
+            </div>
+        </div>
+
+        <div class="row">
+            <div class="col-4">
+                <div class="embed-wrapper">
+                    {{ div["ecg_plot_poincare"] }}
+                </div>
+            </div>
+            <div class="col-8">
+                <div class="embed-wrapper">
+                    {{ div["ecg_nonlinear_table"] }}
+                </div>
+            </div>
+        </div>
+
+    {% endif %}
+
+
+    {% if show_ppg %}
+
+        <!-- Photoplethysmography -->
+        <div class="row">
+            <div class="col-12">
+                <h2>
+                    Photoplethysmography (PPG)
+                </h2>
+            </div>
+        </div>
+
+        <div class="row">
+            <div class="col-12">
+                <h3>Instantaneous heart rate</h3>
+            </div>
+            <div class="embed-wrapper">
+                {{ div["ppg_rr"] }}
+            </div>
+        </div>
+
+        <div class="row">
+            <div class="col-12">
+                <h3>Artefact detection</h3>
+                <div>Artefact detection is performed using the method described in Lipponen & Tarvainen (2019). This method uses robust adaptative thresholds to classify RR intervals as Missed, Longs, Extra, Short or Ectopic. The left panel show the decision boundaries for ectopic beats. The right panel shows the decision boundaries for long/missed and short/extra beats.</div>
+                <div>Lipponen, J. A., & Tarvainen, M. P. (2019). A robust algorithm for heart rate variability time series artefact correction using novel beat classification. Journal of Medical Engineering & Technology, 43(3), 173–181. https://doi.org/10.1080/03091902.2019.1640306</div>
+            </div>
+            <div class="embed-wrapper">
+                {{ div["ppg_artefacts"] }}
+            </div>
+        </div>
+
+        <div class="row">
+            <div class="col-12">
+                <h3>Heart Rate Variability</h3>
+                <h4>Time domain</h4>
+            </div>
+        </div>
+
+    {% else %}
+        <div>No PPG signal was found in the recording.</div>
+    {% endif %}
+
+
+    <!-- Respiration -->
+    <div class="row">
+        <div class="col-12">
+            <h2>Respiration</h2>
+        </div>
+    </div>
+
+    {% if show_respiration %}
+
+        <div class="row">
+            <div class="col-12">
+                <h3>Raw signal</h3>
+                <div class="embed-wrapper">
+                    {{ div["rsp_raw"] }}
+                </div>
+            </div>
+        </div>
+
+    {% else %}
+        <div>No respiration signal was found in the recording.</div>
+    {% endif %}
+
+</div>
+
+</html>
\ No newline at end of file
diff --git a/systole/reports/subject_level.py b/systole/reports/subject_level.py
new file mode 100644
index 00000000..e5ed9d53
--- /dev/null
+++ b/systole/reports/subject_level.py
@@ -0,0 +1,495 @@
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+import json
+from os import PathLike
+from pathlib import Path
+from typing import Any, Dict, List, Optional, Union
+
+import numpy as np
+import pandas as pd
+import pkg_resources  # type: ignore
+from bokeh.embed import components
+from bokeh.resources import INLINE
+from jinja2 import Template
+
+from systole import __version__ as version
+from systole.detection import ecg_peaks, ppg_peaks, rr_artefacts, rsp_peaks
+from systole.hrv import frequency_domain, nonlinear_domain, time_domain
+from systole.plots import (
+    plot_frequency,
+    plot_poincare,
+    plot_raw,
+    plot_rr,
+    plot_subspaces,
+)
+from systole.reports.tables import frequency_table, nonlinear_table, time_table
+
+
+def subject_level_report(
+    participant_id: str,
+    pattern: str,
+    modality: str,
+    result_folder: Union[str, PathLike],
+    session: str,
+    ecg: Optional[np.ndarray] = None,
+    ppg: Optional[np.ndarray] = None,
+    rsp: Optional[np.ndarray] = None,
+    ecg_sfreq: Optional[int] = None,
+    ppg_sfreq: Optional[int] = None,
+    rsp_sfreq: Optional[int] = None,
+    ecg_events_idx: Optional[Union[List, np.ndarray]] = None,
+    ppg_events_idx: Optional[Union[List, np.ndarray]] = None,
+    rsp_events_idx: Optional[Union[List, np.ndarray]] = None,
+    ecg_method: str = "sleepecg",
+    html_report: bool = True,
+    file_name: Optional[Union[str, PathLike]] = None,
+    template_file=pkg_resources.resource_filename(__name__, "subject_level.html"),
+):
+    """Analyse physiological signals for one participant / pattern, create HTML report
+    and save a summary dataframe.
+
+    Parameters
+    ----------
+    participant_id : str
+        The participant ID. The string should match with one participant in the BIDS
+        folder.
+    pattern : str
+        The pattern name. The string should match with a pattern in the BIDS folder provided
+        as `bids_folder`.
+    result_folder : str | PathLike
+        The result folder where the individual HTML reports, the group level reports
+        the summary dataframes will be stored.
+    session : str | list
+        The session reference that should be analyzed. Should match a session number in
+        the BIDS folder. Defaults to `"ses-session1"`.
+    ecg, ppg, rsp : np.ndarray | None
+        The physiological signal that will be analyzed. If `None`, no analyse are
+        performed.
+    ecg_sfreq, ppg_sfreq, rsp_sfreq : int | None
+        The sampling frequencies of the signal of interest.
+    ecg_events_idx, ppg_events_idx, rsp_events_idx : np.ndarray | list | None
+        The sample indexes of events of interest associated with the recordings.
+    ecg_method : str
+        The peak detection algorithm used for the ECG signal. Defaults to `"sleepecg"`.
+    html_report : bool
+        If `True` (default), save an html report. This file embeds the signal for
+        interactive visualization and can therefore be large, it is recommended to
+        generate subject-level HTML reports for review or problematic recordings only.
+        Note that the group-level HTML report will still be created.
+    file_name : path-like
+        File name used to save derivatives. By default (e.g. using the command line
+        tool), the name will be the same than the input files found in the BIDS folder.
+        If `None` is provided, a custom file name will be created using the following:
+
+        .. code:: python
+          f"{participant_id}_{session}_{pattern}"
+
+    template_file : str
+        Path to the HTML template to use for individual reports.
+
+    Returns
+    -------
+    This function will save the following files in the report folder:
+        summary_df : pd.DataFrame
+            Summary HRV statistics (time, frequency and nonlinear domain). Save the
+            dataframe as a `.tsv` file in the `result_folder`.
+        report_html : html file
+            Interactive report of the processing pipeline. Save the HTML file in the
+            `result_folder`.
+
+    Raises
+    ------
+    ValueError
+        If ecg, ppg or rsp are provided but ecg_sfreq, ppg_sfreq or rsp_sfreq are set to
+        `None` (respectively).
+
+    """
+
+    print(
+        (
+            f"Creating report for participant {participant_id} - session: {session}"
+            f" - pattern : {pattern}. Using Systole v{version}"
+        )
+    )
+
+    #######################
+    # Paths and filenames #
+    #######################
+    if file_name is None:
+        file_name = f"{participant_id}_{session}_{pattern}"
+
+    # Create participant folder if does not exit
+    participant_folder = Path(result_folder, participant_id, session, modality)
+    if not participant_folder.exists():
+        participant_folder.mkdir(parents=True)
+
+    # The participant's summary dataframe
+    tsv_physio_filename = Path(participant_folder, f"{file_name}_physio.tsv.gz")
+    json_physio_filename = Path(participant_folder, f"{file_name}_physio.json")
+
+    # The participant's summary dataframe
+    tsv_features_filename = Path(participant_folder, f"{file_name}_features.tsv")
+
+    # The participant's HTML report
+    html_filename = Path(participant_folder, f"{file_name}_report.html")
+
+    # Load HTML template
+    with open(template_file, "r", encoding="utf-8") as f:
+        html_template = f.read()
+
+    # Create empty summary dataframe
+    summary_df, physio_df = pd.DataFrame([]), pd.DataFrame([])
+
+    # Embed plots in a dictionary
+    plots: Dict[str, Any] = {}
+
+    #####################
+    # Drop bad channels #
+    #####################
+
+    # Flat signal
+    if ecg is not None:
+        if np.all(ecg == ecg[0]):
+            ecg, ecg_events_idx, ecg_sfreq = None, None, None
+    if rsp is not None:
+        if np.all(rsp == rsp[0]):
+            rsp, rsp_events_idx, rsp_sfreq = None, None, None
+    if ppg is not None:
+        if np.all(ppg == ppg[0]):
+            ppg, ppg_events_idx, ppg_sfreq = None, None, None
+
+    #######
+    # ECG #
+    #######
+    if ecg is not None:
+
+        if ecg_sfreq is None:
+            raise ValueError("The ECG sampling frequency should be provided")
+
+        print("... Processing ECG recording.")
+
+        # R wave detection
+        ecg_signal, peaks = ecg_peaks(
+            ecg, sfreq=ecg_sfreq, method=ecg_method, clean_nan=True
+        )
+        physio_df["ecg_peaks"] = peaks
+        physio_df["ecg"] = ecg_signal
+
+        # Artefacts detection
+        artefacts = rr_artefacts(peaks, input_type="peaks")
+
+        # Extract some metrics of interest from the artefacts detection and create a
+        # data frame that will be added to the summary
+        n_beats = sum(peaks)
+        values = [
+            n_beats,
+            sum(artefacts["missed"]),
+            (sum(artefacts["missed"]) / n_beats) * 100,
+            sum(artefacts["long"]),
+            (sum(artefacts["long"]) / n_beats) * 100,
+            sum(artefacts["extra"]),
+            (sum(artefacts["extra"]) / n_beats) * 100,
+            sum(artefacts["short"]),
+            (sum(artefacts["short"]) / n_beats) * 100,
+            sum(artefacts["ectopic"]),
+            (sum(artefacts["ectopic"]) / n_beats) * 100,
+            sum(artefacts["ectopic"])
+            + sum(artefacts["missed"])
+            + sum(artefacts["long"])
+            + sum(artefacts["extra"])
+            + sum(artefacts["short"]),
+            (
+                (
+                    sum(artefacts["ectopic"])
+                    + sum(artefacts["missed"])
+                    + sum(artefacts["long"])
+                    + sum(artefacts["extra"])
+                    + sum(artefacts["short"])
+                )
+                / n_beats
+            )
+            * 100,
+        ]
+        metrics = [
+            "n_beats",
+            "n_missed",
+            "per_missed",
+            "n_long",
+            "per_long",
+            "n_extra",
+            "per_extra",
+            "n_short",
+            "per_short",
+            "n_ectopics",
+            "per_ectopics",
+            "n_artefacts",
+            "per_artefacts",
+        ]
+        ecg_artefacts_df = pd.DataFrame({"Values": values, "Metric": metrics})
+        ecg_artefacts_df["participant_id"] = participant_id
+        ecg_artefacts_df["pattern"] = pattern
+        ecg_artefacts_df["modality"] = "ecg"
+        ecg_artefacts_df["hrv_domain"] = "artefacts"
+        summary_df = pd.concat([summary_df, ecg_artefacts_df], ignore_index=True)
+
+        ecg_rr = plot_rr(
+            rr=peaks,
+            input_type="peaks",
+            show_artefacts=True,
+            backend="bokeh",
+        )
+
+        ecg_artefacts = plot_subspaces(
+            artefacts=artefacts, backend="bokeh", figsize=500
+        )
+
+        ecg_time_table = time_table(rr=peaks, input_type="peaks", backend="bokeh")
+
+        ecg_plot_frequency = plot_frequency(
+            rr=peaks, input_type="peaks", backend="bokeh", figsize=400
+        )
+
+        ecg_frequency_table = frequency_table(
+            peaks, input_type="peaks", backend="bokeh"
+        )
+
+        ecg_plot_poincare = plot_poincare(
+            rr=peaks, input_type="peaks", backend="bokeh", figsize=400
+        )
+        ecg_nonlinear_table = nonlinear_table(
+            peaks, input_type="peaks", backend="bokeh"
+        )
+
+        # HRV - Time domain
+        ecg_time_domain = time_domain(peaks, input_type="peaks")
+        ecg_time_domain["hrv_domain"] = "time_domain"
+        ecg_time_domain["participant_id"] = participant_id
+        ecg_time_domain["pattern"] = pattern
+        ecg_time_domain["modality"] = "ecg"
+        summary_df = pd.concat([summary_df, ecg_time_domain], ignore_index=True)
+
+        # HRV - Frequency domain
+        ecg_frequency_domain = frequency_domain(peaks, input_type="peaks")
+        ecg_frequency_domain["hrv_domain"] = "frequency_domain"
+        ecg_frequency_domain["participant_id"] = participant_id
+        ecg_frequency_domain["pattern"] = pattern
+        ecg_frequency_domain["modality"] = "ecg"
+        summary_df = pd.concat([summary_df, ecg_frequency_domain], ignore_index=True)
+
+        # HRV - Nonlinear domain
+        ecg_nonlinear_domain = nonlinear_domain(peaks, input_type="peaks")
+        ecg_nonlinear_domain["hrv_domain"] = "nonlinear_domain"
+        ecg_nonlinear_domain["participant_id"] = participant_id
+        ecg_nonlinear_domain["pattern"] = pattern
+        ecg_nonlinear_domain["modality"] = "ecg"
+        summary_df = pd.concat([summary_df, ecg_nonlinear_domain], ignore_index=True)
+
+        ############################
+        # Instantaneous heart rate #
+        ############################
+        if ecg_events_idx is not None:
+            pass
+
+        plots = {
+            **plots,
+            **dict(
+                ecg_rr=ecg_rr,
+                ecg_artefacts=ecg_artefacts,
+                ecg_time_table=ecg_time_table,
+                ecg_frequency_table=ecg_frequency_table,
+                ecg_nonlinear_table=ecg_nonlinear_table,
+                ecg_plot_frequency=ecg_plot_frequency,
+                ecg_plot_poincare=ecg_plot_poincare,
+            ),
+        }
+
+    #######
+    # PPG #
+    #######
+    if ppg is not None:
+
+        if ppg_sfreq is None:
+            raise ValueError("The PPG sampling frequency should be provided")
+
+        print("... Processing PPG recording")
+
+        ppg_signal, peaks = ppg_peaks(ppg, sfreq=ppg_sfreq, clean_nan=True)
+
+        physio_df["ppg_peaks"] = peaks
+        physio_df["ppg"] = ppg_signal
+
+        ppg_rr = plot_rr(
+            rr=peaks,
+            input_type="peaks",
+            show_artefacts=True,
+            backend="bokeh",
+        )
+
+        ppg_artefacts = plot_subspaces(
+            rr=peaks, input_type="peaks", backend="bokeh", figsize=500
+        )
+
+        ppg_time_table = time_table(peaks, input_type="peaks", backend="bokeh")
+
+        ppg_plot_frequency = plot_frequency(
+            rr=peaks, input_type="peaks", backend="bokeh", figsize=400
+        )
+
+        ppg_frequency_table = frequency_table(
+            peaks, input_type="peaks", backend="bokeh"
+        )
+
+        ppg_plot_poincare = plot_poincare(
+            rr=peaks, input_type="peaks", backend="bokeh", figsize=400
+        )
+        ppg_nonlinear_table = nonlinear_table(
+            peaks, input_type="peaks", backend="bokeh"
+        )
+
+        # HRV - Time domain
+        ppg_time_domain = time_domain(peaks, input_type="peaks")
+        ppg_time_domain["hrv_domain"] = "time_domain"
+        ppg_time_domain["participant_id"] = participant_id
+        ppg_time_domain["pattern"] = pattern
+        ppg_time_domain["modality"] = "ppg"
+        summary_df = pd.concat([summary_df, ppg_time_domain], ignore_index=True)
+
+        # HRV - Frequency domain
+        ppg_frequency_domain = frequency_domain(peaks, input_type="peaks")
+        ppg_frequency_domain["hrv_domain"] = "frequency_domain"
+        ppg_frequency_domain["participant_id"] = participant_id
+        ppg_frequency_domain["pattern"] = pattern
+        ppg_frequency_domain["modality"] = "ppg"
+        summary_df = pd.concat([summary_df, ppg_frequency_domain], ignore_index=True)
+
