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# Time Series Visualization

```{contents}
:local:
:depth: 2
```

## Introduction

## Technical requirements

To follow along with this chapter, you will need to have leafmap and several optional dependencies installed. If you have already followed {numref}`ch1:install` - _Installing leafmap_, then you should already have a conda environment with all the necessary packages installed. Otherwise, you can create a new conda environment and install [pygis](https://pygis.gishub.org) with the following commands, which will automatically install leafmap and all the required dependencies:

```bash
conda create -n geo python
conda activate geo
conda install -c conda-forge mamba
mamba install -c conda-forge pygis
```

Next, launch JupyterLab by typing the following commands in your terminal or Anaconda prompt:

```bash
jupyter lab
```

Alternatively, you can use leafmap in a cloud environment without installing anything on your local computer. Click on one of the following links to launch a cloud-based JupyterLab server:

- [Open 5_time_series.ipynb in Google Colab](https://colab.research.google.com/github/giswqs/leafmap-book/blob/master/chapters/5_time_series.ipynb)
- [Open 5_time_series.ipynb in Amazon SageMaker Studio Lab](https://studiolab.sagemaker.aws/import/github/giswqs/leafmap-book/blob/master/chapters/5_time_series.ipynb)
- [Open 5_time_series.ipynb in Microsoft Planetary Computer](https://pccompute.westeurope.cloudapp.azure.com/compute/hub/user-redirect/git-pull?repo=https://github.com/giswqs/leafmap-book&urlpath=lab/tree/leafmap-book/chapters/5_time_series.ipynb&branch=master)

Once in the selected cloud environment, you can uncomment the following line and run the cell to install pygis, which includes leafmap and all the necessary dependencies:

```{code-cell} ipython3
# %pip install pygis
```

The installation process may take 2-3 minutes. Once pygis has been installed successfully, restart the kernel to enable the newly installed packages.

To begin, import the necessary libraries that will be used in this chapter:

```{code-cell} ipython3
import leafmap
```

## Planet imagery

## Time series inspector

## Time slider

## Timelapse animations

## Summary

## References

- https://leafmap.org/notebooks/20_planet_imagery
- https://leafmap.org/notebooks/21_ts_inspector/
- https://leafmap.org/notebooks/22_time_slider
- https://leafmap.org/notebooks/20_planet_imagery
- https://leafmap.org/notebooks/61_vector_to_gif
- https://leafmap.org/notebooks/72_timelapse