Update README.md

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README.md

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+# Public Transport Time Series
 
+## Overview
 
-# Public transport time series
+This dataset provides time series data on estimated boardings, alightings, and bus occupancy across selected stops in the public transport network. The data is aggregated in 30-minute intervals and was generated through the integration and analysis of multiple transport data sources.
 
+- **Boarding data** was extracted using data mining techniques from **Automatic Vehicle Location (AVL)**, **Automatic Fare Collection (AFC)**, and **General Transit Feed Specification (GTFS)** systems.  
+- **Alighting data** was estimated using the **trip chaining** method.  
+- **Bus occupancy** was calculated based on the ratio of boardings and alightings per vehicle.
 
-## Overview 
+### Available files:
 
-Time series with information on estimated boarding, landings and bus occupancy.
+- [boarding_03-05_2024.csv](boarding_03-05_2024.csv): Estimated boardings per stop  
+- [landing_03-05_2024.csv](landing_03-05_2024.csv): Estimated alightings per stop  
+- [loader_03-05_2024.csv](loader_03-05_2024.csv): Estimated bus occupancy  
 
-- Dataset with bus boarding data: a
-- Dataset with bus landings data: a
-- Dataset with bus occupancy data: [loader_03-05_2024.csv](loader_03-05_2024.csv)
+## Description of Selected Stops
 
-## Descriptions
+From over 2,700 bus stops in the network, ten were selected based on diverse and representative passenger flow patterns. The table below summarizes the characteristics of each location:
 
-| Stop_id | Location                                                                         | Observations                                                            |
-|:----:|----------------------------------------------------------------------------------|-------------------------------------------------------------------------|
-| 44783654    | Bus stop in front of the Federal University of Bahia (UFBA)                      | High flow of students and staff                                         |
-| 43768720   | Lapa Station                                                                     | One of the main public transportation terminals in the city             |
-| 230565994  | Beach at Itapuã Lighthouse                                                       | Foot traffic varies throughout the day; higher demand on weekends and holidays |
-| 125960550   | Area around Arena Fonte Nova Stadium                                             | Influenced by sporting and cultural events                              |
-| 45833547    | Stop near Manoel Barradas Stadium                                                | Peaks in activity on game days                                          |
-| 44784438   | Stop near the Ferry Boat Maritime Crossing                                       | Primarily used for intercity travel                                     |
-| 47568123  | Stop around a very popular mall                                                   | Heavy commercial foot traffic                                           |
-| 44072192 | Stop near Castro Alves Theater                                                   | Activity increases during event hours                                   |
-| 258781031   | Salvador Bus Station                                                              | High demand as a hub for both urban and intercity buses                 |
-| 44783914    | Lacerda Elevator tourist attraction                                              | Located in a central area with strong commercial and tourist appeal     |
+| Stop ID     | Location                                                                 | Observations                                                                 |
+|-------------|--------------------------------------------------------------------------|------------------------------------------------------------------------------|
+| 44783654    | In front of the Federal University of Bahia (UFBA)                       | High volume of students and university staff                                 |
+| 43768720    | Lapa Station                                                             | One of the city's main public transport terminals                            |
+| 230565994   | Itapuã Lighthouse Beach                                                  | Passenger flow varies throughout the day; higher on weekends and holidays    |
+| 125960550   | Arena Fonte Nova surroundings                                            | Demand influenced by sports and cultural events                              |
+| 45833547    | Near Manoel Barradas Stadium                                             | Sharp increases in demand during game days                                   |
+| 44784438    | Near the Ferry Boat terminal                                             | Primarily serves intercity and cross-bay travelers                           |
+| 47568123    | Near a major shopping mall                                               | High commercial traffic throughout the day                                   |
+| 44072192    | Close to Castro Alves Theater                                            | Passenger flow increases during performance and event hours                  |
+| 258781031   | Salvador Bus Station                                                     | Central hub for urban and intercity bus routes                               |
+| 44783914    | Lacerda Elevator tourist area                                            | Located in a busy commercial and tourist district                            |
 
-
----
-license: cc-by-nd-4.0
 ---
+
+**License:** [CC BY-ND 4.0](https://creativecommons.org/licenses/by-nd/4.0/)