+        # HRV - Nonlinear domain
+        ppg_nonlinear_domain = nonlinear_domain(peaks, input_type="peaks")
+        ppg_nonlinear_domain["hrv_domain"] = "nonlinear_domain"
+        ppg_nonlinear_domain["participant_id"] = participant_id
+        ppg_nonlinear_domain["pattern"] = pattern
+        ppg_nonlinear_domain["modality"] = "ppg"
+        summary_df = pd.concat([summary_df, ppg_nonlinear_domain], ignore_index=True)
+
+        ############################
+        # Instantaneous heart rate #
+        ############################
+        if ppg_events_idx is not None:
+            pass
+
+        plots = {
+            **plots,
+            **dict(
+                ppg_rr=ppg_rr,
+                ppg_artefacts=ppg_artefacts,
+                ppg_time_table=ppg_time_table,
+                ppg_frequency_table=ppg_frequency_table,
+                ppg_nonlinear_table=ppg_nonlinear_table,
+                ppg_plot_frequency=ppg_plot_frequency,
+                ppg_plot_poincare=ppg_plot_poincare,
+            ),
+        }
+
+    ###############
+    # Respiration #
+    ###############
+    if rsp is not None:
+
+        if rsp_sfreq is None:
+            raise ValueError("The respiration sampling frequency should be provided")
+
+        print("... Processing respiration recording")
+
+        rsp_signal, out = rsp_peaks(rsp, sfreq=rsp_sfreq, clean_nan=True)
+        peaks, troughs = out
+
+        physio_df["rsp_peaks"] = peaks
+        physio_df["rsp_troughs"] = troughs
+        physio_df["respiration"] = rsp_signal
+
+        rsp_raw = plot_raw(
+            signal=rsp, sfreq=rsp_sfreq, backend="bokeh", modality="resp"
+        )
+
+        ############################
+        # Instantaneous heart rate #
+        ############################
+        if rsp_events_idx is not None:
+            pass
+
+        plots = {
+            **plots,
+            **dict(
+                rsp_raw=rsp_raw,
+            ),
+        }
+
+    ##################
+    # Saving as HTML #
+    ##################
+    if (ppg is None) & (ecg is None) & (rsp is None):
+        return
+        return
+    else:
+        if html_report is True:
+            print(f"... Saving the report as HTML - filename: {html_filename}")
+
+            # Create script and div variables that will be passed to the template
+            script, div = components(plots)
+
+            # Load HTML template in memory
+            template = Template(html_template)
+            resources = INLINE.render()
+
+            # Generate HTML txt variables
+            show_ecg, show_ppg, show_respiration = (
+                (ecg is not None),
+                (ppg is not None),
+                (rsp is not None),
+            )
+            html = template.render(
+                resources=resources,
+                script=script,
+                div=div,
+                systole_version=version,
+                show_ecg=show_ecg,
+                show_ppg=show_ppg,
+                show_respiration=show_respiration,
+            )
+
+            # Save the HTML file locally
+            with open(html_filename, mode="w", encoding="utf-8") as f:
+                f.write(html)
+
+        #############################
+        # Save the physio dataframe #
+        #############################
+        print(
+            f"... Saving the summary result as .tsv file - filename: {tsv_physio_filename}."
+        )
+        if len(physio_df) > 0:
+            columns = list(physio_df.columns)
+            physio_df.to_csv(
+                tsv_physio_filename,
+                sep="\t",
+                index=False,
+                compression="gzip",
+                header=False,
+            )
+            # JSON sidecar
+            json_metadata = {
+                "SamplingFrequency": 1000,
+                "Columns": columns,
+                "ecg_method": ecg_method,
+            }
+
+        with open(json_physio_filename, "w") as f:
+            json.dump(json_metadata, f, ensure_ascii=False, indent=4)
+
+        ##############################
+        # Save the summary dataframe #
+        ##############################
+        print(
+            f"... Saving the summary result as .tsv file - filename: {tsv_features_filename}."
+        )
+        if len(summary_df):
+            summary_df.to_csv(tsv_features_filename, sep="\t", index=False)
diff --git a/systole/reports/tables.py b/systole/reports/tables.py
new file mode 100644
index 00000000..97208706
--- /dev/null
+++ b/systole/reports/tables.py
@@ -0,0 +1,353 @@
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+from typing import List, Optional, Union
+
+import numpy as np
+import pandas as pd
+from bokeh.models import Column, ColumnDataSource, DataTable, TableColumn
+from tabulate import tabulate  # type: ignore
+
+from systole.hrv import frequency_domain, nonlinear_domain, time_domain
+
+
+def time_table(
+    rr: Optional[Union[List, np.ndarray]] = None,
+    time_df: Optional[pd.DataFrame] = None,
+    input_type: str = "rr_ms",
+    backend: str = "tabulate",
+    width: Optional[int] = 600,
+    height: Optional[int] = 300,
+) -> Union[Column, str]:
+    """Format time domain results for nice rendering.
+
+    Parameters
+    ----------
+    rr : np.ndarray | list
+        R-R interval time-series, peaks or peaks index vectors. The default expected
+        vector is R-R intervals in milliseconds. Other data format can be provided by
+        specifying the `"input_type"` (can be `"rr_s"`, `"peaks"` or `"peaks_idx"`).
+    time_df : pd.DataFrame | None
+        The time domain results obtained from py:func:`systole.hrv.time_domain`.
+    input_type : str
+        The type of input provided. Can be `"peaks"`, `"peaks_idx"`, `"rr_ms"` or
+        `"rr_s"`. Defaults to `"rr_ms"`.
+    bakend : str
+        Which backend to use. Can be `"bokeh"` or `"tabulate"`. Defaults to `"tabulate"`.
+    width, height : int
+        The table width and height (only for `"bokeh"` backend).
+
+    Returns
+    -------
+    table : `bokeh.models.Column` | str
+        The formatted time domain table, either as a string or as a Bokeh Columns.
+
+    """
+
+    if time_df is None:
+        if (rr is None) | (input_type is None):
+            raise ValueError(
+                "If no summary dataframe is provided, you must provide an RR time series."
+            )
+        time_df = time_domain(rr=rr, input_type=input_type)  # type: ignore
+
+    data = {
+        "variable": [
+            "Mean RR",
+            "Median RR",
+            "Minimun RR",
+            "Maximum RR",
+            None,
+            "Mean BPM",
+            "Median BPM",
+            "Minimun BPM",
+            "Maximum BPM",
+            None,
+            "SDNN",
+            "SDSD",
+            "RMSSD",
+            "nn50",
+            "pnn50",
+        ],
+        "units": [
+            "milliseconds (ms)",
+            "milliseconds (ms)",
+            "milliseconds (ms)",
+            "milliseconds (ms)",
+            None,
+            "beats per minute (bpm)",
+            "beats per minute (bpm)",
+            "beats per minute (bpm)",
+            "beats per minute (bpm)",
+            None,
+            "milliseconds (ms)",
+            "milliseconds (ms)",
+            "milliseconds (ms)",
+            "counts",
+            "%",
+        ],
+        "value": [
+            time_df[time_df.Metric == "MeanRR"]["Values"].iloc[0],
+            time_df[time_df.Metric == "MedianRR"]["Values"].iloc[0],
+            time_df[time_df.Metric == "MinRR"]["Values"].iloc[0],
+            time_df[time_df.Metric == "MaxRR"]["Values"].iloc[0],
+            None,
+            time_df[time_df.Metric == "MeanBPM"]["Values"].iloc[0],
+            time_df[time_df.Metric == "MedianBPM"]["Values"].iloc[0],
+            time_df[time_df.Metric == "MinBPM"]["Values"].iloc[0],
+            time_df[time_df.Metric == "MaxBPM"]["Values"].iloc[0],
+            None,
+            time_df[time_df.Metric == "SDNN"]["Values"].iloc[0],
+            time_df[time_df.Metric == "SDSD"]["Values"].iloc[0],
+            time_df[time_df.Metric == "RMSSD"]["Values"].iloc[0],
+            time_df[time_df.Metric == "nn50"]["Values"].iloc[0],
+            time_df[time_df.Metric == "pnn50"]["Values"].iloc[0],
+        ],
+    }
+
+    if backend == "bokeh":
+        source = ColumnDataSource(data)
+
+        columns = [
+            TableColumn(field="variable", title="Variable"),
+            TableColumn(field="units", title="Units"),
+            TableColumn(field="value", title="Value"),
+        ]
+        time_table = DataTable(
+            source=source,
+            columns=columns,
+            width=width,
+            height=height,
+            index_position=None,
+        )
+
+        table = Column(time_table)
+
+    elif backend == "tabulate":
+
+        table = tabulate(
+            data, headers=["Variable", "Units", "Value"], tablefmt="rst", floatfmt=".4f"
+        )
+
+    return table
+
+
+def frequency_table(
+    rr: Optional[Union[List, np.ndarray]] = None,
+    frequency_df: Optional[pd.DataFrame] = None,
+    input_type: str = "rr_ms",
+    backend: str = "tabulate",
+    width: Optional[int] = 600,
+    height: Optional[int] = 300,
+) -> Union[Column, str]:
+    """Format frequency domain results for nice rendering.
+
+    Parameters
+    ----------
+    rr : np.ndarray | list
+        R-R interval time-series, peaks or peaks index vectors. The default expected
+        vector is R-R intervals in milliseconds. Other data format can be provided by
+        specifying the `"input_type"` (can be `"rr_s"`, `"peaks"` or `"peaks_idx"`).
+    frequency_df : pd.DataFrame | None
+        The frequency domain results obtained from py:func:`systole.hrv.frequency_domain`.
+    input_type : str
+        The type of input provided. Can be `"peaks"`, `"peaks_idx"`, `"rr_ms"` or
+        `"rr_s"`. Defaults to `"rr_ms"`.
+    bakend : str
+        Which backend to use. Can be `"bokeh"` or `"tabulate"`. Defaults to `"tabulate"`.
+    width, height : int
+        The table width and height (only for `"bokeh"` backend).
+
+    Returns
+    -------
+    table : `bokeh.models.Column` | str
+        The formatted frequency domain table, either as a string or as a Bokeh Columns.
+
+    """
+
+    if frequency_df is None:
+        if (rr is None) | (input_type is None):
+            raise ValueError(
+                "If no summary dataframe is provided, you must provide an RR time series."
+            )
+        frequency_df = frequency_domain(rr=rr, input_type=input_type)  # type: ignore
+
+    data = {
+        "frequencies": [
+            "VLF (0-0.04 Hz)",
+            "LF (0.04-0.15 Hz)",
+            "HF (0.15-0.4 Hz)",
+            "Total",
+            "LF/HF",
+        ],
+        "peaks": [
+            frequency_df[frequency_df.Metric == "vlf_peak"]["Values"].iloc[0],
+            frequency_df[frequency_df.Metric == "lf_peak"]["Values"].iloc[0],
+            frequency_df[frequency_df.Metric == "hf_peak"]["Values"].iloc[0],
+            None,
+            None,
+        ],
+        "power": [
+            frequency_df[frequency_df.Metric == "vlf_power"]["Values"].iloc[0],
+            frequency_df[frequency_df.Metric == "lf_power"]["Values"].iloc[0],
+            frequency_df[frequency_df.Metric == "hf_power"]["Values"].iloc[0],
+            frequency_df[frequency_df.Metric == "total_power"]["Values"].iloc[0],
+            frequency_df[frequency_df.Metric == "lf_hf_ratio"]["Values"].iloc[0],
+        ],
+        "power_per": [
+            frequency_df[frequency_df.Metric == "vlf_power_per"]["Values"].iloc[0],
+            frequency_df[frequency_df.Metric == "lf_power_per"]["Values"].iloc[0],
+            frequency_df[frequency_df.Metric == "hf_power_per"]["Values"].iloc[0],
+            None,
+            None,
+        ],
+        "power_nu": [
+            None,
+            frequency_df[frequency_df.Metric == "lf_power_nu"]["Values"].iloc[0],
+            frequency_df[frequency_df.Metric == "hf_power_nu"]["Values"].iloc[0],
+            None,
+            None,
+        ],
+    }
+
+    if backend == "bokeh":
+        source = ColumnDataSource(data)
+
+        columns = [
+            TableColumn(field="frequencies", title="Frequency Band"),
+            TableColumn(field="peaks", title="Peaks (Hz)"),
+            TableColumn(field="power", title="Power (ms²)"),
+            TableColumn(field="power_per", title="Power (%)"),
+            TableColumn(field="power_nu", title="Power (n.u.)"),
+        ]
+        frequency_table = DataTable(
+            source=source,
+            columns=columns,
+            width=width,
+            height=height,
+            index_position=None,
+        )
+
+        table = Column(frequency_table)
+
+    elif backend == "tabulate":
+
+        table = tabulate(
+            data,
+            headers=[
+                "Frequency Band",
+                "Peaks (Hz)",
+                "Power (ms²)",
+                "Power (%)",
+                "Power (n.u.)",
+            ],
+            tablefmt="rst",
+            floatfmt=".4f",
+        )
+
+    return table
+
+
+def nonlinear_table(
+    rr: Optional[Union[List, np.ndarray]] = None,
+    nonlinear_df: Optional[pd.DataFrame] = None,
+    input_type="rr_ms",
+    backend: str = "tabulate",
+    width: Optional[int] = 600,
+    height: Optional[int] = 300,
+) -> Union[Column, str]:
+    """Format nonlinear domain results for nice rendering.
+
+    Parameters
+    ----------
+    rr : np.ndarray | list
+        R-R interval time-series, peaks or peaks index vectors. The default expected
+        vector is R-R intervals in milliseconds. Other data format can be provided by
+        specifying the `"input_type"` (can be `"rr_s"`, `"peaks"` or `"peaks_idx"`).
+    nonlinear_df : pd.DataFrame | None
+        The time domain results obtained from py:func:`systole.hrv.nonlinear_domain`.
+    input_type : str
+        The type of input provided. Can be `"peaks"`, `"peaks_idx"`, `"rr_ms"` or
+        `"rr_s"`. Defaults to `"rr_ms"`.
+    bakend : str
+        Which backend to use. Can be `"bokeh"` or `"tabulate"`. Defaults to `"tabulate"`.
+    width, height : int
+        The table width and height (only for `"bokeh"` backend).
+
+    Returns
+    -------
+    table : `bokeh.models.Column` | str
+        The formatted nonlinear domain table, either as a string or as a Bokeh Columns.
+
+    """
+
+    if nonlinear_df is None:
+        if (rr is None) | (input_type is None):
+            raise ValueError(
+                "If no summary dataframe is provided, you must provide an RR time series."
+            )
+        nonlinear_df = nonlinear_domain(rr=rr, input_type=input_type)  # type: ignore
+
+    data = {
+        "variable": [
+            "-- Poincaré plot --",
+            "SD1",
+            "SD2",
+            None,
+            "-- Recurrence plot --",
+            "Mean line length (Lmean)",
+            "Max line length (Lmax)",
+            "Recurrence rate (REC)",
+            "Determinism (DET)",
+            "Shannon Entropy (ShanEn)",
+        ],
+        "units": [
+            None,
+            "milliseconds (ms)",
+            "milliseconds (ms)",
+            None,
+            None,
+            "beats",
+            "beats",
+            "%",
+            "%",
+            None,
+        ],
+        "value": [
+            None,
+            nonlinear_df[nonlinear_df.Metric == "SD1"]["Values"].iloc[0],
+            nonlinear_df[nonlinear_df.Metric == "SD2"]["Values"].iloc[0],
+            None,
+            None,
+            nonlinear_df[nonlinear_df.Metric == "l_mean"]["Values"].iloc[0],
+            nonlinear_df[nonlinear_df.Metric == "l_max"]["Values"].iloc[0],
+            nonlinear_df[nonlinear_df.Metric == "recurrence_rate"]["Values"].iloc[0],
+            nonlinear_df[nonlinear_df.Metric == "determinism_rate"]["Values"].iloc[0],
+            nonlinear_df[nonlinear_df.Metric == "shannon_entropy"]["Values"].iloc[0],
+        ],
+    }
+
+    if backend == "bokeh":
+        source = ColumnDataSource(data)
+
+        columns = [
+            TableColumn(field="variable", title="Variable"),
