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46 changes: 46 additions & 0 deletions README.md
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Expand Up @@ -6,6 +6,52 @@ Based on the comparative analysis, it may be helpful to offer comparative experi

TEACH (Trajectory Embedding compArator benCHmark) assesses trajectory embeddings qualitatively to help researchers select a proper trajectory embedding representation before passing through a coupled neural network. This work is based on the ideas presented in the following paper: [Modeling Trajectories Obtained from External Sensors for Location Prediction via NLP Approaches ](https://www.mdpi.com/1424-8220/22/19/7475)

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## 🧠 Dependencies & Libraries

The following Python libraries were used across the scripts in this repository:

[![Python](https://img.shields.io/badge/Python-3.8.3-3776AB?style=flat-square&logo=python&logoColor=white)](https://www.python.org/downloads/release/python-383/)
[![Pandas](https://img.shields.io/badge/Pandas-1.5.3-150458?style=flat-square&logo=pandas&logoColor=white)](https://pandas.pydata.org/)
[![NumPy](https://img.shields.io/badge/NumPy-1.23.5-013243?style=flat-square&logo=numpy&logoColor=white)](https://numpy.org/)
[![Matplotlib](https://img.shields.io/badge/Matplotlib-3.6.2-11557C?style=flat-square&logo=matplotlib&logoColor=white)](https://matplotlib.org/)
[![scikit-learn](https://img.shields.io/badge/scikit--learn-1.0.2-F7931E?style=flat-square&logo=scikit-learn&logoColor=white)](https://scikit-learn.org/)
[![Keras](https://img.shields.io/badge/Keras-2.9.0-D00000?style=flat-square&logo=keras&logoColor=white)](https://keras.io/)
[![TensorFlow](https://img.shields.io/badge/TensorFlow-2.9.1-FF6F00?style=flat-square&logo=tensorflow&logoColor=white)](https://www.tensorflow.org/)
[![TQDM](https://img.shields.io/badge/TQDM-4.66.1-4C4C4C?style=flat-square&logo=python&logoColor=white)](https://tqdm.github.io/)
[![OSMNX](https://img.shields.io/badge/OSMNX-1.2.2-4C4C4C?style=flat-square&logo=python&logoColor=white)](https://osmnx.readthedocs.io/)
[![NetworkX](https://img.shields.io/badge/NetworkX-2.8.5-4C4C4C?style=flat-square&logo=python&logoColor=white)](https://networkx.org/)
[![IPyWidgets](https://img.shields.io/badge/IPyWidgets-8.0.6-4C4C4C?style=flat-square&logo=jupyter&logoColor=white)](https://ipywidgets.readthedocs.io/)
[![IPython](https://img.shields.io/badge/IPython-8.8.0-4C4C4C?style=flat-square&logo=jupyter&logoColor=white)](https://ipython.readthedocs.io/)
[![PyMove](https://img.shields.io/badge/PyMove-3.1.2-4C4C4C?style=flat-square&logo=python&logoColor=white)](https://github.com/InsightLab/PyMove)
[![NLTK](https://img.shields.io/badge/NLTK-3.7-4C4C4C?style=flat-square&logo=python&logoColor=white)](https://www.nltk.org/)
[![Folium](https://img.shields.io/badge/Folium-0.14.0-4C4C4C?style=flat-square&logo=python&logoColor=white)](https://python-visualization.github.io/folium/)
[![Keras Preprocessing](https://img.shields.io/badge/Keras--Preprocessing-1.1.2-4C4C4C?style=flat-square&logo=python&logoColor=white)](https://github.com/keras-team/keras-preprocessing)
[![Voila](https://img.shields.io/badge/Voila-0.5.2-4C4C4C?style=flat-square&logo=jupyter&logoColor=white)](https://voila.readthedocs.io/en/stable/)
[![Math](https://img.shields.io/badge/Math-built--in-11557C?style=flat-square&logo=python&logoColor=white)](https://docs.python.org/3/library/math.html)
[![OS](https://img.shields.io/badge/OS-built--in-11557C?style=flat-square&logo=python&logoColor=white)](https://docs.python.org/3/library/os.html)
[![Sys](https://img.shields.io/badge/Sys-built--in-11557C?style=flat-square&logo=python&logoColor=white)](https://docs.python.org/3/library/sys.html)
[![Pathlib](https://img.shields.io/badge/Pathlib-built--in-11557C?style=flat-square&logo=python&logoColor=white)](https://docs.python.org/3/library/pathlib.html)
[![IO](https://img.shields.io/badge/IO-built--in-11557C?style=flat-square&logo=python&logoColor=white)](https://docs.python.org/3/library/io.html)
[![Random](https://img.shields.io/badge/Random-built--in-11557C?style=flat-square&logo=python&logoColor=white)](https://docs.python.org/3/library/random.html)
[![Copy](https://img.shields.io/badge/Copy-built--in-11557C?style=flat-square&logo=python&logoColor=white)](https://docs.python.org/3/library/copy.html)


### ✅ Main Usage per Script:

| Script | Libraries |
| ----------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| `app/dashboards_classes/view_trajectory_data.py` | Pandas, NumPy, IPython, IPyWidgets, PyMove, Folium, OS, Pathlib, Random |
| `app/dashboards_classes/extrinsic_evaluation.py` | Pandas, NumPy, scikit-learn, Keras, IPython, IPyWidgets, Pathlib |
| `app/dashboards_classes/intrinsic_evaluation.py` | Pandas, NumPy, IPython, IPyWidgets, PyMove, OSMNX, NetworkX, Matplotlib, NLTK, TQDM, Pathlib, OS, Copy |
| `app/dashboards_classes/teach_main.py` | Pandas, NumPy, IPython, IPyWidgets, Keras, OS, Pathlib, IO, Copy |
| `app/utils/distances.py` | Math, NumPy |
| `app/utils/geographical.py` | Keras Preprocessing (pad_sequences) |
| `app/utils/metrics.py` | NumPy |
| `app/utils/output.py` | IPython, IPyWidgets |

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## Activating the TEACH

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