✨ add confidence bound example + more figure retention in `basic_exam…

…ple.py`. (#164)

* ✨ add confidence bound example + more figure retention

* ⛏️ remove code quality badge

* 👀 more PNG outpus for better git readability

* 🖊️ review code

* 🔍 Watt/hour -> Watt-hour

---------

Co-authored-by: Jeroen Van Der Donckt <[email protected]>

README.md

@@ -7,7 +7,6 @@
 [![PyPI Latest Release](https://img.shields.io/pypi/v/plotly-resampler.svg)](https://pypi.org/project/plotly-resampler/)
 [![support-version](https://img.shields.io/pypi/pyversions/plotly-resampler)](https://img.shields.io/pypi/pyversions/plotly-resampler)
 [![codecov](https://img.shields.io/codecov/c/github/predict-idlab/plotly-resampler?logo=codecov)](https://codecov.io/gh/predict-idlab/plotly-resampler)
-[![Code quality](https://img.shields.io/lgtm/grade/python/github/predict-idlab/plotly-resampler?label=code%20quality&logo=lgtm)](https://lgtm.com/projects/g/predict-idlab/plotly-resampler/context:python)
 [![Downloads](https://pepy.tech/badge/plotly-resampler)](https://pepy.tech/project/plotly-resampler)
 [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?)](http://makeapullrequest.com)
 [![Documentation](https://github.com/predict-idlab/plotly-resampler/actions/workflows/deploy-docs.yml/badge.svg)](https://github.com/predict-idlab/plotly-resampler/actions/workflows/deploy-docs.yml)

examples/README.md

@@ -13,11 +13,12 @@ pip install -r requirements.txt
 ## 1. Example notebooks
 ### 1.1 basic examples
 
-The [basic example notebook](basic_example.ipynb) covers most use-cases in which plotly resampler will be employed. It serves as an ideal starting point for data-scientists who want to use plotly-resampler in their day-to-day jupyter environments.
+The [basic example notebook](basic_example.ipynb) covers most use-cases in which plotly-resampler will be employed. It serves as an ideal starting point for data-scientists who want to use plotly-resampler in their day-to-day jupyter environments.
 
 Additionally, this notebook also shows some more advanced functionalities, such as:
 * Retaining (a static) plotly-resampler figure in your notebook
 * Adjusting trace data of plotly-resampler figures at runtime
+* How to add (shaded) confidence bounds to your time series
 * The flexibility of configuring different aggregation-algorithms and number of shown samples per trace
 
 
@@ -29,8 +30,7 @@ Additionally, this notebook highlights how to use the `FigureWidget` its on-clic
 
 ## 2. Dash apps
 
-The [dash_apps](dash_apps/) folder contains example dash apps in
-which `plotly-resampler` is integrated
+The [dash_apps](dash_apps/) folder contains example dash apps in which `plotly-resampler` is integrated
 
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