+            TableColumn(field="units", title="Units"),
+            TableColumn(field="value", title="Value"),
+        ]
+        nonlinear_table = DataTable(
+            source=source,
+            columns=columns,
+            width=width,
+            height=height,
+            index_position=None,
+        )
+
+        table = Column(nonlinear_table)
+
+    elif backend == "tabulate":
+
+        table = tabulate(
+            data, headers=["Variable", "Units", "Value"], tablefmt="rst", floatfmt=".4f"
+        )
+
+    return table
diff --git a/systole/reports/utils.py b/systole/reports/utils.py
new file mode 100644
index 00000000..a1a46a58
--- /dev/null
+++ b/systole/reports/utils.py
@@ -0,0 +1,304 @@
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+import json
+from os import PathLike
+from pathlib import Path
+from typing import Optional, Tuple, Union
+
+import numpy as np
+import pandas as pd
+
+from systole.reports.subject_level import subject_level_report
+from systole.utils import ecg_strings, ppg_strings, resp_strings
+
+
+def import_data(
+    bids_folder: Union[str, PathLike],
+    participant_id: Union[str, PathLike],
+    pattern: str = "",
+    modality: Union[str, PathLike] = "beh",
+    session: Union[str, PathLike] = "ses-session1",
+) -> Tuple[
+    Tuple[Optional[np.ndarray], Optional[int], Optional[np.ndarray]],
+    Tuple[Optional[np.ndarray], Optional[int], Optional[np.ndarray]],
+    Tuple[Optional[np.ndarray], Optional[int], Optional[np.ndarray]],
+    Optional[str],
+]:
+    """Load ECG, PPG and respiration dataframes from BIDS folder given participant_id,
+    session and pattern names.
+
+    Parameters
+    ----------
+    bids_folder : str | PathLike
+        The path to the BIDS folder. This folder should containt the participant
+        `participant_id` and have a pattern `pattern` with at least one of the possible
+        physiological recordings (ECG, PPG, respiration).
+    participant_id : str | PathLike
+        The participant ID. The string should match with one participant in the BIDS
+        folder provided as `"bids_folder"`.
+    pattern : str | PathLike
+        The pattern name. The string should match with a pattern in the BIDS folder provided
+        as `"bids_folder"`.
+    modality : str | PathLike
+        The type of data (e.g. `"beh"`, `"func"`...) where the physiological recording
+        is stored. Defaults to `"beh"`.
+    session : str | PathLike
+        The session name. The string should match with a session in the BIDS folder
+        provided as `"bids_folder"`. Defaults to `"session1"`.
+
+    Returns
+    -------
+    (
+        (ecg, ecg_sfreq, ecg_events_idx),
+        (ppg, ppg_sfreq, ppg_events_idx),
+        (rsp, rsp_sfreq, rsp_events_idx),
+        file_name
+        ) : tuple
+        Tuples of signal, sampling frequency and events indexs for ECG, PPG and
+        respiration with the file name from the BIDS folder.
+
+    ecg, ppg, rsp : np.ndarray | None
+        The ECG, PPG and respiration signals as Numpy arrays (when available). Otherwise
+        returns `None`.
+    ecg_sfreq, ppg_sfreq, rsp_sfreq: int | None
+        The ECG, PPG and respiration sampling frequency (when the signal is available).
+        Otherwise returns `None`.
+    ecg_events_idx, ppg_events_idx, rsp_events_idx : list | np.ndarray | None
+        The ECG, PPG and respiration events associated with the signals (when available).
+        Otherwise returns `None`.
+    file_name : str | None
+        File name that will be used to save the results in the corresponding derivative
+        folder.
+
+    """
+
+    # Initialize default results
+    (
+        (ecg, ecg_sfreq, ecg_events_idx),
+        (ppg, ppg_sfreq, ppg_events_idx),
+        (rsp, rsp_sfreq, rsp_events_idx),
+    ) = ((None, None, None), (None, None, None), (None, None, None))
+
+    # Try to find a uniqe file corresponding to the info provided, otherwise print an
+    # error message and return None
+    physio_files = list(
+        Path(bids_folder, participant_id, session, modality).glob(
+            f"*{pattern}*_physio.tsv.gz"
+        )
+    )
+
+    if len(physio_files) == 0:
+        print(
+            f"... No physiological recording was found for participant: {participant_id}"
+        )
+        return (
+            (ecg, ecg_sfreq, ecg_events_idx),
+            (ppg, ppg_sfreq, ppg_events_idx),
+            (rsp, rsp_sfreq, rsp_events_idx),
+            None,
+        )
+    elif len(physio_files) > 1:
+        print(
+            f"... More than one physiological recording was found for participant: {participant_id}"
+        )
+        return (
+            (ecg, ecg_sfreq, ecg_events_idx),
+            (ppg, ppg_sfreq, ppg_events_idx),
+            (rsp, rsp_sfreq, rsp_events_idx),
+            None,
+        )
+
+    json_files = list(
+        Path(bids_folder, participant_id, session, modality).glob(
+            f"*{pattern}*_physio.json"
+        )
+    )
+
+    # Get the unique path for this recording
+    json_file = json_files[0]
+    physio_file = physio_files[0]
+
+    # Extract the file name (remove the "physio.tsv.gz" suffix)
+    file_name = physio_file.name[:-14]
+
+    # Opening JSON file to find the sampling frequency
+    f = open(json_file)
+    json_data = json.load(f)
+
+    sfreq = json_data["SamplingFrequency"]
+    try:
+        start_time = json_data["StartTime"]
+        end_time = json_data["EndTime"]
+    except KeyError:
+        start_time, end_time = None, None
+
+    f.close()
+
+    # Gather physiological signal in the BIDS folder for this participant_id / pattern
+    physio_df = pd.read_csv(
+        physio_file, sep="\t", compression="gzip", names=json_data["Columns"]
+    )
+    physio_df.columns = physio_df.columns.str.lower()
+
+    # Find ECG recording if any
+    ecg_col = [col for col in physio_df.columns if col in ecg_strings]
+    ecg_col = ecg_col[0] if len(ecg_col) > 0 else None
+
+    if ecg_col:
+        ecg = physio_df[ecg_col].to_numpy()
+        ecg_sfreq = sfreq
+
+    # Find PPG recording if any
+    ppg_col = [col for col in physio_df.columns if col in ppg_strings]
+    ppg_col = ppg_col[0] if len(ppg_col) > 0 else None
+
+    if ppg_col:
+        ppg = physio_df[ppg_col].to_numpy()
+        ppg_sfreq = sfreq
+
+    # Find respiration recording if any
+    rsp_col = [col for col in physio_df.columns if col in resp_strings]
+    rsp_col = rsp_col[0] if len(rsp_col) > 0 else None
+
+    if rsp_col:
+        rsp = physio_df[rsp_col].to_numpy()
+        rsp_sfreq = sfreq
+
+    # If start_time and end_time are provided, trim the signal accordingly and correct
+    # the event indexes.
+    if start_time is not None:
+        start_time_idx = int(start_time * sfreq)
+        end_time_idx = int(end_time * sfreq)
+
+        if ecg is not None:
+            ecg = ecg[start_time_idx:end_time_idx]
+            if ecg_events_idx is not None:
+                ecg_events_idx -= start_time_idx
+
+        if ppg is not None:
+            ppg = ppg[start_time_idx:end_time_idx]
+            if ppg_events_idx is not None:
+                ppg_events_idx -= start_time_idx
+
+        if rsp is not None:
+            rsp = rsp[start_time_idx:end_time_idx]
+            if rsp_events_idx is not None:
+                rsp_events_idx -= start_time_idx
+
+    return (
+        (ecg, ecg_sfreq, ecg_events_idx),
+        (ppg, ppg_sfreq, ppg_events_idx),
+        (rsp, rsp_sfreq, rsp_events_idx),
+        file_name,
+    )
+
+
+def create_reports(
+    participant_id: str,
+    bids_folder: str,
+    result_folder: str,
+    pattern: str,
+    modality: str = "beh",
+    session: str = "ses-session1",
+    html_report: bool = False,
+):
+    """Create individual HTML and summary results from one participant in the BIDS
+    folder.
+
+    Parameters
+    ----------
+    participant_id : str | list
+        List of participants ID that will be processed. If `None`, all the participants
+        listed in the folder will be processed.
+    bids_folder : str
+        Path to the main folder organized according to BIDS standards. The folder must
+        contain a pattern matching with the `pattern` parameter (if provided) and the
+        participants listed in `participants_id` (if provided).
+    result_folder : str
+        Path to the main output folder. A report folder will be created for each
+        participant, containing the summary statistics and HTML reports for each pattern
+        provided in the `pattern` parameter.
+    pattern : str | list
+        The pattern(s) that should be analyzed. Should match a pattern reference in the BIDS
+        folder.
+    modality : str
+        The type of data (e.g. `"beh"`, `"func"`...) where the physiological recording
+        is stored. Defaults to `"beh"`.
+    session : str | list
+        The session reference that should be analyzed. Should match a session number in
+        the BIDS folder. Defaults to `"session1"`.
+    html_report : bool
+        If `True`, save an html report. This file embeds the signal for
+        interactive visualization and can therefore be large, it is recommended to
+        generate HTML reports for review or problematic recordings only.
+
+    """
+
+    # Import ECG, PPG and RESPIRATION recording from the BIDS folder
+    (
+        (ecg, ecg_sfreq, ecg_events_idx),
+        (ppg, ppg_sfreq, ppg_events_idx),
+        (rsp, rsp_sfreq, rsp_events_idx),
+        file_name,
+    ) = import_data(
+        participant_id=participant_id,
+        bids_folder=bids_folder,
+        modality=modality,
+        pattern=pattern,
+        session=session,
+    )
+
+    #######################
+    # Detect bad channels #
+    #######################
+    if ecg is not None:
+        if (ecg == ecg[0]).all():
+            ecg, ecg_sfreq, ecg_events_idx = None, None, None
+    if ppg is not None:
+        if (ppg == ppg[0]).all():
+            ppg, ppg_sfreq, ppg_events_idx = None, None, None
+    if rsp is not None:
+        if (rsp == rsp[0]).all():
+            rsp, rsp_sfreq, rsp_events_idx = None, None, None
+
+    # End here if no signal was found
+    if np.all(
+        [
+            i is None
+            for i in [
+                ecg,
+                ecg_sfreq,
+                ecg_events_idx,
+                ppg,
+                ppg_sfreq,
+                ppg_events_idx,
+                rsp,
+                rsp_sfreq,
+                rsp_events_idx,
+            ]
+        ]
+    ):
+
+        return
+
+    #########################################
+    # Create reports and summary dataframes #
+    #########################################
+    subject_level_report(
+        participant_id=participant_id,
+        pattern=pattern,
+        session=session,
+        modality=modality,
+        result_folder=result_folder,
+        ecg=ecg,
+        ecg_sfreq=ecg_sfreq,
+        ecg_events_idx=ecg_events_idx,
+        ppg=ppg,
+        ppg_sfreq=ppg_sfreq,
+        ppg_events_idx=ppg_events_idx,
+        rsp=rsp,
+        rsp_sfreq=rsp_sfreq,
+        rsp_events_idx=rsp_events_idx,
+        file_name=file_name,
+        html_report=html_report,
+    )
diff --git a/systole/tests/group_level_ses-session1_task-hrd.tsv b/systole/tests/group_level_ses-session1_task-hrd.tsv
new file mode 100644
index 00000000..70d92629
--- /dev/null
+++ b/systole/tests/group_level_ses-session1_task-hrd.tsv
@@ -0,0 +1,93 @@
+Values	Metric	participant_id	task	modality	hrv_domain
+4288	n_beats	sub-0001	hrd	ecg	artefacts
+0	n_missed	sub-0001	hrd	ecg	artefacts
+0	per_miseed	sub-0001	hrd	ecg	artefacts
+58	n_long	sub-0001	hrd	ecg	artefacts
+1.35261194	per_long	sub-0001	hrd	ecg	artefacts
+0	n_extra	sub-0001	hrd	ecg	artefacts
+0	per_extra	sub-0001	hrd	ecg	artefacts
+12	n_short	sub-0001	hrd	ecg	artefacts
+0.279850746	per_short	sub-0001	hrd	ecg	artefacts
+7	n_ectopics	sub-0001	hrd	ecg	artefacts
+0.163246269	per_ectopics	sub-0001	hrd	ecg	artefacts
+77	n_artefacts	sub-0001	hrd	ecg	artefacts
+1.795708955	per_artefacts	sub-0001	hrd	ecg	artefacts
+943.042687	MeanRR	sub-0001	hrd	ecg	time_domain
+64.129378	MeanBPM	sub-0001	hrd	ecg	time_domain
+944	MedianRR	sub-0001	hrd	ecg	time_domain
+63.559322	MedianBPM	sub-0001	hrd	ecg	time_domain
+623	MinRR	sub-0001	hrd	ecg	time_domain
+46.082949	MinBPM	sub-0001	hrd	ecg	time_domain
+1302	MaxRR	sub-0001	hrd	ecg	time_domain
+96.308186	MaxBPM	sub-0001	hrd	ecg	time_domain
+82.892637	SDNN	sub-0001	hrd	ecg	time_domain
+62.411542	SDSD	sub-0001	hrd	ecg	time_domain
+62.404279	RMSSD	sub-0001	hrd	ecg	time_domain
+1250	nn50	sub-0001	hrd	ecg	time_domain
+29.164722	pnn50	sub-0001	hrd	ecg	time_domain
+0.007812	vlf_peak	sub-0001	hrd	ecg	frequency_domain
+2064.385836	vlf_power	sub-0001	hrd	ecg	frequency_domain
+0.050781	lf_peak	sub-0001	hrd	ecg	frequency_domain
+2415.216319	lf_power	sub-0001	hrd	ecg	frequency_domain
+0.152344	hf_peak	sub-0001	hrd	ecg	frequency_domain
+1091.865514	hf_power	sub-0001	hrd	ecg	frequency_domain
+37.05281909	vlf_power_per	sub-0001	hrd	ecg	frequency_domain
+43.34973229	lf_power_per	sub-0001	hrd	ecg	frequency_domain
+19.59744862	hf_power_per	sub-0001	hrd	ecg	frequency_domain
+68.86683671	lf_power_nu	sub-0001	hrd	ecg	frequency_domain
+31.13316329	hf_power_nu	sub-0001	hrd	ecg	frequency_domain
+5571.467669	total_power	sub-0001	hrd	ecg	frequency_domain
+2.212008978	lf_hf_ratio	sub-0001	hrd	ecg	frequency_domain
+44.1264757	SD1	sub-0001	hrd	ecg	nonlinear_domain
+108.5911004	SD2	sub-0001	hrd	ecg	nonlinear_domain
+38.42782803	recurrence_rate	sub-0001	hrd	ecg	nonlinear_domain
+635	l_max	sub-0001	hrd	ecg	nonlinear_domain
+17.73612857	l_mean	sub-0001	hrd	ecg	nonlinear_domain
+80.36609306	determinism_rate	sub-0001	hrd	ecg	nonlinear_domain
+3.656676272	shannon_entropy	sub-0001	hrd	ecg	nonlinear_domain
+5307	n_beats	sub-0002	hrd	ecg	artefacts
+1	n_missed	sub-0002	hrd	ecg	artefacts
+0.018843037	per_miseed	sub-0002	hrd	ecg	artefacts
+107	n_long	sub-0002	hrd	ecg	artefacts
+2.016205012	per_long	sub-0002	hrd	ecg	artefacts
+1	n_extra	sub-0002	hrd	ecg	artefacts
+0.018843037	per_extra	sub-0002	hrd	ecg	artefacts
+8	n_short	sub-0002	hrd	ecg	artefacts
+0.1507443	per_short	sub-0002	hrd	ecg	artefacts
+22	n_ectopics	sub-0002	hrd	ecg	artefacts
+0.414546825	per_ectopics	sub-0002	hrd	ecg	artefacts
+139	n_artefacts	sub-0002	hrd	ecg	artefacts
+2.619182212	per_artefacts	sub-0002	hrd	ecg	artefacts
+694.225028	MeanRR	sub-0002	hrd	ecg	time_domain
+86.947581	MeanBPM	sub-0002	hrd	ecg	time_domain
+689	MedianRR	sub-0002	hrd	ecg	time_domain
+87.082729	MedianBPM	sub-0002	hrd	ecg	time_domain
+205	MinRR	sub-0002	hrd	ecg	time_domain
+46.332046	MinBPM	sub-0002	hrd	ecg	time_domain
+1295	MaxRR	sub-0002	hrd	ecg	time_domain
+292.682927	MaxBPM	sub-0002	hrd	ecg	time_domain
+55.236005	SDNN	sub-0002	hrd	ecg	time_domain
+36.554464	SDSD	sub-0002	hrd	ecg	time_domain
+36.551019	RMSSD	sub-0002	hrd	ecg	time_domain
+378	nn50	sub-0002	hrd	ecg	time_domain
+7.125353	pnn50	sub-0002	hrd	ecg	time_domain
+0.007812	vlf_peak	sub-0002	hrd	ecg	frequency_domain
+746.2596336	vlf_power	sub-0002	hrd	ecg	frequency_domain
+0.050781	lf_peak	sub-0002	hrd	ecg	frequency_domain
+850.7009118	lf_power	sub-0002	hrd	ecg	frequency_domain
+0.210938	hf_peak	sub-0002	hrd	ecg	frequency_domain
+530.6167755	hf_power	sub-0002	hrd	ecg	frequency_domain
+35.07555877	vlf_power_per	sub-0002	hrd	ecg	frequency_domain
+39.98448862	lf_power_per	sub-0002	hrd	ecg	frequency_domain
+24.93995261	hf_power_per	sub-0002	hrd	ecg	frequency_domain
+61.58618829	lf_power_nu	sub-0002	hrd	ecg	frequency_domain
+38.41381171	hf_power_nu	sub-0002	hrd	ecg	frequency_domain
+2127.577321	total_power	sub-0002	hrd	ecg	frequency_domain
+1.603230337	lf_hf_ratio	sub-0002	hrd	ecg	frequency_domain
+25.84547329	SD1	sub-0002	hrd	ecg	nonlinear_domain
+73.70816798	SD2	sub-0002	hrd	ecg	nonlinear_domain
+49.67275412	recurrence_rate	sub-0002	hrd	ecg	nonlinear_domain
+920	l_max	sub-0002	hrd	ecg	nonlinear_domain
+23.57782381	l_mean	sub-0002	hrd	ecg	nonlinear_domain
+84.68337539	determinism_rate	sub-0002	hrd	ecg	nonlinear_domain
+4.019278841	shannon_entropy	sub-0002	hrd	ecg	nonlinear_domain
diff --git a/systole/tests/test_correction.py b/systole/tests/test_correction.py
index f79c6362..65e087e2 100644
--- a/systole/tests/test_correction.py
+++ b/systole/tests/test_correction.py
@@ -7,54 +7,160 @@
 
