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docs/api-rate-limits.md

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#### List of APIs with the above rate limits:
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- [Tours and Activities](https://developers.amadeus.com/self-service/category/destination-content/api-doc/tours-and-activities){:target="\_blank"}
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- [Airport On-time Performance](https://developers.amadeus.com/self-service/category/air/api-doc/airport-on-time-performance)
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- [Flight Price Analysis](https://developers.amadeus.com/self-service/category/air/api-doc/flight-price-analysis){:target="\_blank"}
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- [Flight Delay Prediction](https://developers.amadeus.com/self-service/category/air/api-doc/flight-delay-prediction){:target="\_blank"}
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- [Flight Choice Prediction](https://developers.amadeus.com/self-service/category/air/api-doc/flight-choice-prediction){:target="\_blank"}
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### The other APIs
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docs/developer-tools/graphql/rest-to-graphql-python.md

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Before you begin, you need to:
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* Register your application with Amadeus for Developers as described in [Making your first API call](../../quick-start.md).
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* Register your application with Amadeus for Developers.
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* Have Python installed on your machine.
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## Create a new Python project

docs/examples/code-example.md

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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/flight_price_analysis/v1/get/Java%20SDK/FlightPriceAnalysis.java"
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```
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### Flight Delay Prediction
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=== "Python"
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```python
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/flight_delay_prediction/v1/get/Python%20SDK/flight_delay_prediction.py"
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```
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=== "Node"
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``` javascript
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/flight_delay_prediction/v1/get/Node%20SDK/flight_delay_prediction.js"
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```
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=== "Java"
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```java
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/flight_delay_prediction/v1/get/Java%20SDK/FlightDelayPrediction.java"
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```
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### Airport On Time Performance
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=== "Python"
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```python
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/airport_on_time_performance/v1/get/Python%20SDK/airport_on_time_performance.py"
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```
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=== "Node"
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``` javascript
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/airport_on_time_performance/v1/get/Node%20SDK/airport_on_time_performance.js"
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```
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=== "Java"
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```java
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/airport_on_time_performance/v1/get/Java%20SDK/AirportOnTime.java"
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```
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### Flight Choice Prediction
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=== "Python"
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```python
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/flight_choice_prediction/v2/post/Python%20SDK/flight_choice_prediction.py"
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```
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=== "Node"
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``` javascript
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/flight_choice_prediction/v2/post/Node%20SDK/flight_choice_prediction.js"
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```
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=== "Java"
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```java
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/flight_choice_prediction/v2/post/Java%20SDK/FlightChoicePrediction.java"
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```
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### On Demand Flight Status
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=== "Python"
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```
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### Trip Purpose Prediction
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=== "Python"
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```python
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/trip_purpose_prediction/v2/get/Python%20SDK/trip_purpose_prediction.py"
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```
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=== "Node"
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``` javascript
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```
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=== "Java"
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```java
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--8<-- "https://github.com/amadeus4dev/amadeus-code-examples/raw/master/trip_purpose_prediction/v2/get/Java%20SDK/TripPurposePrediction.java"
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```
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### Travel Recommendations
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=== "Python"

docs/examples/index.md

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| ----------- | ----------- |
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| Code examples | [For each SDK and API endpoint](./code-example.md) |
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| Interactive code examples | [Flight Search and Hotel Search](./live-examples.md) |
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| Prototypes | [Official prototypes](./prototypes.md#official-prototypes)<br>[Community prototypes](./prototypes.md#prototypes-from-community) |
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docs/examples/prototypes.md

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![amadeus-hotel-booking-django](../images/examples/prototypes/amadeus-hotel-booking-django.png)
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### Amadeus Flight Price Analysis in Django {#amadeus-flight-price-analysis-django}
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* **Source code**: You can access the source code [on GitHub](https://github.com/amadeus4dev/amadeus-flight-price-analysis-django){:target="\_blank"}.
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The prototype is built with Python/Django and the [ Amadeus Python SDK](../developer-tools/python.md). It retrieves flight offers using the Flight Offers Search API for a given itinerary. Then it displays if the cheapest available flight is a good deal based on the Flight Price Analysis API. We finally predict if the trip is for business or leisure using the Trip Purpose Prediction API.
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![amadeus-flight-price-analysis-django](../images/examples/prototypes/amadeus-flight-price-analysis-django.png)
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### Amadeus Hotel Search with area safety and POIs {#amadeus-hotel-area-safety-pois-django}
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* **Source code**: You can access the source code [on GitHub](https://github.com/amadeus4dev/amadeus-hotel-area-safety-pois-django){:target="\_blank"}.
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| Use case | Amadeus APIs used | Technology | Details |
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|--------------------------------------------|---------------------------------------------------------------------------------------------------|----------------------|------------------------------------------------------------------------------------------------------------------|
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| Trip purpose prediction | Trip Purpose Prediction | Python, django | [amadeus-trip-purpose-django](#amadeus-trip-purpose-django) |
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| Hotel Search | Hotel Search | Swift | [amadeus-hotel-search-swift](#amadeus-hotel-search-swift) |
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| Hotel booking engine | Hotel Search, Hotel Booking | Kotlin | [amadeus-hotel-booking-android](#amadeus-hotel-booking-android) |
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| Flight Search with Artificial intelligence | Flight Offers Search, Flight Choice Prediction, Trip Purpose Prediction and Airport & City Search | Python, django | [amadeus-smart-flight-search-django](#amadeus-smart-flight-search-django) |

docs/faq.md

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To get the refund policy for a specific flight, you will need to use the [Flight Offers Price API](https://developers.amadeus.com/self-service/category/air/api-doc/flight-offers-price), with the parameter `include` set to `detailed-fare-rules` at the endpoint of the URL as follows: https://api.amadeus.com/v1/shopping/flight-offers/pricing?include=detailed-fare-rules
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## Flight Price Analysis
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### Why do some origin and destination pairings not return any results?
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Not all possible routes are supported by the API even in production. The reason is that the machine learning model filters out all the routes with an error rate below 15% MAPE (Mean absolute percentage error). For more insights on how the model works, please refer to [this blog post](https://developers.amadeus.com/blog/flight-price-analysis-model-machine-learning).
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## Flight Delay Prediction
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### Why do I get the INFERENCE error?
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This means the requested origin/city pairing was not included in our training data. So, we have no previous information on whether that flight is normally delayed or not.
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## Flight Cheapest Date Search
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