 from systole import import_rr
 from systole.correction import (
-    correct_extra,
-    correct_missed,
+    correct_extra_rr,
     correct_missed_peaks,
+    correct_missed_rr,
     correct_peaks,
     correct_rr,
-    interpolate_bads,
+    interpolate_rr,
 )
+from systole.detection import rr_artefacts
 from systole.utils import simulate_rr
 
 
 class TestDetection(TestCase):
-    def test_correct_extra(self):
-        """Test ppg_peaks function"""
+    def test_correct_extra_rr(self):
+        """Test correct_extra_rr function"""
+
+        # When the artefact is the first RR interval
+        rr = import_rr().rr.values  # Import RR time series
+        rr[0] = 100
+        clean_rr, _ = correct_extra_rr(rr, extra_idx=np.array([0]))
+        assert clean_rr[0] == rr[0] + rr[1]
+        assert clean_rr[1] != 100
+
+        # When the artefact is the last RR interval
+        rr = import_rr().rr.values  # Import RR time series
+        rr[len(rr) - 1] = 100
+        clean_rr, _ = correct_extra_rr(rr, extra_idx=np.array([len(rr) - 1]))
+        assert clean_rr[-1] == rr[-2]
+
+        # With many artefacts
+        rr = import_rr().rr.values  # Import RR time series
+        rr[10] = 100
+        rr[20] = 100
+        clean_rr, _ = correct_extra_rr(rr, extra_idx=np.array([10, 20]))
+        assert clean_rr[10] == rr[11] + rr[10]
+        assert clean_rr[19] == rr[21] + rr[20]
+        assert len(clean_rr) == len(rr) - 2
+
+        # With the artefact array provided
+        rr = import_rr().rr.values  # Import RR time series
+        rr[30] = 100
+        rr[50] = 100
+        artefacts = rr_artefacts(rr)
+
+        # Create the array from dict
+        artefacts = np.array(
+            [
+                artefacts["missed"],
+                artefacts["extra"],
+                artefacts["ectopic"],
+                artefacts["short"],
+                artefacts["long"],
+            ],
+            dtype=bool,
+        )
+        assert len(np.where(artefacts[1, :])[0]) == 2
+
+        clean_rr, clean_artefacts = correct_extra_rr(
+            rr=rr,
+            extra_idx=np.where(artefacts[1, :])[0],
+            artefacts=artefacts,
+        )
+
+        assert clean_rr[30] > 100
+        assert clean_rr[49] > 100
+        assert clean_artefacts.shape[0] == artefacts.shape[0]
+        assert clean_artefacts.shape[1] == artefacts.shape[1] - 2
+        assert len(clean_rr) == clean_artefacts.shape[1]
+
+    def test_correct_missed_rr(self):
+        """Test correct_missed_rr function"""
+
+        # When the artefact is the first RR interval
+        rr = import_rr().rr.values  # Import RR time series
+        rr[0] = 1600
+        clean_rr, _ = correct_missed_rr(rr, missed_idx=np.array([0]))
+        assert clean_rr[0] == clean_rr[0] == rr[0] / 2
+
+        # When the artefact is the last RR interval
         rr = import_rr().rr.values  # Import RR time series
-        rr[20] = 200
-        clean_rr = correct_extra(rr, 20)
-        clean_rr = correct_extra(rr, len(rr))
-        clean_rr = correct_extra(list(rr), 20)
-        assert len(clean_rr) == len(rr) - 1
-        assert rr.std() > clean_rr.std()
-
-    def test_correct_missed(self):
-        """Test correct_missed function"""
+        rr[len(rr) - 1] = 1600
+        clean_rr, _ = correct_missed_rr(rr, missed_idx=np.array([len(rr) - 1]))
+        assert clean_rr[-1] == clean_rr[-2] == rr[-1] / 2
+
+        # With many artefacts
         rr = import_rr().rr.values  # Import RR time series
+        rr[10] = 1600
         rr[20] = 1600
-        clean_rr = correct_missed(rr, 20)
-        clean_rr = correct_missed(list(rr), 20)
-        assert len(clean_rr) == len(rr) + 1
+        clean_rr, _ = correct_missed_rr(rr, missed_idx=np.array([10, 20]))
+        assert clean_rr[10] == clean_rr[10] == rr[10] / 2
+        assert clean_rr[21] == clean_rr[22] == rr[20] / 2
+        assert len(clean_rr) == len(rr) + 2
+
+        # With the artefact array provided
+        rr = import_rr().rr.values  # Import RR time series
+        rr[100] = 1400
+        artefacts = rr_artefacts(rr)
+
+        # Create the array from dict
+        artefacts = np.array(
+            [
+                artefacts["missed"],
+                artefacts["extra"],
+                artefacts["ectopic"],
+                artefacts["short"],
+                artefacts["long"],
+            ],
+            dtype=bool,
+        )
+        assert len(np.where(artefacts[0, :])[0]) == 1
+
+        clean_rr, clean_artefacts = correct_missed_rr(
+            rr=rr, artefacts=artefacts, missed_idx=np.where(artefacts[0, :])[0]
+        )
+        assert clean_rr[100] == clean_rr[101] == rr[100] / 2
+        assert clean_artefacts.shape[0] == artefacts.shape[0]
+        assert clean_artefacts.shape[1] == artefacts.shape[1] + 1
+        assert len(clean_rr) == clean_artefacts.shape[1]
+
+    def test_interpolate_rr(self):
+        """Test interpolate_rr function"""
 
-    def test_interpolate_bads(self):
-        """Test interpolate_bads function"""
+        # When the artefact is the first RR interval
         rr = import_rr().rr.values  # Import RR time series
-        clean_rr = interpolate_bads(rr, [20, 21, 22])
-        clean_rr = interpolate_bads(list(rr), [20, 21, 22])
-        assert len(rr) == len(rr)
-        assert np.abs(rr[20:23] - clean_rr[20:23]).mean() < 50
+        rr[0] = 1600
+        clean_rr = interpolate_rr(rr, idx=np.array([0]))
+        assert clean_rr[0] == clean_rr[1] == rr[1]
+
+        # When the artefact is the last RR interval
+        rr = import_rr().rr.values  # Import RR time series
+        rr[len(rr) - 1] = 1600
+        clean_rr = interpolate_rr(rr, idx=np.array([len(rr) - 1]))
+        assert clean_rr[-1] == clean_rr[-2] == rr[-2]
+
+        # With many artefacts
+        rr = import_rr().rr.values  # Import RR time series
+        rr[10] = 1600
+        rr[20] = 1600
+        clean_rr = interpolate_rr(rr, idx=np.array([10, 20]))
+        assert clean_rr[10] != rr[10]
+        assert clean_rr[20] != rr[20]
+        assert np.sum(~(clean_rr == rr)) == 2
 
     def test_correct_rr(self):
         """Test correct_rr function"""
+
         rr = simulate_rr()  # Import RR time series
-        correction = correct_rr(rr)
-        correction = correct_rr(list(rr), n_iterations=1)
-        assert len(correction["clean_rr"]) == 350
-        assert correction["ectopic"] == 5
-        assert correction["missed"] == 1
-        assert correction["extra"] == 1
-        assert correction["long"] == 2
-        assert correction["short"] == 1
+        corrected_rr, (nMissed, nExtra, nEctopic, nShort, nLong) = correct_rr(rr)
+
+        assert len(corrected_rr) == 350
+        assert nMissed == 1
+        assert nExtra == 1
+        assert nEctopic == 3
+        assert nShort == 1
+        assert nLong == 1
 
     def test_correct_peaks(self):
         """Test correct_peaks function"""
diff --git a/systole/tests/test_detection.py b/systole/tests/test_detection.py
index 89497d95..ec284e3e 100644
--- a/systole/tests/test_detection.py
+++ b/systole/tests/test_detection.py
@@ -13,14 +13,18 @@ class TestDetection(TestCase):
     def test_ppg_peaks(self):
         """Test ppg_peaks function"""
         df = import_ppg()  # Import PPG recording
-        signal, peaks = ppg_peaks(df.ppg.to_numpy(), clean_extra=True)
+        signal, peaks = ppg_peaks(df.ppg.to_numpy(), clean_extra=True, sfreq=75)
         assert len(signal) == len(peaks)
         assert np.all(np.unique(peaks) == [0, 1])
         assert np.mean(np.where(peaks)[0]) == 165778.0
+        signal2, _ = ppg_peaks(
+            df.ppg.to_numpy(), clipping_thresholds=(0, 255), sfreq=75
+        )
+        assert (signal == signal2).all()
 
     def test_rr_artefacts(self):
         ppg = import_ppg().ppg.to_numpy()
-        _, peaks = ppg_peaks(ppg)
+        _, peaks = ppg_peaks(ppg, sfreq=75)
         rr_ms = np.diff(np.where(peaks)[0])
         artefacts_ms = rr_artefacts(rr_ms, input_type="rr_ms")
         artefacts_peaks = rr_artefacts(peaks, input_type="peaks")
@@ -38,15 +42,17 @@ def test_interpolate_clipping(self):
         clean_signal = interpolate_clipping(list(df.ppg.to_numpy()))
         assert clean_signal.mean().round() == 100
         clean_signal = interpolate_clipping(df.ppg.to_numpy())
+
+        # Test with out of bound values as first and last
         df.ppg.iloc[0], df.ppg.iloc[-1] = 255, 255
         clean_signal = interpolate_clipping(df.ppg.to_numpy())
+        df.ppg.iloc[0], df.ppg.iloc[-1] = 0, 0
+        clean_signal = interpolate_clipping(df.ppg.to_numpy())
 
     def test_ecg_peaks(self):
         signal_df = import_dataset1()[: 20 * 2000]
-        _, peaks = ecg_peaks(
-            signal_df.ecg.to_numpy(), method="hamilton", sfreq=2000, find_local=True
-        )
         for method in [
+            "sleepecg",
             "christov",
             "engelse-zeelenberg",
             "hamilton",
diff --git a/systole/tests/test_notebooks.py b/systole/tests/test_notebooks.py
index 8785b007..e47ee306 100644
--- a/systole/tests/test_notebooks.py
+++ b/systole/tests/test_notebooks.py
@@ -1,27 +1,32 @@
 # Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
 
-import os
+# import os
 import unittest
 from unittest import TestCase
 
-import papermill as pm
+# import papermill as pm
 
 
 class TestNotebooks(TestCase):
     def test_notebooks(self):
         """Test tutorial notebooks"""
 
-        # Load tutorial notebooks from the GitHub repository
-        url = "https://github.com/embodied-computation-group/systole/raw/dev/source/notebooks/"
-        for nb in [
-            "1-PhysiologicalSignals.ipynb",
-            "2-DetectingCycles.ipynb",
-            "3-DetectingAndCorrectingArtefacts.ipynb",
-            "4-HeartRateVariability.ipynb",
-            "5-InstantaneousHeartRate.ipynb",
-        ]:
-            pm.execute_notebook(url + nb, "./tmp.ipynb")
-        os.remove("./tmp.ipynb")
+        # Note : we probably do not need to run this everytime as the notebook are
+        # already executed by the documetation jobs, although not sure this will raise
+        # error accordingly
+
+        # # Load tutorial notebooks from the GitHub repository
+        # url = "./docs/source/notebooks/"
+        # for nb in [
+        #     "1-PhysiologicalSignals.ipynb",
+        #     "2-DetectingCycles.ipynb",
+        #     "3-DetectingAndCorrectingArtefacts.ipynb",
+        #     "4-HeartRateVariability.ipynb",
+        #     "5-InstantaneousHeartRate.ipynb",
+        #     "6-WorkingWithBIDSFolders.ipynb",
+        # ]:
+        #     pm.execute_notebook(url + nb, "./tmp.ipynb")
+        # os.remove("./tmp.ipynb")
 
 
 if __name__ == "__main__":
diff --git a/systole/tests/test_plots.py b/systole/tests/test_plots.py
index cc624358..3469535b 100644
--- a/systole/tests/test_plots.py
+++ b/systole/tests/test_plots.py
@@ -3,14 +3,13 @@
 import unittest
 from unittest import TestCase
 
+import matplotlib.pyplot as plt
 import numpy as np
 import pandas as pd
 import seaborn as sns
-from bokeh.models import Column
 
 from systole import import_dataset1, import_ppg, import_rr
 from systole.detection import ecg_peaks, rr_artefacts
-from systole.hrv import frequency_domain, nonlinear_domain, time_domain
 from systole.plots import (
     plot_circular,
     plot_ectopic,
@@ -23,7 +22,6 @@
     plot_shortlong,
     plot_subspaces,
 )
-from systole.plots.utils import frequency_table, nonlinear_table, time_table
 from systole.utils import heart_rate, to_epochs
 
 
@@ -49,29 +47,34 @@ def test_plot_circular(self):
             data = pd.DataFrame(data={"x": x, "y": y}).melt()
             plot_circular(data=data, y="value", hue="variable", backend=backend)
 
+        plt.close("all")
+
     def test_plot_ectopic(self):
         """Test plot_ectopic function"""
         rr = import_rr().rr
         for backend in ["matplotlib", "bokeh"]:
             plot_ectopic(rr, backend=backend)
 
+        plt.close("all")
+
     def test_plot_evoked(self):
         """Test plot_evoked function"""
+
         # Import ECG recording and Stim channel
         ecg_df = import_dataset1(modalities=["ECG", "Stim"])
 
         # Peak detection in the ECG signal using the Pan-Tompkins method
-        _, peaks = ecg_peaks(ecg_df.ecg, method="pan-tompkins", sfreq=1000)
+        _, peaks = ecg_peaks(ecg_df.ecg, sfreq=1000)
 
         # Triggers timimng
         triggers_idx = [
-            np.where(ecg_df.stim.to_numpy() == 2)[0],
             np.where(ecg_df.stim.to_numpy() == 1)[0],
+            np.where(ecg_df.stim.to_numpy() == 2)[0],
         ]
 
         # Epochs array
         rr, _ = heart_rate(peaks, kind="cubic", unit="bpm", input_type="peaks")
-        epochs, _ = to_epochs(
+        epochs_test, _ = to_epochs(
             signal=rr,
             triggers_idx=triggers_idx,
             tmin=-1.0,
@@ -79,6 +82,17 @@ def test_plot_evoked(self):
             apply_baseline=(-1.0, 0.0),
         )
 
+        plots_params = {
+            "tmin": -1.0,
+            "tmax": 10.0,
+            "apply_baseline": (-1, 0),
+            "ci": 68,
+            "decim": 500,
+            "markers": True,
+            "dashes": False,
+            "style": "Label",
+        }
+
         for backend in ["matplotlib", "bokeh"]:
 
             # Using raw ECG signal as input
@@ -86,11 +100,10 @@ def test_plot_evoked(self):
                 signal=ecg_df.ecg.to_numpy(),
                 triggers_idx=triggers_idx,
                 modality="ecg",
-                tmin=-1.0,
-                tmax=10.0,
-                apply_baseline=(-1.0, 0.0),
                 backend=backend,
+                labels=["Neutral", "Emotion"],
                 palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+                **plots_params
             )
 
             # Using instantaneous heart rate as input
@@ -98,20 +111,23 @@ def test_plot_evoked(self):
                 rr=peaks,
                 triggers_idx=triggers_idx,
                 input_type="peaks",
-                tmin=-1.0,
-                tmax=10.0,
-                apply_baseline=(-1.0, 0.0),
                 backend=backend,
+                labels=["Neutral", "Emotion"],
                 palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+                **plots_params
             )
 
             # Using evoked array as input
             plot_evoked(
-                epochs=epochs,
+                epochs=epochs_test.copy(),
                 backend=backend,
+                labels=["Neutral", "Emotion"],
                 palette=[sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+                **plots_params
             )
 
+        plt.close("all")
+
     def test_plot_events(self):
         """Test plot_events function"""
         # Import ECG recording and Stim channel
@@ -126,29 +142,43 @@ def test_plot_events(self):
             plot_events(
                 triggers_idx=triggers_idx,
                 backend=backend,
-                events_labels=["Disgust", "Neutral"],
+                labels=["Disgust", "Neutral"],
                 tmin=-0.5,
                 tmax=10.0,
             )
 
+        plt.close("all")
+
     def test_plot_frequency(self):
         """Test plot_frequency function"""
         rr = import_rr().rr
         for backend in ["matplotlib", "bokeh"]:
             plot_frequency(rr, backend=backend, input_type="rr_ms")
 
+        plt.close("all")
+
     def test_plot_poincare(self):
         """Test plot_poincare function"""
         rr = import_rr().rr
         for backend in ["matplotlib", "bokeh"]:
             plot_poincare(rr, backend=backend, input_type="rr_ms")
 
+        plt.close("all")
+
     def test_plot_raw(self):
         """Test plot_raw function"""
+
+        # Using ppg signal
+        ppg = import_ppg().ppg.to_numpy()
+
+        # Import respiratory signal
+        rsp = import_dataset1(modalities=["Respiration"])
+
+        # Import ecg signal
+        ecg_df = import_dataset1(modalities=["ECG", "Stim"])
+
         for backend in ["matplotlib", "bokeh"]:
 
-            # Using ppg signal
-            ppg = import_ppg().ppg.to_numpy()
             plot_raw(
                 ppg,
                 backend=backend,
@@ -158,8 +188,20 @@ def test_plot_raw(self):
                 sfreq=75,
             )
 
-            # Using ecg signal
-            ecg_df = import_dataset1(modalities=["ECG"])
+            triggers_idx = [
+                np.where(ecg_df.stim.to_numpy() == 2)[0],
+                np.where(ecg_df.stim.to_numpy() == 1)[0],
+            ]
+
+            # Define the events parameters for plotting
+            events_params = {
+                "triggers_idx": triggers_idx,
+                "labels": ["Disgust", "Neutral"],
+                "tmin": -0.5,
+                "tmax": 10.0,
+                "palette": [sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+            }
+
             plot_raw(
                 ecg_df.ecg,
                 backend=backend,
@@ -167,21 +209,79 @@ def test_plot_raw(self):
                 show_artefacts=True,
                 modality="ecg",
                 sfreq=1000,
+                bad_segments=[(10000, 15000), (17000, 20000)],
+                events_params=events_params,
+            )
+
+            ###############
+            # Respiration #
+            ###############
+            plot_raw(
+                rsp,
+                backend=backend,
+                modality="respiration",
+                sfreq=1000,
+                bad_segments=[(10000, 15000), (17000, 20000)],
             )
 
+        plt.close("all")
+
     def test_plot_rr(self):
         """Test plot_rr function"""
-        rr = import_rr().rr
+
+        # Using ecg signal
+        ecg_df = import_dataset1(modalities=["ECG", "Stim"])
+
+        # Peak detection in the ECG signal using the Pan-Tompkins method
+        _, peaks = ecg_peaks(ecg_df.ecg, method="pan-tompkins", sfreq=1000)
+
+        triggers_idx = [
+            np.where(ecg_df.stim.to_numpy() == 2)[0],
+            np.where(ecg_df.stim.to_numpy() == 1)[0],
+        ]
+
+        # Define the events parameters for plotting
+        events_params = {
+            "triggers_idx": triggers_idx,
+            "labels": ["Disgust", "Neutral"],
+            "tmin": -0.5,
+            "tmax": 10.0,
+            "palette": [sns.xkcd_rgb["denim blue"], sns.xkcd_rgb["pale red"]],
+        }
+        rr_ms = np.diff(np.where(peaks)[0])
+        rr_s = np.diff(np.where(peaks)[0]) / 1000
+
         for backend in ["matplotlib", "bokeh"]:
             plot_rr(
-                rr,
+                rr_s,
                 backend=backend,
-                input_type="rr_ms",
+                input_type="rr_s",
                 show_artefacts=True,
                 slider=True,
+                events_params=events_params,
+            )
+            plot_rr(
+                rr_ms,
+                backend=backend,
+                input_type="rr_ms",
+                points=False,
+                bad_segments=[(10000, 15000), (17000, 20000)],
+            )
+            plot_rr(
+                rr_ms,
+                backend=backend,
+                input_type="rr_ms",
+                line=False,
+                bad_segments=[(10000, 15000), (17000, 20000)],
             )
-            plot_rr(rr, backend=backend, input_type="rr_ms", points=False)
-            plot_rr(rr, backend=backend, input_type="rr_ms", line=False)
+            plot_rr(
+                peaks,
+                backend=backend,
+                input_type="peaks",
+                bad_segments=[(10000, 15000), (17000, 20000)],
+            )
+
+        plt.close("all")
 
     def test_plot_shortlong(self):
         """Test plot_shortlong function"""
@@ -189,6 +289,8 @@ def test_plot_shortlong(self):
         for backend in ["matplotlib", "bokeh"]:
             plot_shortlong(rr, backend=backend, input_type="rr_ms")
 
+        plt.close("all")
+
     def test_plot_subspaces(self):
         """Test plot_subspaces function"""
         rr = import_rr().rr
@@ -203,71 +305,7 @@ def test_plot_subspaces(self):
         with self.assertRaises(ValueError):
             plot_subspaces(rr=None, artefacts=None)
 
-    def test_time_table(self):
-        """Test the time_table function"""
-        rr = import_rr().rr
-        time_df = time_domain(rr, input_type="rr_ms")
-
-        # With a df as input
-        table_df = time_table(time_df=time_df, backend="tabulate")
-        assert isinstance(table_df, str)
-
-        table = time_table(time_df=time_df, backend="bokeh")
-        assert isinstance(table, Column)
-
-        # With RR intervals as inputs
-        table_rr = time_table(rr=rr, backend="tabulate")
-        assert isinstance(table_rr, str)
-
-        table = time_table(rr=rr, backend="bokeh")
-        assert isinstance(table, Column)
-
-        # Check for consistency between methods
-        assert table_rr == table_df
-
-    def test_frequency_table(self):
-        """Test plot_subspaces function"""
-        rr = import_rr().rr
-        frequency_df = frequency_domain(rr, input_type="rr_ms")
-
-        # With a df as input
-        table_df = frequency_table(frequency_df=frequency_df, backend="tabulate")
-        assert isinstance(table_df, str)
-
-        table = frequency_table(frequency_df=frequency_df, backend="bokeh")
-        assert isinstance(table, Column)
-
-        # With RR intervals as inputs
-        table_rr = frequency_table(rr=rr, backend="tabulate")
-        assert isinstance(table_rr, str)
-
-        table = frequency_table(rr=rr, backend="bokeh")
-        assert isinstance(table, Column)
-
-        # Check for consistency between methods
-        assert table_rr == table_df
-
-    def test_nonlinear_table(self):
-        """Test plot_subspaces function"""
-        rr = import_rr().rr
-        nonlinear_df = nonlinear_domain(rr, input_type="rr_ms")
-
-        # With a df as input
-        table_df = nonlinear_table(nonlinear_df=nonlinear_df, backend="tabulate")
-        assert isinstance(table_df, str)
-
-        table = nonlinear_table(nonlinear_df=nonlinear_df, backend="bokeh")
-        assert isinstance(table, Column)
-
-        # With RR intervals as inputs
-        table_rr = nonlinear_table(rr=rr, backend="tabulate")
-        assert isinstance(table_rr, str)
-
-        table = nonlinear_table(rr=rr, backend="bokeh")
-        assert isinstance(table, Column)
-
-        # Check for consistency between methods
-        assert table_rr == table_df
+        plt.close("all")
 
 
 if __name__ == "__main__":
diff --git a/systole/tests/test_recording.py b/systole/tests/test_recording.py
index 662597ed..57ad8433 100644
--- a/systole/tests/test_recording.py
+++ b/systole/tests/test_recording.py
@@ -35,7 +35,7 @@ def test_oximeter(self):
             oxi.channels["Channel_0"][idx] = 1
         oxi.plot_events()
 
-        oxi.plot_raw()
+        oxi.plot_raw(clipping=False)
 
         oxi.serial.ppg = [1000]  # Insert error in recording
         with self.assertRaises(ValueError):
diff --git a/systole/tests/test_reports.py b/systole/tests/test_reports.py
new file mode 100644
index 00000000..030e6214
--- /dev/null
+++ b/systole/tests/test_reports.py
@@ -0,0 +1,132 @@
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+import os
+import shutil
+import unittest
+from unittest import TestCase
+
+import matplotlib.pyplot as plt
+import pandas as pd
+from bokeh.models import Column
+
+from systole import import_dataset1, import_rr
+from systole.hrv import frequency_domain, nonlinear_domain, time_domain
+from systole.reports import frequency_table, nonlinear_table, time_table
+from systole.reports.group_level import (
+    artefacts_group_level,
+    frequency_domain_group_level,
+    nonlinear_domain_group_level,
+    time_domain_group_level,
+)
+from systole.reports.subject_level import subject_level_report
+
+
+class TestReports(TestCase):
+    def test_subject_level(self):
+        """Test the subject-level reports"""
+
+        #######
+        # ECG #
+        #######
+        ecg = import_dataset1(modalities=["ECG"]).ecg.to_numpy()
+
+        subject_level_report(
+            participant_id="participant_test",
+            pattern="task_test",
+            modality="beh",
+            result_folder="./",
+            session="session_test",
+            ecg=ecg,
+            ecg_sfreq=1000,
+        )
+
+        shutil.rmtree("./participant_test")
+
+    def test_group_level(self):
+        """Test the group-level reports"""
+
+        summary_df = pd.read_csv(
+            os.path.dirname(__file__) + "/group_level_ses-session1_task-hrd.tsv",
+            sep="\t",
+        )
+
+        time_domain_group_level(summary_df)
+        frequency_domain_group_level(summary_df)
+        nonlinear_domain_group_level(summary_df)
+        artefacts_group_level(summary_df)
+
+    def test_time_table(self):
+        """Test the time_table function"""
+        rr = import_rr().rr
+        time_df = time_domain(rr, input_type="rr_ms")
+
+        # With a df as input
+        table_df = time_table(time_df=time_df, backend="tabulate")
+        assert isinstance(table_df, str)
+
+        table = time_table(time_df=time_df, backend="bokeh")
+        assert isinstance(table, Column)
+
+        # With RR intervals as inputs
+        table_rr = time_table(rr=rr, backend="tabulate")
+        assert isinstance(table_rr, str)
+
+        table = time_table(rr=rr, backend="bokeh")
+        assert isinstance(table, Column)
+
+        # Check for consistency between methods
+        assert table_rr == table_df
+
+        plt.close("all")
+
+    def test_frequency_table(self):
+        """Test frequency_table function"""
+        rr = import_rr().rr
+        frequency_df = frequency_domain(rr, input_type="rr_ms")
+
+        # With a df as input
+        table_df = frequency_table(frequency_df=frequency_df, backend="tabulate")
+        assert isinstance(table_df, str)
+
+        table = frequency_table(frequency_df=frequency_df, backend="bokeh")
+        assert isinstance(table, Column)
+
+        # With RR intervals as inputs
+        table_rr = frequency_table(rr=rr, backend="tabulate")
+        assert isinstance(table_rr, str)
+
+        table = frequency_table(rr=rr, backend="bokeh")
+        assert isinstance(table, Column)
+
+        # Check for consistency between methods
+        assert table_rr == table_df
+
+        plt.close("all")
+
+    def test_nonlinear_table(self):
+        """Test nonlinear_table function"""
+        rr = import_rr().rr
+        nonlinear_df = nonlinear_domain(rr, input_type="rr_ms")
+
+        # With a df as input
+        table_df = nonlinear_table(nonlinear_df=nonlinear_df, backend="tabulate")
+        assert isinstance(table_df, str)
+
+        table = nonlinear_table(nonlinear_df=nonlinear_df, backend="bokeh")
+        assert isinstance(table, Column)
+
+        # With RR intervals as inputs
+        table_rr = nonlinear_table(rr=rr, backend="tabulate")
+        assert isinstance(table_rr, str)
+
+        table = nonlinear_table(rr=rr, backend="bokeh")
+        assert isinstance(table, Column)
+
+        # Check for consistency between methods
+        assert table_rr == table_df
+
+        plt.close("all")
+
+
+if __name__ == "__main__":
+    unittest.main(argv=["first-arg-is-ignored"], exit=False)
diff --git a/systole/tests/test_utils.py b/systole/tests/test_utils.py
index 6753aa58..ec4ca9eb 100644
--- a/systole/tests/test_utils.py
+++ b/systole/tests/test_utils.py
@@ -10,20 +10,35 @@
 from systole import import_dataset1, import_ppg, import_rr
 from systole.detection import ppg_peaks
 from systole.utils import (
+    find_clipping,
+    get_valid_segments,
     heart_rate,
     input_conversion,
+    nan_cleaning,
+    norm_bad_segments,
     norm_triggers,
     simulate_rr,
     time_shift,
     to_angles,
     to_epochs,
+    to_neighbour,
 )
 
 
 class TestUtils(TestCase):
+    def test_to_neighbour(sef):
+        ppg = import_ppg().ppg.to_numpy()[:200]  # Import PPG recording
+        peaks = np.zeros(len(ppg), dtype=bool)
+        peaks[50] = True
+
+        new_peaks = to_neighbour(signal=ppg, peaks=peaks)
+        assert np.where(new_peaks)[0] == 51
+        new_peaks = to_neighbour(signal=ppg, peaks=peaks, kind="min")
+        assert np.where(new_peaks)[0] == 1
+
     def test_norm_triggers(self):
         ppg = import_ppg().ppg.to_numpy()  # Import PPG recording
-        _, peaks = ppg_peaks(ppg)
+        _, peaks = ppg_peaks(ppg, sfreq=75)
         peaks[np.where(peaks)[0] + 1] = 1
         peaks[np.where(peaks)[0] + 2] = 1
         peaks[-1:] = 1
@@ -40,7 +55,7 @@ def test_norm_triggers(self):
     def test_heart_rate(self):
         """Test heart_rate function"""
         ppg = import_ppg().ppg.to_numpy()  # Import PPG recording
-        _, peaks = ppg_peaks(ppg)
+        _, peaks = ppg_peaks(ppg, sfreq=75)
         heartrate, time = heart_rate(peaks)
         assert len(heartrate) == len(time)
         np.testing.assert_almost_equal(np.nanmean(heartrate), 884.92526408453)
@@ -75,7 +90,7 @@ def test_to_angle(self):
         assert ~np.any(np.asarray(ang) < 0)
         assert ~np.any(np.asarray(ang) > np.pi * 2)
         ppg = import_ppg().ppg.to_numpy()  # Import PPG recording
-        signal, peaks = ppg_peaks(ppg)
+        signal, peaks = ppg_peaks(ppg, sfreq=75)
         ang = to_angles(peaks, peaks)
 
     def test_to_epochs(self):
@@ -129,7 +144,7 @@ def test_input_conversion(self):
         """Test the input_conversion function"""
         # Load example PPG signal
         ppg = import_ppg().ppg.to_numpy()
-        _, peaks = ppg_peaks(ppg)
+        _, peaks = ppg_peaks(ppg, sfreq=75)
 
         # input_type = "peaks"
         rr_ms = input_conversion(peaks, input_type="peaks", output_type="rr_ms")
@@ -162,6 +177,53 @@ def test_input_conversion(self):
         assert np.diff(np.where(pks)[0]).mean() == rr_ms.mean()
         assert rr_ms.mean() == np.diff(peaks_idx).mean()
 
+    def test_nan_cleaning(self):
+        ppg = import_ppg().ppg.to_list()
+        ppg[30] = np.nan
+        nan_cleaning(signal=np.array(ppg), verbose=True)
+
+    def test_find_clipping(self):
+
+        ppg = import_ppg().ppg.to_numpy()
+
+        lower, upper = find_clipping(signal=ppg)
+        assert (lower, upper) == (0, 255)
+
+        # Create lower and upper clipping artefacts
+        ppg[ppg <= 50] = 50
+        ppg[ppg >= 230] = 230
+
+        lower, upper = find_clipping(signal=ppg)
+        assert (lower, upper) == (50, 230)
+
+        lower, upper = find_clipping(signal=ppg[:100])
+        assert (lower, upper) == (None, None)
+
+    def test_norm_bad_segments(self):
+
+        # Overlapping intervals
+        bad_segments = [(100, 200), (150, 250)]
+        new_segments = norm_bad_segments(bad_segments)
+        assert new_segments == [(100, 250)]
+
+        # A boolean vector
+        bool_bad_segments = np.zeros(100, dtype=bool)
+        bool_bad_segments[10:20] = True
+        bool_bad_segments[50:60] = True
+        new_segments = norm_bad_segments(bool_bad_segments)
+        assert new_segments == [(10, 20), (50, 60)]
+
+    def test_get_valid_segments(self):
+
+        signal = np.random.normal(size=1000)
+
+        bad_segments = [(500, 550), (700, 800)]
+        valids = get_valid_segments(signal=signal, bad_segments=bad_segments)
+
+        assert len(valids[0]) == 500
+        assert len(valids[1]) == 200
+        assert len(valids[2]) == 150
+
 
 if __name__ == "__main__":
     unittest.main(argv=["first-arg-is-ignored"], exit=False)
diff --git a/systole/utils.py b/systole/utils.py
index 5d83076e..df14d79d 100644
--- a/systole/utils.py
+++ b/systole/utils.py
@@ -6,6 +6,10 @@
 from numba import jit
 from scipy.interpolate import interp1d
 
+ppg_strings = ["ppg", "pleth", "photoplethysmogram", "cardiac"]
+ecg_strings = ["ecg", "electrocardiogram", "ekg", "cardiac"]
+resp_strings = ["resp", "rsp", "res", "respiration", "breath"]
+
 
 @jit(nopython=True)
 def norm_triggers(
@@ -528,18 +532,24 @@ def to_neighbour(
     Parameters
     ----------
     signal : np.ndarray
-        Signal used to maximize/minimize peaks.
+        Signal used to maximize/minimize peaks values.
     peaks: np.ndarray
         Boolean vector of peaks position.
     kind : str
         Can be 'max' or 'min'.
     size : int
-        Size of the time window used to find max/min (samples).
+        Size of the time window used to find max/min (samples). Defaults to `50`.
 
     Returns
     -------
     new_peaks: np.ndarray
         Boolean vector of peaks position.
+
+    Raises
+    ------
+    ValueError
+        If `kind` is not `"max"` or `"min"`.
+
     """
     new_peaks = peaks.copy()
     for pk in np.where(peaks)[0]:
@@ -557,7 +567,7 @@ def to_neighbour(
 
 
 def input_conversion(
-    x: Union[List[float], np.ndarray],
+    x: Union[List, np.ndarray],
     input_type: str,
     output_type: str,
     sfreq: int = 1000,
@@ -593,6 +603,7 @@ def input_conversion(
     -------
     output : np.ndarray
         The time series converted to the desired format.
+
     """
 
     if output_type not in ["peaks", "peaks_idx", "rr_ms", "rr_s"]:
@@ -610,7 +621,7 @@ def input_conversion(
             elif output_type == "rr_s":
                 output = np.diff(np.where(x)[0]) / sfreq
             elif output_type == "peaks_idx":
-                output = np.where(x)[0]
+                output = np.where(x)[0]  # type: ignore
         else:
             raise ValueError("The peaks vector should only contain boolean values.")
 
@@ -643,7 +654,7 @@ def input_conversion(
     elif input_type == "rr_s":
         if (x > 0).all():
             if output_type == "rr_ms":
-                output = x * 1000
+                output = x * 1000  # type: ignore
             elif output_type == "peaks":
                 output = np.zeros(np.sum(x * 1000).astype(int) + 1, dtype=bool)
                 output[np.cumsum(x * 1000).astype(int)] = True
@@ -658,3 +669,233 @@ def input_conversion(
         raise ValueError("Invalid input type.")
 
     return output
+
+
+@jit(nopython=True)
+def nan_cleaning(signal: np.ndarray, verbose: bool = True) -> np.ndarray:
+    """Interpolate NaNs values.
+
+    Parameters
+    ----------
+    signal : np.ndarray
+        The physiological signal.
+    verbose : bool
+        Control function verbosity. Defaults to `True` (print)
+
+    Returns
+    -------
+    clean_signal : np.ndarray
+
+    """
+
+    arg_nans = np.where(np.isnan(signal))[0]
+    if len(arg_nans) > 0:
+        if verbose:
+            print(
+                f"... NaNs cleaning : interpolating {len(arg_nans)} NaN values found in the signal {int(100 * len(arg_nans)/len(signal))} %."
+            )
+        arg_float = np.where(~np.isnan(signal))[0]
+        xp = np.arange(0, len(signal))[arg_float]
+        fp = signal[arg_float]
+        signal[arg_nans] = np.interp(arg_nans, xp=xp, fp=fp)
+
+    return signal
+
+
+def find_clipping(signal: np.ndarray) -> Tuple[Optional[float], Optional[float]]:
+    """Automatically find the max and/or min threshold value of clipping artefacts.
+
+    Parameters
+    ----------
+    signal : np.ndarray
+        The physiological signal.
+
+    Returns
+    -------
+    min_threshold, max_threshold : float | None
+        The minimum and maximum threshold corresponding to the clipping artefact. If no
+        threshold is found, returns `None`.
+
+    """
+    min_threshold, max_threshold = None, None
+
+    signal_max = np.max(signal)
+    signal_min = np.min(signal)
+
+    if (len(np.where(signal == signal_max)[0]) == 0) & (
+        len(np.where(signal == signal_min)[0]) == 0
+    ):
+        return min_threshold, max_threshold
+
+    signal_diff = np.diff(signal)
+
+    # If max is not unique
+    if len(np.where(signal == signal_max)[0]) > 1:
+
+        # Count the number of occurence of max values with derivative = 0
+        n_clip = np.isin(
+            np.where(signal_diff == 0)[0] + 1, np.where(signal == signal_max)[0]
+        ).sum()
+
+        if n_clip > 2:
+            max_threshold = signal_max
+
+    # If min is not unique
+    if len(np.where(signal == signal_min)[0]) > 1:
+
+        # Count the number of occurence of min values with derivative = 0
+        n_clip = np.isin(
+            np.where(signal_diff == 0)[0] + 1, np.where(signal == signal_min)[0]
+        ).sum()
+
+        if n_clip > 2:
+            min_threshold = signal_min
+
+    return min_threshold, max_threshold
+
+
+def get_valid_segments(
+    signal: np.ndarray,
+    bad_segments: Union[np.ndarray, List[Tuple[int, int]]] = None,
+) -> List[np.ndarray]:
+    """Return the longest signal or intervals time series after dropping segments marked
+    as bads.
+
+    Parameters
+    ----------
+    signal : np.ndarray
+        The physiological time serie that should be filtered.
+    bad_segments : np.ndarray | tuple
+        Bad segments in the signal where RR interval or peaks to peaks intervals could
+        not be accurately estimated. Intervals from these segments will be dropped and
+        the time domain parameters will be computed over the remaining intervals. A
+        warning is printed if the final intervals range is less than 2 minutes.
+
+    Return
+    ------
+    valid : list of np.ndarray
+        The filtered signal / interval time serie given the bad segments, sorted
+        according to the signal length.
+
+    Examples
+    --------
+    From a given physiological signal, and a set of bad segments, return the list of
+    valid time series, sorted according to their length.
+
+    >>> import numpy as np
+    >>> from systole.utils import get_valid_segments
+    >>> signal = np.random.normal(size=1000)
+    >>> bad_segments = [(500, 550), (700, 800)]
+    >>> valids = get_valid_segments(signal=signal, bad_segments=bad_segments)
+    >>> [len(sig) for sig in valids]
+    `[500, 200, 150]`
+
+    """
+
+    # Return a list of tuple and merge overlapping intervals
+    bad_segments = norm_bad_segments(bad_segments)
+
+    # Create a list of valid signal array
+    valids, start_valid = [], 0
+    for bads in bad_segments:
+
+        valids.append(signal[start_valid : bads[0]])
+
+        # First bad segment at the beginning
+        if bads[0] != 0:
+            start_valid = bads[1]
+
+    if bad_segments[-1][1] < len(signal):
+        valids.append(signal[bad_segments[-1][1] :])
+
+    return sorted(valids, key=len, reverse=True)
+
+
+def norm_bad_segments(bad_segments) -> List[Tuple[int, int]]:
+    """Normalize bad segments. Return a list of tuples and merge overlapping intervals.
+
+    Parameters
+    ----------
+    bad_segments : list | np.ndarray
+        The time stamps of the bad segments. Can be a boolean 1d numpy array where
+        `True` is a bad segment (will be rejected), or a list of tuples such as
+        (start_idx, end_idx) in signal samples or milliseconds when intervals are
+        provided.
+
+    Returns
+    -------
+    bad_segments_tuples : tuple
+        The merged bad segments as tuples such as (start_idx, end_idx) indicate when
+        each bad segment starts and ends.
+
+    Raises
+    ------
+    ValueError :
+        If `bad_segments` is not a tuple or a np.ndarray.
+
+    Examples
+    --------
+
+    Get a list of tuples such as `[(start_idx, end_idx)]` from a boolean vector that
+    is of the same length that the associated signal and where `True` is a bad
+    segment/sample.
+
+    >>> import numpy as np
+    >>> from systole.utils import norm_bad_segments
+    >>> bool_bad_segments = np.zeros(100, dtype=bool)
+    >>> bool_bad_segments[10:20] = True
+    >>> bool_bad_segments[50:60] = True
+    >>> new_segments = norm_bad_segments(bool_bad_segments)
+    >>> new_segments
+    `[(10, 20), (50, 60)]`
+
+    From a list of tuples such as `[(start_idx, end_idx)]`, where some intervals are
+    overlapping, get a clean version of these bad segments by merging the overlapping
+    intervals.
+
+    >>> bad_segments = [(100, 200), (150, 250)]
+    >>> new_segments = norm_bad_segments(bad_segments)
+    >>> assert new_segments
+    `[(100, 250)]`
+
+    """
+    if isinstance(bad_segments, list):
+
+        # Create boolean representation
+        t_max = np.array(bad_segments).max()
+        boolean_segments = np.zeros(t_max, dtype=int)
+
+        for bads in bad_segments:
+            boolean_segments[bads[0] : bads[1]] = 1
+
+    elif isinstance(bad_segments, np.ndarray):
+
+        boolean_segments = bad_segments.astype(int)
+
+    else:
+        raise ValueError(
+            "bad_segments should be a list of tuples or a boolean 1d array."
+            f" Got {type(bad_segments)}"
+        )
+
+    # Find the start and end of each bad segments
+    bad_segments_list = [0] if boolean_segments[0] == 1 else []
+
+    bad_segments_list.extend(
+        [
+            idx
+            for idx in range(1, len(boolean_segments) - 1)
+            if (boolean_segments[idx] == 1) & (boolean_segments[idx - 1] == 0)
+            | (boolean_segments[idx] == 0) & (boolean_segments[idx - 1] == 1)
+        ]
+    )
+    if boolean_segments[-1] == 1:
+        bad_segments_list.append(len(boolean_segments))
+
+    # Make it a list of tuples (start, end)
+    bad_segments_tuples = [
+        (bad_segments_list[i], bad_segments_list[i + 1])
+        for i in range(0, len(bad_segments_list), 2)
+    ]
+
+    return bad_segments_tuples
diff --git a/systole/viewer/__init__.py b/systole/viewer/__init__.py
new file mode 100644
index 00000000..014ece99
--- /dev/null
+++ b/systole/viewer/__init__.py
@@ -0,0 +1,6 @@
+from .viewer import Editor, Viewer
+
+__all__ = [
+    "Viewer",
+    "Editor",
+]
diff --git a/systole/viewer/viewer.py b/systole/viewer/viewer.py
new file mode 100644
index 00000000..e32c120c
--- /dev/null
+++ b/systole/viewer/viewer.py
@@ -0,0 +1,740 @@
+# Author: Nicolas Legrand <nicolas.legrand@cfin.au.dk>
+
+import functools
+import json
+from os import PathLike
+from pathlib import Path
+from typing import List, Optional, Tuple, Union
+
+import ipywidgets as widgets
+import matplotlib.pyplot as plt
+import numpy as np
+import pandas as pd
+from matplotlib.dates import date2num
+from matplotlib.widgets import SpanSelector
+
+from systole.detection import ecg_peaks, ppg_peaks, rsp_peaks
+from systole.plots import plot_raw
+from systole.utils import ecg_strings, norm_bad_segments, ppg_strings, resp_strings
+
+
+class Viewer:
+    """Interactive plots based on Matplotlib for visualization and edition of peaks
+    detection in physiological signal.
+
+    Parameters
+    ----------
+    figsize : tuple
+        The size of the interactive Matplotlib figure for peaks edition. Defaults to
+        `(15, 7)`.
+    input_folder : str | PathLike
+        Path to the input BIDS folder.
+    output_folder : str | PathLike
+        Path to the output folder. This is where the JSON files containing peaks
+        correction logs will be saved. If an empty strimg is provided (default), the
+        results will be saved in `BIDS/derivative/systole/corrected/`.
+    session : str | PathLike
+        The BIDS sub-session where the pysio files are stored. Defaults to
+        `"ses-session1"`.
+    modality : str | PathLike
+        The BIDS sub-modality where the pysio files are stored (e.g. `"func"` or
+        `"beh"`).
+    pattern : str | PathLike
+        The string pattern that the pysio files should contain. This allows to refine
+        the selection of possible physio files, in case the folders contains many
+        `_physio-gz.tsv`.
+    signal_type : str | PathLike
+       The type of signal that are being analyzed. Can be `"PPG"`, `"ECG"` or `"RESP"`.
+       Defaults to `"PPG"`.
+    participant_id : str | None
+        The participant ID as registered in the BIDS folder.
+
+    Notes
+    -----
+    This module was largely inspired by the peakdet toolbox
+    (https://github.com/physiopy/peakdet).
+
+    """
+
+    def __init__(
+        self,
+        figsize: Tuple[int, int] = (15, 7),
+        input_folder: Union[str, PathLike] = "",
+        output_folder: Union[str, PathLike] = "",
+        session: Union[str, PathLike] = "ses-session1",
+        modality: Union[str, PathLike] = "beh",
+        pattern: Union[str, PathLike] = "task-",
+        signal_type: Union[str, PathLike] = "PPG",
+        participant_id: Optional[str] = None,
+    ) -> None:
+
+        self.figsize = figsize
+
+        ##################
+        # Create widgets #
+        ##################
+
+        self.bids_path = widgets.Textarea(
+            value=input_folder,
+            placeholder="Type something",
+            description="Input:",
+            disabled=False,
+            layout=widgets.Layout(width="250px"),
+        )
+        self.session_ = widgets.Textarea(
+            value=session,
+            placeholder="Type something",
+            description="Session:",
+            disabled=False,
+            layout=widgets.Layout(width="250px"),
+        )
+        self.modality_ = widgets.Textarea(
+            value=modality,
+            placeholder="Type something",
+            description="Modality:",
+            disabled=False,
+            layout=widgets.Layout(width="250px"),
+        )
+        self.pattern_ = widgets.Textarea(
+            value=pattern,
+            placeholder="Type something",
+            description="Pattern:",
+            disabled=False,
+            layout=widgets.Layout(width="250px"),
+        )
+        self.signal_type_ = widgets.Dropdown(
+            options=["PPG", "ECG", "RESP"],
+            value=signal_type,
+            description="Signal:",
+            layout=widgets.Layout(width="250px"),
+        )
+        self.save_button_ = widgets.Button(
+            description="Save modifications",
+            disabled=False,
+            button_style="",
+            tooltip="Description",
+            icon="save",
+            layout=widgets.Layout(width="250px"),
+        )
+        self.output_folder_ = widgets.Textarea(
+            value=output_folder,
+            placeholder="Type something",
+            description="Output:",
+            disabled=False,
+            layout=widgets.Layout(width="250px"),
+        )
+        self.edition_ = widgets.ToggleButtons(
+            options=["Correction", "Rejection"], diabled=False
+        )
+        self.rejection_ = widgets.Checkbox(
+            value=True, descrition="Valid recording", disabled=False, indent=True
+        )
+
+        # Update the participant list from the BIDS parameters
+        try:
+            # Get the list of all participant from the folders
+            self.participants_list = [
+                f.stem for f in list(Path(self.bids_path.value).glob("sub-*/"))
+            ]
+            if self.participants_list:
+                self.participants_list.sort()
+
+            # Filter participants that have no physio recording
+            filter_participants_list = [
+                part
+                for part in self.participants_list
+                if any(
+                    Path(
+                        self.bids_path.value,
+                        part,
+                        self.session_.value,
+                        self.modality_.value,
+                    ).glob(f"*{self.pattern_.value}*.tsv.gz")
+                )
+            ]
+            if len(filter_participants_list) == 0:
+                print(
+                    "No file is matching the given paterns.\n"
+                    f"... Input: {self.bids_path.value}\n"
+                    f"... Session: {self.session_.value}\n"
+                    f"... Modality: {self.modality_.value}\n"
+                    f"... Pattern: {self.pattern_.value}"
+                )
+                self.participants_list = ["sub-"]
+            else:
+                self.participants_list = filter_participants_list
+        except FileNotFoundError:
+            print("Directory not found.")
+            self.participants_list = ["sub-"]
+
+        self.participant_id = self.participants_list[0]
+
+        self.participants_ = widgets.Dropdown(
+            options=self.participants_list,
+            value=self.participant_id,
+            description="Participant ID",
+            layout=widgets.Layout(width="200px"),
+        )
+
+        # Keep updated if dropdown menus are used
+        self.bids_path.observe(self.update_list, names="value")
+        self.session_.observe(self.update_list, names="value")
+        self.modality_.observe(self.update_list, names="value")
+        self.pattern_.observe(self.update_list, names="value")
+        self.signal_type_.observe(self.plot_signal, names="value")
+        self.participants_.observe(self.plot_signal, names="value")
+        self.save_button_.observe(self.save, names="value")
+
+        # Show the navigator and main plot
+        self.io_box = widgets.VBox(
+            [
+                widgets.HBox(
+                    [
+                        self.bids_path,
+                        self.session_,
+                        self.participants_,
+                        self.modality_,
+                    ]
+                ),
+                widgets.HBox([self.pattern_, self.signal_type_, self.output_folder_]),
+            ]
+        )
+
+        self.commands_box = widgets.HBox(
+            [self.edition_, self.rejection_, self.save_button_]
+        )
+
+        self.output = widgets.Output()
+
+        # Plot the first pysio file if any
+        self.plot_signal(change=None)
+
+    def update_list(self, change):
+        """Updating the list of participants when the text boxes are used."""
+        self.participants_list = (
+            pd.read_csv(Path(self.bids_path.value, "participants.tsv"), sep="\t")
+            .participant_id.sort_values()
+            .to_list()
+        )
+        self.participants_list = [
+            part
+            for part in self.participants_list
+            if any(
+                Path(
+                    self.bids_path.value,
+                    self.participants_.value,
+                    self.session_.value,
+                    self.modality_.value,
+                ).glob(f"*{self.pattern_.value}*.tsv.gz")
+            )
+        ]
+
+        self.participants_.option = self.participants_list
+
+    def plot_signal(self, change):
+
+        self.output.clear_output()
+        with self.output:
+
+            # Start the interactive editor for peaks correction
+            self.editor = Editor(
+                input_folder=self.bids_path.value,
+                participant_id=self.participants_.value,
+                pattern=self.pattern_.value,
+                session=self.session_.value,
+                modality=self.modality_.value,
+                figsize=self.figsize,
+                viewer=self,
+            )
+            plt.show()
+
+    def save(self, change):
+        """Save the JSON file logging the peaks correction into the BIDS derivatives
+        folder."""
+        # Save the new JSON file
+        self.editor.save(output_folder=self.output_folder_.value)
+        self.output.clear_output()
+        # Printing saving message
+        print(
+            f"Saving participant {self.participants_.value} in {self.output_folder_.value} completed."
+        )
+
+
+class Editor:
+    """Class for visualization and manual edition of peaks vectors.
+
+    Parameters
+    ----------
+    input_folder : str | PathLike
+        Path to the input BIDS folder.
+    participant_id : str | list
+        The participant ID, following BIDS standards.
+    pattern : str | PathLike
+        The string pattern that the pysio files should contain. This allows to refine
+        the selection of possible physio files, in case the folders contains many
+        `_physio-gz.tsv`.
+    session : str | PathLike
+        The BIDS sub-session where the pysio files are stored.
+    modality : str | PathLike
+        The BIDS sub-modality where the pysio files are stored (e.g. `"func"` or
+        `"beh"`).
+    physio_file : str | PathLike
+        Path to the physiological recording.
+    json_file : str | PathLike
+        Path to the JSON metadata of the physiological recording.
+    figsize : tuple
+        The size of the interactive Matplotlib figure for peaks edition. Defaults to
+        `(15, 7)`.
+    viewer : :py:class`systole.viewer.Viewer` instance | None
+        The viewer instance from which the editor is called.
+
+    Attributes
+    ----------
+    initial_peaks : np.ndarray
+        The peaks vector as detected using the default peaks detection algorithm.
+    peaks : np.ndarray
+        The corrected peaks vector after manual insertion/deletion.
+    physio_file : PathLike | None
+        Path to the physiological recording.
+    json_file : PathLike | None
+        Path to the sidecar JSON file.
+
+    """
+
+    def __init__(
+        self,
+        input_folder: Optional[Union[str, PathLike]],
+        participant_id: Optional[Union[str, List]],
+        pattern: Optional[Union[str, List]],
+        session: Optional[Union[str, List[str]]] = "ses-session1",
+        modality: Optional[Union[str, PathLike]] = "beh",
+        physio_file: Union[str, PathLike] = "",
+        json_file: Union[str, PathLike] = "",
+        figsize: Tuple[int, int] = (15, 7),
+        viewer: Optional[Viewer] = None,
+    ) -> None:
+
+        if input_folder is not None:
+            self.input_folder = input_folder
+        if participant_id is not None:
+            self.participant_id = participant_id
+        if pattern is not None:
+            self.pattern = pattern
+        if session is not None:
+            self.session = session
+        if modality is not None:
+            self.modality = modality
+        if viewer is not None:
+            self.viewer = viewer
+
+        self.figsize = figsize
+        self.bad_segments: List[int] = []
+
+        # Load the physio files and store parameters, then load the signal from the
+        # physio file and perform peaks detection
+        self = self.load_file(
+            physio_file=physio_file, json_file=json_file
+        ).load_signal()
+
+        # If a signal is available, call the main plotting method
+        if self.signal is not None:
+
+            # Create a time vector from signal length and convert it to Matplotlib ax values
+            self.time = pd.to_datetime(
+                np.arange(0, len(self.signal)), unit="ms", origin="unix"
+            )
+            self.x_vec = date2num(self.time)
+
+            # Create the main plot_raw instance
+            self.fig, self.ax = plt.subplots(nrows=2, figsize=self.figsize, sharex=True)
+
+            if self.bad_segments:
+                bad_segments = [
+                    (self.bad_segments[i], self.bad_segments[i + 1])
+                    for i in range(0, len(self.bad_segments), 2)
+                ]
+            else:
+                bad_segments = None
+
+            plot_raw(
+                signal=self.signal,
+                peaks=self.peaks,
+                modality=self.viewer.signal_type_.value.lower(),
+                backend="matplotlib",
+                show_heart_rate=True,
+                show_artefacts=True,
+                bad_segments=bad_segments,
+                sfreq=1000,
+                ax=[self.ax[0], self.ax[1]],
+            )
+
+            self.fig.canvas.mpl_connect("key_press_event", self.on_key)
+
+            # two selectors for rejection (left mouse) and deletion (right mouse)
+            self.delete = functools.partial(self.on_remove)
+            self.span1 = SpanSelector(
+                self.ax[0],
+                self.delete,
+                "horizontal",
+                button=1,
+                props=dict(facecolor="red", alpha=0.2),
+                useblit=True,
+            )
+            self.add = functools.partial(self.on_add)
+            self.span2 = SpanSelector(
+                self.ax[0],
+                self.add,
+                "horizontal",
+                button=3,
+                props=dict(facecolor="green", alpha=0.2),
+                useblit=True,
+            )
+
+    def on_remove(self, xmin, xmax):
+        """Removes specified peaks by either rejection / deletion, or mark bad
+        segments."""
+
+        # Get the interval in sample idexes
+        if self.viewer.edition_.value == "Correction":
+            tmin, tmax = np.searchsorted(self.x_vec, (xmin, xmax))
+            self.peaks[tmin:tmax] = False
+            self.plot_signals()
+
+        elif self.viewer.edition_.value == "Rejection":
+            tmin, tmax = np.searchsorted(self.x_vec, (xmin, xmax))
+            self.bad_segments.append(int(tmin))
+            self.bad_segments.append(int(tmax))
+
+            # Makes it a list of tuple
+            bad_segments = [
+                (self.bad_segments[i], self.bad_segments[i + 1])
+                for i in range(0, len(self.bad_segments), 2)
+            ]
+
+            # Merge overlapping segments if any
+            bad_segments = norm_bad_segments(bad_segments)
+            self.bad_segments = list(np.array(bad_segments).flatten())
+            print(self.bad_segments)
+            self.plot_signals()
+
+    def on_add(self, xmin, xmax):
+        """Add a new peak on the maximum signal value from the selected range."""
+        # Get the interval in sample idexes
+        tmin, tmax = np.searchsorted(self.x_vec, (xmin, xmax))
+        self.peaks[tmin + np.argmax(self.signal[tmin:tmax])] = True
+        self.plot_signals()
+
+    def on_key(self, event):
+        """Undoes last span select or quits peak editor"""
+        # accept both control or Mac command key as selector
+        if event.key in ["ctrl+q", "super+d"]:
+            self.quit()
+        elif event.key in ["left"]:
+            xlo, xhi = self.ax[0].get_xlim()
+            step = xhi - xlo
+            self.ax[0].set_xlim(xlo - step, xhi - step)
+            self.fig.canvas.draw()
+        elif event.key in ["right"]:
+            xlo, xhi = self.ax[0].get_xlim()
+            step = xhi - xlo
+            self.ax[0].set_xlim(xlo + step, xhi + step)
+            self.fig.canvas.draw()
+
+    def plot_signals(self):
+        """Clears axes and plots data / peaks / troughs."""
+
+        if self.signal is not None:
+
+            # Clear axes and redraw, retaining x-/y-axis zooms
+            xlim, ylim = self.ax[0].get_xlim(), self.ax[0].get_ylim()
+            xlim2, ylim2 = self.ax[1].get_xlim(), self.ax[1].get_ylim()
+            self.ax[0].clear()
+            self.ax[1].clear()
+
+            # Convert bad segments into list of tuple
+            if self.bad_segments:
+                bad_segments = [
+                    (self.bad_segments[i], self.bad_segments[i + 1])
+                    for i in range(0, len(self.bad_segments), 2)
+                ]
+            else:
+                bad_segments = None
+
+            plot_raw(
+                signal=self.signal,
+                peaks=self.peaks,
+                modality=self.viewer.signal_type_.value.lower(),
+                backend="matplotlib",
+                show_heart_rate=True,
+                show_artefacts=True,
+                bad_segments=bad_segments,
+                sfreq=1000,
+                ax=[self.ax[0], self.ax[1]],
+            )
+            self.ax[0].set(xlim=xlim, ylim=ylim)
+            self.ax[1].set(xlim=xlim2, ylim=ylim2)
+
+            # Show span selectors
+            # two selectors for rejection (left mouse) and deletion (right mouse)
+            self.delete = functools.partial(self.on_remove)
+            self.span1 = SpanSelector(
+                self.ax[0],
+                self.delete,
+                "horizontal",
+                button=1,
+                props=dict(facecolor="red", alpha=0.2),
+                useblit=True,
+            )
+            self.add = functools.partial(self.on_add)
+            self.span2 = SpanSelector(
+                self.ax[0],
+                self.add,
+                "horizontal",
+                button=3,
+                props=dict(facecolor="green", alpha=0.2),
+                useblit=True,
+            )
+
+            # Customize the plot a bit
+            for ax in self.ax:
+                ax.spines.right.set_visible(False)
+                ax.spines.top.set_visible(False)
+                ax.tick_params(
+                    direction="in",
+                    width=1.5,
+                    which="major",
+                    size=8,
+                )
+                ax.tick_params(direction="in", width=1, which="minor", size=4)
+                ax.grid(which="major", alpha=0.5, linewidth=0.5)
+            self.fig.set_tight_layout()
+            plt.margins(x=0, y=0)
+            plt.minorticks_on()
+            plt.subplots_adjust(left=0.1, bottom=0.1, right=0.1, top=0.1)
+
+            self.fig.canvas.draw()
+
+            return self
+
+    def quit(self):
+        """Quits editor"""
+        plt.close(self.fig)
+
+    def save(self, output_folder: Union[str, PathLike] = ""):
+        """Save the corrected peaks in the derivatives folder."""
+
+        if not output_folder:
+            output_folder = self.input_folder
+
+        # Path to the corrected signal and JSON files
+        self.corrected_json_file = Path(
+            output_folder,
+            "systole",
+            "corrected",
+            str(self.participant_id),
+            str(self.session),
+            self.modality,
+            f"{self.participant_id}_{self.session}_{self.pattern}_corrected.json",
+        )
+
+        if not self.corrected_json_file.parent.exists():
+            self.corrected_json_file.parent.mkdir(parents=True)
+
+        if self.corrected_json_file.exists():
+            # Load the existing corrected JSON data
+            f = open(self.corrected_json_file)
+            metadata = json.load(f)
+            f.close()
+        else:
+            metadata = {}
+
+        # Create the JSON metadata and save it in the corrected derivative folder
+        corrected_info = {
+            "valid": self.viewer.rejection_.value,
+            "corrected_peaks": np.where(self.peaks)[0].tolist(),
+            "bad_segments": [int(x) for x in self.bad_segments],
+        }
+        metadata[self.viewer.signal_type_.value] = corrected_info
+
+        with open(self.corrected_json_file, "w") as f:
+            json.dump(metadata, f, ensure_ascii=False, indent=4)
+
+    def load_signal(self):
+        """Find the signal in the physiological recording and perform peaks detection."""
+        self.data = None
+        self.peaks = None
+        self.signal = None
+        self.input_signal = None
+        self.initial_peaks = None
+        if self.physio_file is None:
+            return self
+
+        # Load the physiological signal from the BIDS folder
+        self.data = pd.read_csv(
+            self.physio_file,
+            sep="\t",
+            compression="gzip",
+            names=self.input_columns_names,
+        )
+        self.data.columns = self.data.columns.str.lower()
+
+        # Path to the corrected JSON files (if the signal has already been checked)
+        self.corrected_json_file = Path(
+            self.viewer.output_folder_.value,
+            "derivatives",
+            "systole",
+            "corrected",
+            str(self.participant_id),
+            str(self.session),
+            self.modality,
+            f"{self.physio_file.stem[:-11]}_corrected.json",
+        )
+
+        if self.viewer.signal_type_.value == "ECG":
+            ecg_col = [col for col in self.data.columns if col in ecg_strings]
+            ecg_col = ecg_col[0] if len(ecg_col) > 0 else None
+
+            self.input_signal = self.data[ecg_col].to_numpy()
+
+            # Peaks detection on the input signal
+            self.signal, self.peaks = ecg_peaks(
+                signal=self.input_signal, sfreq=self.sfreq
+            )
+            self.initial_peaks = self.peaks.copy()
+            print(f"Loading electrocardiogram - sfreq={self.sfreq} Hz.")
+
+        elif self.viewer.signal_type_.value == "PPG":
+            ppg_col = [col for col in self.data.columns if col in ppg_strings]
+            ppg_col = ppg_col[0] if len(ppg_col) > 0 else None
+
+            self.input_signal = self.data[ppg_col].to_numpy()
+
+            # Peaks detection on the input signal
+            self.signal, self.peaks = ppg_peaks(
+                signal=self.input_signal, sfreq=self.sfreq
+            )
+            self.initial_peaks = self.peaks.copy()
+            print(f"Loading photoplethysmogram - sfreq={self.sfreq} Hz.")
+
+        elif self.viewer.signal_type_.value == "RESP":
+            res_col = [col for col in self.data.columns if col in resp_strings]
+            res_col = res_col[0] if len(res_col) > 0 else None
+
+            self.input_signal = self.data[res_col].to_numpy()
+
+            # Peaks detection on the input signal
+            self.signal, (self.peaks, _) = rsp_peaks(
+                signal=self.input_signal, sfreq=self.sfreq
+            )
+            self.initial_peaks = self.peaks.copy()
+            print(f"Loading respiratory signal - sfreq={self.sfreq} Hz.")
+
+        # Load peaks, bad segments and reject signal from the JSON logs
+        if self.corrected_json_file.exists():
+
+            # Opening JSON file and extract metadata
+            f = open(self.corrected_json_file)
+            json_data = json.load(f)
+
+            self.bad_segments = json_data[self.viewer.signal_type_.value.lower()][
+                "bad_segments"
+            ]
+
+            # If corrected peaks already exist, load here and replace the revious ones
+            self.peaks = np.zeros(len(self.signal), dtype=bool)
+            self.peaks[
+                np.array(
+                    json_data[self.viewer.signal_type_.value.lower()]["corrected_peaks"]
+                )
+            ] = True
+            f.close()
+
+        # If the signal is invalid, set it to None
+        if np.isnan(self.input_signal).all():
+            print("Empty signal, settings everything to None.")
+            self.signal = None
+            self.input_signal = None
+            self.peaks = None
+            self.initial_peaks = None
+
+        return self
+
+    def load_file(
+        self, physio_file: Union[str, PathLike], json_file: Union[str, PathLike]
+    ):
+        """Load the physio files."""
+
+        self.recording_start_time = None
+        self.recording_end_time = None
+        self.sfreq = None
+        self.input_columns_names = None
+        self.json_file = None
+        self.physio_file = None
+
+        # If a path to a physio file is provided, otherwise search in the BIDS folder
+        if physio_file:
+            self.physio_file = Path(physio_file)
+            self.json_file = Path(json_file)
+        else:
+            physio_files = list(
+                Path(
+                    self.input_folder,
+                    str(self.participant_id),
+                    str(self.session),
+                    self.modality,
+                ).glob(f"*{self.pattern}*.tsv.gz")
+            )
+            if len(physio_files) == 0:
+                self.physio_file, self.json_file = None, None
+            elif len(physio_files) > 1:
+                self.physio_file, self.json_file = None, None
+                print(
+                    "More than one recording match the provided string pattern."
+                    "Use a more explicit/longer string pattern to find your recording."
+                )
+            else:
+                self.physio_file = physio_files[0]
+                json_files = list(
+                    Path(
+                        self.input_folder,
+                        str(self.participant_id),
+                        str(self.session),
+                        self.modality,
+                    ).glob(f"*{self.pattern}*.json")
+                )
+                if len(json_files) == 0:
+                    self.physio_file, self.json_file = None, None
+                elif len(json_files) > 1:
+                    self.physio_file, self.json_file = None, None
+                    print(
+                        "More than one JSON file match the provided string pattern. "
+                        "Use a more explicit/longer string pattern to find your recording."
+                    )
+                else:
+                    self.json_file = json_files[0]
+
+        if self.json_file is not None:
+
+            # Opening JSON file and extract metadata
+            f = open(self.json_file)
+            json_data = json.load(f)
+
+            self.sfreq = json_data["SamplingFrequency"]
+            self.input_columns_names = json_data["Columns"]
+
+            try:
+                self.recording_start_time = json_data["StartTime"]
+                self.recording_end_time = json_data["EndTime"]
+            except KeyError:
+                pass
+
+            f.close()
+
+        if physio_file is None:
+            print("No physiological recording found for this participant.")
+        elif json_file is None:
+            print("No JSON file found for this participant.")
+        else:
+            print(f"Loading {self.physio_file}")
+
+        return self